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The thesis then continues with several implementations of standard algorithms for the GPU. The chosen problems start with matrix multiplication and go along with the all-prefix sum and sorting. As the first problem already offers parallelism naturally, performance analysis and optimization is focused during the first implementation chapter. The all-prefix sum and sorting are both problems being more dicult to split into independent pieces of work. Techniques will be discussed to tackle such kind of problems.
Each GPU implementation is benchmarked and compared with one or more traditional CPU approaches. As GPUs and CPUs have different hardware architectures, appropriate algorithms and optimizations have been chosen to solve the problems by exploiting the underlying platform at best.
The thesis then continues with several implementations of standard algorithms for the GPU. The chosen problems start with matrix multiplication and go along with the all-prefix sum and sorting. As the first problem already offers parallelism naturally, performance analysis and optimization is focused during the first implementation chapter. The all-prefix sum and sorting are both problems being more dicult to split into independent pieces of work. Techniques will be discussed to tackle such kind of problems.
Each GPU implementation is benchmarked and compared with one or more traditional CPU approaches. As GPUs and CPUs have different hardware architectures, appropriate algorithms and optimizations have been chosen to solve the problems by exploiting the underlying platform at best.
| Erscheinungsjahr: | 2014 |
|---|---|
| Fachbereich: | Programmiersprachen |
| Genre: | Informatik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| Inhalt: |
132 S.
7 farbige Illustr. |
| ISBN-13: | 9783656829843 |
| ISBN-10: | 3656829845 |
| Sprache: | Englisch |
| Ausstattung / Beilage: | Paperback |
| Einband: | Kartoniert / Broschiert |
| Autor: | Gruber, Bernhard Manfred |
| Auflage: | 1. Auflage |
| Hersteller: | GRIN Verlag |
| Maße: | 297 x 210 x 10 mm |
| Von/Mit: | Bernhard Manfred Gruber |
| Erscheinungsdatum: | 01.12.2014 |
| Gewicht: | 0,406 kg |
| Erscheinungsjahr: | 2014 |
|---|---|
| Fachbereich: | Programmiersprachen |
| Genre: | Informatik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| Inhalt: |
132 S.
7 farbige Illustr. |
| ISBN-13: | 9783656829843 |
| ISBN-10: | 3656829845 |
| Sprache: | Englisch |
| Ausstattung / Beilage: | Paperback |
| Einband: | Kartoniert / Broschiert |
| Autor: | Gruber, Bernhard Manfred |
| Auflage: | 1. Auflage |
| Hersteller: | GRIN Verlag |
| Maße: | 297 x 210 x 10 mm |
| Von/Mit: | Bernhard Manfred Gruber |
| Erscheinungsdatum: | 01.12.2014 |
| Gewicht: | 0,406 kg |
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