PPT-Differential Dataflow (and the Naiad system)

Frank McSherry Derek G Murray Rebecca Isaacs Michael Isard Microsoft Research Silicon Valley Dataparallel dataflow 1 2 3 4 5 1 4 2 3 6 6 5 A B C D E k1 k2 k3 Dataparallel dataflow. 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 (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. 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: . 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. 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. --Shift DifferentialStandards escription of standard How Pay is Administered Campus Health System2nd Shift Times nsistHROSUEDU 1590 N High Street Suite 300 Columbus OH 43201614 247 myHR 6947 -- 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. L. aplace . Transform. UNIT – IV. UNIT- V. PARTIAL DIFFERENTIAL EQUATIONS OF SECOND ORDER INTRODUCTION: . . An . equation is said to be of order two, if it involves at least one of the differential coefficients . CONTROL SYSTEMS. Subject Code: 10ES43. Prepared By: . Brindha.M. , . Robina. . Gujral. , . Sreepriya. . kurup. , . . Shashirekha. K(TE),. Praveena. (EEE), . Shruthi. (ML) . Department: Electronics and Communication.