Allocating computations of a machine learning network in a machine learning accelerator

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United States of America Patent

PATENT NO 11734605
APP PUB NO 20210342733A1
SERIAL NO

16862515

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Abstract

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A compiler receives a description of a machine learning network and generates a computer program that implements the machine learning network. The compiler allocates instructions of the computer program to different groups of processing elements (Tiles) for execution such that different groups of Tiles implement different layers of the machine learning network. The compiler may determine the size of the different groups based on a partial computation metric associated with the computations performed to implement the corresponding layer. Furthermore, the compiler may assign specific Tiles to each group based on a set of predefined layout constraints. The compiler may statically schedule at least a portion of the instructions into one or more deterministic phases for execution by the groups of Tiles.

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Patent Owner(s)

  • SIMA TECHNOLOGIES, INC.

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Inventor(s)

Inventor Name Address # of filed Patents Total Citations
Kotler, Reed San Jose, US 12 5
Shah, Nishit Sunnyvale, US 38 151

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