公开(公告)号：WO2021257298A1

公开(公告)日：2021-12-23

申请号：PCT/US2021/035963

申请日：2021-06-04

Applicant: APPLE INC.

Inventor： AHMAD, Suhail ,  BROWN, Alexander B. ,  OTTENS, Elizabeth A. ,  ISAZA, Alejandro

IPC: G06F8/71 ,  G06F11/14 ,  G06N20/00 ,  G06F11/1471 ,  G06F2201/84

Abstract: A training operation for training a machine learning model may be initiated. At a predetermined checkpoint during the training operation, checkpoint information comprising a representation of the machine learning model in a partially trained state may be generated and stored in a non-volatile storage medium. The training operation for training the machine learning model may be continued after the predetermined checkpoint.

公开(公告)号：WO2018222290A1

公开(公告)日：2018-12-06

申请号：PCT/US2018/028416

申请日：2018-04-19

Applicant: APPLE INC.

Inventor： BROWN, Alexander B. ,  SIRACUSA, Michael R. ,  KAPOOR, Gaurav ,  OTTENS, Elizabeth A. ,  HANSON, Christopher M. ,  NATION, Zachary A. ,  MUNDHE, Vrushali H. ,  SRIDHAR, Srikrishna

IPC: G06F8/71 ,  G06N99/00 ,  G06F8/36 ,  G06F8/30 ,  G06F8/60 ,  G06F8/10

Abstract: The subject technology provides for generating machine learning (ML) model code from a ML document file, the ML document file being in a first data format, the ML document file being converted to code in an object oriented programming language different than the first data format. The subject technology further provides for receiving additional code that calls a function provided by the ML model code. The subject technology compiles the ML model code and the additional code, the compiled ML model code including object code corresponding to the compiled ML model code and the compiled additional code including object code corresponding to the additional code. The subject technology generates a package including the compiled ML model code and the compiled additional code. Further, the subject technology sends the package to a runtime environment on a target device for execution.