公开(公告)号：US20250148357A1

公开(公告)日：2025-05-08

申请号：US18504016

申请日：2023-11-07

Applicant: Google LLC

Inventor： Aditya Binodkumar Agrawal ,  Blake Alan Hechtman ,  Matthew Leever Hedlund ,  David Alexander Majnemer ,  Marissa Karen Ikonomidis

IPC: G06N20/00

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for compresses a machine learning model having a plurality of parameters. In one aspect, one of the methods includes obtaining trained values of a set of parameters for at least a portion of a machine learning model; identifying one or more dense ranges for the trained values; determining a least number of bits required to represent each trained value within the one or more dense ranges; identifying a second format having a range that is smaller than a range of the first format; and generating a compressed version of the at least a portion of the machine learning model.