CUDA application design and development:
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Waltham, MA
Morgan Kaufmann
c2012
|
| Schriftenreihe: | Applications of GPU computing
|
| Schlagworte: | |
| Online-Zugang: | FAW01 FLA01 Volltext |
| Beschreibung: | Machine generated contents note: 1. How to think in CUDA 2. Tools to build, debug and profile 3. The GPU performance envelope 4. The CUDA memory subsystems 5. Exploiting the CUDA execution grid 6. MultiGPU applications and scaling 7. Numerical CUDA, libraries and high-level language bindings 8. Mixing CUDA with rendering 9. High Performance Machine Learning 10. Scientific Visualization 11. Multimedia with OpenCV 12. Ultra Low-power Devices: Tegra 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 |
| Beschreibung: | 1 Online-Ressource (1 online resource) |
| ISBN: | 9780123884268 0123884268 9780123884329 0123884322 |
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Datensatz im Suchindex
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| any_adam_object | |
| author | Farber, Rob |
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| discipline | Informatik |
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| id | DE-604.BV042314290 |
| illustrated | Not Illustrated |
| indexdate | 2024-07-10T01:18:10Z |
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| isbn | 9780123884268 0123884268 9780123884329 0123884322 |
| language | English |
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| publishDate | 2012 |
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| publisher | Morgan Kaufmann |
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| series2 | Applications of GPU computing |
| spelling | Farber, Rob Verfasser aut CUDA application design and development Rob Farber Waltham, MA Morgan Kaufmann c2012 1 Online-Ressource (1 online resource) txt rdacontent c rdamedia cr rdacarrier Applications of GPU computing Machine generated contents note: 1. How to think in CUDA 2. Tools to build, debug and profile 3. The GPU performance envelope 4. The CUDA memory subsystems 5. Exploiting the CUDA execution grid 6. MultiGPU applications and scaling 7. Numerical CUDA, libraries and high-level language bindings 8. Mixing CUDA with rendering 9. High Performance Machine Learning 10. Scientific Visualization 11. Multimedia with OpenCV 12. Ultra Low-power Devices: Tegra 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 COMPUTERS / Software Development & Engineering / Project Management bisacsh Application software Development Computer architecture Parallel programming (Computer science) Programmierung (DE-588)4076370-5 gnd rswk-swf CUDA Informatik (DE-588)7719528-0 gnd rswk-swf Grafikprozessor (DE-588)4582114-8 gnd rswk-swf Electronic books CUDA Informatik (DE-588)7719528-0 s Grafikprozessor (DE-588)4582114-8 s Programmierung (DE-588)4076370-5 s 1\p DE-604 http://www.sciencedirect.com/science/book/9780123884268 Verlag Volltext 1\p cgwrk 20201028 DE-101 https://d-nb.info/provenance/plan#cgwrk |
| spellingShingle | Farber, Rob CUDA application design and development COMPUTERS / Software Development & Engineering / Project Management bisacsh Application software Development Computer architecture Parallel programming (Computer science) Programmierung (DE-588)4076370-5 gnd CUDA Informatik (DE-588)7719528-0 gnd Grafikprozessor (DE-588)4582114-8 gnd |
| subject_GND | (DE-588)4076370-5 (DE-588)7719528-0 (DE-588)4582114-8 |
| title | CUDA application design and development |
| title_auth | CUDA application design and development |
| title_exact_search | CUDA application design and development |
| title_full | CUDA application design and development Rob Farber |
| title_fullStr | CUDA application design and development Rob Farber |
| title_full_unstemmed | CUDA application design and development Rob Farber |
| title_short | CUDA application design and development |
| title_sort | cuda application design and development |
| topic | COMPUTERS / Software Development & Engineering / Project Management bisacsh Application software Development Computer architecture Parallel programming (Computer science) Programmierung (DE-588)4076370-5 gnd CUDA Informatik (DE-588)7719528-0 gnd Grafikprozessor (DE-588)4582114-8 gnd |
| topic_facet | COMPUTERS / Software Development & Engineering / Project Management Application software Development Computer architecture Parallel programming (Computer science) Programmierung CUDA Informatik Grafikprozessor |
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