Performance and power analysis of ATI GPU: A statistical approach

Proceedings - 6th IEEE International Conference on Networking, Architecture, and Storage, NAS 2011

Volumn , Issue , 2011, Pages 149-158

  Zhang, Ying ^a   Hu, Yue ^a   Li, Bin ^a   Peng, Lu ^a  

^a LOUISIANA STATE UNIVERSITY   (United States)

Author keywords

GPU; Model; OPENCL; Performance; Power; VLIW

Indexed keywords

GPU; OPENCL; PERFORMANCE; POWER; VLIW;

ARCHITECTURE; COMPUTATION THEORY; COMPUTER SOFTWARE SELECTION AND EVALUATION; MODELS; PROGRAM PROCESSORS;

VERY LONG INSTRUCTION WORD ARCHITECTURE;

EID: 80052901858     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/NAS.2011.51     Document Type: Conference Paper

References (22)

1. AMD Corparation. AMD Stream Profiler. http://developer.amd.com/gpu/ amdappprofiler/pages/default.aspx.
2. AMD Corparation. AMD Stream SDK. http://developer.amd.com/gpu/amdappsdk/ pages/default.aspx.
3. Nvidia Corparation. Geforce GTX 280. http://www.nvidia.com/object/ product-geforce-gtx-280-us.html.
4. Intel Corparation. Intel Core i7-920 Processor. http://ark.intel.com/ product.aspx?id=37147.
5. Nvidia Corparation. What is CUDA? http://www.nvidia.com/object/what-is- cuda-new.html.
6. OpenCL - The open standard for parallel programming of heterogeneous systems. http://www.khronos.org/opencl.
7. AMD Corparation. ATI Radeon HD5000 Series: In inside view. June 2010.
8. AMD Corparation. ATI stream computing OpenCL programming guide. June 2010.
9. th ACM Symposium on Principles and Practice of Parallel Programming (PPoPP), January 2010.
10. L. Breiman. Random forests. In Machine Learning, 45, pp. 5-32, 2001. (Pubitemid 32933532)
11. L. Breiman, J. Friedman, C. J. Stone, and R. A. Olshen. Classification and regression trees. Chapman and Hall/CRC, January 1984.
12. th Annual International Symposium on Computer Architecture (ISCA), June 2009.
13. th Annual International Symposium on Computer Architecture (ISCA), June 2010.
14. rd International Parallel & Distributed Processing Symposium), June 2009.
15. X. Ma, M. Dong, L. Zhong, and Z. Deng, "Statistical power consumption analysis and modeling for gpu-based computing", in Workshop on Power-Aware Computing and Systems (HotPower), October 2009.
16. st Green Computing Conference, August 2010.
17. R. Picard and R. D. Cook, "Cross-validation of regression models", in Journal of American Statistical Association, pp. 575 - 583, 1984.
18. st Green Computing Conference, August 2010.
19. M. Rofouei, T. Stathopulous, S. Ryffel, W. Kaiser, and M. Sarrafzadeh, "Energy-aware high performance computing with graphics processing units", in Workshop on Power-Aware Computing and Systems (HotPower), December 2008.
20. th International Conference on Parallel Processing Workshops, September 2010.
21. H. Wong, M. Papadopoulou, M, Alvandi, and A. Moshovos, "Demistifying GPU microarchitecture through microbenchmarking", in Proceedings of International Symposium on Performance Analysis of Systems and Software (ISPASS), March 2010.
22. th IEEE Symposium on High Performance Computer Architecture (HPCA), February 2011.