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. Murray Frank McSherry Rebecca Isaacs Michael Isard Paul Barham Mart 305n Abadi Microsoft Research Silicon Valley derekmurmcsherryrisaacsmisardpbarabadi microsoftcom Abstract Naiad is a distributed system for executing data parallel cyclic data6425 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 (and the Naiad system). Frank McSherry. , Derek G. Murray,. Rebecca Isaacs, . Michael Isard. Microsoft Research, Silicon Valley. Data-parallel dataflow. 1. 2. 3. 4. 5. 1. 4. 2. 3. 6. 6. 5. A. B. C. D. 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. Brittle Naiad Fact SheetDescription: Brittle naiad is a highly invasive, submersed annual aquatic plant. The stems of brittle naiad are highly branched and may grow to a length of 4 ft. or more. The s 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 Yuan Lin. 1. , Yoonseo Choi. 1. , Scott Mahlke. 1. , Trevor Mudge. 1. , . Chaitali. Chakrabarti. 2. 1. Advanced Computer Architecture Lab, University of Michigan at Ann Arbor. 2. Department of Electrical Engineering, Arizona State University. Processing Systems Using Markov Decision. Processes. 1. Georgia . Institute of . Technology, USA. 2. University . of Maryland. , . USA. 3. Tampere . University of Technology, Finland. With contributions from: . Frank McSherry. , Derek G. Murray,. Rebecca Isaacs, Michael Isard. Microsoft Research, Silicon Valley. Data-parallel dataflow. 1. 2. 3. 4. 5. 1. 4. 2. 3. 6. 6. 5. A. B. C. D. E. k1:. k2:. k3:. Data-parallel dataflow. 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. Ministry (MoHE) Sultanate of Oman FAQ s 1. What is the DataFlow Group? The DataFlow Group is a leading global provider of specialized Primary Source Verification (PSV) solutions, and background scre To perform optimizations like constant propagation or dead code elimination, we must. Analyze program to find opportunities for performing optimizations safely. Transform program. Analysis is called . 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.