REAL-TIME DNN EXECUTION FRAMEWORK ON MOBILE DEVICES WITH BLOCK-BASED COLUMN-ROW PRUNING
Number of patents in Portfolio can not be more than 2000
United States of America Patent
Stats
-
N/A
Issued Date -
Mar 9, 2023
app pub date -
Feb 16, 2021
filing date -
Feb 14, 2020
priority date (Note) -
Published
status (Latency Note)
Importance
Abstract
BPDNN is a general end-to-end framework to achieve real-time DNN execution on mobile devices. BPDNN supports both CNNs and RNNs. It is based on a novel, fine-grained structured BCR pruning to obtain high execution efficiency without compromising accuracy. BPDNN has two main stages: a compiler-based stage to generate optimized execution codes by leveraging BCR pruning information, and an optimization framework to determine the block size and other hyperparameters based on a decoupling strategy.
First Claim
Family
International Classification(s)
Cited Art Landscape
Patent Citation Ranking
Recipient Email Address
Recipient Email Address
Comment
Recipient Email Address
Add to Portfolio(s)
To add this patent to one, or more, of your portfolios, simply click the add button.
This Patent is in these Portfolios:
Add to additional portfolios:
Last Refreshed On:
Changes done successfully