PPT-Naiad: A Timely Dataflow System

Derek G Murray Michael Isard Frank McSherry Paul Barham Rebecca Isaacs Martín Abadi Microsoft Research 1 Batch processing Stream processing Graph processing Timely dataflow In x. What is the Timely Completion Benefit A The Timely Completion Benefit is a program designed to help postsecondary graduates by encouraging the successful completion of studies in a timely manner and addressing accumulated student loan debt Q Who is Yahoo! Research. Programming and Debugging . Large-Scale Data Processing Workflows. Context. Elaborate processing of large data sets. e.g.:. web search pre-processing. cross-dataset linkage. web information extraction. 2 istribution Map eproduction European Naiad reproduces by both vegetative methods and from seed production. s widely distributed in North Carolina and has caused a length of 4 ft. or more. The stems also fragment readily, hence the common name "brittle" naiad. Leaves are opposite, strashaped, about one inc Dataflow Architectures. Supervisor: Anthony Steed. Sebastian . Friston. EngD. VEIV. Why Latency?. The time between a user’s action, and the computer’s response to this . action. Must be low to maintain the sense that the world is responding to the user – key to enabling presence. Mr. Bernstein. Banking. February . 2018. Traditional Role of Banks. Individuals (“retail”) deposit savings, earning a return of x%. Banks loan money to businesses with interest rate x 5%. e . Banks earn a “spread” of 5%. Division. : . International Programs. Location: Kenya, . Nyanza Region. Purpose . of the role: . The Project Officer will be . accountable for the coordination and implementation . of . various . approved Project . Building Relational Web-Applications. Avraham . Leff. James T. . Rayfield. IBM T.J. Watson Research Center. {. avraham,jtray. }@us.ibm.com. OOPSLA’07. Presented by David Gonzalez. Key Insights:. 2. A Base-Language. To serve as an intermediate-level language for high-level languages. To serve as a machine language for parallel machines. . - J.B. Dennis. ~ Data Flow Graphs ~. CPEG421-2001-F-Topic-3-II. Dataflow. Tim . Hayles. Principal Engineer. National Instruments. September 9, 2008. hayles@ni.com. Agenda. What is . LabVIEW. Dataflow?. Why . is timing important to NI?. Further . motivation for this research. Claus Brabrand. IT University of Copenhagen. Universidade Federal de Pernambuco. [ brabrand@itu.dk ]. Márcio Ribeiro. Universidade Federal de Alagoas. Universidade Federal de Pernambuco. [ mmr3@cin.ufpe.br ]. Apache NiFi Presented by: Joe Witt Apache NiFi PPMC Member Apache NiFi’s job: Enterprise Dataflow Management 1 Automate the flow of data from any source …to systems which extract meaning and Shail Dave. 1. , . Youngbin. Kim. 2. , . Sasikanth. Avancha. 3,. Kyoungwoo. Lee. 2. , Aviral Shrivastava. 1. [1] Compiler Microarchitecture Lab, Arizona State University. [2] Department of Computer Science, Yonsei University. SCNN: An Accelerator for Compressed-sparse Convolutional Neural Networks. 9 authors @ NVIDIA, MIT, Berkeley, Stanford. ISCA . 2017. Convolution operation. Reuse. Memory: size vs. access energy. Dataflow decides reuse.