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This timely text/reference describes the development and implementation of large-scale distributed processing systems using open source tools and technologies. Comprehensive in scope, the book presents state-of-the-art material on building high performance distributed computing systems, providing practical guidance and best practices as well as describing theoretical software frameworks. Features: describes the fundamentals of building scalable software systems for large-scale data processing in the new paradigm of high performance distributed computing; presents an overview of the Hadoop ecosystem, followed by step-by-step instruction on its installation, programming and execution; Reviews the basics of Spark, including resilient distributed datasets, and examines Hadoop streaming and working with Scalding; Provides detailed case studies on approaches to clustering, data classification and regression analysis; Explains the process of creating a working recommender system using Scalding and Spark.
This volume is a compilation of proceedings from the 6th IEEE international symposium on high performance distributed computing (HPDC-6). Topics include: applications; programming environments; modelling and performance prediction; low-latency communication; and mobile computing."
Author : Kevin R. Wadleigh
ISBN : 0130170089
Genre : Computers
File Size : 20.57 MB
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The hands-on guide to high-performance coding and algorithm optimization. This hands-on guide to software optimization introduces state-of-the-art solutions for every key aspect of software performance - both code-based and algorithm-based. Two leading HP software performance experts offer comparative optimization strategies for RISC and for the new Explicitly Parallel Instruction Computing (EPIC) design used in Intel IA-64 processors. Using many practical examples, they offer specific techniques for: Predicting and measuring performance - and identifying your best optimization opportunities Storage optimization: cache, system memory, virtual memory, and I/0 Parallel processing: distributed-memory and shared-memory (SMP and ccNUMA) Compilers and loop optimization Enhancing parallelism: compiler directives, threads, and message passing Mathematical libraries and algorithms Whether you're a developer, ISV, or technical researcher, if you need to optimize high-performance software on today's leading processors, one book delivers the advanced techniques and code examples you need: Software Optimization for High Performance Computing.
Author : National Science and Technology Council (U.S.). Interagency Working Group on Information Technology Research and Development
ISBN : STANFORD:24504418096
Genre : Computer networks
File Size : 86.38 MB
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Proceedings of the August 1996 conference addressing the research issues, projects, and applications that will lead to the effective use of national and global information infrastructures. Subjects covered include: distributed and parallel programming, metacomputing track, multimedia applications, l
Author : Fran Berman
ISBN : 0470853190
Genre : Technology & Engineering
File Size : 88.62 MB
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Grid computing is applying the resources of many computers in a network to a single problem at the same time Grid computing appears to be a promising trend for three reasons: (1) Its ability to make more cost-effective use of a given amount of computer resources, (2) As a way to solve problems that can't be approached without an enormous amount of computing power (3) Because it suggests that the resources of many computers can be cooperatively and perhaps synergistically harnessed and managed as a collaboration toward a common objective. A number of corporations, professional groups, university consortiums, and other groups have developed or are developing frameworks and software for managing grid computing projects. The European Community (EU) is sponsoring a project for a grid for high-energy physics, earth observation, and biology applications. In the United States, the National Technology Grid is prototyping a computational grid for infrastructure and an access grid for people. Sun Microsystems offers Grid Engine software. Described as a distributed resource management tool, Grid Engine allows engineers at companies like Sony and Synopsys to pool the computer cycles on up to 80 workstations at a time. * "the Grid" is a very hot topic generating broad interest from research and industry (e.g. IBM, Platform, Avaki, Entropia, Sun, HP) * Grid architecture enables very popular e-Science projects like the Genome project which demand global interaction and networking * In recent surveys over 50% of Chief Information Officers are expected to use Grid technology this year Grid Computing: * Features contributions from the major players in the field * Covers all aspects of grid technology from motivation to applications * Provides an extensive state-of-the-art guide in grid computing This is essential reading for researchers in Computing and Engineering, physicists, statisticians, engineers and mathematicians and IT policy makers.
Author : IEEE Computer Society. TC on Distributed Processing
ISBN : 0769516866
Genre : Computers
File Size : 44.63 MB
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Forty-two full papers from the July 2002 conference in Edinburgh discuss data servers and grid storage, adapting to grid behavior, grid resource management, applications frameworks, parallel application analysis optimizing grid performance, grid practice and experience, communication and RPC protocols, grid job submission and scheduling, and adapti
Author : IEEE Computer Society
ISBN : 0818629703
Genre : Computers
File Size : 28.17 MB
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Addresses issues on the interface between the rapidly evolving fields of parallel and distributed computing. From a September 1992 symposium in Syracuse, New York, some 30 papers discuss such topics as tools and programming paradigm high-speed networks and protocols, multimedia, load balancing, and
Author : IEEE Computer Society. TC on Distributed Processing
ISBN : 0769512968
Genre : Computers
File Size : 49.2 MB
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The proceedings from the August 2001 conference in San Francisco comprise 39 papers and nine posters on such topics as grid middleware, management of large databases, security, network Qos, metascheduling performance, resource discovery, problem solving environments, support for network applications, network monitoring, parallel and distributed algorithms, and application scheduling. Author index only. c. Book News Inc.
Author : IEEE Computer Society. TC on Distributed Processing
ISBN : 0818663952
Genre : Electronic data processing
File Size : 59.17 MB
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The proceedings of HPDC-3 comprise three invited papers and 34 contributed papers in technical sessions devoted to software tools and environments; high-speed networks and applications; HPDC applications; mapping and scheduling; distributed shared-memory systems; partitioning and load balancing; fau
