CUDA Application Design and Development pdf epub mobi txt 電子書 下載2025

As the computer industry retools to leverage massively parallel graphics processing units (GPUs), this book is designed to meet the needs of working software developers who need to understand GPU programming with CUDA and increase efficiency in their projects. CUDA Application Design and Development starts with an introduction to parallel computing concepts for readers with no previous parallel experience, and focuses on issues of immediate importance to working software developers: achieving high performance, maintaining competitiveness, analyzing CUDA benefits versus costs, and determining application lifespan. The book then details the thought behind CUDA and teaches how to create, analyze, and debug CUDA applications. Throughout, the focus is on software engineering issues: how to use CUDA in the context of existing application code, with existing compilers, languages, software tools, and industry-standard API libraries. Using an approach refined in a series of well-received articles at Dr Dobb's Journal, author Rob Farber takes the reader step-by-step from fundamentals to implementation, moving from language theory to practical coding. Includes multiple examples building from simple to more complex applications in four key areas: machine learning, visualization, vision recognition, and mobile computing Addresses the foundational issues for CUDA development: multi-threaded programming and the different memory hierarchy Includes teaching chapters designed to give a full understanding of CUDA tools, techniques and structure. Presents CUDA techniques in the context of the hardware they are implemented on as well as other styles of programming that will help readers bridge into the new material

Rob Farber，資深高性能編程專傢，Irish高端計算中心和美國國傢實驗室等權威機構的高性能編程技術顧問，同時為多傢《財富》世界500強企業提供谘詢服務，經驗十分豐富，在該領域頗具權威和影響力。他還是一位技術作傢，任職於Santa Fe學院，在《Dr. Dobb’s Journal》《Scientific Computing》等媒體上發錶瞭多篇關於高性能編程的經典技術文章，深受讀者喜愛。此外，他還是《財富》美國100強中兩傢公司的閤夥創始人。