CN116438519A - 用于分层计算基础设施的预测自动缩放器 - Google Patents

用于分层计算基础设施的预测自动缩放器 Download PDF

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Publication number
CN116438519A
CN116438519A CN202180075777.2A CN202180075777A CN116438519A CN 116438519 A CN116438519 A CN 116438519A CN 202180075777 A CN202180075777 A CN 202180075777A CN 116438519 A CN116438519 A CN 116438519A
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China
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scaling
level
cloud
resource
plan
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Pending
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CN202180075777.2A
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English (en)
Chinese (zh)
Inventor
J·P·威格尔斯沃斯
Y·罗夫
J·穆克吉
M·利托尤
R·B·马泰埃斯库
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International Business Machines Corp
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International Business Machines Corp
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    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06F9/50—Allocation of resources, e.g. of the central processing unit [CPU]
    • G06F9/5083—Techniques for rebalancing the load in a distributed system
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; 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
    • G06F9/50—Allocation of resources, e.g. of the central processing unit [CPU]
    • G06F9/5005—Allocation of resources, e.g. of the central processing unit [CPU] to service a request
    • 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
    • G06N—COMPUTING ARRANGEMENTS BASED ON SPECIFIC COMPUTATIONAL MODELS
    • G06N5/00—Computing arrangements using knowledge-based models
    • G06N5/04—Inference or reasoning models
    • 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
    • H04L67/01—Protocols
    • H04L67/10—Protocols in which an application is distributed across nodes in the network
    • G—PHYSICS
    • G06—COMPUTING OR CALCULATING; COUNTING
    • G06F—ELECTRIC DIGITAL DATA PROCESSING
    • G06F2209/00—Indexing scheme relating to G06F9/00
    • G06F2209/50—Indexing scheme relating to G06F9/50
    • G06F2209/5019—Workload prediction

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  • Engineering & Computer Science (AREA)
  • Theoretical Computer Science (AREA)
  • Software Systems (AREA)
  • General Engineering & Computer Science (AREA)
  • General Physics & Mathematics (AREA)
  • Physics & Mathematics (AREA)
  • Evolutionary Computation (AREA)
  • Computing Systems (AREA)
  • Data Mining & Analysis (AREA)
  • Mathematical Physics (AREA)
  • Artificial Intelligence (AREA)
  • Computational Linguistics (AREA)
  • Computer Vision & Pattern Recognition (AREA)
  • Medical Informatics (AREA)
  • Computer Networks & Wireless Communication (AREA)
  • Signal Processing (AREA)
  • Debugging And Monitoring (AREA)
  • Management, Administration, Business Operations System, And Electronic Commerce (AREA)
  • Data Exchanges In Wide-Area Networks (AREA)
CN202180075777.2A 2020-11-11 2021-10-28 用于分层计算基础设施的预测自动缩放器 Pending CN116438519A (zh)

Applications Claiming Priority (3)

Application Number Priority Date Filing Date Title
US17/094,856 2020-11-11
US17/094,856 US11762709B2 (en) 2020-11-11 2020-11-11 Predictive auto-scaler for a hierarchical computing infrastructure
PCT/CN2021/126859 WO2022100438A1 (en) 2020-11-11 2021-10-28 Predictive auto-scaler for a hierarchical computing infrastructure

Publications (1)

Publication Number Publication Date
CN116438519A true CN116438519A (zh) 2023-07-14

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CN202180075777.2A Pending CN116438519A (zh) 2020-11-11 2021-10-28 用于分层计算基础设施的预测自动缩放器

Country Status (6)

Country Link
US (1) US11762709B2 (https=)
JP (1) JP7798450B2 (https=)
CN (1) CN116438519A (https=)
DE (1) DE112021005219T5 (https=)
GB (1) GB2617712A (https=)
WO (1) WO2022100438A1 (https=)

Families Citing this family (6)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
US11762709B2 (en) 2020-11-11 2023-09-19 International Business Machines Corporation Predictive auto-scaler for a hierarchical computing infrastructure
WO2022105473A1 (en) * 2020-11-17 2022-05-27 Zhejiang Dahua Technology Co., Ltd. Systems and methods for data storage and computing
US12106155B2 (en) * 2021-12-20 2024-10-01 Jpmorgan Chase Bank N.A. System and method for performing preemptive scaling of micro service instances in cloud network
US12561165B2 (en) * 2022-08-01 2026-02-24 Visa International Service Association System and method for performing zonal scaling operations
DE102023205395A1 (de) * 2023-06-09 2024-12-12 Robert Bosch Gesellschaft mit beschränkter Haftung Verfahren und Vorrichtung zum Verarbeiten von mit einem technischen System assoziierten Daten
US20250166060A1 (en) * 2023-11-20 2025-05-22 Salesforce, Inc. Generative artificial intelligence (ai) contextual credit metering

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JP2009259005A (ja) 2008-04-17 2009-11-05 Hitachi Ltd リソース監視方法および装置
US9251033B2 (en) * 2011-07-07 2016-02-02 Vce Company, Llc Automatic monitoring and just-in-time resource provisioning system
US20130019015A1 (en) 2011-07-12 2013-01-17 International Business Machines Corporation Application Resource Manager over a Cloud
EP2764436A4 (en) 2011-10-04 2015-12-09 Tier 3 Inc PREDICTIVE TWO-DIMENSIONAL AUTOSCALING
US9372735B2 (en) 2012-01-09 2016-06-21 Microsoft Technology Licensing, Llc Auto-scaling of pool of virtual machines based on auto-scaling rules of user associated with the pool
US10552745B2 (en) 2013-10-18 2020-02-04 Netflix, Inc. Predictive auto scaling engine
US9300552B2 (en) * 2013-12-16 2016-03-29 International Business Machines Corporation Scaling a cloud infrastructure
US10452992B2 (en) * 2014-06-30 2019-10-22 Amazon Technologies, Inc. Interactive interfaces for machine learning model evaluations
US9547534B2 (en) 2014-10-10 2017-01-17 International Business Machines Corporation Autoscaling applications in shared cloud resources
CN106201718A (zh) 2016-07-05 2016-12-07 北京邮电大学 一种基于负载预测的云计算资源动态伸缩方法
EP3560146B1 (en) 2016-12-26 2022-03-02 Morgan Stanley Services Group Inc. Predictive asset optimization for computer resources
US11010205B2 (en) 2017-05-30 2021-05-18 Hewlett Packard Enterprise Development Lp Virtual network function resource allocation
JP6681377B2 (ja) 2017-10-30 2020-04-15 株式会社日立製作所 リソースの割り当てを最適化するシステム及び方法
KR20220044717A (ko) * 2019-08-07 2022-04-11 인텔 코포레이션 작업 스케줄링 효율을 향상시키기 위한 방법, 시스템, 제품 및 장치
CN111491006B (zh) 2020-03-03 2021-11-02 天津大学 负载感知的云计算资源弹性分配系统及方法
US11762709B2 (en) 2020-11-11 2023-09-19 International Business Machines Corporation Predictive auto-scaler for a hierarchical computing infrastructure

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Publication number Publication date
JP7798450B2 (ja) 2026-01-14
US11762709B2 (en) 2023-09-19
WO2022100438A1 (en) 2022-05-19
GB2617712A (en) 2023-10-18
GB202308635D0 (en) 2023-07-26
JP2023548517A (ja) 2023-11-17
DE112021005219T5 (de) 2023-08-10
US20220147401A1 (en) 2022-05-12

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