Probabilistic Modeling of Computing Demand for Service Level Agreement

被引：3
|
作者：
Shenoy, Saahil [1 ]
Gorinevsky, Dimitry [1 ,2 ]
Laptev, Nikolay [3 ,4 ]
机构：
[1] Stanford Univ, Stanford, CA 94305 USA
[2] Mitek Analyt LLC, Palo Alto, CA 94306 USA
[3] Yahoo Labs, Sunnyvale, CA 94089 USA
[4] Uber, San Francisco, CA 94102 USA
来源：
IEEE TRANSACTIONS ON SERVICES COMPUTING | 2019年 / 12卷 / 06期
关键词：
Resource management; Data models; Computational modeling; Probabilistic logic; Load modeling; Maximum likelihood estimation; Time series analysis; Extreme value theory (EVT); cloud computing; resource allocation; bayesian statistics; SLA;
D O I：
10.1109/TSC.2016.2637929
中图分类号：
TP [自动化技术、计算机技术];
学科分类号：
0812 ;
摘要：
Cloud computing applications must be allocated sufficient resources to comply with Service Level Agreements (SLAs). This paper considers data-driven probabilistic modeling of application resource demand for resource allocation. The modeling method is focused on peak demand and SLA violations and relies on a branch of statistics known as extreme value theory (EVT). Rigorous statistical validation of the proposed model shows that it generalizes better than the alternative. The paper presents a resource allocation algorithm using the model to ensure a given small SLA violation rate. For resource allocation in Yahoo data center, over 50 percent savings are demonstrated using the proposed approach.
引用
收藏
页码：987 / 993
页数：7
相关论文
共 50 条
  • [41] Introducing Best-in-Class Service Level Agreement for Time-Sensitive Edge Computing
    Sahoo, Subhadeep
    Bigo, Sebastien
    Benzaoui, Nihel
    2021 EUROPEAN CONFERENCE ON OPTICAL COMMUNICATION (ECOC), 2021,
  • [42] A Multi-Objective Optimized Service Level Agreement Approach Applied on a Cloud Computing Ecosystem
    de Melo de Azevedo, Leonildo Jose
    Estrella, Julio Cezar
    Motta Toledo, Claudio Fabiano
    Reiff-Marganiec, Stephan
    IEEE ACCESS, 2020, 8 (08): : 122469 - 122479
  • [43] Service level agreement in optical networks
    Du-Pond, M
    Audouin, O
    Berde, B
    Daheb, B
    Fawaz, W
    Pujolle, G
    Vigoureux, M
    NETWORK CONTROL AND ENGINEERING FOR QOS, SECURITY AND MOBILITY II, 2003, 133 : 225 - 237
  • [44] Service level agreement for TWAREN networks
    National Center for High-Performance Computing , Taiwan, Taiwan
    J. Internet Technol., 2006, 2 (145-150):
  • [45] Verifying Cloud Service Level Agreement
    Ye, Lin
    Zhang, Hongli
    Shi, Jiantao
    Du, Xiaojiang
    2012 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2012, : 777 - 782
  • [46] Service Level Agreement in optical networks
    Du-Pond, M
    Audouin, O
    Berde, B
    Daheb, B
    Fawaz, W
    Pujolle, G
    Vigoureux, M
    ANNALS OF TELECOMMUNICATIONS, 2005, 60 (9-10) : 1268 - 1280
  • [47] Service Level Agreement for Multithreaded Processors
    Gabor, Ron
    Mendelson, Avi
    Weiss, Shlomo
    ACM TRANSACTIONS ON ARCHITECTURE AND CODE OPTIMIZATION, 2009, 6 (02)
  • [48] Service Level Agreement as an issue of teletraffic
    Schneps-Schneppe, M
    Iversen, VB
    PROVIDING QUALITY OF SERVICE IN HETEROGENEOUS ENVIRONMENTS, VOLS 5A AND 5B, 2003, 5A-B : 31 - 40
  • [49] Ontology of Secure Service Level Agreement
    Lee, Chen-Yu
    Kavi, Krishna M.
    Paul, Raymond A.
    Gomathisankaran, Mahadevan
    2015 IEEE 16TH INTERNATIONAL SYMPOSIUM ON HIGH ASSURANCE SYSTEMS ENGINEERING (HASE), 2015, : 166 - 172
  • [50] Service Level Agreement Monitoring as a Service: An Independent Monitoring Service for Service Level Agreements in Clouds
    Badshah, Afzal
    Jalal, Ateeqa
    Farooq, Umar
    Rehman, Ghani-Ur
    Band, Shahab S.
    Iwendi, Celestine
    BIG DATA, 2023, 11 (05) : 339 - 354
12345