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General-Purpose Graphics Processor Architectures

Originally developed to support video games, graphics processor units (GPUs) are now increasingly used for general-purpose (non-graphics) applications ranging from machine learning to mining of cryptographic currencies. GPUs can achieve improved performance and efficiency versus central processing units (CPUs) by dedicating a larger fraction of hardware resources to computation. In addition, their general-purpose programmability makes contemporary GPUs appealing to software developers in comparison to domain-specific accelerators. This book provides an introduction to those interested in studying the architecture of GPUs that support general-purpose computing. It collects together information currently only found among a wide range of disparate sources. The authors led development of the GPGPU-Sim simulator widely used in academic research on GPU architectures.

The first chapter of this book describes the basic hardware structure of GPUs and provides a brief overview of theirhistory. Chapter 2 provides a summary of GPU programming models relevant to the rest of the book. Chapter 3 explores the architecture of GPU compute cores. Chapter 4 explores the architecture of the GPU memory system. After describing the architecture of existing systems, Chapters 3 and 4 provide an overview of related research. Chapter 5 summarizes cross-cutting research impacting both the compute core and memory system.

This book should provide a valuable resource for those wishing to understand the architecture of graphics processor units (GPUs) used for acceleration of general-purpose applications and to those who want to obtain an introduction to the rapidly growing body of research exploring how to improve the architecture of these GPUs.

Procurando General-Purpose Graphics Processor Architectures? Aqui você encontra tudo sobre este livro de Tor M Aamodt, publicado por Springer em 21 de maio de 2018. Nesta página estão a descrição da obra, os detalhes da edição (122 páginas) e os formatos disponíveis para baixar: pdf, epub, txt, djvu. Se você gosta de Livros Internacionais, Engenharia e Transporte, Engenharia, Elétrica e Eletrônica, Circuitos, explore também outros títulos da mesma categoria no Encontrando os melhores livros. Veja ainda as outras obras de Tor M Aamodt em nosso catálogo.

Número de páginas:122
Isbn 10:3031006313
Isbn 13:9783031006319
Encadernação:Capa Comum
Edição General-Purpose Graphics Processor Architectures:1ª