{"product_id":"general-purpose-graphics-processor-architectures-9783031006319","title":"General-Purpose Graphics Processor Architectures","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003e\u003cp\u003eOriginally 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.\u003c\/p\u003e \u003cp\u003eThe first chapter of this book describes the basic hardware structure of GPUs and provides a brief overview of their history. 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.\u003c\/p\u003e \u003cp\u003eThis 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.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003ePreface.- Acknowledgments.- Introduction.- Programming Model.- The SIMT Core: Instruction and Register Data Flow.- Memory System.- Crosscutting Research on GPU Computing Architectures.- Bibliography.- Authors' Biographies.","brand":"Springer International Publishing AG","offers":[{"title":"Default Title","offer_id":52085982888279,"sku":"9783031006319","price":22.99,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0817\/1739\/5799\/files\/9783031006319.jpg?v=1762211555","url":"https:\/\/bookcurl.com\/products\/general-purpose-graphics-processor-architectures-9783031006319","provider":"Book Curl","version":"1.0","type":"link"}