CN114145006A - 人工智能资源的调度方法、装置、存储介质和芯片 - Google Patents
人工智能资源的调度方法、装置、存储介质和芯片 Download PDFInfo
- Publication number
- CN114145006A CN114145006A CN202080009026.6A CN202080009026A CN114145006A CN 114145006 A CN114145006 A CN 114145006A CN 202080009026 A CN202080009026 A CN 202080009026A CN 114145006 A CN114145006 A CN 114145006A
- Authority
- CN
- China
- Prior art keywords
- task
- model
- tasks
- resources
- length
- 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.)
- Pending
Links
- 238000013473 artificial intelligence Methods 0.000 title claims abstract description 510
- 238000000034 method Methods 0.000 title claims abstract description 92
- 238000003860 storage Methods 0.000 title claims abstract description 55
- 238000012545 processing Methods 0.000 claims description 29
- 238000004364 calculation method Methods 0.000 description 19
- 238000004891 communication Methods 0.000 description 19
- 230000008569 process Effects 0.000 description 19
- 238000011068 loading method Methods 0.000 description 14
- 238000012546 transfer Methods 0.000 description 12
- 238000010586 diagram Methods 0.000 description 10
- 230000006870 function Effects 0.000 description 10
- 230000003993 interaction Effects 0.000 description 10
- 238000004422 calculation algorithm Methods 0.000 description 4
- 238000006243 chemical reaction Methods 0.000 description 4
- 230000001186 cumulative effect Effects 0.000 description 4
- 239000013598 vector Substances 0.000 description 4
- 230000008878 coupling Effects 0.000 description 3
- 238000010168 coupling process Methods 0.000 description 3
- 238000005859 coupling reaction Methods 0.000 description 3
- 238000013461 design Methods 0.000 description 3
- 238000001514 detection method Methods 0.000 description 3
- 238000000605 extraction Methods 0.000 description 3
- 230000000977 initiatory effect Effects 0.000 description 3
- 238000002372 labelling Methods 0.000 description 3
- 238000012544 monitoring process Methods 0.000 description 3
- 238000012015 optical character recognition Methods 0.000 description 3
- 230000032683 aging Effects 0.000 description 2
- 238000013528 artificial neural network Methods 0.000 description 2
- 230000001413 cellular effect Effects 0.000 description 2
- 238000009434 installation Methods 0.000 description 2
- 230000010354 integration Effects 0.000 description 2
- 238000013508 migration Methods 0.000 description 2
- 230000005012 migration Effects 0.000 description 2
- 230000003287 optical effect Effects 0.000 description 2
- 230000036961 partial effect Effects 0.000 description 2
- 230000000737 periodic effect Effects 0.000 description 2
- 238000007781 pre-processing Methods 0.000 description 2
- 239000002699 waste material Substances 0.000 description 2
- 102100030148 Integrator complex subunit 8 Human genes 0.000 description 1
- 101710092891 Integrator complex subunit 8 Proteins 0.000 description 1
- 230000003190 augmentative effect Effects 0.000 description 1
- 229910002056 binary alloy Inorganic materials 0.000 description 1
- 230000005540 biological transmission Effects 0.000 description 1
- 230000015572 biosynthetic process Effects 0.000 description 1
- 238000013145 classification model Methods 0.000 description 1
- 238000004590 computer program Methods 0.000 description 1
- 238000011161 development Methods 0.000 description 1
- 230000018109 developmental process Effects 0.000 description 1
- 230000000694 effects Effects 0.000 description 1
- 238000001914 filtration Methods 0.000 description 1
- 239000011521 glass Substances 0.000 description 1
- 238000003384 imaging method Methods 0.000 description 1
- 238000009776 industrial production Methods 0.000 description 1
- 230000002452 interceptive effect Effects 0.000 description 1
- 230000000670 limiting effect Effects 0.000 description 1
- 238000010801 machine learning Methods 0.000 description 1
- 239000000463 material Substances 0.000 description 1
- 239000011159 matrix material Substances 0.000 description 1
- 230000037361 pathway Effects 0.000 description 1
- 230000002829 reductive effect Effects 0.000 description 1
- 239000004984 smart glass Substances 0.000 description 1
- 230000003068 static effect Effects 0.000 description 1
- 238000006467 substitution reaction Methods 0.000 description 1
- 238000003786 synthesis reaction Methods 0.000 description 1
- 238000012549 training Methods 0.000 description 1
- 238000013519 translation Methods 0.000 description 1
- 230000000007 visual effect Effects 0.000 description 1
Images
Classifications
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06F—ELECTRIC DIGITAL DATA PROCESSING
- G06F9/00—Arrangements for program control, e.g. control units
- G06F9/06—Arrangements for program control, e.g. control units using stored programs, i.e. using an internal store of processing equipment to receive or retain programs
- G06F9/46—Multiprogramming arrangements
- G06F9/48—Program initiating; Program switching, e.g. by interrupt
- G06F9/4806—Task transfer initiation or dispatching
- G06F9/4843—Task transfer initiation or dispatching by program, e.g. task dispatcher, supervisor, operating system
- G06F9/485—Task life-cycle, e.g. stopping, restarting, resuming execution
- G06F9/4856—Task life-cycle, e.g. stopping, restarting, resuming execution resumption being on a different machine, e.g. task migration, virtual machine migration
-
- G—PHYSICS
- G06—COMPUTING; CALCULATING OR COUNTING
- G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
- G06N20/00—Machine learning
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/14—Session management
- H04L67/148—Migration or transfer of sessions
-
- H—ELECTRICITY
- H04—ELECTRIC COMMUNICATION TECHNIQUE
- H04L—TRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
- H04L67/00—Network arrangements or protocols for supporting network services or applications
- H04L67/50—Network services
- H04L67/60—Scheduling or organising the servicing of application requests, e.g. requests for application data transmissions using the analysis and optimisation of the required network resources
Landscapes
- Engineering & Computer Science (AREA)
- Theoretical Computer Science (AREA)
- Software Systems (AREA)
- General Engineering & Computer Science (AREA)
- Signal Processing (AREA)
- Computer Networks & Wireless Communication (AREA)
- General Physics & Mathematics (AREA)
- Physics & Mathematics (AREA)
- Evolutionary Computation (AREA)
- Computing Systems (AREA)
- Medical Informatics (AREA)
- Mathematical Physics (AREA)
- Data Mining & Analysis (AREA)
- Computer Vision & Pattern Recognition (AREA)
- Artificial Intelligence (AREA)
- Stored Programmes (AREA)
Abstract
本申请提供一种人工智能资源的调度方法、装置、存储介质和芯片,该调度方法包括:获取多个人工智能设备中每个AI设备的调度信息,该调度信息包括如下至少一项:每个AI设备执行的一个或多个AI任务的任务信息或每个AI设备的资源信息;根据每个AI设备的调度信息,从多个AI设备中确定出第一设备和第二设备;将第一设备的一个或多个AI任务中的至少一个AI任务转移给第二设备。该方案能够通过对于AI资源的调度,实现多个AI设备之间的协同工作,提高人工智能资源的利用率。
Description
PCT国内申请,说明书已公开。
Claims (17)
- PCT国内申请,权利要求书已公开。
Applications Claiming Priority (1)
Application Number | Priority Date | Filing Date | Title |
---|---|---|---|
PCT/CN2020/095690 WO2021248423A1 (zh) | 2020-06-12 | 2020-06-12 | 人工智能资源的调度方法、装置、存储介质和芯片 |
Publications (1)
Publication Number | Publication Date |
---|---|
CN114145006A true CN114145006A (zh) | 2022-03-04 |
Family
ID=78846739
Family Applications (1)
Application Number | Title | Priority Date | Filing Date |
---|---|---|---|
CN202080009026.6A Pending CN114145006A (zh) | 2020-06-12 | 2020-06-12 | 人工智能资源的调度方法、装置、存储介质和芯片 |
Country Status (3)
Country | Link |
---|---|
EP (1) | EP4149071A4 (zh) |
CN (1) | CN114145006A (zh) |
WO (1) | WO2021248423A1 (zh) |
Cited By (1)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN117194991A (zh) * | 2023-11-03 | 2023-12-08 | 四川并济科技有限公司 | 基于gpu集群的高维数据推荐系统及方法 |
Families Citing this family (4)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN116528143A (zh) * | 2022-01-24 | 2023-08-01 | 华为技术有限公司 | 信息处理方法及通信装置 |
CN117461302A (zh) * | 2022-04-25 | 2024-01-26 | 北京小米移动软件有限公司 | 数据处理方法及系统,ai管理装置及存储介质 |
CN116996453A (zh) * | 2022-04-26 | 2023-11-03 | 华为技术有限公司 | 通信方法和通信装置 |
CN117642720A (zh) * | 2022-06-30 | 2024-03-01 | 北京小米移动软件有限公司 | 人工智能应用管理方法、装置及通信设备 |
Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN107888669A (zh) * | 2017-10-31 | 2018-04-06 | 武汉理工大学 | 一种基于深度学习神经网络的大规模资源调度系统及方法 |
CN108924910A (zh) * | 2018-07-25 | 2018-11-30 | Oppo广东移动通信有限公司 | Ai模型的更新方法及相关产品 |
CN109313586A (zh) * | 2016-06-10 | 2019-02-05 | 苹果公司 | 使用基于云端的度量迭代训练人工智能的系统 |
CN109547531A (zh) * | 2018-10-19 | 2019-03-29 | 华为技术有限公司 | 数据处理的方法、装置和计算设备 |
US20190384641A1 (en) * | 2018-06-15 | 2019-12-19 | EMC IP Holding Company LLC | Method, apparatus, and computer program product for processing computing task |
CN111083722A (zh) * | 2019-04-15 | 2020-04-28 | 中兴通讯股份有限公司 | 模型的推送、模型的请求方法及装置、存储介质 |
Family Cites Families (3)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
US10360214B2 (en) * | 2017-10-19 | 2019-07-23 | Pure Storage, Inc. | Ensuring reproducibility in an artificial intelligence infrastructure |
CN110138440B (zh) * | 2019-04-30 | 2020-02-14 | 中国空间技术研究院 | 空间智能飞行器云边协同信息处理架构 |
CN111258716B (zh) * | 2020-01-14 | 2023-06-27 | 钛链智云(厦门)信息科技有限公司 | 一种基于容器云平台的边缘机器学习系统及其方法 |
-
2020
- 2020-06-12 CN CN202080009026.6A patent/CN114145006A/zh active Pending
- 2020-06-12 EP EP20940348.4A patent/EP4149071A4/en active Pending
- 2020-06-12 WO PCT/CN2020/095690 patent/WO2021248423A1/zh unknown
Patent Citations (6)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN109313586A (zh) * | 2016-06-10 | 2019-02-05 | 苹果公司 | 使用基于云端的度量迭代训练人工智能的系统 |
CN107888669A (zh) * | 2017-10-31 | 2018-04-06 | 武汉理工大学 | 一种基于深度学习神经网络的大规模资源调度系统及方法 |
US20190384641A1 (en) * | 2018-06-15 | 2019-12-19 | EMC IP Holding Company LLC | Method, apparatus, and computer program product for processing computing task |
CN108924910A (zh) * | 2018-07-25 | 2018-11-30 | Oppo广东移动通信有限公司 | Ai模型的更新方法及相关产品 |
CN109547531A (zh) * | 2018-10-19 | 2019-03-29 | 华为技术有限公司 | 数据处理的方法、装置和计算设备 |
CN111083722A (zh) * | 2019-04-15 | 2020-04-28 | 中兴通讯股份有限公司 | 模型的推送、模型的请求方法及装置、存储介质 |
Cited By (2)
Publication number | Priority date | Publication date | Assignee | Title |
---|---|---|---|---|
CN117194991A (zh) * | 2023-11-03 | 2023-12-08 | 四川并济科技有限公司 | 基于gpu集群的高维数据推荐系统及方法 |
CN117194991B (zh) * | 2023-11-03 | 2024-02-13 | 四川并济科技有限公司 | 基于gpu集群的高维数据推荐系统及方法 |
Also Published As
Publication number | Publication date |
---|---|
WO2021248423A1 (zh) | 2021-12-16 |
EP4149071A1 (en) | 2023-03-15 |
EP4149071A4 (en) | 2023-05-31 |
Similar Documents
Publication | Publication Date | Title |
---|---|---|
CN114145006A (zh) | 人工智能资源的调度方法、装置、存储介质和芯片 | |
WO2018035805A1 (en) | Coupled multi-task fully convolutional networks using multi-scale contextual information and hierarchical hyper-features for semantic image segmentation | |
US20170076195A1 (en) | Distributed neural networks for scalable real-time analytics | |
US9710876B2 (en) | Graph-based application programming interface architectures with equivalency classes for enhanced image processing parallelism | |
CN113032112A (zh) | 资源调度方法及装置、电子设备和存储介质 | |
CN110162393B (zh) | 任务调度方法、装置及存储介质 | |
CN114782296A (zh) | 图像融合方法、装置及存储介质 | |
CN114913061A (zh) | 一种图像处理方法、装置、存储介质及电子设备 | |
KR102609734B1 (ko) | 전자 장치 및 이미지의 전송 상태에 기반하여 이미지를 보정하는 방법 | |
CN116456496B (zh) | 资源调度的方法、存储介质及电子设备 | |
CN116320727B (zh) | 一种算法调度方法及电子设备 | |
CN117687772A (zh) | 一种算法调度方法及电子设备 | |
CN116048742B (zh) | 一种数据处理方法及电子设备 | |
CN115576470A (zh) | 图像处理方法和装置、增强现实系统及介质 | |
CN114090262A (zh) | 对象处理方法及装置、电子设备、存储介质 | |
CN116360971A (zh) | 基于异构计算框架的处理方法、装置、设备及介质 | |
CN110263743B (zh) | 用于识别图像的方法和装置 | |
CN112101284A (zh) | 图像识别方法、图像识别模型的训练方法、装置及系统 | |
CN112313944A (zh) | 图像处理方法、装置、设备及存储介质 | |
CN113392653A (zh) | 翻译方法、相关装置、设备及计算机可读存储介质 | |
CN110020926A (zh) | 资源分配方法、装置及存储介质 | |
CN116680431B (zh) | 一种视觉定位方法、电子设备、介质及产品 | |
CN113792869B (zh) | 基于神经网络芯片的视频处理方法、装置和电子设备 | |
CN116664630B (zh) | 一种图像处理方法和电子设备 | |
CN113344797B (zh) | 特效处理的方法、装置、可读介质和电子设备 |
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 | ||
RJ01 | Rejection of invention patent application after publication | ||
RJ01 | Rejection of invention patent application after publication |
Application publication date: 20220304 |