The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Date of Patent:
Jun. 18, 2024

Filed:

Apr. 30, 2021
Applicant:

Synopsys, Inc., Mountain View, CA (US);

Inventor:

Thomas Pennello, Mountain View, CA (US);

Assignee:

Synopsys, Inc., Sunnyvale, CA (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
H04L 41/0896 (2022.01); G06F 16/22 (2019.01); G06N 3/08 (2023.01); G06N 20/00 (2019.01);
U.S. Cl.
CPC ...
H04L 41/0896 (2013.01); G06F 16/2219 (2019.01); G06N 3/08 (2013.01); G06N 20/00 (2019.01);
Abstract

Techniques for mixed precision quantization of a machine learning (ML) model. A target bandwidth increase is received (), for the ML model () including objects of a first data type represented by a first number of bits. The target bandwidth increase relates to changing a first portion of the objects to a second data type represented by a second number of bits different from the first number of bits (). The method further includes sorting the objects in the ML model based on bandwidth (). The method further includes identifying the first portion of the objects to change from the first data type to the second data type, based on the target bandwidth increase and the sorting of the plurality of objects (). The method further includes changing the first portion of the objects from the first data type to the second data type ().


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