公开(公告)号：US20230214646A1

公开(公告)日：2023-07-06

申请号：US17856569

申请日：2022-07-01

Applicant: SAMSUNG ELECTRONICS CO., LTD.

Inventor： CHAN-HYUN YOUN ,  KYUNGCHAE LEE ,  LINH LE VU ,  HEEJAE KIM

IPC: G06N3/08 ,  G06N3/04 ,  G06N3/063

CPC classification number: G06N3/08 ,  G06N3/04 ,  G06N3/063

Abstract: A method for searching deep neural network architecture for computation offloading in a computing environment is provided. The method comprises configuring a target deep network including a plurality of computation cells, each computation cell including a plurality of nodes, a weight between each node of the plurality of nodes, and an operation selector that selects a candidate operation between each node of the plurality of nodes, partitioning the plurality of computation cells into a first portion in which the computation is performed on the first device and a second portion in which the computation is performed on the second device, the first portion including a transmission cell, and the transmission cell including a resource selector that determines whether each computation inside the transmission cell is processed by the first device or the second device, and a channel selector which determines a channel through which a computation result processed by the first device is transmitted to the second device, and updating the weight, the operation selector, the resource selector, and the channel selector.