CN113721839B - 用于处理图数据的计算***和存储分层方法 - Google Patents
用于处理图数据的计算***和存储分层方法 Download PDFInfo
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- CN113721839B CN113721839B CN202110835596.7A CN202110835596A CN113721839B CN 113721839 B CN113721839 B CN 113721839B CN 202110835596 A CN202110835596 A CN 202110835596A CN 113721839 B CN113721839 B CN 113721839B
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- 238000012545 processing Methods 0.000 title claims abstract description 34
- 238000000034 method Methods 0.000 title claims abstract description 23
- 230000015654 memory Effects 0.000 claims abstract description 125
- 238000000547 structure data Methods 0.000 claims description 21
- 238000013528 artificial neural network Methods 0.000 claims description 20
- 238000005070 sampling Methods 0.000 claims description 9
- 239000004744 fabric Substances 0.000 claims description 3
- 230000005540 biological transmission Effects 0.000 claims description 2
- 230000004044 response Effects 0.000 claims description 2
- 238000003491 array Methods 0.000 description 6
- 238000012986 modification Methods 0.000 description 3
- 230000004048 modification Effects 0.000 description 3
- 239000013598 vector Substances 0.000 description 3
- 230000001133 acceleration Effects 0.000 description 2
- 238000004458 analytical method Methods 0.000 description 2
- 238000004891 communication Methods 0.000 description 2
- 238000013507 mapping Methods 0.000 description 2
- 230000004931 aggregating effect Effects 0.000 description 1
- 230000009286 beneficial effect Effects 0.000 description 1
- 238000000605 extraction Methods 0.000 description 1
- 230000003068 static effect Effects 0.000 description 1
- 239000000126 substance Substances 0.000 description 1
- 238000012549 training Methods 0.000 description 1
Classifications
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- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F16/00—Information retrieval; Database structures therefor; File system structures therefor
- G06F16/90—Details of database functions independent of the retrieved data types
- G06F16/901—Indexing; Data structures therefor; Storage structures
- G06F16/9024—Graphs; Linked lists
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F12/00—Accessing, addressing or allocating within memory systems or architectures
- G06F12/02—Addressing or allocation; Relocation
- G06F12/08—Addressing or allocation; Relocation in hierarchically structured memory systems, e.g. virtual memory systems
- G06F12/0802—Addressing of a memory level in which the access to the desired data or data block requires associative addressing means, e.g. caches
- G06F12/0862—Addressing of a memory level in which the access to the desired data or data block requires associative addressing means, e.g. caches with prefetch
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
- G06F3/0602—Interfaces specially adapted for storage systems specifically adapted to achieve a particular effect
- G06F3/061—Improving I/O performance
- G06F3/0611—Improving I/O performance in relation to response time
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
- G06F3/0628—Interfaces specially adapted for storage systems making use of a particular technique
- G06F3/0629—Configuration or reconfiguration of storage systems
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
- G06F3/0628—Interfaces specially adapted for storage systems making use of a particular technique
- G06F3/0638—Organizing or formatting or addressing of data
- G06F3/0644—Management of space entities, e.g. partitions, extents, pools
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR 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
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N3/00—Computing arrangements based on biological models
- G06N3/02—Neural networks
- G06N3/06—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons
- G06N3/063—Physical realisation, i.e. hardware implementation of neural networks, neurons or parts of neurons using electronic means
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2212/00—Indexing scheme relating to accessing, addressing or allocation within memory systems or architectures
- G06F2212/30—Providing cache or TLB in specific location of a processing system
- G06F2212/301—In special purpose processing node, e.g. vector processor
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2212/00—Indexing scheme relating to accessing, addressing or allocation within memory systems or architectures
- G06F2212/60—Details of cache memory
- G06F2212/6024—History based prefetching
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F2212/00—Indexing scheme relating to accessing, addressing or allocation within memory systems or architectures
- G06F2212/60—Details of cache memory
- G06F2212/6028—Prefetching based on hints or prefetch instructions
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- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Physics & Mathematics (AREA)
- General Engineering & Computer Science (AREA)
- General Physics & Mathematics (AREA)
- Human Computer Interaction (AREA)
- Life Sciences & Earth Sciences (AREA)
- Databases & Information Systems (AREA)
- Data Mining & Analysis (AREA)
- Health & Medical Sciences (AREA)
- Software Systems (AREA)
- Biomedical Technology (AREA)
- Biophysics (AREA)
- Neurology (AREA)
- Artificial Intelligence (AREA)
- Computational Linguistics (AREA)
- Evolutionary Computation (AREA)
- General Health & Medical Sciences (AREA)
- Molecular Biology (AREA)
- Computing Systems (AREA)
- Mathematical Physics (AREA)
- Information Retrieval, Db Structures And Fs Structures Therefor (AREA)
Abstract
Description
Claims (13)
Priority Applications (2)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202110835596.7A CN113721839B (zh) | 2021-07-23 | 2021-07-23 | 用于处理图数据的计算***和存储分层方法 |
US17/866,304 US20230026824A1 (en) | 2021-07-23 | 2022-07-15 | Memory system for accelerating graph neural network processing |
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
CN202110835596.7A CN113721839B (zh) | 2021-07-23 | 2021-07-23 | 用于处理图数据的计算***和存储分层方法 |
Publications (2)
Publication Number | Publication Date |
---|---|
CN113721839A CN113721839A (zh) | 2021-11-30 |
CN113721839B true CN113721839B (zh) | 2024-04-19 |
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CN202110835596.7A Active CN113721839B (zh) | 2021-07-23 | 2021-07-23 | 用于处理图数据的计算***和存储分层方法 |
Country Status (2)
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US (1) | US20230026824A1 (zh) |
CN (1) | CN113721839B (zh) |
Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105612503A (zh) * | 2013-08-09 | 2016-05-25 | 桑迪士克科技股份有限公司 | 持久性数据结构 |
CN108268391A (zh) * | 2016-12-30 | 2018-07-10 | 三星电子株式会社 | 半导体***及其控制方法 |
CN108475235A (zh) * | 2016-01-11 | 2018-08-31 | 高通股份有限公司 | 利用dram程序高速缓存的非易失性随机存取***存储器 |
CN108874701A (zh) * | 2017-05-09 | 2018-11-23 | 三星电子株式会社 | 用于混合存储器中的写入和刷新支持的***和方法 |
WO2020019314A1 (zh) * | 2018-07-27 | 2020-01-30 | 浙江天猫技术有限公司 | 一种图数据存储方法、***及电子设备 |
Family Cites Families (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US8819078B2 (en) * | 2012-07-13 | 2014-08-26 | Hewlett-Packard Development Company, L. P. | Event processing for graph-structured data |
US10084877B2 (en) * | 2015-10-22 | 2018-09-25 | Vmware, Inc. | Hybrid cloud storage extension using machine learning graph based cache |
WO2018059656A1 (en) * | 2016-09-30 | 2018-04-05 | Intel Corporation | Main memory control function with prefetch intelligence |
-
2021
- 2021-07-23 CN CN202110835596.7A patent/CN113721839B/zh active Active
-
2022
- 2022-07-15 US US17/866,304 patent/US20230026824A1/en active Pending
Patent Citations (5)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN105612503A (zh) * | 2013-08-09 | 2016-05-25 | 桑迪士克科技股份有限公司 | 持久性数据结构 |
CN108475235A (zh) * | 2016-01-11 | 2018-08-31 | 高通股份有限公司 | 利用dram程序高速缓存的非易失性随机存取***存储器 |
CN108268391A (zh) * | 2016-12-30 | 2018-07-10 | 三星电子株式会社 | 半导体***及其控制方法 |
CN108874701A (zh) * | 2017-05-09 | 2018-11-23 | 三星电子株式会社 | 用于混合存储器中的写入和刷新支持的***和方法 |
WO2020019314A1 (zh) * | 2018-07-27 | 2020-01-30 | 浙江天猫技术有限公司 | 一种图数据存储方法、***及电子设备 |
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Publication number | Publication date |
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US20230026824A1 (en) | 2023-01-26 |
CN113721839A (zh) | 2021-11-30 |
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