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:
Jan. 17, 2023

Filed:

Apr. 21, 2018
Applicant:

Microsoft Technology Licensing, Llc, Redmond, WA (US);

Inventors:

Jeremy Fowers, Seattle, WA (US);

Kalin Ovtcharov, Issaquah, WA (US);

Eric S. Chung, Woodinville, WA (US);

Todd Michael Massengill, Woodinville, WA (US);

Ming Gang Liu, Kirkland, WA (US);

Gabriel Leonard Weisz, Bethesda, MD (US);

Assignee:
Attorneys:
Primary Examiner:
Int. Cl.
CPC ...
G06N 3/063 (2006.01); G06F 15/80 (2006.01);
U.S. Cl.
CPC ...
G06N 3/063 (2013.01); G06F 15/8053 (2013.01);
Abstract

Neural network processors that have been customized based on application specific synthesis specialization parameters and related methods are described. Certain example neural network processors and methods described in the present disclosure expose several major synthesis specialization parameters that can be used for specializing a microarchitecture instance of a neural network processor to specific neural network models including: (1) aligning the native vector dimension to the parameters of the model to minimize padding and waste during model evaluation, (2) increasing lane widths to drive up intra-row-level parallelism, or (3) increasing matrix multiply tiles to exploit sub-matrix parallelism for large neural network models.


Find Patent Forward Citations

Loading…