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:
Mar. 14, 2023

Filed:

Sep. 03, 2019
Applicant:

International Business Machines Corporation, Armonk, NY (US);

Inventors:

Xiao Sun, Pleasantville, NY (US);

Chia-Yu Chen, Westchester, NY (US);

Naigang Wang, Ossining, NY (US);

Jungwook Choi, Seoul, KR;

Kailash Gopalakrishnan, New York, NY (US);

Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06F 17/18 (2006.01); G06N 20/00 (2019.01); G06N 5/04 (2006.01); G06F 9/30 (2018.01); G06F 7/483 (2006.01);
U.S. Cl.
CPC ...
G06F 9/30014 (2013.01); G06F 7/483 (2013.01); G06F 17/18 (2013.01); G06N 5/04 (2013.01); G06N 20/00 (2019.01);
Abstract

An apparatus includes a memory and a processor coupled to the memory. The processor includes first and second sets of arithmetic units having first and second precision for floating-point computations, the second precision being lower than the first precision. The processor is configured to obtain a machine learning model trained in the first precision, to utilize the second set of arithmetic units to perform inference on input data, to utilize the first set of arithmetic units to generate feedback for updating parameters of the second set of arithmetic units based on the inference performed on the input data by the second set of arithmetic units, to tune parameters of the second set of arithmetic units based at least in part on the feedback generated by the first set of arithmetic units, and to utilize the second set of arithmetic units with the tuned parameters to generate inference results.


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