OpenCL Programming by Example
Dive into "OpenCL Programming by Example" and explore the world of OpenCL programming with practical examples and detailed explanations. This book provides a solid foundation for utilizing OpenCL to enhance the performance of algorithms and applications. Through relevant case studies and s...
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| Médium: | E-kniha |
| Jazyk: | English |
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Packt Publishing
23.12.2013
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| ISBN: | 1849692343, 9781849692342 |
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| Abstract | Dive into "OpenCL Programming by Example" and explore the world of OpenCL programming with practical examples and detailed explanations. This book provides a solid foundation for utilizing OpenCL to enhance the performance of algorithms and applications. Through relevant case studies and step-by-step guides, you will understand how to approach parallel programming efficiently.What this Book will help me doDevelop an understanding of the OpenCL platform's models and architecture.Implement optimization strategies for various computational problems.Create graphics applications utilizing OpenCL with OpenGL interoperability.Design and code applications like histograms and regressions using OpenCL.Learn parallel programming techniques applicable to image processing and data clustering.Author(s)The authors of this book, None Banger and Koushik Bhattacharyya, bring a wealth of experience in high-performance computing and software development. With a passion for teaching complex topics through practical examples, they guide readers in mastering OpenCL. Their combined expertise ensures a reader-friendly introduction to this vital programming technique.Who is it for?This book is ideal for software developers, engineers, and students looking to accelerate their computational tasks using OpenCL. Readers should have a basic knowledge of C programming and an interest in parallel processing. Beginners and professionals seeking to deepen their practice in GPU programming will find this guide especially useful. Whether you're starting out with OpenCL or aiming to optimize specific algorithms, this book is designed for you. |
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| AbstractList | Dive into "OpenCL Programming by Example" and explore the world of OpenCL programming with practical examples and detailed explanations. This book provides a solid foundation for utilizing OpenCL to enhance the performance of algorithms and applications. Through relevant case studies and step-by-step guides, you will understand how to approach parallel programming efficiently.What this Book will help me doDevelop an understanding of the OpenCL platform's models and architecture.Implement optimization strategies for various computational problems.Create graphics applications utilizing OpenCL with OpenGL interoperability.Design and code applications like histograms and regressions using OpenCL.Learn parallel programming techniques applicable to image processing and data clustering.Author(s)The authors of this book, None Banger and Koushik Bhattacharyya, bring a wealth of experience in high-performance computing and software development. With a passion for teaching complex topics through practical examples, they guide readers in mastering OpenCL. Their combined expertise ensures a reader-friendly introduction to this vital programming technique.Who is it for?This book is ideal for software developers, engineers, and students looking to accelerate their computational tasks using OpenCL. Readers should have a basic knowledge of C programming and an interest in parallel processing. Beginners and professionals seeking to deepen their practice in GPU programming will find this guide especially useful. Whether you're starting out with OpenCL or aiming to optimize specific algorithms, this book is designed for you. In DetailResearch in parallel programming has been a mainstream topic for a decade, and will continue to be so for many decades to come. Many parallel programming standards and frameworks exist, but only take into account one type of hardware architecture. Today computing platforms come with many heterogeneous devices. OpenCL provides royalty free standard to program heterogeneous hardware.This guide offers you a compact coverage of all the major topics of OpenCL programming. It explains optimization techniques and strategies in-depth, using illustrative examples and also provides case studies from diverse fields. Beginners and advanced application developers will find this book very useful. Beginning with the discussion of the OpenCL models, this book explores their architectural view, programming interfaces and primitives. It slowly demystifies the process of identifying the data and task parallelism in diverse algorithms.It presents examples from different domains to show how the problems within different domains can be solved more efficiently using OpenCL. You will learn about parallel sorting, histogram generation, JPEG compression, linear and parabolic regression and k-nearest neighborhood, a clustering algorithm in pattern recognition. Following on from this, optimization strategies are explained with matrix multiplication examples. You will also learn how to do an interoperation of OpenGL and OpenCL."OpenCL Programming by Example" explains OpenCL in the simplest possible language, which beginners will find it easy to understand. Developers and programmers from different domains who want to achieve acceleration for their applications will find this book very useful. Approach This book follows an example-driven, simplified, and practical approach to using OpenCL for general purpose GPU programming.Who this book is forIf you are a beginner in parallel programming and would like to quickly accelerate your algorithms using OpenCL, this book is perfect for you! You will find the diverse topics and case studies in this book interesting and informative. You will only require a good knowledge of C programming for this book, and an understanding of parallel implementations will be useful, but not necessary. |
| Author | Koushik Bhattacharyya Ravishekhar Banger |
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| SubjectTerms | Computer programming OpenCL (Computer program language) |
| Title | OpenCL Programming by Example |
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