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Zaharia Mosharaf Chowdhury Tathagata Das Ankur Dave Justin Ma Murphy McCauley Michael Franklin Scott Shenker Ion Stoica Spark Fast Interactive LanguageIntegrated Cluster Computing. 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 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 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 Zaharia. UC Berkeley. www.spark-project.org. . Introduction to Spark Internals. UC BERKELEY. Outline. Project goals. Components. Life of a job. Extending Spark. How to contribute. Project Goals. Generality. Large-Scale Matrix Operations Using a Data Flow Engine. Outline. Data flow vs. traditional network programming. Limitations of . MapReduce. Spark computing engine. Matrix operations on Spark. Problem. Productions. Original video series for the film and gaming hardcore.. What do we do?. The Angry Video Game Nerd. The original gaming nerd takes you back to the past for a hilarious take on the worst games. THE FOOTSTEPS OF OUR ANCESTORS - THE STORYTELLERS. Royal . Court and Monastery Ensemble ". Negru-Vodă. ". . “. Passing . on the rough roads, through forests and over hills and valleys, with frequent ups and downs, I came in the evening to a place called . Zaharia, . Mosharaf. . Chowdhury. , . Tathagata. Das,. Ankur. Dave, Justin Ma, Murphy McCauley, Michael Franklin,. Scott . Shenker. , Ion . Stoica. Spark. Fast, Interactive, Language-Integrated Cluster Computing. National . Institute of Infectious Diseases. ’’Prof. Dr. Matei BALS’’ Bucharest Romania. MANIFESTATIONS OF INFLUENZA IN . ROMANIA. Dr.. Constanta-Angelica . Visan. , . Prof.. . Dr.. Adrian . ISUS CHRISTOS MIRELE NOSTRU. ISAIA 62:5 . “ CUM SE UNESTE UN TINAR CU O FECIOARA, ASA SE VOR UNI FIII TAI CU TINE; SI CUM SE BUCURA . MIRELE. DE . MIREASA. LUI, ASA SE VA BUCURA DUMNEZEUL TAU DE TINE.”. 2:00 p.m. Welcome 2:05 p.m. New Epig enetic Targets in Ovarian Cancer Stem Cells Yinu Wang, PhDPostdoctoral Fellow, Matei Lab Histone Methyltransferase DOT1L Coordinates AR and MYC Stability in Prosta A environment affected Romania’s luxury and VIP travel segment, the market is steadily recovering and private jet demand is again growing, - sa’s passenger sales general manager for Rom 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 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