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International Workshop on Multi-Agent Systems and Agent-Based Simulation

MABS 2004: Multi-Agent and Multi-Agent-Based Simulation pp 99–113Cite as

Users Matter: A Multi-agent Systems Model of High Performance Computing Cluster Users

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Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 3415))

Abstract

High performance computing clusters have been a critical resource for computational science for over a decade and have more recently become integral to large-scale industrial analysis. Despite their well-specified components, the aggregate behavior of clusters is poorly understood. The difficulties arise from complicated interactions between cluster components during operation. These interactions have been studied by many researchers, some of whom have identified the need for holistic multi-scale modeling that simultaneously includes network level, operating system level, process level, and user level behaviors. Each of these levels presents its own modeling challenges, but the user level is the most complex due to the adaptability of human beings. In this vein, there are several major user modeling goals, namely descriptive modeling, predictive modeling and automated weakness discovery. This study shows how multi-agent techniques were used to simulate a large-scale computing cluster at each of these levels.

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References

  1. Dongarra, J., Meuer, H., Simon, H., Strohmaier, E.: High Performance Computing Today. In: Proceedings of the 1st International Conference on Molecular Modeling and Simulation, American Institute of Chemical Engineers, New York, USA, July 23-28, pp. 1–7 (2000)

    Google Scholar 

  2. Sterling, T.: Launching Into the Future of Commodity Cluster Computing. In: Proceedings of the 2002 IEEE International Conference on Cluster Computing, September 23-26. IEEE, Los Alamitos (2002)

    Google Scholar 

  3. Downey, A., Feitelson, D.: The Elusive Goal of Workload Characterization. ACM SIGMETRICS Performance Evaluation Review 26(4), 14–29 (1999)

    Article  Google Scholar 

  4. Dowdy, L., Rosti, E., Serazzi, G., Smirni, E.: Scheduling Issues in High-Performance Computing. ACM SIGMETRICS Performance Evaluation Review (Special Issue on Parallel Scheduling), 60–69 (March 1999)

    Google Scholar 

  5. Feitelson, D., Nitzberg, W.: Job Characteristics of A Production Parallel Scientific Workload on the NASA Ames iPSC/860. In: Feitelson, D.G., Rudolph, L. (eds.) IPPS-WS 1995 and JSSPP 1995. LNCS, vol. 949, pp. 337–360. Springer-Verlag, Heidelberg (1995)

    Google Scholar 

  6. Feitelson, D.: Experimental Analysis of the Root Causes of Performance Evaluation Results: A Backfilling Case Study, Technical Report 2002-4, School of Computer Science and Engineering, the Hebrew University of Jerusalem, Jerusalem, Israel (March 2002)

    Google Scholar 

  7. Draper, J., Ghosh, J.: A Comprehensive Analytical Model for Wormhole Routing in Multicomputer Systems. Journal of Parallel and Distributed Computing 23(2), 202–214 (1994)

    Article  Google Scholar 

  8. Kim, S., Lee, S.: Measurement and Prediction of Communication Delays in Myrinet Networks. Journal of Parallel and Distributed Computing 61(2), 1692–1704 (2001)

    Article  MATH  Google Scholar 

  9. Chang, X.: Network Simulations with OPNET. In: Winter Simulation Conference Proceedings, December 5-8, vol. 1, pp. 307–314. IEEE, Piscataway (1999)

    Google Scholar 

  10. Kang, S., Cha, K.: Performance Evaluation and Simulation on Myrinet-Based Packet Router. Electrical Engineering 611 Class Project, School of Engineering, Cleveland State University, Cleveland (Fall 2000)

    Google Scholar 

  11. Lawson, B., Smirni, E.: Multiple-Queue Backfilling Scheduling with Priorities and Reservations for Parallel Systems. ACM SIGMETRICS Performance Evaluation Review 29(4), 40–47 (2002)

    Article  Google Scholar 

  12. Argonne National Laboratory, Chiba City Project (May 2004), Available as http://wwwunix.mcs.anl.gov/chiba/

  13. Serenko, A., Detlor, B.: A General Overview of the Market and An Assessment of Instructor Satisfaction With Utilizing Toolkits in the Classroom (Working Paper 455), McMaster University, Hamilton (2002)

    Google Scholar 

  14. Gilbert, N., Bankes, S.: Platforms and Methods for Agent-Based Modeling. Proceedings of the National Academy of Sciences of the USA 99(suppl. 3), 7197–7198 (2002)

    Article  Google Scholar 

  15. Collier, N., Howe, T., North, M.: Onward and Upward: The Transition to Repast 2.0. In: Proceedings of the First Annual North American Association for Computational Social and Organizational Science Conference, Electronic Proceedings, Pittsburgh, PA, USA (June 2003)

    Google Scholar 

  16. ROAD: Repast 2.0 (May 2004), Available as http://repast.sourceforge.net/

  17. Law, A.A., Kelton, D.: Simulation Modeling and Analysis. McGraw-Hill, New York (1982)

    MATH  Google Scholar 

  18. Cloyer, A., Clement, A., Bodkin, R., Hugunin, J.: Practitioners Report: Using Aspect J for Component Integration in Middleware. In: Companion of the 18th Annual ACM SIGPLAN Conference on Object-Oriented Programming, Systems, Languages, and Applications. ACM, New York (2003)

    Google Scholar 

  19. Elrad, T., Filman, R., Bader, A.: Aspect-Oriented Programming: Introduction. Communications of the ACM 44(10), 29–32 (2001)

    Article  Google Scholar 

  20. Boden, N., Cohen, D., Felderman, Kulawik, R., Seitz, A., Seizovic, C., Su, J.: Myrinet: Aa Gigabit-Per-Second Local Area Network. IEEE Micro 15(1), 29–36 (1995)

    Article  Google Scholar 

  21. Francis, S., Frost, V., Soldan, D.: Measured Ethernet Performance for Multiple Large File Transfers. In: Proceedings of the 14th Conference on Local Computer Networks, October 10-12, pp. 323–327. IEEE, Piscataway (1989)

    Chapter  Google Scholar 

  22. Smith, W., Kain, R.: Ethernet Performance Under Actual and Simulated Loads. In: Proceedings of the 16th Conference on Local Computer Networks, October 14-17, pp. 569–581. IEEE, Piscataway (1991)

    Chapter  Google Scholar 

  23. Supercluster Research and Development Group: Maui Source Code (January 2004), Available as http://www.supercluster.org/downloads/maui/

  24. Supercluster Research and Development Group: Maui Scheduler Administrator’s Guide v.3.2, Cluster Resources, Covered Bridge Canyon, Utah, USA (2002)

    Google Scholar 

  25. North, M.: Towards Strength and Stability: Agent-Based Modeling of Infrastructure Market. Social Science Computer Review, 307–323 (Fall 2001)

    Google Scholar 

  26. Murakami, Y., Minami, K., Kawasoe, T., Ishida, T.: Multi-Agent Simulation for Crisis Management. In: Proceedings of the 2002 IEEE Workshop on Knowledge Media Networking, July 10-12, pp. 135–139. IEEE, Piscataway (2002)

    Chapter  Google Scholar 

  27. Gozzi, A., Paolucci, M., Boccalatte, A.: A Multi-Agent Approach To Support Dynamic Scheduling Decisions. In: Proceedings of the Seventh International Symposium on Computers and Communications, July 1-4, pp. 983–988. IEEE, Piscataway (2002)

    Chapter  Google Scholar 

  28. Veselka, T., Boyd, G., Conzelmann, G., Koritarov, V., Macal, C., North, M., Schoepfle, B.,and Thimmapuram, P.: Simulating the Behavior of Electricity Markets With an Agent-Based Methodology: the Electricity Market Complex Adaptive System (EMCAS) Model. In: Proceedings of the 22nd International Association for Energy Economics International Conference, Vancouver, British Columbia, Canada (October 2002); Published on CD-ROM

    Google Scholar 

  29. Bonabeau, E.: Agent-Based Modeling: Methods and Techniques for Simulating Human Systems. Proceedings of the National Academy of Sciences of the USA 99(suppl. 3), 7280–7287 (2002)

    Article  Google Scholar 

  30. Ebben, M., De Boer, L., Pop Sitar, C.: Multi-Agent Simulation of Purchasing Activities in Organizations. In: Proceedings of the 2002 Winter Simulation Conference, December 8-11, vol. 2, pp. 1337–1344. IEEE, Piscataway (2002)

    Google Scholar 

  31. North, M., Macal, C., Campbell, A.: Oh Behave! Problem Solving Environments for Agent Behavioral Simulation. International Journal of Future Generation Computer Systems (Accepted January 2004)

    Google Scholar 

  32. Supercluster Research and Development Group: HPC Workload/Resource Trace Repository (May 2004), Available as http://www.supercluster.org/research/traces/index.shtml

  33. Booch, G.: Object-oriented Design with Applications, 2nd edn. Addison-Wesley, Boston (1993)

    Google Scholar 

  34. Gamma, E., Helm, R., Johnson, R., Vlissides, J.: Design Patterns: Elements of Reusable Object-Oriented Software. Addison-Wesley, Reading (1995)

    Google Scholar 

  35. Foxwell, H.: Java 2 Software Development Kit. Linux Journal (October 1999)

    Google Scholar 

  36. Freeman-Benson, B., Borning, A.: Practitioners Report: Experience in Developing the UrbanSim System: Tools and Processes. In: Companion of the 18th Annual ACM SIGPLAN Conference on Object-Oriented Programming, Systems, Languages, and Applications, ACM, New York (2003)

    Google Scholar 

  37. Walker, R., Baniassad, E.: An Initial Assessment of Aspect-oriented Programming. In: Proceedings of the 1999 International Conference on Software Engineering, May 16-22, pp. 120–130. IEEE, Piscataway (1999)

    Chapter  Google Scholar 

  38. Gülcü, C.: Log4j Delivers Control Over Logging. Java World (November 2000), Online Magazine Available as http://www.javaworld.com/

  39. Beck, K., Gamma, E.: Test Infected: Programmers Love Writing Tests. Java Report 3(7), 37–50 (1998)

    Google Scholar 

  40. Fogel, K., Bar, M.: Open Source Development with CVS, 2nd edn. Coriolis, Scottsdale (2000)

    Google Scholar 

  41. Barowski, L.: Visualizing Graphs with Java Library, Auburn University (January 2004), Available as http://www.eng.auburn.edu/department/cse/research/graph_drawing/graph_drawing.html

  42. Fruchterman, T., Reingold, E.: Graph Drawing by Force Directed Placement. Journal of Software: Practice and Experience 21(11), 129–1164 (1991)

    Google Scholar 

  43. Flich, J., Malumbres, M., Lopez, P., Duato, J.: Improving Routing Performance in Myrinet Networks. In: Proceedings of the 14th International Parallel and Distributed Processing Symposium, May 1-5, pp. 27–32. IEEE, Piscataway (2000)

    Google Scholar 

  44. Baik, S., Hood, C., Gropp, W.: Prototype of AM3: Active Mapper and Monitoring Module for the Myrinet Environment. In: Proceedings of the 27th Annual IEEE Conference on High Speed Local Networks, November 6-8, pp. 703–707. IEEE, Piscataway (2002)

    Chapter  Google Scholar 

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Author information

Authors and Affiliations

  1. Argonne National Laboratory, 9700 S. Cass Avenue, Argonne, IL

    Michael J. North

  2. Illinois Institute of Technology, Chicago, IL, USA

    Cynthia S. Hood

Authors
  1. Michael J. North
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  2. Cynthia S. Hood
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Editor information

Editors and Affiliations

  1. Department of Systems and Software Engineering, School of Engineering, Blekinge Institute of Technology, 372 25, Ronneby, Sweden

    Paul Davidsson

  2. School of Computer Science, University of Nottingham, Nottingham, UK

    Brian Logan

  3. Tokyo Institute of Technology, 152-8550, tokyo, Japan

    Keiki Takadama

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© 2005 Springer-Verlag Berlin Heidelberg

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North, M.J., Hood, C.S. (2005). Users Matter: A Multi-agent Systems Model of High Performance Computing Cluster Users. In: Davidsson, P., Logan, B., Takadama, K. (eds) Multi-Agent and Multi-Agent-Based Simulation. MABS 2004. Lecture Notes in Computer Science(), vol 3415. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-32243-6_9

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  • DOI: https://doi.org/10.1007/978-3-540-32243-6_9

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-25262-7

  • Online ISBN: 978-3-540-32243-6

  • eBook Packages: Computer ScienceComputer Science (R0)

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