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Divided into six parts, this edited volume provides the latest research on GPU computing. Part I: Architectural Solutions focuses on the architectural topics that improve on performance of GPUs, Part II: System Software discusses OS, compilers, libraries, programming environment, languages, and paradigms that are proposed and analyzed to help and support GPU programmers. Part III: Power and Reliability Issues covers different aspects of energy, power, and reliability concerns in GPUs. Part IV: Performance Analysis illustrates mathematical and analytical techniques to predict different performance metrics in GPUs. Part V: Algorithms presents how to design efficient algorithms and analyze their complexity for GPUs. Part VI: Applications and Related Topics provides use cases and examples of how GPUs are used across many sectors.
Divided into six parts, this edited volume provides the latest research on GPU computing. Part I: Architectural Solutions focuses on the architectural topics that improve on performance of GPUs, Part II: System Software discusses OS, compilers, libraries, programming environment, languages, and paradigms that are proposed and analyzed to help and support GPU programmers. Part III: Power and Reliability Issues covers different aspects of energy, power, and reliability concerns in GPUs. Part IV: Performance Analysis illustrates mathematical and analytical techniques to predict different performance metrics in GPUs. Part V: Algorithms presents how to design efficient algorithms and analyze their complexity for GPUs. Part VI: Applications and Related Topics provides use cases and examples of how GPUs are used across many sectors.
Part 2: Algorithms and Applications 6. Biological sequence analysis on GPU 7. Graph algorithms on GPUs 8. GPU alignment of two and three sequences 9. Augmented Block Cimmino Distributed Algorithm for solving tridiagonal systems on GPU 10. GPU computing applied to linear and mixed-integer programming 11. GPU-accelerated shortest paths computations for planar graphs 12. GPU sorting algorithms 13. MPC: An effective floating-point compression algorithm for GPUs 14. Adaptive sparse matrix representation for efficient matrix-vector multiplication
Part 3: Architecture and Performance 15. A framework for accelerating bottlenecks in GPU execution with assist warps 16. Accelerating GPU accelerators through neural algorithmic transformation 17. The need for heterogeneous network-on-chip architectures with GPGPUs: A case study with photonic interconnects 18. Accurately modeling GPGPU frequency scaling with the CRISP performance model
Part 4: Power and Reliability 19. Energy and power considerations of GPUs 20. Architecting the last-level cache for GPUs using STT-MRAM nonvolatile memory 21. Power management of mobile GPUs 22. Advances in GPU reliability research 23. Addressing hardware reliability challenges in general-purpose GPUs
| Erscheinungsjahr: | 2017 |
|---|---|
| Genre: | Informatik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| ISBN-13: | 9780128037386 |
| ISBN-10: | 0128037385 |
| Sprache: | Englisch |
| Herstellernummer: | C2015-0-00435-X |
| Autor: | Sarbazi-Azad, Hamid |
| Hersteller: | Morgan Kaufmann |
| Maße: | 237 x 192 x 34 mm |
| Von/Mit: | Hamid Sarbazi-Azad |
| Erscheinungsdatum: | 12.01.2017 |
| Gewicht: | 1,56 kg |
Part 2: Algorithms and Applications 6. Biological sequence analysis on GPU 7. Graph algorithms on GPUs 8. GPU alignment of two and three sequences 9. Augmented Block Cimmino Distributed Algorithm for solving tridiagonal systems on GPU 10. GPU computing applied to linear and mixed-integer programming 11. GPU-accelerated shortest paths computations for planar graphs 12. GPU sorting algorithms 13. MPC: An effective floating-point compression algorithm for GPUs 14. Adaptive sparse matrix representation for efficient matrix-vector multiplication
Part 3: Architecture and Performance 15. A framework for accelerating bottlenecks in GPU execution with assist warps 16. Accelerating GPU accelerators through neural algorithmic transformation 17. The need for heterogeneous network-on-chip architectures with GPGPUs: A case study with photonic interconnects 18. Accurately modeling GPGPU frequency scaling with the CRISP performance model
Part 4: Power and Reliability 19. Energy and power considerations of GPUs 20. Architecting the last-level cache for GPUs using STT-MRAM nonvolatile memory 21. Power management of mobile GPUs 22. Advances in GPU reliability research 23. Addressing hardware reliability challenges in general-purpose GPUs
| Erscheinungsjahr: | 2017 |
|---|---|
| Genre: | Informatik |
| Rubrik: | Naturwissenschaften & Technik |
| Medium: | Taschenbuch |
| ISBN-13: | 9780128037386 |
| ISBN-10: | 0128037385 |
| Sprache: | Englisch |
| Herstellernummer: | C2015-0-00435-X |
| Autor: | Sarbazi-Azad, Hamid |
| Hersteller: | Morgan Kaufmann |
| Maße: | 237 x 192 x 34 mm |
| Von/Mit: | Hamid Sarbazi-Azad |
| Erscheinungsdatum: | 12.01.2017 |
| Gewicht: | 1,56 kg |
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