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Model Driven Scheduling for Virtualized Workloads
Model Driven Scheduling for Virtualized Workloads Proefschrift voorgelegd op 28 juni 2013 tot het behalen van de graad van Doctor in de Wetenschappen – Informatica, bij de faculteit Wetenschappen, aan de Universiteit Antwerpen. PROMOTOREN: prof. dr. Jan Broeckhove dr. Kurt Vanmechelen Sam Verboven RESEARCH GROUP COMPUTATIONAL MODELINGAND PROGRAMMING Dankwoord Het behalen van een doctoraat is een opdracht die zonder hulp onmogelijk tot een goed einde kan gebracht worden. Gelukkig heb ik de voorbije jaren de kans gekregen om samen te werken met talrijke stimulerende collega’s. Stuk voor stuk hebben zij bijgedragen tot mijn professionele en persoonlijke ontwikkeling. Hun geduldige hulp en steun was essentieel bij het overwinnen van de vele uitdagingen die met een doctoraat gepaard gaan. Graag zou ik hier dan ook enkele woorden van dank neerschrijven. Allereerst zou ik graag prof. dr. Jan Broeckhove en em. prof. dr. Frans Arickx bedanken om mij de kans te geven een gevarieerde en boeiend academisch traject te starten. Bij het beginnen van mijn doctoraat heeft Frans mij niet alleen geholpen om een capabel onderzoeker te worden, ook bij het lesgeven heeft hij mij steeds met raad en daad bijgestaan. Na het emiraat van Frans heeft Jan deze begeleiding overgenomen en er voor gezorgd dat ik het begonnen traject ook succesvol kon beeïndigen. Beiden hebben ze mij steeds grote vrijheid gegeven in mijn zoektocht om interessante onderzoeksvragen te identificeren en beantwoorden. Vervolgens zou ik graag dr. Peter Hellinckx en dr. Kurt Vanmechelen bedanken voor hun persoonlijke en vaak intensieve begeleiding. Zelfs voor de start van mijn academische carrière, bij het schrijven van mijn Master thesis, heeft Peter mij klaar- gestoomd voor een vlotte start als onderzoeker. -
Oracle® Enterprise Manager Ops Center Security
Oracle® Enterprise Manager Ops Center Security 12c Release 4 (12.4.0.0.0) F17675-01 April 2019 Oracle Enterprise Manager Ops Center Security, 12c Release 4 (12.4.0.0.0) F17675-01 Copyright © 2007, 2019, Oracle and/or its affiliates. All rights reserved. Primary Author: Krithika Gangadhar This software and related documentation are provided under a license agreement containing restrictions on use and disclosure and are protected by intellectual property laws. Except as expressly permitted in your license agreement or allowed by law, you may not use, copy, reproduce, translate, broadcast, modify, license, transmit, distribute, exhibit, perform, publish, or display any part, in any form, or by any means. Reverse engineering, disassembly, or decompilation of this software, unless required by law for interoperability, is prohibited. The information contained herein is subject to change without notice and is not warranted to be error-free. If you find any errors, please report them to us in writing. If this is software or related documentation that is delivered to the U.S. Government or anyone licensing it on behalf of the U.S. Government, then the following notice is applicable: U.S. GOVERNMENT END USERS: Oracle programs, including any operating system, integrated software, any programs installed on the hardware, and/or documentation, delivered to U.S. Government end users are "commercial computer software" pursuant to the applicable Federal Acquisition Regulation and agency- specific supplemental regulations. As such, use, duplication, disclosure, modification, and adaptation of the programs, including any operating system, integrated software, any programs installed on the hardware, and/or documentation, shall be subject to license terms and license restrictions applicable to the programs. -
Ceramics Monthly Oct02 Cei10
Ceramics Monthly October 2002 1 editor Ruth C. Butler associate editor Kim Nagorski assistant editor Renee Fairchild assistant editor Sherman Hall proofreader Connie Belcher design Paula John production manager John Wilson production specialist David Houghton advertising manager Steve Hecker advertising assistant Debbie Plummer circulation manager Cleo Eddie circulation administrator Mary E. May publisher Mark Mecklenborg editorial, advertising and circulation offices 735 Ceramic Place Westerville, Ohio 43081 USA telephone editorial: (614) 895-4213 advertising: (614) 794-5809 classifieds: (614) 895-4220 circulation: (614) 794-5890 fax (614) 891-8960 e-mail [email protected] [email protected] [email protected] [email protected] website www.ceramicsmonthly.org Ceramics Monthly (ISSN 0009-0328) is published monthly, except July and August, by The American Ceramic Society, 735 Ceramic Place, Westerville, Ohio 43081; www.ceramics.org. Periodicals postage paid at Westerville, Ohio, and additional mailing offices. Opinions expressed are those of the contributors and do not necessarily represent those of the editors or The American Ceramic Society. subscription rates: One year $30, two years $57, three years $81. Add $ 18 per year for subscriptions outside North America; for faster delivery, add $12 per year for airmail ($30 total). In Canada, add GST (registration num ber R123994618). change of address: Please give us four weeks advance notice. Send the magazine address label as well as your new address to: Ceramics Monthly, Circulation Department, PO Box 6136, Westerville, OH 43086-6136. contributors: Writing and photographic guidelines are available on request. Send manuscripts and visual support (slides, transparencies, photographs, drawings, etc.) to Ceramics Monthly, 735 Ceramic PI., Westerville, OH 43081. -
Towards Better Performance Per Watt in Virtual Environments on Asymmetric Single-ISA Multi-Core Systems
Towards Better Performance Per Watt in Virtual Environments on Asymmetric Single-ISA Multi-core Systems Viren Kumar Alexandra Fedorova Simon Fraser University Simon Fraser University 8888 University Dr 8888 University Dr Vancouver, Canada Vancouver, Canada [email protected] [email protected] ABSTRACT performance per watt than homogeneous multicore proces- Single-ISA heterogeneous multicore architectures promise to sors. As power consumption in data centers becomes a grow- deliver plenty of cores with varying complexity, speed and ing concern [3], deploying ASISA multicore systems is an performance in the near future. Virtualization enables mul- increasingly attractive opportunity. These systems perform tiple operating systems to run concurrently as distinct, in- at their best if application workloads are assigned to het- dependent guest domains, thereby reducing core idle time erogeneous cores in consideration of their runtime proper- and maximizing throughput. This paper seeks to identify a ties [4][13][12][18][24][21]. Therefore, understanding how to heuristic that can aid in intelligently scheduling these vir- schedule data-center workloads on ASISA systems is an im- tualized workloads to maximize performance while reducing portant problem. This paper takes the first step towards power consumption. understanding the properties of data center workloads that determine how they should be scheduled on ASISA multi- We propose that the controlling domain in a Virtual Ma- core processors. Since virtual machine technology is a de chine Monitor or hypervisor is relatively insensitive to changes facto standard for data centers, we study virtual machine in core frequency, and thus scheduling it on a slower core (VM) workloads. saves power while only slightly affecting guest domain per- formance. -
The Story of New Jerseys Ghost Towns and Bog Iron Pdf, Epub, Ebook
IRON IN THE PINES : THE STORY OF NEW JERSEYS GHOST TOWNS AND BOG IRON PDF, EPUB, EBOOK Arthur D Pierce | 10 pages | 01 Jul 1984 | Rutgers University Press | 9780813505145 | English | New Brunswick, NJ, United States Iron in the Pines : The Story of New Jerseys Ghost Towns and Bog Iron PDF Book Goes well with Pinelands. The project was a true community effort, launching to prevent the building of a new housing development. Only 10 buildings still stand. Then there were the boat builders, pirates and glassmakers at The Forks of the Mullica River, also the site where Navy hero Stephen Decatur supposedly fired a Jersey-made cannon ball through the wing of the Jersey Devil. Pine Barrens, New Jersey. Chapter Eleven. Purchasing the Howell Furnace site was a logical choice, as it would produce pig iron raw blocks or blocks of iron and cast iron needed to meet demand. Refresh and try again. They are experts in the regulations that protect the Pinelands and provide testimony and analysis to improve enforcement of the Pinelands Protection Act and the Comprehensive Management Plan. Last year, a fire started by carelessly discarded charcoal briquettes burned 1, acres. How to Manage your Online Holdings. Bannack, Montana was once home to a significant gold deposit discovery, made in July of Online User and Order Help. Beth added it Jan 06, The scenic views of the mountain ranges, as well as Ghost Lake down below, are a real treat. To ask other readers questions about Iron in the Pines , please sign up. Fielder , visited the Barrens, then asked the legislature to isolate the area from the rest of the state. -
System Virtualization Support in Sun Java System Products
SystemVirtualization Support in Sun Java System Products October 2009 This document is maintained by Sun Java System team. Software Products Covered by this Statement This document summarizes Sun support for Sun Java System products when used in conjunction with system virtualization products and features. It applies to Sun products contained in the following Sun Java System suites: ■ Sun GlassFish Portfolio ■ Sun Java Application Platform Suite ■ Sun Java Identity Management Suite ■ Sun Java Composite Application Platform Suite ■ Sun B2B Suite ■ Sun ESB Suite ■ Sun MDM Suite ■ Sun Java Web Infrastructure Suite ■ Sun Java Communications Suite Refer to the Sun Java Enterprise System (Java ES) and Communications Suite product pages for more information on these suites. The Sun Java Availability Suite and Solaris Cluster are not addressed in this support statement. Refer to the Solaris Cluster product information for further details on Solaris Cluster's support for operating system virtualization. Introduction A core capability of system virtualization offerings is the ability to execute multiple operating system (OS) instances on shared hardware. Functionally, an application deployed to an OS hosted in a virtualized environment is generally unaware that the underlying platform has been virtualized. Sun performs testing of its Sun Java System products on select system virtualization and OS combinations to help validate that the Sun Java System products continue to function on properly sized and configured virtualized environments as they do on non-virtualized systems. System Resource Sizing The combination of being able to deploy multiple OS instances and applications on a single system and the ease by which system resources can be allocated to OS instances increases the likelihood of realizing undersized environments for your applications. -
Big Data Benchmarking Workshop Publications
Benchmarking Datacenter and Big Data Systems Wanling Gao, Zhen Jia, Lei Wang, Yuqing Zhu, Chunjie Luo, Yingjie Shi, Yongqiang He, Shiming Gong, Xiaona Li, Shujie Zhang, Bizhu Qiu, Lixin Zhang, Jianfeng Zhan INSTITUTE OFTECHNOLOGY COMPUTING http://prof.ict.ac.cn/ICTBench 1 Acknowledgements This work is supported by the Chinese 973 project (Grant No.2011CB302502), the Hi- Tech Research and Development (863) Program of China (Grant No.2011AA01A203, No.2013AA01A213), the NSFC project (Grant No.60933003, No.61202075) , the BNSFproject (Grant No.4133081), and Huawei funding. 2/ Big Data Benchmarking Workshop Publications BigDataBench: a Big Data Benchmark Suite from Web Search Engines. Wanling Gao, et al. The Third Workshop on Architectures and Systems for Big Data (ASBD 2013) in conjunction with ISCA 2013. Characterizing Data Analysis Workloads in Data Centers. Zhen Jia, et al. 2013 IEEE International Symposium on Workload Characterization (IISWC-2013) Characterizing OS behavior of Scale-out Data Center Workloads. Chen Zheng et al. Seventh Annual Workshop on the Interaction amongst Virtualization, Operating Systems and Computer Architecture (WIVOSCA 2013). In Conjunction with ISCA 2013.[ Characterization of Real Workloads of Web Search Engines. Huafeng Xi et al. 2011 IEEE International Symposium on Workload Characterization (IISWC-2011). The Implications of Diverse Applications and Scalable Data Sets in Benchmarking Big Data Systems. Zhen Jia et al. Second workshop of big data benchmarking (WBDB 2012 India) & Lecture Note in Computer -
An Experimental Evaluation of Datacenter Workloads on Low-Power Embedded Micro Servers
An Experimental Evaluation of Datacenter Workloads On Low-Power Embedded Micro Servers Yiran Zhao, Shen Li, Shaohan Hu, Hongwei Wang Shuochao Yao, Huajie Shao, Tarek Abdelzaher Department of Computer Science University of Illinois at Urbana-Champaign fzhao97, shenli3, shu17, hwang172, syao9, hshao5, [email protected] ABSTRACT To reduce datacenter energy cost, power proportional- This paper presents a comprehensive evaluation of an ultra- ity [47] is one major solution studied and pursued by both low power cluster, built upon the Intel Edison based micro academia and industry. Ideally, it allows datacenter power servers. The improved performance and high energy effi- draw to proportionally follow the fluctuating amount of work- ciency of micro servers have driven both academia and in- load, thus saving energy during non-peak hours. However, dustry to explore the possibility of replacing conventional current high-end servers are not energy-proportional and brawny servers with a larger swarm of embedded micro ser- have narrow power spectrum between idling and full uti- vers. Existing attempts mostly focus on mobile-class mi- lization [43], which is far from ideal. Therefore, researchers cro servers, whose capacities are similar to mobile phones. try to improve energy-proportionality using solutions such We, on the other hand, target on sensor-class micro servers, as dynamic provisioning and CPU power scaling. The for- which are originally intended for uses in wearable technolo- mer relies on techniques such as Wake-On-LAN [36] and gies, sensor networks, and Internet-of-Things. Although VM migration [24] to power on/off servers remotely and dy- sensor-class micro servers have much less capacity, they are namically. -
Adaptive Control of Apache Web Server
Adaptive Control of Apache Web Server Erik Reed Abe Ishihara Ole J. Mengshoel Carnegie Mellon University Carnegie Mellon University Carnegie Mellon University Moffett Field, CA 94035 Moffett Field, CA 94035 Moffett Field, CA 94035 [email protected] [email protected] [email protected] Abstract least load. Typical implementations of load balancing deal with round robin balancing for domain name service Traffic to a Web site can vary dramatically. At the same (DNS) [7]. Much of existing frameworks and previous time it is highly desirable that a Web site is reactive. To research deal with inter-server connections and balanc- provide crisp interaction on thin clients, 150 milliseconds ing, with little or no focus on dynamic parameter adjust- has been suggested as an upper bound on response time. ment of individual servers. Unfortunately, the popular Apache Web server is lim- Focusing on an individual Web server rather than a ited in its capabilities to be reactive under varying traf- cluster of machines, we investigate in this paper an alter- fic. To address this problem, we design in this paper an native approach to ensuring quick and predictable user adaptive controller for the Apache Web server. A modi- response, namely feedback control and specifically Min- fied recursive least squares algorithm is used to identify imum Degree Pole Placement control [5]. This can be in system dynamics and a minimum degree pole placement an environment where inter-server load balancing is al- controller is implemented to adjust the maximum num- ready in place, or when a single server is handling Web ber of concurrent connections. -
Energy Efficiency of Server Virtualization
Energy Efficiency of Server Virtualization Jukka Kommeri Tapio Niemi Olli Helin Helsinki Institute of Physics, Helsinki Institute of Physics, Helsinki Institute of Physics, Technology program, CERN, Technology program, CERN, Technology program, CERN, CH-1211 Geneva 23, Switzerland CH-1211Geneva 23, Switzerland CH-1211 Geneva 23, Switzerland [email protected] [email protected] [email protected] Abstract—The need for computing power keeps on growing. combine several services into one physical server. In this The rising energy expenses of data centers have made server way, these technologies make it possible to take better consolidation and virtualization important research areas. advantage of hardware resources. Virtualization and its performance have received a lot of attention and several studies can be found on performance. In this study, we focus on energy efficiency of different So far researches have not studied the overall performance virtualization technologies. Our aim is to help the system and energy efficiency of server consolidation. In this paper we administrator to decide how services should be consolidated study the effect of server consolidation on energy efficiency with to minimize energy consumption without violating quality an emphasis on quality of service. We have studied this with of service agreements. several synthetic benchmarks and with realistic server load by performing a large set of measurements. We found out that We studied energy consumption of virtualized servers with energy-efficiency depends on the load of the virtualized service two open source virtualization solutions; KVM and Xen. and the number of virtualized servers. Idle virtual servers do They were tested both under load and idle. -
Remote Profiling of Resource Constraints of Web Servers Using
Remote Profiling of Resource Constraints of Web Servers Using Mini-Flash Crowds Pratap Ramamurthy Vyas Sekar Aditya Akella Balachander Krishnamurthy UW-Madison CMU UW-Madison AT&T–Labs Research Anees Shaikh IBM Research Abstract often limited, this can be difficult. Hence, large providers Unexpected surges in Web request traffic can exercise who can afford it typically resort to over-provisioning, or server-side resources (e.g., access bandwidth, process- employ techniques such as distributed content delivery or ing, storage etc.) in undesirable ways. Administra- dynamic server provisioning, to minimize the impact of tors today do not have requisite tools to understand the unexpected surges in request traffic. Smaller application impact of such “flash crowds” on their servers. Most providers may trade-off robustness to large variations in Web servers either rely on over-provisioning and admis- workload for a less expensive infrastructure that is provi- sion control, or use potentially expensive solutions like sioned for the expected common case. CDNs, to ensure high availability in the face of flash This approach still leaves operators without a sense crowds. A more fine-grained understanding of the per- of how their application infrastructure will handle large formance of individual server resources under emulated increases in traffic, due to planned events such as annual but realistic and controlled flash crowd-like conditions sales or Web casts, or unexpected flash crowds. While can aid administrators to make more efficient resource these events may not occur frequently, the inability of the management decisions. In this paper, we present mini- infrastructure to maintain reasonably good service, or at flash crowds (MFC) – a light-weight profiling service least degrade gracefully, can lead to significant loss of that reveals resource bottlenecks in a Web server infras- revenue and dissatisfied users. -
Avanquest Software Teams with Sun Microsystems
Avanquest Software teams with Sun Microsystems to produce and publish two of Sun Microsystems flagship products in the whole of Europe: Sun’s xVM VirtualBox, one of the industry’s most popular cross-platform virtualization software and StarOffice 9, the latest version of Sun’s award- winning office suite La Garenne-Colombes, France – September 22, 2008 Avanquest Software , a leading developer and publisher of business and consumer software for the global PC market, today announced that it will produce and publish two of Sun Microsystems ’ most popular software programs – StarOffice and Sun xVM VirtualBox. StarOffice 9 is the latest version of the highly acclaimed, easy-to-use and affordable office suite alternative and is compatible not only with Windows and Linux platforms, but also with Mac OS X (10.4 or higher). Sun xVM VirtualBox is a high-performance desktop virtualization solution that supports all major host operating systems (OS), including Mac OS X, Linux, Windows, Solaris™ and OpenSolaris™. It will be sold by Avanquest as a stand-alone product as well as in a bundle with OpenSolaris and StarOffice 8. From October 2008, Avanquest will market these products via retail outlets, the web and corporate and SMB channels across Europe. Sun Microsystems is an established market leader in virtualization technology and desktop office suites. The agreements are in keeping with Avanquest’s strategy to publish the most innovative technologies and offer customers – from single users up to corporations – greater choice. “Andy Goldstein, European Chief Operating Officer at Avanquest Software, added: “The trust shown by Sun is a great source of satisfaction for Avanquest.