公开(公告)号：US12260325B2

公开(公告)日：2025-03-25

申请号：US16924297

申请日：2020-07-09

Applicant: Samsung Electronics Co., Ltd.

Inventor： Uiseok Song

IPC: G06N3/08 ,  G06F9/50

Abstract: A processor-implemented neural network model reconfiguration method is provided. The method calculates required resource information of each of a plurality of layers of a neural network model, determines whether a layer of the plurality of layers is a reconfiguration target layer based on the required resource information and hardware information, determines reconfiguration layers, with respect to the reconfiguration target layer, based on required resource information of the reconfiguration target layer and the hardware information, selects one of the reconfiguration target layer and the determined reconfiguration layers based on performance information of the reconfiguration target layer and performance information of each of the determined reconfiguration layers, and implements one of the determined reconfigured layers in the neural network model based on the selecting of the determined reconfiguration layers.

公开(公告)号：US12019520B2

公开(公告)日：2024-06-25

申请号：US17991189

申请日：2022-11-21

Applicant: Samsung Electronics Co., Ltd.

Inventor： Jaehyung Ahn ,  Seongbeom Kim ,  Byungwoo Bang ,  Uiseok Song ,  Junyeon Lee ,  Wooseok Chang ,  Hun Seong Choi

IPC: G06F11/00 ,  G06F11/14

CPC classification number: G06F11/1438 ,  G06F11/1448

Abstract: An electronic device and method with on-demand accelerator checkpointing are provided. In one general aspect, an electronic device includes a host processor, and an accelerator configured to operate according to instructions transmitted by the host processor to the accelerator, wherein, a memory of the host processor and a memory of the accelerator are respectively checkpointed to a storage at respective different intervals, and in response to a determination that a failure has occurred in the host processor, the memory of the accelerator is checkpointed to the storage.

公开(公告)号：US12056004B2

公开(公告)日：2024-08-06

申请号：US17881793

申请日：2022-08-05

Applicant: Samsung Electronics Co., Ltd.

Inventor： Byungwoo Bang ,  Seongbeom Kim ,  Uiseok Song ,  Jaehyung Ahn ,  Junyeon Lee ,  Wooseok Chang

IPC: G06F11/00 ,  G06F1/30 ,  G06F11/07

CPC classification number: G06F11/0793 ,  G06F1/30 ,  G06F11/0796

Abstract: A method and apparatus with cosmic ray fault protection is included. A method includes obtaining cosmic ray information indicating at least one cosmic ray event, determining a soft error mitigation policy based on the cosmic ray information, accessing the soft error mitigation policy by a device, and based on the soft error mitigation policy, performing, by the device, a mitigation action that mitigates for soft errors related to the cosmic ray event.