Multicore And Gpu Programming
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Multicore And Gpu Programming
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Author : Gerassimos Barlas
language : en
Publisher: Morgan Kaufmann
Release Date : 2022-02-09
Multicore And Gpu Programming written by Gerassimos Barlas and has been published by Morgan Kaufmann this book supported file pdf, txt, epub, kindle and other format this book has been release on 2022-02-09 with Computers categories.
Multicore and GPU Programming: An Integrated Approach, Second Edition offers broad coverage of key parallel computing tools, essential for multi-core CPU programming and many-core "massively parallel" computing. Using threads, OpenMP, MPI, CUDA and other state-of-the-art tools, the book teaches the design and development of software capable of taking advantage of modern computing platforms that incorporate CPUs, GPUs and other accelerators. Presenting material refined over more than two decades of teaching parallel computing, author Gerassimos Barlas minimizes the challenge of transitioning from sequential programming to mastering parallel platforms with multiple examples, extensive case studies, and full source code. By using this book, readers will better understand how to develop programs that run over distributed memory machines using MPI, create multi-threaded applications with either libraries or directives, write optimized applications that balance the workload between available computing resources, and profile and debug programs targeting parallel machines. - Includes comprehensive coverage of all major multi-core and many-core programming tools and platforms, including threads, OpenMP, MPI, CUDA, OpenCL and Thrust - Covers the most recent versions of the above at the time of publication - Demonstrates parallel programming design patterns and examples of how different tools and paradigms can be integrated for superior performance - Updates in the second edition include the use of the C++17 standard for all sample code, a new chapter on concurrent data structures, a new chapter on OpenCL, and the latest research on load balancing - Includes downloadable source code, examples and instructor support materials on the book's companion website
The Opencl Programming Book Parallel Programming For Multicore Cpu And Gpu
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Author :
language : en
Publisher: Fixstars
Release Date :
The Opencl Programming Book Parallel Programming For Multicore Cpu And Gpu written by and has been published by Fixstars this book supported file pdf, txt, epub, kindle and other format this book has been release on with categories.
Parallel Programming
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Author : Thomas Rauber
language : en
Publisher: Springer Nature
Release Date : 2023-04-04
Parallel Programming written by Thomas Rauber and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-04-04 with Computers categories.
This textbook covers the new development in processor architecture and parallel hardware. It provides detailed descriptions of parallel programming techniques that are necessary for developing efficient programs for multicore processors as well as for parallel cluster systems and supercomputers. The book is structured in three main parts, covering all areas of parallel computing: the architecture of parallel systems, parallel programming models and environments, and the implementation of efficient application algorithms. The emphasis lies on parallel programming techniques needed for different architectures. In particular, this third edition includes an extended update of the chapter on computer architecture and performance analysis taking new developments such as the aspect of energy consumption into consideration. The description of OpenMP has been extended and now also captures the task concept of OpenMP. The chapter on message-passing programming has been extended and updated to include new features of MPI such as extended reduction operations and non-blocking collective communication operations. The chapter on GPU programming also has been updated. All other chapters also have been revised carefully. The main goal of this book is to present parallel programming techniques that can be used in many situations for many application areas and to enable the reader to develop correct and efficient parallel programs. Many example programs and exercises are provided to support this goal and to show how the techniques can be applied to further applications. The book can be used as a textbook for students as well as a reference book for professionals. The material of the book has been used for courses in parallel programming at different universities for many years.
Computational Physics
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Author : Rubin H. Landau
language : en
Publisher: John Wiley & Sons
Release Date : 2015-09-08
Computational Physics written by Rubin H. Landau and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2015-09-08 with Science categories.
The use of computation and simulation has become an essential part of the scientific process. Being able to transform a theory into an algorithm requires significant theoretical insight, detailed physical and mathematical understanding, and a working level of competency in programming. This upper-division text provides an unusually broad survey of the topics of modern computational physics from a multidisciplinary, computational science point of view. Its philosophy is rooted in learning by doing (assisted by many model programs), with new scientific materials as well as with the Python programming language. Python has become very popular, particularly for physics education and large scientific projects. It is probably the easiest programming language to learn for beginners, yet is also used for mainstream scientific computing, and has packages for excellent graphics and even symbolic manipulations. The text is designed for an upper-level undergraduate or beginning graduate course and provides the reader with the essential knowledge to understand computational tools and mathematical methods well enough to be successful. As part of the teaching of using computers to solve scientific problems, the reader is encouraged to work through a sample problem stated at the beginning of each chapter or unit, which involves studying the text, writing, debugging and running programs, visualizing the results, and the expressing in words what has been done and what can be concluded. Then there are exercises and problems at the end of each chapter for the reader to work on their own (with model programs given for that purpose).
Designing Scientific Applications On Gpus
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Author : Raphael Couturier
language : en
Publisher: CRC Press
Release Date : 2013-11-21
Designing Scientific Applications On Gpus written by Raphael Couturier and has been published by CRC Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-11-21 with Computers categories.
Many of today's complex scientific applications now require a vast amount of computational power. General purpose graphics processing units (GPGPUs) enable researchers in a variety of fields to benefit from the computational power of all the cores available inside graphics cards.Understand the Benefits of Using GPUs for Many Scientific Applications
Practical Aspects Of Declarative Languages
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Author : Matthew Flatt
language : en
Publisher: Springer
Release Date : 2013-12-09
Practical Aspects Of Declarative Languages written by Matthew Flatt and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-12-09 with Computers categories.
This book constitutes the refereed proceedings of the 16th International Symposium on Practical Aspects of Declarative Languages, PADL 2014, held in SanDiego, CA, USA, in January 2014, co-located with POPL 2014, the 41st Symposium on Principles of Programming Languages. The 15 revised papers presented were carefully reviewed and selected from 27 submissions. They cover a wide range of topics related to logic and functional programing, including language support for parallelism and GPUs, constructs and techniques for modularity and extensibility, and applications of declarative programming to document processing and DNA simulation.
Programming Multicore And Many Core Computing Systems
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Author : Sabri Pllana
language : en
Publisher: John Wiley & Sons
Release Date : 2017-01-23
Programming Multicore And Many Core Computing Systems written by Sabri Pllana and has been published by John Wiley & Sons this book supported file pdf, txt, epub, kindle and other format this book has been release on 2017-01-23 with Computers categories.
Programming multi-core and many-core computing systems Sabri Pllana, Linnaeus University, Sweden Fatos Xhafa, Technical University of Catalonia, Spain Provides state-of-the-art methods for programming multi-core and many-core systems The book comprises a selection of twenty two chapters covering: fundamental techniques and algorithms; programming approaches; methodologies and frameworks; scheduling and management; testing and evaluation methodologies; and case studies for programming multi-core and many-core systems. Program development for multi-core processors, especially for heterogeneous multi-core processors, is significantly more complex than for single-core processors. However, programmers have been traditionally trained for the development of sequential programs, and only a small percentage of them have experience with parallel programming. In the past, only a relatively small group of programmers interested in High Performance Computing (HPC) was concerned with the parallel programming issues, but the situation has changed dramatically with the appearance of multi-core processors on commonly used computing systems. It is expected that with the pervasiveness of multi-core processors, parallel programming will become mainstream. The pervasiveness of multi-core processors affects a large spectrum of systems, from embedded and general-purpose, to high-end computing systems. This book assists programmers in mastering the efficient programming of multi-core systems, which is of paramount importance for the software-intensive industry towards a more effective product-development cycle. Key features: Lessons, challenges, and roadmaps ahead. Contains real world examples and case studies. Helps programmers in mastering the efficient programming of multi-core and many-core systems. The book serves as a reference for a larger audience of practitioners, young researchers and graduate level students. A basic level of programming knowledge is required to use this book.
Facing The Multicore Challenge
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Author : Rainer Keller
language : en
Publisher: Springer
Release Date : 2010-10-05
Facing The Multicore Challenge written by Rainer Keller and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2010-10-05 with Computers categories.
This survey of the impact of multicore and co-processor technologies on science as well as on large-scale interdisciplinary applications covers the state of the art in the field. It also points to a number of potentially fruitful areas for future research.
Matlab Cuda
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Author : 赵地著
language : zh-CN
Publisher: 清华大学出版社（崧博）
Release Date : 2018-06-01
Matlab Cuda written by 赵地著 and has been published by 清华大学出版社（崧博） this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-06-01 with Computers categories.
MATLAB是广泛应用的算法开发语言之一。然而，MATLAB简单易用的特性与算法复杂性的矛盾，造成了各个领域的MATLAB程序运行缓慢。本书总结了作者多年来在算法开发工作中关于MATLAB程序加速的实战经验，系统地介绍了利用GPU计算能力和CUDA编程语言实现加速MATLAB编程的方法。 本书首先介绍了MATLAB程序的性能评估的方法，帮助读者找到制约MATLAB程序运行速度的“瓶颈”所在；接着循序渐进地介绍加速MATLAB编程的方法，包括基于多核处理器的MATLAB程序加速、基于大内存和向量化的MATLAB程序加速、基于并行计算工具箱和GPU计算的MATLAB加速、基于CUDA库的MATLAB加速、基于CUDA语言的MATLAB加速等。同时，本书附带了大量程序实例，包括深度学习及大数据分析领域的例子，深入浅出地示范各种基于CUDA语言的MATLAB程序加速的技巧。 本书可帮助读者对所在领域的MATLAB应用程序进行显著加速，大幅提升算法开发的效率。
Auto Tuning Performance On Multicore Computers
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Author : Samuel Webb Williams
language : en
Publisher:
Release Date : 2008
Auto Tuning Performance On Multicore Computers written by Samuel Webb Williams and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2008 with categories.