公开(公告)号：US11907568B2

公开(公告)日：2024-02-20

申请号：US17501225

申请日：2021-10-14

Applicant: SAMSUNG ELECTRONICS CO., LTD.

Inventor： Kibeen Jung ,  Seungjun Yang ,  Byeonghui Kim ,  Jungmin Seo ,  Jaewoong Kim ,  Hyeongyu Min

IPC: G06F3/06

CPC classification number: G06F3/0655 ,  G06F3/0604 ,  G06F3/0679

Abstract: An operation method of a storage device includes receiving a first write request; adding the first write request to a first fragment; selecting at least “n” (e.g., at least two) streams among a plurality of pre-allocated streams when a size of the first fragment, when a size of the first fragment is >=a reference value, based on a cosine similarity between the first fragment and each of the pre-allocated streams; applying input information to a machine learning model to detect a first sequential stream associated with the first fragment from among the at least “n” streams; allocating a stream identifier of the first sequential stream to the first fragment; and storing write data included in the first fragment based on the stream identifier of the first sequential stream. The input information includes statistical information of at least one of the “n” streams and the first fragment.

公开(公告)号：US20220113899A1

公开(公告)日：2022-04-14

申请号：US17501225

申请日：2021-10-14

Applicant: SAMSUNG ELECTRONICS CO., LTD.

Inventor： Kibeen Jung ,  Seungjun Yang ,  Byeonghui Kim ,  Jungmin Seo ,  Jaewoong Kim ,  Hyeongyu Min

IPC: G06F3/06

Abstract: An operation method of a storage device includes receiving a first write request; adding the first write request to a first fragment; selecting at least “n” (e.g., at least two) streams among a plurality of pre-allocated streams when a size of the first fragment, when a size of the first fragment is >=a reference value, based on a cosine similarity between the first fragment and each of the pre-allocated streams; applying input information to a machine learning model to detect a first sequential stream associated with the first fragment from among the at least “n” streams; allocating a stream identifier of the first sequential stream to the first fragment; and storing write data included in the first fragment based on the stream identifier of the first sequential stream. The input information includes statistical information of at least one of the “n” streams and the first fragment.

公开(公告)号：US20250094051A1

公开(公告)日：2025-03-20

申请号：US18592065

申请日：2024-02-29

Applicant: SAMSUNG ELECTRONICS CO., LTD.

Inventor： Byeonghui KIM ,  Seongho Roh ,  Hyeongyu Min ,  Jisoo Kim ,  Hyunkyo Oh ,  Han Kyoo Lee ,  Kibeen Jung

IPC: G06F3/06

Abstract: A storage device includes: at least one nonvolatile memory device configured to store or read data; and at least one controller configured to: control the at least one nonvolatile memory device, perform at least one workload of a plurality of workloads, based on at least one parameter, perform a tuning for improvement of a performance and a Quality-of-Service (QOS) conformity with a first storage device associated with the workload, and wherein the at least one controller is further configured to individually perform the tuning for each of the plurality of workloads that are different kinds.

公开(公告)号：US11487448B2

公开(公告)日：2022-11-01

申请号：US17038371

申请日：2020-09-30

Applicant: SAMSUNG ELECTRONICS CO., LTD.

Inventor： Byeonghui Kim ,  Jungmin Seo ,  Kangho Roh ,  Hyeongyu Min ,  Jooyoung Hwang

IPC: G06F3/06 ,  G06N20/00

Abstract: A method includes sampling input/output requests from a host to generate sampled input/output requests; classifying the sampled input/output requests into clusters using an unsupervised learning algorithm; determining a hot data range based on a characteristic of the clusters; and incorporating the determined hot data range into a hot data table.