PDF-Choosy MaxMin Fair Sharing for Datacenter Jobs with Constraints Ali Ghodsi Matei Zaharia

berkeleyedu Abstract MaxMin Fairness is a exible resource allocation mecha nism used in most datacenter schedulers However an in creasing number of jobs have hard placement constraints restricting the machines they can run on due to special hardware. edu Dhruba Borthakur Facebook Inc dhrubafacebookcom Joydeep Sen Sarma Facebook Inc jssarmafacebookcom Khaled Elmeleegy Yahoo Research khaledyahooinccom Scott Shenker University of California Berkeley shenkercsberkeleyedu Ion Stoica University of Cali UCBEECS2012259 httpwwweecsberkeleyeduPubsTechRpts2012EECS2012259html December 14 2012 brPage 2br Copyright 2012 by the authors All rights reserved Permission to make digital or hard copies of all or part of this work for personal or classroom use i SCOTT MILDER Scott Milder, a resident of Rockwall since the summer of 2001, was lected to the Rockwall City Council in May 2013. He and his wife Leslie have three children proudly enrolled in the Rock Matei Zaharia, . Benjamin . Hindman. , Andy . Konwinski. , Ali . Ghodsi. , Anthony Joseph, Randy Katz, Scott . Shenker. , Ion . Stoica. Background. Clusters of commodity servers . have become a . major computing . born as Cassius Marcellus Clay, Jr.. Louisville, Kentucky, 17. January 1942.. former professional American boxer. generally considered among the greatest heavyweights in the sport's history. joined Nation of Islam and changed his name. A. . Hershcovitch. 1. , . V. I. Gushenets. 2. , D. N. Seleznev. 3. , A. S. Bugaev. 2. , S. Dugin. 4. ,. E. M. Oks. 2. , T. V. Kulevoy. 3. , O. Alexeyenko. 4. , A. Kozlov. 3. , G.N. Kropachev. 3. , R. P. Kuibeda. Ziam Ghaznavi. CHE 384T Lithography. November 30. th. , 2017. 1. Outline/Agenda. Motivation. Ion – Solid Interactions. Overview of IBL Systems . Future Outlook. 2. Motivation. SEMATECH and the ITRS. Aleksandar . Đorđević. adjordj@microsoft.com . . Technical Evangelist. Microsoft. Objectives, agenda and key takeaways. Objectives:. Show and demo Microsoft Azure Network – Site to Site VPN . Agenda:. Wim. . Coorevits. Senior Product Marketing Manager. BRK2252. Microsoft mission. Empower every person and. every organization on the. planet to achieve more. Global, hyper-scale, enterprise-grade infrastructure. Mosharaf. . Chowdhury. , . Tathagata. Das, . Ankur. Dave, Cliff Engle, Michael Franklin. , . Haoyuan. Li, . Antonio . Lupher. , Justin Ma, Murphy McCauley, Scott . Shenker. , Ion . Stoica. , . Reynold. to . fire, by generate an action potential. . [Know the various steps in an ion . channe. leading to an action potential—I will ask you this on fina. l. ; e.g. imagine that ion channels are made of some negative conducting channels.]. Online Appointment www.uhs.berkeley.edu www.uhs.berkeley.edu www.uhs.berkeley.edu or call Hand, foot, and mouth disease is a viral infection caused by a strain of Coxsackie virus which is common chil Why, what and how?. OUTLINE. Why Conduct Multi-sector. . Jobs Diagnostics?. Jobs are central to achieving poverty reduction and shared prosperity. Recognize need to take more comprehensive and multi-. Matei Zaharia, Mosharaf Chowdhury, Tathagata Das, Ankur Dave, Justin Ma, Murphy McCauley, Michael Franklin, Scott Shenker, Ion Stoica Spark Fast, Interactive, Language-Integrated Cluster Computing www.spark-project.org Project Goals Extend