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Top gpu books mentioned on stackoverflow.com

Computer Architecture

John L. Hennessy, David A. Patterson

The computing world today is in the middle of a revolution: mobile clients and cloud computing have emerged as the dominant paradigms driving programming and hardware innovation today. The Fifth Edition of Computer Architecture focuses on this dramatic shift, exploring the ways in which software and technology in the cloud are accessed by cell phones, tablets, laptops, and other mobile computing devices. Each chapter includes two real-world examples, one mobile and one datacenter, to illustrate this revolutionary change. Updated to cover the mobile computing revolution Emphasizes the two most important topics in architecture today: memory hierarchy and parallelism in all its forms. Develops common themes throughout each chapter: power, performance, cost, dependability, protection, programming models, and emerging trends ("What's Next") Includes three review appendices in the printed text. Additional reference appendices are available online. Includes updated Case Studies and completely new exercises.

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CUDA by Example

Jason Sanders, Edward Kandrot

The complete guide to developing high-performance applications with CUDA - written by CUDA development team members, and supported by NVIDIA * *Breakthrough techniques for using the power of graphics processors to create highperformance general purpose applications. *Packed with realistic, C-based examples -- from basic to advanced. *Covers one of today's most highly-anticipated new technologies for software development wherever performance is crucial: finance, design automation, science, simulation, graphics, and beyond. NVIDIA graphics processors have immense computational power. With NVIDIA's breakthrough CUDA software platform, that power can be put to work in virtually any type of software development that requires exceptionally high performance, from finance to physics. Now, for the first time, two of NVIDIA's senior CUDA developers thoroughly introduce the platform, and show developers exactly how to make the most of it. CUDA C by Example is the first book on CUDA development for professional programmers - and the only book created with NVIDIA's direct involvement. Concise and practical, it focuses on presenting proven techniques and concrete example code for building high-performance parallelized CUDA programs with C. Programmers familiar with C will need no other skills or experience to get started - making high-performance programming more accessible than it's ever been before.

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Matrix Computations

Gene H. Golub, Charles F. Van Loan

"An invaluable reference book that should be in every university library." -- Image: Bulletin of the International Linear Algebra Society

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Computational Geometry

Mark de Berg

This introduction to computational geometry focuses on algorithms. Motivation is provided from the application areas as all techniques are related to particular applications in robotics, graphics, CAD/CAM, and geographic information systems. Modern insights in computational geometry are used to provide solutions that are both efficient and easy to understand and implement.

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The CUDA Handbook

Nicholas Wilt

The CUDA Handbook begins where CUDA by Example (Addison-Wesley, 2011) leaves off, discussing CUDA hardware and software in greater detail and covering both CUDA 5.0 and Kepler. Every CUDA developer, from the casual to the most sophisticated, will find something here of interest and immediate usefulness. Newer CUDA developers will see how the hardware processes commands and how the driver checks progress; more experienced CUDA developers will appreciate the expert coverage of topics such as the driver API and context migration, as well as the guidance on how best to structure CPU/GPU data interchange and synchronization. The accompanying open source code–more than 25,000 lines of it, freely available at www.cudahandbook.com–is specifically intended to be reused and repurposed by developers. Designed to be both a comprehensive reference and a practical cookbook, the text is divided into the following three parts: Part I, Overview, gives high-level descriptions of the hardware and software that make CUDA possible. Part II, Details, provides thorough descriptions of every aspect of CUDA, including Memory Streams and events Models of execution, including the dynamic parallelism feature, new with CUDA 5.0 and SM 3.5 The streaming multiprocessors, including descriptions of all features through SM 3.5 Programming multiple GPUs Texturing The source code accompanying Part II is presented as reusable microbenchmarks and microdemos, designed to expose specific hardware characteristics or highlight specific use cases. Part III, Select Applications, details specific families of CUDA applications and key parallel algorithms, including Streaming workloads Reduction Parallel prefix sum (Scan) N-body Image Processing These algorithms cover the full range of potential CUDA applications.

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Practical Rendering and Computation with Direct3D 11

Jason Zink, Matt Pettineo, Jack Hoxley

Direct3D 11 offers such a wealth of capabilities that users can sometimes get lost in the details of specific APIs and their implementation. While there is a great deal of low-level information available about how each API function should be used, there is little documentation that shows how best to leverage these capabilities. Written by active members of the Direct3D community, Practical Rendering and Computation with Direct3D 11 provides a deep understanding of both the high and low level concepts related to using Direct3D 11. The first part of the book presents a conceptual introduction to Direct3D 11, including an overview of the Direct3D 11 rendering and computation pipelines and how they map to the underlying hardware. It also provides a detailed look at all of the major components of the library, covering resources, pipeline details, and multithreaded rendering. Building upon this material, the second part of the text includes detailed examples of how to use Direct3D 11 in common rendering scenarios. The authors describe sample algorithms in-depth and discuss how the features of Direct3D 11 can be used to your advantage. All of the source code from the book is accessible on an actively maintained open source rendering framework. The sample applications and the framework itself can be downloaded from http://hieroglyph3.codeplex.com By analyzing when to use various tools and the tradeoffs between different implementations, this book helps you understand the best way to accomplish a given task and thereby fully leverage the potential capabilities of Direct3D 11.

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