Power signature analysis of the SPECpower-ssj2008 benchmark

ISPASS 2011 - IEEE International Symposium on Performance Analysis of Systems and Software

Volumn , Issue , 2011, Pages 227-236

  Hsu, Chung Hsing ^a   Poole, Stephen W ^a  

^a OAK RIDGE NATIONAL LABORATORY   (United States)

Author keywords

energy proportionality; power modeling

Indexed keywords

ENERGY PROPORTIONALITY; ENTERPRISE ENVIRONMENT; HIGH-END COMPUTERS; IN-DEPTH ANALYSIS; NONLINEAR FUNCTIONS; POWER CONSUMPTION; POWER MODELING; POWER SIGNATURES; SERVER SYSTEM;

EID: 79957489359     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/ISPASS.2011.5762739     Document Type: Conference Paper

References (29)

1. W.-C. Feng, "Energy-efficient exascale computing: An oxymoron?" in International Conference on Energy-Aware High Performance Computing, Sep. 2010, (Keynote Speech).
2. L. Barroso and U. Hölzle, "The case for energy-proportional computing," IEEE Computer, vol. 40, no. 12, pp. 33-37, Dec. 2007.
3. G. Varsamopoulos and S. Gupta, "Energy proportionality and the future: Metrics and directions," in International Workshop on Green Computing, Sep. 2010.
4. G. Varsamopoulos, Z. Abbasi, and S. Gupta, "Trends and effects of energy proportionality on server provisioning in data centers," in International Conference on High Performance Computing, Dec. 2010.
5. C. Laughman, K. Lee, R. Cox, S. Shaw, S. Leeb, L. Norford, and P. Armstrong, "Power signature analysis," IEEE Power and Energy Magazine, vol. 1, no. 2, pp. 56-63, March/April 2003.
6. P. Ranganathan, S. Rivoire, and J. Moore, "Models and metrics for energy-efficient computing," in Computer Performance Issues, ser. Advances in Computers, M. V. Zelkowitz, Ed. Elsevier, 2009, vol. 75, pp. 159-233.
7. S. Rivoire, P. Ranganathan, and C. Kozyrakis, "A comparison of high-level full-system power models," in Workshop on Power Aware Computing and Systems, Dec. 2008.
8. S. Rivoire, "Models and metrics for energy-efficient computer systems," Ph.D. dissertation, Department of Electrical Engineering, Stanford, California, 2008.
9. X. Fan, W.-D. Weber, and L. Barroso, "Power provisioning for a warehousr-sized computer," in Internatinal Symposium on Computer Architecture, Jun. 2007.
10. H. Nagasaka, N. Maruyama, A. Nukada, T. Endo, and S. Matsuoka, "Statistical power modeling of gpu kernels using performance counters," in International Green Computing Conference, Aug. 2010.
11. L. Li, R. Tian, B. Yang, and Z. Gao, "A model of web server's performance-power relationship," in International Conference on Communication Software and Networks, Feb. 2009.
12. T. Mukherjee, G. Varasamopoulos, S. Gupta, and S. Rungta, "Measurement based power profiling of data center equipment," in Worshop of Green Computing, Sep. 2007.
13. Y. Chen, D. Gmach, C. Hyser, Z. Wang, C. Bash, C. Hoover, and S. Singhal, "Integrated management of application performance, power and cooling in data centers," in IEEE/IFIP Network Operations and Management Symposium, Apr. 2010.
14. R. Raghavendra, P. Ranganathan, V. Talwar, Z. Wang, and X. Zhu, "No "power" struggles: Coordinated multi-level power management for the data centerr," in International Conference on Architectural Support for Programming Languages and Operating Systems, Mar. 2008.
15. S. Pelley, D. Meisner, T. Wenisch, and J. VanGilder, "Understanding and abstracting total data center power," in Workshop on Energy Efficient Design, Jun. 2009.
16. A. Kansal, F. Zhao, J. Liu, N. Kothari, and A. Bhattacharya, "Virtual machine power metering and provisioning," in ACM Symposium on Cloud Computing, Jun. 2010.
17. D. Tsirogiannis, S. Harizopoulos, and M. Shah, "Analyzing the energy efficiency of a database server," in International Conference on Management of Data, Jun. 2010.
18. R. Koller, A. Verma, and A. Neogi, "WattApp: An application aware power meter for shared data centers," in International Conference on Autonomic Computing, Jun. 2010.
19. W. Zheng, R. Bianchini, G. Janakiraman, J. Santos, and Y. Turner, "JustRunIt: Experiment-based management of virtualized data centers," in USENIX Annual Technical Conference, Jun. 2009.
20. Standard Performance Evaluation Corporation (SPEC), "SPECpower- ssj2008," http://www.spec.org/power-ssj2008.
21. K. Huppler, "The art of building a good benchmark," in Performance Evaluation and Benchmarking, ser. Lecture Notes in Computer Science, R. Nambiar and M. Poess, Eds. Springer Berlin / Heidelberg, 2009, vol. 5895, pp. 18-30.
22. A. Fanara, E. Haines, and A. Howard, "The state of energy and performance benchmarking for enterprise servers," in Performance Evaluation and Benchmarking, ser. Lecture Notes in Computer Science, R. Nambiar and M. Poess, Eds. Springer Berlin / Heidelberg, 2009, vol. 5895, pp. 52-66.
23. L. Gray, A. Kumar, and H. Li, "Workload characterization of the SPECpower-ssj2008 benchmark," in SPEC International Performance Evaluation Workshop, Jun. 2008.
24. K.-D. Lange, "Identifying shades of green: The SPECpower benchmarks," IEEE Computer, vol. 42, no. 3, pp. 95-97, Mar. 2009.
25. M. Poess, R. Nambiar, K. Vaid, J. J.M. Stephens, K. Huppler, and E. Haines, "Energy benchmarks: A detailed analysis," in International Conference on Energy-Efficient Computing and Networking, Apr. 2010.
26. S. Eyerman and L. Eeckhout, "Per-thread cycle accounting in SMT processors," in International Conference on Architectural Support for Programming Languages and Operating Systems, Mar. 2009.
27. SPEC Power Committee, "SPEC power and performance benchmark methodology," Standard Performance Evaluation Corporation, Tech. Rep. Version 2.0, Jun. 2010.
28. K. Rajamani, F. Rawson, M. Ware, H. Hanson, J. Carter, T. Rosedahl, A. Geissler, G. Silva, and H. Hua, "Power-performance management on an IBM POWER7 server," in International Symposium on Low Power Electronics and Design, Aug. 2010.
29. A. Beloglazov, R. Buyya, Y. Lee, and A. Zomaya, "A taxonomy and survey of energy-efficient data centers and cloud computing systems," The University of Melbourne, Australia, Technical Report CLOUDS-TR-2010-3, Jun. 2010.