Programming Massively Parallel Processors

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Beschreibung

Programming Massively Parallel Processors: A Hands-on Approach, Third Edition shows both student and professional alike the basic concepts of parallel programming and GPU architecture, exploring, in detail, various techniques for constructing parallel programs.

Case studies demonstrate the development process, detailing computational thinking and ending with effective and efficient parallel programs. Topics of performance, floating-point format, parallel patterns, and dynamic parallelism are covered in-depth.

For this new edition, the authors have updated their coverage of CUDA, including coverage of newer libraries, such as CuDNN, moved content that has become less important to appendices, added two new chapters on parallel patterns, and updated case studies to reflect current industry practices.

Inhaltsverzeichnis

1. Introduction2. Data parallel computing3. Scalable parallel execution4. Memory and data locality5. Performance considerations6. Numerical considerations7. Parallel patterns: convolution: An introduction to stencil computation8. Parallel patterns: prefix sum: An introduction to work efficiency in parallel algorithms9. Parallel patterns-parallel histogram computation: An introduction to atomic operations and privatization10. Parallel patterns: sparse matrix computation: An introduction to data compression and regularization11. Parallel patterns: merge sort: An introduction to tiling with dynamic input data identification12. Parallel patterns: graph search13. CUDA dynamic parallelism14. Application case study-non-Cartesian magnetic resonance imaging: An introduction to statistical estimation methods15. Application case study-molecular visualization and analysis16. Application case study-machine learning17. Parallel programming and computational thinking18. Programming a heterogeneous computing cluster19. Parallel programming with OpenACC20. More on CUDA and graphics processing unit computing21. Conclusion and outlook

Genre:	Informatik
Rubrik:	Naturwissenschaften & Technik
Medium:	Taschenbuch
ISBN-13:	9780128119860
ISBN-10:	0128119861
Sprache:	Englisch
Herstellernummer:	C2015-0-02431-5
Autor:	Kirk, David B. Hwu, Wen-mei W.
Auflage:	3. Aufl.
Hersteller:	Morgan Kaufmann
Verantwortliche Person für die EU:	preigu, Ansas Meyer, Lengericher Landstr. 19, D-49078 Osnabrück, mail@preigu.de
Maße:	27 x 186 x 232 mm
Von/Mit:	David B. Kirk (u. a.)
Gewicht:	1,167 kg

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