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GPU Computing Gems, Jade Edition describes worthwhile software experiences in GPU computing and the strategies that contributed to that success. Divided into 5 sections, the book explains how GPU execution is achieved with algorithm implementation strategies and approaches to data development format. Additional notably, it considers three primary requirements: high diploma of parallelism, coherent memory entry by threads inside warps, and coherent control flow into inside warps.
This book begins with an abstract of parallel algorithms and data buildings. The first few chapters give consideration to accelerating database searches, how one can leverage the Fermi GPU construction to further speed up prefix operations, and GPU implementation of hash tables. The reader is then systematically walked by method of the basic optimization steps when implementing a bandwidth-restricted algorithm, GPU-based libraries of numerical algorithms and software merchandise for numerical analysis with devoted GPU assist, and the adoption of GPU computing strategies in manufacturing engineering simulation codes. The next chapters speak concerning the state of GPU computing in interactive physics and artificial intelligence, programming tools and strategies for GPU computing, and the sting and node parallelism technique for computing graph centrality metrics. The book moreover proposes an alternate technique that balances computation regardless of node diploma variance.
This book could be useful to software builders in a spread of software areas.
This second amount of GPU Computing Gems presents 100% new supplies of curiosity all through business, along with finance, medicine, imaging, engineering, gaming, environmental science, inexperienced computing, and additional Covers new tools and frameworks for productive GPU computing software enchancment and supplies fast revenue to researchers creating improved programming environments for GPUsEven additional palms-on, confirmed strategies demonstrating how primary perform GPU computing is altering scientific evaluation Distills the right practices of the group of CUDA programmers; each chapter gives insights and ideas along with 'arms on' experience related to a spread of fields
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