The CUDA Handbook: A Comprehensive Guide to GPU Programming
Nicholas Wilt
- Paperback: 528 pages
- Publisher: Addison-Wesley Professional; 1 edition (June 22, 2013)
- Language: English
- ISBN-10: 0321809467
- ISBN-13: 978-0321809469
- Product Dimensions: 9 x 7.3 x 1.2 inches
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.