公开(公告)号：US20220083838A1

公开(公告)日：2022-03-17

申请号：US17244006

申请日：2021-04-29

Applicant: Samsung Electronics Co., Ltd.

Inventor： UISEOK SONG ,  SANGGYU SHIN

IPC: G06N3/04 ,  G06N3/10

Abstract: A method includes predicting, for sets of input data, an input data number of a subsequent interval of a first interval using an input data number of the first interval and an input data number of a previous interval of the first interval set in a neural network inference optimization, determining the predicted input data number to be a batch size of the subsequent interval, determining whether pipelining is to be performed in a target device based on a resource state of the target device, and applying, to the target device, an inference policy including the determined batch size and a result of the determining of whether the pipelining is to be performed.

公开(公告)号：US20230281081A1

公开(公告)日：2023-09-07

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: G06F11/14

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：US20230076106A1

公开(公告)日：2023-03-09

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: G06F11/07 ,  G06F1/30

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.