公开(公告)号：US20210150363A1

公开(公告)日：2021-05-20

申请号：US16951464

申请日：2020-11-18

Applicant: AJOU UNIVERSITY INDUSTRY-ACADEMIC COOPERATION FOUNDATION

Inventor： Hoeseok YANG ,  Kyusik Choi ,  Jeonggyu Jang

IPC: G06N3/08 ,  G06F17/16

Abstract: Disclosed are an apparatus and a method of multi-phase pruning a neural network with multi-sparsity levels and an SIMD-based neural network pruning method, and the SIMD-based neural network pruning method according to an exemplary embodiment of the present disclosure includes GEMM-transforming an internode weight kernel applied to a layer in a neural network; and pruning the GEMM-transformed weight kernel with a predetermined SIMD width as a unit.

公开(公告)号：US11995552B2

公开(公告)日：2024-05-28

申请号：US16951464

申请日：2020-11-18

Applicant: AJOU UNIVERSITY INDUSTRY-ACADEMIC COOPERATION FOUNDATION

Inventor： Hoeseok Yang ,  Kyusik Choi ,  Jeonggyu Jang

IPC: G06N3/082 ,  G06F17/16

CPC classification number: G06N3/082 ,  G06F17/16

Abstract: Disclosed are an apparatus and a method of multi-phase pruning a neural network with multi-sparsity levels and an SIMD-based neural network pruning method, and the SIMD-based neural network pruning method according to an exemplary embodiment of the present disclosure includes GEMM-transforming an internode weight kernel applied to a layer in a neural network; and pruning the GEMM-transformed weight kernel with a predetermined SIMD width as a unit.