CUDA Handbook: A Comprehensive Guide to GPU Programming, The - download pdf or read online

By Nicholas Wilt

ISBN-10: 0321809467

ISBN-13: 9780321809469


The CUDA Handbook starts off the place CUDA by means of instance (Addison-Wesley, 2011) leaves off, discussing CUDA and software program in higher element and masking either CUDA 5.0 and Kepler. each CUDA developer, from the informal to the main subtle, will locate anything right here of curiosity and rapid usefulness. more moderen CUDA builders will see how the approaches instructions and the way the motive force assessments growth; more matured CUDA builders will delight in the professional insurance of issues comparable to the motive force API and context migration, in addition to the tips on how most sensible to constitution CPU/GPU info interchange and synchronization.


The accompanying open resource code–more than 25,000 strains of it, freely on hand at–is in particular meant to be reused and repurposed through developers.


Designed to be either a finished reference and a pragmatic cookbook, the textual content is split into the subsequent 3 elements:

Part I, evaluation, supplies high-level descriptions of the and software program that make CUDA attainable.

Part II, information, presents thorough descriptions of each point of CUDA, together with

  •  Memory
  • Streams and occasions
  •  Models of execution, together with the dynamic parallelism characteristic, new with CUDA 5.0 and SM 3.5
  • The streaming multiprocessors, together with descriptions of all gains via SM 3.5
  • Programming a number of GPUs
  • Texturing

The resource code accompanying half II is gifted as reusable microbenchmarks and microdemos, designed to show particular features or spotlight particular use circumstances.

Part III, pick out functions, info particular households of CUDA functions and key parallel algorithms, together with

  •  Streaming workloads
  • Reduction
  • Parallel prefix sum (Scan)
  • N-body
  • Image Processing

These algorithms hide the total variety of capability CUDA purposes.


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CUDA Handbook: A Comprehensive Guide to GPU Programming, The by Nicholas Wilt

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