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.
Patent No.:
Date of Patent:
May. 30, 2023
Filed:
Oct. 11, 2019
Applicant:
Xilinx, Inc., San Jose, CA (US);
Inventors:
Vijay Kumar Reddy Enumula, Hyderabad, IN;
Sundeep Ram Gopal Agarwal, Hyderabad, IN;
Assignee:
XILINX, INC., San Jose, CA (US);
Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/10 (2006.01); G06N 3/08 (2023.01); G06F 7/544 (2006.01);
U.S. Cl.
CPC ...
G06N 3/10 (2013.01); G06F 7/5443 (2013.01); G06N 3/08 (2013.01);
Abstract
An example method of implementing a quantized neural network (QNN) for a programmable device includes: identifying multiply-accumulate operations of neurons in the QNN; converting the multiply-accumulate operations to memory lookup operations; and implementing the memory lookup operations using a pre-compute circuit for the programmable device, the pre-compute circuit storing a pre-computed output of a neuron in the QNN for each of the memory lookup operations.