CN119861870B - 用于机器学习的系统和机器学习系统中密钥值存取的方法 - Google Patents

用于机器学习的系统和机器学习系统中密钥值存取的方法

Info

Publication number
CN119861870B
CN119861870B CN202411905846.XA CN202411905846A CN119861870B CN 119861870 B CN119861870 B CN 119861870B CN 202411905846 A CN202411905846 A CN 202411905846A CN 119861870 B CN119861870 B CN 119861870B
Authority
CN
China
Prior art keywords
key value
memory
key
storage device
value
Prior art date
Legal status (The legal status is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the status listed.)
Active
Application number
CN202411905846.XA
Other languages
English (en)
Chinese (zh)
Other versions
CN119861870A (zh
Inventor
李周桓
奇亮奭
Current Assignee (The listed assignees may be inaccurate. Google has not performed a legal analysis and makes no representation or warranty as to the accuracy of the list.)
Samsung Electronics Co Ltd
Original Assignee
Samsung Electronics Co Ltd
Priority date (The priority date is an assumption and is not a legal conclusion. Google has not performed a legal analysis and makes no representation as to the accuracy of the date listed.)
Filing date
Publication date
Application filed by Samsung Electronics Co Ltd filed Critical Samsung Electronics Co Ltd
Publication of CN119861870A publication Critical patent/CN119861870A/zh
Application granted granted Critical
Publication of CN119861870B publication Critical patent/CN119861870B/zh
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Classifications

    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F12/00Accessing, addressing or allocating within memory systems or architectures
    • G06F12/02Addressing or allocation; Relocation
    • G06F12/08Addressing or allocation; Relocation in hierarchically structured memory systems, e.g. virtual memory systems
    • G06F12/10Address translation
    • G06F12/1081Address translation for peripheral access to main memory, e.g. direct memory access [DMA]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F13/00Interconnection of, or transfer of information or other signals between, memories, input/output devices or central processing units
    • G06F13/10Program control for peripheral devices
    • G06F13/102Program control for peripheral devices where the program performs an interfacing function, e.g. device driver
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F13/00Interconnection of, or transfer of information or other signals between, memories, input/output devices or central processing units
    • G06F13/14Handling requests for interconnection or transfer
    • G06F13/16Handling requests for interconnection or transfer for access to memory bus
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F13/00Interconnection of, or transfer of information or other signals between, memories, input/output devices or central processing units
    • G06F13/14Handling requests for interconnection or transfer
    • G06F13/20Handling requests for interconnection or transfer for access to input/output bus
    • G06F13/28Handling requests for interconnection or transfer for access to input/output bus using burst mode transfer, e.g. direct memory access DMA, cycle steal
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F13/00Interconnection of, or transfer of information or other signals between, memories, input/output devices or central processing units
    • G06F13/38Information transfer, e.g. on bus
    • G06F13/42Bus transfer protocol, e.g. handshake; Synchronisation
    • G06F13/4282Bus transfer protocol, e.g. handshake; Synchronisation on a serial bus, e.g. I2C bus, SPI bus
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601Interfaces specially adapted for storage systems
    • G06F3/0602Interfaces specially adapted for storage systems specifically adapted to achieve a particular effect
    • G06F3/061Improving I/O performance
    • G06F3/0611Improving I/O performance in relation to response time
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601Interfaces specially adapted for storage systems
    • G06F3/0628Interfaces specially adapted for storage systems making use of a particular technique
    • G06F3/0638Organizing or formatting or addressing of data
    • G06F3/064Management of blocks
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601Interfaces specially adapted for storage systems
    • G06F3/0628Interfaces specially adapted for storage systems making use of a particular technique
    • G06F3/0655Vertical data movement, i.e. input-output transfer; data movement between one or more hosts and one or more storage devices
    • G06F3/0659Command handling arrangements, e.g. command buffers, queues, command scheduling
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00Input arrangements for transferring data to be processed into a form capable of being handled by the computer; Output arrangements for transferring data from processing unit to output unit, e.g. interface arrangements
    • G06F3/06Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601Interfaces specially adapted for storage systems
    • G06F3/0668Interfaces specially adapted for storage systems adopting a particular infrastructure
    • G06F3/0671In-line storage system
    • G06F3/0673Single storage device
    • G06F3/0679Non-volatile semiconductor memory device, e.g. flash memory, one time programmable memory [OTP]
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F2212/00Indexing scheme relating to accessing, addressing or allocation within memory systems or architectures
    • G06F2212/62Details of cache specific to multiprocessor cache arrangements
    • G06F2212/621Coherency control relating to peripheral accessing, e.g. from DMA or I/O device
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06FELECTRIC DIGITAL DATA PROCESSING
    • G06F2213/00Indexing scheme relating to interconnection of, or transfer of information or other signals between, memories, input/output devices or central processing units
    • G06F2213/0026PCI express
    • GPHYSICS
    • G06COMPUTING OR CALCULATING; COUNTING
    • G06NCOMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00Machine learning
    • YGENERAL TAGGING OF NEW TECHNOLOGICAL DEVELOPMENTS; GENERAL TAGGING OF CROSS-SECTIONAL TECHNOLOGIES SPANNING OVER SEVERAL SECTIONS OF THE IPC; TECHNICAL SUBJECTS COVERED BY FORMER USPC CROSS-REFERENCE ART COLLECTIONS [XRACs] AND DIGESTS
    • Y02TECHNOLOGIES OR APPLICATIONS FOR MITIGATION OR ADAPTATION AGAINST CLIMATE CHANGE
    • Y02DCLIMATE CHANGE MITIGATION TECHNOLOGIES IN INFORMATION AND COMMUNICATION TECHNOLOGIES [ICT], I.E. INFORMATION AND COMMUNICATION TECHNOLOGIES AIMING AT THE REDUCTION OF THEIR OWN ENERGY USE
    • Y02D10/00Energy efficient computing, e.g. low power processors, power management or thermal management

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Human Computer Interaction (AREA)
  • Software Systems (AREA)
  • Medical Informatics (AREA)
  • Data Mining & Analysis (AREA)
  • Evolutionary Computation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
  • Advance Control (AREA)
  • Storage Device Security (AREA)
  • Computer And Data Communications (AREA)
  • Feedback Control In General (AREA)
  • Numerical Control (AREA)
CN202411905846.XA 2018-02-02 2019-01-21 用于机器学习的系统和机器学习系统中密钥值存取的方法 Active CN119861870B (zh)

Applications Claiming Priority (5)

Application Number Priority Date Filing Date Title
US201862625532P 2018-02-02 2018-02-02
US62/625,532 2018-02-02
US15/942,218 US11182694B2 (en) 2018-02-02 2018-03-30 Data path for GPU machine learning training with key value SSD
US15/942,218 2018-03-30
CN201910054704.XA CN110135589B (zh) 2018-02-02 2019-01-21 用于机器学习的系统和方法

Related Parent Applications (1)

Application Number Title Priority Date Filing Date
CN201910054704.XA Division CN110135589B (zh) 2018-02-02 2019-01-21 用于机器学习的系统和方法

Publications (2)

Publication Number Publication Date
CN119861870A CN119861870A (zh) 2025-04-22
CN119861870B true CN119861870B (zh) 2026-02-24

Family

ID=67475620

Family Applications (2)

Application Number Title Priority Date Filing Date
CN202411905846.XA Active CN119861870B (zh) 2018-02-02 2019-01-21 用于机器学习的系统和机器学习系统中密钥值存取的方法
CN201910054704.XA Active CN110135589B (zh) 2018-02-02 2019-01-21 用于机器学习的系统和方法

Family Applications After (1)

Application Number Title Priority Date Filing Date
CN201910054704.XA Active CN110135589B (zh) 2018-02-02 2019-01-21 用于机器学习的系统和方法

Country Status (5)

Country Link
US (4) US11182694B2 (https=)
JP (1) JP2019133662A (https=)
KR (1) KR102442682B1 (https=)
CN (2) CN119861870B (https=)
TW (1) TWI778160B (https=)

Families Citing this family (9)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11182694B2 (en) * 2018-02-02 2021-11-23 Samsung Electronics Co., Ltd. Data path for GPU machine learning training with key value SSD
LU101360B1 (en) * 2019-08-26 2021-03-11 Microsoft Technology Licensing Llc Pinned physical memory supporting direct memory access for virtual memory backed containers
US11327891B2 (en) * 2019-09-20 2022-05-10 Samsung Electronics Co., Ltd. Prefetching operations in storage devices
KR102818037B1 (ko) * 2020-01-20 2025-06-10 에스케이하이닉스 주식회사 응용 프로세서와 데이터를 제공하는 데이터 저장 장치를 포함하는 시스템
US11243694B2 (en) * 2020-01-29 2022-02-08 Samsung Electronics Co., Ltd. Grouping key value object IOs to improve IO performance for key-value storage devices
US11972361B2 (en) 2020-01-29 2024-04-30 Samsung Electronics Co., Ltd. Performance optimization of object grouping schema in a network key-value storage device using adaptive regression
US12360906B2 (en) 2022-04-14 2025-07-15 Samsung Electronics Co., Ltd. Systems and methods for a cross-layer key-value store with a computational storage device
US12019548B2 (en) 2022-04-18 2024-06-25 Samsung Electronics Co., Ltd. Systems and methods for a cross-layer key-value store architecture with a computational storage device
US20240427493A1 (en) * 2023-06-22 2024-12-26 MEXT Corporation Intelligent, Predictive Memory Management System and Method

Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105580027A (zh) * 2013-09-30 2016-05-11 高通股份有限公司 用于使用不同域特定密钥确保内容安全的方法

Family Cites Families (41)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US6009148A (en) * 1998-06-16 1999-12-28 Reeves; Michael Phone-activated emergency visual signaling system with low power consumption signal light
US7502928B2 (en) * 2004-11-12 2009-03-10 Sony Computer Entertainment Inc. Methods and apparatus for secure data processing and transmission
US8171177B2 (en) * 2007-06-28 2012-05-01 Apple Inc. Enhancements to data-driven media management within an electronic device
CA2788195A1 (en) 2010-01-25 2011-07-28 The Board Of Governors For Higher Education, State Of Rhode Island And P Rovidence Plantations Systems and methods for providing a neural-machine interface for artificial legs
US9058675B2 (en) * 2010-05-29 2015-06-16 Intel Corporation Non-volatile storage for graphics hardware
US20130271380A1 (en) * 2010-12-28 2013-10-17 Volvo Construction Equipment Ab Display integrated control systems and display integrated input device
JP5524144B2 (ja) * 2011-08-08 2014-06-18 株式会社東芝 key−valueストア方式を有するメモリシステム
KR101921902B1 (ko) * 2012-02-09 2018-11-26 삼성전자주식회사 메모 기능을 가지는 모바일 장치 및 메모 기능 수행 방법
WO2013147821A1 (en) 2012-03-29 2013-10-03 Empire Technology Development, Llc Determining user key-value storage needs from example queries
US9519647B2 (en) * 2012-04-17 2016-12-13 Sandisk Technologies Llc Data expiry in a non-volatile device
US9075710B2 (en) * 2012-04-17 2015-07-07 SanDisk Technologies, Inc. Non-volatile key-value store
US8996781B2 (en) 2012-11-06 2015-03-31 OCZ Storage Solutions Inc. Integrated storage/processing devices, systems and methods for performing big data analytics
CN103902632B (zh) 2012-12-31 2018-01-02 华为技术有限公司 键值存储系统中构建文件系统的方法、装置及电子设备
US9934194B2 (en) * 2013-12-20 2018-04-03 Rambus Inc. Memory packet, data structure and hierarchy within a memory appliance for accessing memory
KR20160136321A (ko) 2014-03-26 2016-11-29 마이크로소프트 테크놀로지 라이센싱, 엘엘씨 통합 검색 환경에서의 클라이언트 의도 파악 기법
US9304690B2 (en) * 2014-05-07 2016-04-05 HGST Netherlands B.V. System and method for peer-to-peer PCIe storage transfers
EP3155758A4 (en) 2014-06-10 2018-04-11 Sightline Innovation Inc. System and method for network based application development and implementation
US10127270B1 (en) * 2014-06-23 2018-11-13 Amazon Technologies, Inc. Transaction processing using a key-value store
US9438426B2 (en) 2014-10-03 2016-09-06 Seagate Technology Llc Key-value data storage device with hybrid architecture
KR102398213B1 (ko) * 2015-03-09 2022-05-17 삼성전자주식회사 저장 장치, 그것을 포함하는 호스트 시스템, 및 그것의 맵 테이블 업데이트 방법
US20160283156A1 (en) 2015-03-23 2016-09-29 Kabushiki Kaisha Toshiba Key-value drive hardware
US10452995B2 (en) * 2015-06-29 2019-10-22 Microsoft Technology Licensing, Llc Machine learning classification on hardware accelerators with stacked memory
US20160379686A1 (en) * 2015-06-29 2016-12-29 Microsoft Technology Licensing, Llc Server systems with hardware accelerators including stacked memory
US9927984B2 (en) 2015-10-14 2018-03-27 Samsung Electronics Co., Ltd. Electronic system with interface control mechanism and method of operation thereof
US10204046B1 (en) * 2015-11-19 2019-02-12 Netronome Systems, Inc. High-speed and memory-efficient flow cache for network flow processors
US10216419B2 (en) * 2015-11-19 2019-02-26 HGST Netherlands B.V. Direct interface between graphics processing unit and data storage unit
US10319374B2 (en) 2015-11-25 2019-06-11 Baidu USA, LLC Deployed end-to-end speech recognition
US20170169358A1 (en) * 2015-12-09 2017-06-15 Samsung Electronics Co., Ltd. In-storage computing apparatus and method for decentralized machine learning
KR101936950B1 (ko) * 2016-02-15 2019-01-11 주식회사 맴레이 컴퓨팅 디바이스, 코프로세서와 비휘발성 메모리 사이의 데이터 이동 방법 및 이를 포함하는 프로그램
US11301422B2 (en) * 2016-02-23 2022-04-12 Samsung Electronics Co., Ltd. System and methods for providing fast cacheable access to a key-value device through a filesystem interface
US10466907B2 (en) * 2016-03-22 2019-11-05 Toshiba Memory Corporation Method to efficiently store object data of an object storage service on a magnetic disk drive and magnetic SMR disk drive
US9965382B2 (en) 2016-04-04 2018-05-08 Omni Ai, Inc. Data composite for efficient memory transfer in a behavioral recognition system
US10387302B2 (en) * 2016-04-18 2019-08-20 Samsung Electronics Co., Ltd. Managing database index by leveraging key-value solid state device
US10515566B2 (en) * 2016-05-29 2019-12-24 Jang Suk Moon Electronic system and method for martial arts movement-based language character symbolization and education
US10331590B2 (en) * 2016-06-30 2019-06-25 Intel Corporation Graphics processing unit (GPU) as a programmable packet transfer mechanism
US10261913B2 (en) * 2017-04-20 2019-04-16 Alibaba Group Holding Limited Persistent memory for key-value storage
US11106998B2 (en) * 2017-05-10 2021-08-31 Petuum Inc System with hybrid communication strategy for large-scale distributed deep learning
US10649969B2 (en) * 2017-06-13 2020-05-12 Western Digital Technologies, Inc. Memory efficient persistent key-value store for non-volatile memories
JP6877330B2 (ja) * 2017-12-27 2021-05-26 株式会社クボタ 自律走行型作業機のための作業領域決定システム、自律走行型作業機、および、作業領域決定プログラム
US11468312B2 (en) * 2018-02-02 2022-10-11 Samsung Electronics Co., Ltd. Memory management for machine learning training on GPU
US11182694B2 (en) * 2018-02-02 2021-11-23 Samsung Electronics Co., Ltd. Data path for GPU machine learning training with key value SSD

Patent Citations (1)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN105580027A (zh) * 2013-09-30 2016-05-11 高通股份有限公司 用于使用不同域特定密钥确保内容安全的方法

Also Published As

Publication number Publication date
KR102442682B1 (ko) 2022-09-13
US11182694B2 (en) 2021-11-23
TWI778160B (zh) 2022-09-21
CN119861870A (zh) 2025-04-22
KR20190094079A (ko) 2019-08-12
US12299548B2 (en) 2025-05-13
US11907814B2 (en) 2024-02-20
CN110135589A (zh) 2019-08-16
CN110135589B (zh) 2025-01-10
TW201935224A (zh) 2019-09-01
US20220164708A1 (en) 2022-05-26
US20190244140A1 (en) 2019-08-08
US20240185132A1 (en) 2024-06-06
US20250335826A1 (en) 2025-10-30
JP2019133662A (ja) 2019-08-08

Similar Documents

Publication Publication Date Title
CN119861870B (zh) 用于机器学习的系统和机器学习系统中密钥值存取的方法
KR102893502B1 (ko) 순환 큐 기반의 명령어 메모리를 포함하는 메모리 장치 및 그 동작방법
EP3896574B1 (en) System and method for computing
US11163710B2 (en) Information processor with tightly coupled smart memory unit
US10705993B2 (en) Programming and controlling compute units in an integrated circuit
US6782463B2 (en) Shared memory array
US8397005B2 (en) Masked register write method and apparatus
CN111694513B (zh) 包括循环指令存储器队列的存储器器件和方法
CN113490915A (zh) 扩展存储器操作
CN112001836A (zh) 一种图像处理装置
CN113227956A (zh) 计算瓦片
CN121070285B (zh) 数据读写方法、系统、计算机设备和存储介质
CN113495861B (zh) 用于计算的系统和方法
KR20240093814A (ko) 직접 메모리 액세스 커맨드의 하드웨어 관리

Legal Events

Date Code Title Description
PB01 Publication
PB01 Publication
SE01 Entry into force of request for substantive examination
SE01 Entry into force of request for substantive examination
GR01 Patent grant
GR01 Patent grant