Model-driven consolidation of Java workloads on multicores

Proceedings of the International Conference on Dependable Systems and Networks

Volumn , Issue , 2012, Pages

  Ansaloni, Danilo ^a   Chen, Lydia Y ^b   Smirni, Evgenia ^c   Binder, Walter ^a  

^a UNIVERSITY OF LUGANO   (Switzerland)

^b IBM RESEARCH ZURICH   (Switzerland)

^c The College of William and Mary   (United States)

Author keywords

application consolidation; Java; multicores; performance modeling; queueing networks

Indexed keywords

APPLICATION SCALABILITY; BLACK BOXES; JAVA; JAVA WORKLOADS; MODEL-DRIVEN; MULTI-CORE SYSTEMS; MULTI-CORES; MULTICORE ENVIRONMENTS; MULTIPLE APPLICATIONS; OFF-CHIP; ON CHIPS; OPTIMAL APPLICATIONS; OPTIMAL RESOURCE ALLOCATION; PERFORMANCE IMPACT; PERFORMANCE MODELING; QUEUEING NETWORK MODEL; RESOURCE DEMANDS; SIMPLE APPROACH; SYSTEM ADMINISTRATORS; SYSTEM THROUGHPUT; SYSTEM UTILIZATION;

BENCHMARKING; DISTRIBUTED COMPUTER SYSTEMS; OPTIMIZATION; QUEUEING NETWORKS;

JAVA PROGRAMMING LANGUAGE;

EID: 84866673723     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/DSN.2012.6263928     Document Type: Conference Paper

References (34)

1. R. Nathuji, A. Kansal, and A. Ghaffarkhah, "Q-clouds: Managing Performance Interference Effects for QoS-aware Clouds," in Proceedings of European Conference on Computer Systems, ser. EuroSys, 2010, pp. 237-250.
2. Y. Koh, R. C. Knauerhase, P. Brett, M. Bowman, Z. Wen, and C. Pu, "An Analysis of Performance Interference Effects in Virtual Environments," in Proceedings of ISPASS, 2007, pp. 200-209.
3. Y. Xie and G. H. Loh, "PIPP: Promotion/insertion Pseudo-partitioning of Multi-core Shared Caches," in Proceedings of ISCA, 2009, pp. 174-183.
4. S. Govindan, J. Liu, A. Kansal, and A. Sivasubramaniam, "Cuanta: Quantifying Effects of Shared On-chip Resource Interference for Consolidated Virtual Machines," Microsoft, Tech. Rep., 2011.
5. D. Kaseridis, J. Stuecheli, J. Chen, and L. K. John, "A Bandwidth-Aware Memory-subsystem Resource Management Using Non-invasive Resource Profilers for Large CMP Systems," in Proceedings of HPCA, 2010, pp. 1-11.
6. N. Jerger, D. Vantrease, and M. Lipasti, "An evaluation of server consolidation workloads for multi-core designs," in IEEE 10th International Symposium on Workload Characterization, ser. IISWC, 2007, pp. 47-56.
7. D. Menascé, V. Almeida, and L. Dowdy, Capacity Planning and Performance Modeling: From Mainframes to Client-Server Systems. Prentice Hall, 1994.
8. J. Xu, A. Oufimtsev, M. Woodside, and L. Murphy, "Performance Modeling and Prediction of Enterprise JavaBeans with Layered Queuing Network Templates," SIGSOFT Softw. Eng. Notes, vol. 31, no. 2, 2005.
9. Q. Zhang, L. Cherkasova, N. Mi, and E. Smirni, "A Regression-based Analytic Model for Capacity Planning of Multi-tier Applications," Cluster Computing, vol. 11, pp. 197-211, 2008.
10. N. Mi, G. Casale, L. Cherkasova, and E. Smirni, "Burstiness in Multi-tier Applications: Symptoms, Causes, and New Models," in Middleware, 2008, pp. 265-286.
11. S. Blackburn, R. Garner, C. Hoffman, A. Khan, K. McKinley, R. Bentzur, A. Diwan, D. Feinberg, D. Frampton, S. Guyer, M. Hirzel, A. Hosking, M. Jump, H. Lee, J. Moss, A. Phansalkar, D. Stefanović, T. VanDrunen, D. von Dincklage, and B. Wiedermann, "The DaCapo Benchmarks: Java Benchmarking Development and Analysis," in Proceedings of OOPSLA, 2006, pp. 169-190.
12. T. Wood, P. Shenoy, A. Venkataramani, and M. Yousif, "Sandpiper: Black-box and Gray-box Resource Management for Virtual Machines," Comput. Netw., vol. 53, pp. 2923-2938, 2009.
13. X. Meng, C. Isci, J. Kephart, L. Zhang, E. Bouillet, and D. Pendarakis, "Efficient Resource Provisioning in Compute Clouds via VM Multiplexing," in Proceedings of International Conference on Autonomic Computing, ser. ICAC, 2010, pp. 11-20.
14. E. Rosti, F. Schiavoni, and G. Serazzi, "Queueing Network Models with Two Classes of Customers," in Proceedings of Workshop on Modeling, Analysis, and Simulation of Computer and Telecommunications Systems, ser. MASCOTS '97, 1997, pp. 229-234.
15. M. Hauswirth, P. Sweeney, A. Diwan, and M. Hind, "Vertical Profiling: Understanding the Behavior of Object-oriented Applications," in Proceedings of OOPSLA, 2004, pp. 251-269.
16. S. Govindan, A. Nath, A. Das, B. Urgaonkar, and A. Sivasubramaniam, "Xen and co.: Communication-aware CPU Scheduling for Consolidated Xen-based Hosting Platforms," in Proceedings of International Conference on Virtual Execution Environments, ser. VEE, 2007, pp. 126-136.
17. H. Hu, X. Long, J. Zhang, J. He, and L. Xia, "I/O Scheduling Model of Virtual Machine Based on Multi-core Dynamic Partitioning," in Proceedings of the Symposium on High Performance Distributed Computing, ser. HPDC, 2010, pp. 142-154.
18. T. Wood, L. Cherkasova, K. Ozonat, and P. Shenoy, "Profiling and Modeling Resource Usage of Virtualized Applications," in Proceedings of International Conference on Middleware, 2008, pp. 366-387.
19. B. Urgaonkar, G. Pacifici, P. S. M. Spreitzer, and A. Tantawi, "An Analytical Model for Multi-tier Internet Services and Its Applications," in Proceedings of International Conference on Measurement and Modeling of Computer Systems, ser. SIGMETRICS, 2005, pp. 291-302.
20. D. Freund and J. Bexfield, "A New Aggregation Approximation Procedure for Solving Closed Queueing Networks with Simultaneous Resource Possession," in Proceedings of ACM SIGMETRICS, 1983, pp. 214-223.
21. P. Heidelberger and K. S. Trivedi, "Queueing Network Models for Parallel Processing with Asynchronous Tasks," IEEE Trans. Comput., vol. 31, pp. 1099-1109, 1982.
22. D. Towsley, K. Chandy, and J. Browne, "Models for Parallel Processing within Programs: Application to CPU: I/O and I/O: I/O Overlap," Commun. ACM, vol. 21, pp. 821-831, 1978.
23. M. Bertoli, G. Casale, and G. Serazzi, "JMT: Performance Engineering Tools for System Modeling," SIGMETRICS Performance Evaluation Review, vol. 36, no. 4, pp. 10-15, 2009.
24. L. Y. Chen, D. Ansaloni, E. Smirni, A. Yokokawa, and W. Binder, "Achieving Application-Centric Performance Targets via Consolidation on Multicores: Myth or Reality?" in Proceedings of the 21th International Symposium on High Performance Distributed Computing (to appear), ser. HPDC, 2012.
25. M. Stillwell, D. Schanzenbach, F. Vivien, and H. Casanova, "Resource Allocation Algorithms for Virtualized Service Hosting Platforms," J. Parallel Distrib. Comput., vol. 70, pp. 962-974, 2010.
26. L. Lu, H. Zhang, G. Jiang, H. Chen, K. Yoshihira, and E. Smirni, "Untangling Mixed Information to Calibrate Resource Utilization in Virtual Machines," in Proceedings of International Conference on Autonomic Computing, ser. ICAC, 2011, pp. 151-160.
27. A. Povzner, D. Sawyer, and B. S, "Horizon: Efficient Deadline-Driven Disk I/O Management for Distributed Storage systems," in Proceedings of Symposium on High Performance Distributed Computing, ser. HPDC, 2010, pp. 1-12.
28. D. Gmach, J. Rolia, L. Cherkasova, and A. Kemper, "Capacity Management and Demand Prediction for Next Generation Data Centers," in Proceedings of International Conference on Web Services, ser. ICWS, 2007, pp. 43-50.
29. S. Kraft, G. Casale, D. Krishnamurthy, D. Greer, and P. Kilpatrick, "Performance Prediction in Consolidated Virtualized Environments," in Proceedings of International Conference on Performance Engineering, ser. ICPE, 2011, pp. 295-306.
30. R. Zhang, Z. Budimlic, and K. Kennedy, "Performance Modeling and Prediction for Scientific Java Applications," in Proceedings of ISPASS, 2006, pp. 199-210.
31. T. Liu, S. Kumaran, and Z. Luo, "Layered Queueing Models for Enterprise JavaBean Applications," in Proceedings of International Conference on Enterprise Distributed Object Computing, ser. EDOC, 2001, pp. 174-178.
32. S. Balsamoa, A. Marco, P. Inverardi, and M. Simeoni, "Model-Based Performance Prediction in Software Development: A Survey," IEEE Trans. Softw. Eng., vol. 30, pp. 295-310, 2004.
33. D. Ansaloni, L. Y. Chen, E. Smirni, and W. Binder, "Towards auto-nomic consolidation of heterogeneous workloads," in Proceedings of the Workshop on Posters and Demos Track, ser. Middleware'11, 2011, pp. 12:1-12:2.
34. D. Ansaloni, L. Y. Chen, E. Smirni, A. Yokokawa, and W. Binder, "Find Your Best Match: Predicting Performance of Consolidated Workloads," in ICPE 2012 Posters/Demos Track (to appear), ser. ICPE, 2012.