JP6975095B2 - マシンラーニングを実行するデータストレージ及び処理システムとその動作方法 - Google Patents

マシンラーニングを実行するデータストレージ及び処理システムとその動作方法 Download PDF

Info

Publication number
JP6975095B2
JP6975095B2 JP2018088873A JP2018088873A JP6975095B2 JP 6975095 B2 JP6975095 B2 JP 6975095B2 JP 2018088873 A JP2018088873 A JP 2018088873A JP 2018088873 A JP2018088873 A JP 2018088873A JP 6975095 B2 JP6975095 B2 JP 6975095B2
Authority
JP
Japan
Prior art keywords
data
drive
graphic processing
processing device
processing
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
JP2018088873A
Other languages
English (en)
Japanese (ja)
Other versions
JP2018198054A (ja
JP2018198054A5 (enExample
Inventor
ラムダス ピー． カチェア，
ソンポン ポール オラリグ，
デイビッド シュワドラー，
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 JP2018198054A publication Critical patent/JP2018198054A/ja
Publication of JP2018198054A5 publication Critical patent/JP2018198054A5/ja
Application granted granted Critical
Publication of JP6975095B2 publication Critical patent/JP6975095B2/ja
Active legal-status Critical Current
Anticipated expiration legal-status Critical

Links

Images

Classifications

    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F13/00—Interconnection of, or transfer of information or other signals between, memories, input/output devices or central processing units
    • G06F13/14—Handling requests for interconnection or transfer
    • G06F13/16—Handling requests for interconnection or transfer for access to memory bus
    • G06F13/1668—Details of memory controller
    • G06F13/1684—Details of memory controller using multiple buses
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N20/00—Machine learning
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06T—IMAGE DATA PROCESSING OR GENERATION, IN GENERAL
    • G06T1/00—General purpose image data processing
    • G06T1/20—Processor architectures; Processor configuration, e.g. pipelining
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
    • G06F16/10—File systems; File servers
    • G06F16/18—File system types
    • G06F16/1847—File system types specifically adapted to static storage, e.g. adapted to flash memory or SSD
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F13/00—Interconnection of, or transfer of information or other signals between, memories, input/output devices or central processing units
    • G06F13/38—Information transfer, e.g. on bus
    • G06F13/382—Information transfer, e.g. on bus using universal interface adapter
    • G06F13/385—Information transfer, e.g. on bus using universal interface adapter for adaptation of a particular data processing system to different peripheral devices
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F13/00—Interconnection of, or transfer of information or other signals between, memories, input/output devices or central processing units
    • G06F13/38—Information transfer, e.g. on bus
    • G06F13/40—Bus structure
    • G06F13/4063—Device-to-bus coupling
    • G06F13/4068—Electrical coupling
    • G06F13/4072—Drivers or receivers
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F15/00—Digital computers in general; Data processing equipment in general
    • G06F15/76—Architectures of general purpose stored program computers
    • G06F15/78—Architectures of general purpose stored program computers comprising a single central processing unit
    • G06F15/7839—Architectures of general purpose stored program computers comprising a single central processing unit with memory
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F15/00—Digital computers in general; Data processing equipment in general
    • G06F15/76—Architectures of general purpose stored program computers
    • G06F15/78—Architectures of general purpose stored program computers comprising a single central processing unit
    • G06F15/7896—Modular architectures, e.g. assembled from a number of identical packages
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00—Input 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
    • G06F3/06—Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601—Interfaces specially adapted for storage systems
    • G06F3/0668—Interfaces specially adapted for storage systems adopting a particular infrastructure
    • G06F3/067—Distributed or networked storage systems, e.g. storage area networks [SAN], network attached storage [NAS]
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F3/00—Input 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
    • G06F3/06—Digital input from, or digital output to, record carriers, e.g. RAID, emulated record carriers or networked record carriers
    • G06F3/0601—Interfaces specially adapted for storage systems
    • G06F3/0668—Interfaces specially adapted for storage systems adopting a particular infrastructure
    • G06F3/0671—In-line storage system
    • G06F3/0683—Plurality of storage devices
    • G06F3/0688—Non-volatile semiconductor memory arrays

Landscapes

  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • General Engineering & Computer Science (AREA)
  • Computer Hardware Design (AREA)
  • Data Mining & Analysis (AREA)
  • Human Computer Interaction (AREA)
  • Software Systems (AREA)
  • Databases & Information Systems (AREA)
  • Medical Informatics (AREA)
  • Evolutionary Computation (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Artificial Intelligence (AREA)
  • Computing Systems (AREA)
  • Mathematical Physics (AREA)
  • Stored Programmes (AREA)
  • Advance Control (AREA)
  • Power Sources (AREA)
JP2018088873A 2017-05-24 2018-05-02 マシンラーニングを実行するデータストレージ及び処理システムとその動作方法 Active JP6975095B2 (ja)

Applications Claiming Priority (4)

Application Number Priority Date Filing Date Title
US201762510728P 2017-05-24 2017-05-24
US62/510,728 2017-05-24
US15/672,223 US10417733B2 (en) 2017-05-24 2017-08-08 System and method for machine learning with NVMe-of ethernet SSD chassis with embedded GPU in SSD form factor
US15/672,223 2017-08-08

Publications (3)

Publication Number Publication Date
JP2018198054A JP2018198054A (ja) 2018-12-13
JP2018198054A5 JP2018198054A5 (enExample) 2021-06-17
JP6975095B2 true JP6975095B2 (ja) 2021-12-01

Family

ID=64401700

Family Applications (1)

Application Number Title Priority Date Filing Date
JP2018088873A Active JP6975095B2 (ja) 2017-05-24 2018-05-02 マシンラーニングを実行するデータストレージ及び処理システムとその動作方法

Country Status (5)

Country Link
US (1) US10417733B2 (enExample)
JP (1) JP6975095B2 (enExample)
KR (1) KR102333445B1 (enExample)
CN (1) CN108959135B (enExample)
TW (1) TWI737904B (enExample)

Families Citing this family (7)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
KR20180038793A (ko) * 2016-10-07 2018-04-17 삼성전자주식회사 영상 데이터 처리 방법 및 장치
US10795842B2 (en) 2017-05-08 2020-10-06 Liqid Inc. Fabric switched graphics modules within storage enclosures
US11573900B2 (en) 2019-09-11 2023-02-07 Intel Corporation Proactive data prefetch with applied quality of service
US10996942B1 (en) * 2020-01-21 2021-05-04 Dell Products L.P. System and method for graphics processing unit firmware updates
CN111221762B (zh) * 2020-02-25 2021-05-25 深圳市春盛海科技有限公司 图像控制器及图像系统
US11977915B2 (en) 2020-12-15 2024-05-07 Western Digital Technologies, Inc. Non-volatile memory with intelligent compute task distribution
US20220398123A1 (en) * 2021-06-11 2022-12-15 Samsung Electronics Co., Ltd. Self-healing solid state drives (ssds)

Family Cites Families (29)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US8341332B2 (en) * 2003-12-02 2012-12-25 Super Talent Electronics, Inc. Multi-level controller with smart storage transfer manager for interleaving multiple single-chip flash memory devices
US9158574B2 (en) * 2002-11-18 2015-10-13 Arm Limited Handling interrupts in data processing
US20050237329A1 (en) * 2004-04-27 2005-10-27 Nvidia Corporation GPU rendering to system memory
US7868897B2 (en) * 2006-06-30 2011-01-11 Intel Corporation Apparatus and method for memory address re-mapping of graphics data
EP2577936A2 (en) * 2010-05-28 2013-04-10 Lawrence A. Laurich Accelerator system for use with secure data storage
US9058675B2 (en) * 2010-05-29 2015-06-16 Intel Corporation Non-volatile storage for graphics hardware
EP2737428A4 (en) * 2011-07-27 2015-05-27 Lsi Corp PROTECTION TECHNIQUES AGAINST ILLEGAL INTERVENTION ACTS ON A STABLE MEMORY
US9423983B2 (en) * 2012-01-19 2016-08-23 Syncsort Incorporated Intelligent storage controller
US9378572B2 (en) * 2012-08-17 2016-06-28 Intel Corporation Shared virtual memory
US8996781B2 (en) * 2012-11-06 2015-03-31 OCZ Storage Solutions Inc. Integrated storage/processing devices, systems and methods for performing big data analytics
US9142004B2 (en) * 2012-12-20 2015-09-22 Vmware, Inc. Dynamic allocation of physical graphics processing units to virtual machines
US9483431B2 (en) 2013-04-17 2016-11-01 Apeiron Data Systems Method and apparatus for accessing multiple storage devices from multiple hosts without use of remote direct memory access (RDMA)
US9430412B2 (en) 2013-06-26 2016-08-30 Cnex Labs, Inc. NVM express controller for remote access of memory and I/O over Ethernet-type networks
US8819335B1 (en) 2013-08-30 2014-08-26 NXGN Data, Inc. System and method for executing map-reduce tasks in a storage device
KR20150047785A (ko) * 2013-10-25 2015-05-06 삼성전자주식회사 서버 시스템 및 스토리지 시스템
US9317204B2 (en) 2013-11-14 2016-04-19 Sandisk Technologies Inc. System and method for I/O optimization in a multi-queued environment
US8935463B1 (en) * 2014-01-03 2015-01-13 Fastor Systems, Inc. Compute engine in a smart SSD exploiting locality of data
US9003109B1 (en) * 2014-05-29 2015-04-07 SanDisk Technologies, Inc. System and method for distributed computing in non-volatile memory
HK1231581A1 (zh) * 2014-06-23 2017-12-22 Liqid Inc. 用於数据存储系统的模组化交换架构
US10168997B2 (en) * 2014-06-26 2019-01-01 Ngd Systems, Inc. System and method for executing native client code in a storage device
WO2016118561A1 (en) 2015-01-20 2016-07-28 Ultrata Llc Object memory fabric performance acceleration
JP6316503B2 (ja) * 2015-05-18 2018-04-25 株式会社日立製作所 計算機システム、アクセラレータ及びデータベースの処理方法
US9811379B2 (en) * 2015-06-01 2017-11-07 Samsung Electronics Co., Ltd. Highly efficient inexact computing storage device
US10621692B2 (en) * 2015-06-26 2020-04-14 Intel Corporation Apparatus and method to improve the scalability of graphics processor unit (GPU) virtualization
US9916273B2 (en) 2015-07-10 2018-03-13 Microsoft Technology Licensing, Llc Sideband serial channel for PCI express peripheral devices
US20170019312A1 (en) 2015-07-17 2017-01-19 Brocade Communications Systems, Inc. Network analysis and management system
US10296232B2 (en) 2015-09-01 2019-05-21 Western Digital Technologies, Inc. Service level based control of storage systems
US10055142B1 (en) * 2015-10-13 2018-08-21 Maxlinear Asia Singapore Pte Ltd. Apparatus and method for command processing for a fast block input/output device
US10866912B2 (en) * 2017-03-10 2020-12-15 Toshiba Memory Corporation Integrated heterogeneous solid state storage drive

Also Published As

Publication number Publication date
KR20180128825A (ko) 2018-12-04
JP2018198054A (ja) 2018-12-13
KR102333445B1 (ko) 2021-12-02
CN108959135A (zh) 2018-12-07
US10417733B2 (en) 2019-09-17
TW201907310A (zh) 2019-02-16
TWI737904B (zh) 2021-09-01
CN108959135B (zh) 2023-08-08
US20180342039A1 (en) 2018-11-29

Similar Documents

Publication Publication Date Title
JP6975095B2 (ja) マシンラーニングを実行するデータストレージ及び処理システムとその動作方法
US9507619B2 (en) Virtualizing a host USB adapter
US10621138B2 (en) Network communications using pooled memory in rack-scale architecture
US9990319B2 (en) Placement of input / output adapter cards in a server
US10372639B2 (en) System and method to avoid SMBus address conflicts via a baseboard management controller
KR102523419B1 (ko) 저장 장치에서 가속 커널들의 상태 모니터링 방법 및 이를 사용하는 저장 장치
CN108021518A (zh) 一种数据交互方法和计算设备
US10289424B2 (en) System and method for loading and populating system inventory data in an event driven model
CN109558210B (zh) 一种虚拟机应用主机gpu设备的方法及系统
US10581997B2 (en) Techniques for storing or accessing a key-value item
US10075398B2 (en) Systems and methods for enabling a host system to use a network interface of a management controller
CN113703913B (zh) 设备测试方法及装置
CN108415779A (zh) 用于通过主机结构接口的队列管理的技术
KR20200088634A (ko) 메모리 시스템, 데이터 처리 시스템 및 데이터 처리 시스템의 동작방법
CN108564170B (zh) 一种基于noc的可重构神经网络运算方法和电路
CN112579507A (zh) 宿主机与bmc通信的方法、bios、操作系统、bmc和服务器
US11509562B1 (en) System and method for a system level data sharding analysis of information handling systems
TW201524153A (zh) 電腦系統及指令轉送方法
US20230205448A1 (en) System and method for a local level data sharding analysis of information handling systems
CN117667827A (zh) 任务处理方法及异构计算系统

Legal Events

Date Code Title Description
A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20210426

A621 Written request for application examination

Free format text: JAPANESE INTERMEDIATE CODE: A621

Effective date: 20210426

A871 Explanation of circumstances concerning accelerated examination

Free format text: JAPANESE INTERMEDIATE CODE: A871

Effective date: 20210426

A131 Notification of reasons for refusal

Free format text: JAPANESE INTERMEDIATE CODE: A131

Effective date: 20210601

A521 Request for written amendment filed

Free format text: JAPANESE INTERMEDIATE CODE: A523

Effective date: 20210901

TRDD Decision of grant or rejection written
A01 Written decision to grant a patent or to grant a registration (utility model)

Free format text: JAPANESE INTERMEDIATE CODE: A01

Effective date: 20211102

A61 First payment of annual fees (during grant procedure)

Free format text: JAPANESE INTERMEDIATE CODE: A61

Effective date: 20211105

R150 Certificate of patent or registration of utility model

Ref document number: 6975095

Country of ref document: JP

Free format text: JAPANESE INTERMEDIATE CODE: R150

R250 Receipt of annual fees

Free format text: JAPANESE INTERMEDIATE CODE: R250

R250 Receipt of annual fees

Free format text: JAPANESE INTERMEDIATE CODE: R250