The CUDA Handbook: A Comprehensive Guide to GPU Programming: A Comprehensive Guide to GPU Programming, The - Softcover

Wilt, Nicholas Wilt

 
9780321809469: The CUDA Handbook: A Comprehensive Guide to GPU Programming: A Comprehensive Guide to GPU Programming, The

Inhaltsangabe

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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Über die Autorin bzw. den Autor

Nicholas Wilt has been programming professionally for more than twenty-five years in a variety of areas, including industrial machine vision, graphics, and low-level multimedia software. While at Microsoft, he served as the development lead for Direct3D 5.0 and 6.0, built the prototype for the Desktop Window Manager, and did early GPU computing work. At NVIDIA, he worked on CUDA from its inception, designing and often implementing most of CUDA’s low-level abstractions. Now at Amazon, Mr. Wilt is working on cloud computing technologies relating to GPUs.

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9781516851485: The CUDA Handbook: A Comprehensive Guide to GPU Programming

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ISBN 10:  151685148X ISBN 13:  9781516851485
Verlag: CreateSpace Independent Publishi..., 2015
Softcover