Nothing Special   »   [go: up one dir, main page]

skip to main content
10.1145/2755573.2755584acmconferencesArticle/Chapter ViewAbstractPublication PagesspaaConference Proceedingsconference-collections
research-article

Self-Stabilizing Repeated Balls-into-Bins

Published: 13 June 2015 Publication History

Abstract

We study the following synchronous process that we call repeated balls-into-bins. The process is started by assigning n balls to n bins in an arbitrary way. Then, in every subsequent round, one ball is chosen according to some fixed strategy (random, FIFO, etc) from each non-empty bin, and re-assigned to one of the n bins uniformly at random. This process corresponds to a non-reversible Markov chain and our aim is to study its self-stabilization properties with respect to the maximum(bin) load and some related performance measures. We define a configuration (i.e., a state) legitimate if its maximum load is O(log n). We first prove that, starting from any legitimate configuration, the process will only take on legitimate configurations over a period of length bounded by any polynomial in n, with high probability (w.h.p.). Further we prove that, starting from any configuration, the process converges to a legitimate configuration in linear time, w.h.p. This implies that the process is self-stabilizing w.h.p. and, moreover, that every ball traverses all bins in O(n log2 n) rounds, w.h.p. The latter result can also be interpreted as an almost tight bound on the cover time for the problem of parallel resource assignment in the complete graph.

References

[1]
A. Anagnostopoulos, A. Kirsch, and E. Upfal. Load balancing in arbitrary network topologies with stochastic adversarial input. SIAM Journal on Computing, 34(3):616--639, 2005.
[2]
S. Asmussen. Applied probability and queues. Springer, 2003.
[3]
B. Awerbuch and C. Scheideler. Towards a scalable and robust dht. In Proceedings of the 18th ACM Symposium on Parallelism in Algorithms and Architectures, 2006.
[4]
Y. Azar, A. Z. Broder, A. R. Karlin, and E. Upfal. Balanced allocations. SIAM journal on computing, 29(1):180--200, 1999.
[5]
L. Becchetti, A. Clementi, E. Natale, F. Pasquale, and R. Silvestri. Plurality consensus in the gossip model. In Proceedings of the 25th ACM-SIAM Symposium on Discrete Algorithms (SODA), 2015.
[6]
P. Berenbrink, A. Czumaj, A. Steger, and B. Vöcking. Balanced allocations: The heavily loaded case. SIAM Journal on Computing, 35(6):1350--1385, 2006.
[7]
P. Berenbrink, J. Czyzowicz, R. Elsässer, and L. Gasieniec. Efficient information exchange in the random phone-call model. In Proceedings of the 37th International Colloquium on Automata, Languages, and Programming (ICALP), 2010.
[8]
P. Berenbrink, T. Friedetzky, and L. A. Goldberg. The natural work-stealing algorithm is stable. SIAM Journal on Computing, 32(5):1260--1279, 2003.
[9]
P. Berenbrink, K. Khodamoradi, T. Sauerwald, and A. Stauffer. Balls-into-bins with nearly optimal load distribution. In Proceedings of the 25th ACM Symposium on Parallelism in Algorithms and Architectures (SPAA), 2013.
[10]
A. Borodin, J. Kleinberg, P. Raghavan, M. Sudan, and D. P. Williamson. Adversarial queuing theory. Journal of the ACM, 48(1):13--38, 2001.
[11]
C. Cooper. Random walks, interacting particles, dynamic networks: Randomness can be helpful. In Proceedings of the 37th International Colloquium on Structural Information and Communication Complexity (SIROCCO), 2011.
[12]
A. Demers, D. Greene, C. Hauser, W. Irish, J. Larson, S. Shenker, H. Sturgis, D. Swinehart, and D. Terry. Epidemic algorithms for replicated database maintenance. In Proceedings of the 6th ACM Symposium on Principles of Distributed Computing (PODC), 1987.
[13]
M. Dietzfelbinger, A. Goerdt, M. Mitzenmacher, A. Montanari, R. Pagh, and M. Rink. Tight thresholds for cuckoo hashing via xorsat. In Proceedings of the 37th International Colloquium on Automata, Languages, and Programming (ICALP), 2010.
[14]
E. W. Dijkstra. Self-stabilizing systems in spite of distributed control. Communications of the ACM, 17(11):643--644, 1974.
[15]
S. Dolev. Self-stabilization. MIT press, 2000.
[16]
D. P. Dubhashi and D. Ranjan. Balls and bins: A study in negative dependence. Random Structures & Algorithms, 13(2):99--124, 1998.
[17]
R. Elsässer and D. Kaaser. On the influence of graph density on randomized gossiping. Proceedings of the 29th IEEE International Parallel & Distributed Processing Symposium (IPDPS), 2015.
[18]
B. Haeupler, G. Pandurangan, D. Peleg, R. Rajaraman, and Z. Sun. Discovery through gossip. In Proceedings of the 24th ACM Symposium on Parallelism in Algorithms and Architectures (SPAA), 2012.
[19]
J. M. Harrison and R. Williams. Brownian models of feedforward queueing networks: Quasireversibility and product form solutions. The Annals of Applied Probability, pages 263--293, 1992.
[20]
S. Ikeda, I. Kubo, N. Okumoto, and M. Yamashita. Fair circulation of a token. IEEE Transactions on Parallel and Distributed Systems, 13(4):367--372, 2002.
[21]
A. Israeli and M. Jalfon. Token management schemes and random walks yield self-stabilizing mutual exclusion. In Proceedings of the 9th annual ACM Symposium on Principles of Distributed Computing (PODC), 1990.
[22]
R. Karp, C. Schindelhauer, S. Shenker, and B. Vocking. Randomized rumor spreading. In Proceedings of the 41th Annual IEEE Symposium on Foundations of Computer Science (FOCS), 2000.
[23]
R. M. Karp, M. Luby, and F. M. auf der Heide. Efficient pram simulation on a distributed memory machine. Algorithmica, 16(4--5):517--542, 1996.
[24]
L. Lamport. Solved problems, unsolved problems and non-problems in concurrency. ACM SIGOPS Operating Systems Review, 19(4):34--44, 1985.
[25]
D. A. Levin, Y. Peres, and E. L. Wilmer. Markov chains and mixing times. American Mathematical Society, 2009.
[26]
N. A. Lynch. Distributed algorithms. Morgan Kaufmann, 1996.
[27]
M. Mitzenmacher, B. Prabhakar, and D. Shah. Load balancing with memory. In Proceedings of the 43th Annual IEEE Symposium on Foundations of Computer Science (FOCS), 2002.
[28]
M. Mitzenmacher and E. Upfal. Probability and computing: Randomized algorithms and probabilistic analysis. Cambridge University Press, 2005.
[29]
M. Raab and A. Steger. "balls into bins"-a simple and tight analysis. In Proceedings of the 2nd International Workshop on Randomization and Approximation Techniques in Computer Science (RANDOM), 1998.
[30]
N. Santoro. Design and analysis of distributed algorithms. John Wiley & Sons, 2006.
[31]
B. Vöcking. How asymmetry helps load balancing. Journal of the ACM, 50(4):568--589, 2003.

Cited By

View all
  • (2024)Distributed Load Balancing in the Face of Reappearance DependenciesProceedings of the 36th ACM Symposium on Parallelism in Algorithms and Architectures10.1145/3626183.3659968(321-330)Online publication date: 17-Jun-2024
  • (2021)Infinite Balanced Allocation via Finite Capacities2021 IEEE 41st International Conference on Distributed Computing Systems (ICDCS)10.1109/ICDCS51616.2021.00096(965-975)Online publication date: Jul-2021
  • (2019)Minimizing message size in stochastic communication patternsDistributed Computing10.1007/s00446-018-0330-x32:3(173-191)Online publication date: 1-Jun-2019
  • Show More Cited By

Index Terms

  1. Self-Stabilizing Repeated Balls-into-Bins

    Recommendations

    Comments

    Please enable JavaScript to view thecomments powered by Disqus.

    Information & Contributors

    Information

    Published In

    cover image ACM Conferences
    SPAA '15: Proceedings of the 27th ACM symposium on Parallelism in Algorithms and Architectures
    June 2015
    362 pages
    ISBN:9781450335881
    DOI:10.1145/2755573
    • General Chair:
    • Guy Blelloch,
    • Program Chair:
    • Kunal Agrawal
    Permission to make digital or hard copies of all or part of this work for personal or classroom use is granted without fee provided that copies are not made or distributed for profit or commercial advantage and that copies bear this notice and the full citation on the first page. Copyrights for components of this work owned by others than ACM must be honored. Abstracting with credit is permitted. To copy otherwise, or republish, to post on servers or to redistribute to lists, requires prior specific permission and/or a fee. Request permissions from [email protected]

    Sponsors

    Publisher

    Association for Computing Machinery

    New York, NY, United States

    Publication History

    Published: 13 June 2015

    Permissions

    Request permissions for this article.

    Check for updates

    Author Tags

    1. balls-into-bins processes
    2. markov chains
    3. parallel resource allocation
    4. self-stabilization

    Qualifiers

    • Research-article

    Funding Sources

    Conference

    SPAA '15

    Acceptance Rates

    SPAA '15 Paper Acceptance Rate 31 of 131 submissions, 24%;
    Overall Acceptance Rate 447 of 1,461 submissions, 31%

    Upcoming Conference

    SPAA '25
    37th ACM Symposium on Parallelism in Algorithms and Architectures
    July 28 - August 1, 2025
    Portland , OR , USA

    Contributors

    Other Metrics

    Bibliometrics & Citations

    Bibliometrics

    Article Metrics

    • Downloads (Last 12 months)6
    • Downloads (Last 6 weeks)1
    Reflects downloads up to 14 Feb 2025

    Other Metrics

    Citations

    Cited By

    View all
    • (2024)Distributed Load Balancing in the Face of Reappearance DependenciesProceedings of the 36th ACM Symposium on Parallelism in Algorithms and Architectures10.1145/3626183.3659968(321-330)Online publication date: 17-Jun-2024
    • (2021)Infinite Balanced Allocation via Finite Capacities2021 IEEE 41st International Conference on Distributed Computing Systems (ICDCS)10.1109/ICDCS51616.2021.00096(965-975)Online publication date: Jul-2021
    • (2019)Minimizing message size in stochastic communication patternsDistributed Computing10.1007/s00446-018-0330-x32:3(173-191)Online publication date: 1-Jun-2019
    • (2019)Self-stabilizing repeated balls-into-binsDistributed Computing10.1007/s00446-017-0320-432:1(59-68)Online publication date: 1-Feb-2019
    • (2018)Self-Stabilizing Balls and Bins in BatchesAlgorithmica10.5555/3288645.328867880:12(3673-3703)Online publication date: 1-Dec-2018
    • (2018)Self-Stabilizing Balls and Bins in BatchesAlgorithmica10.1007/s00453-018-0411-z80:12(3673-3703)Online publication date: 15-Feb-2018
    • (2017)Minimizing message size in stochastic communication patternsProceedings of the Twenty-Eighth Annual ACM-SIAM Symposium on Discrete Algorithms10.5555/3039686.3039854(2540-2559)Online publication date: 16-Jan-2017
    • (2017)Tight Load Balancing Via Randomized Local Search2017 IEEE International Parallel and Distributed Processing Symposium (IPDPS)10.1109/IPDPS.2017.52(192-201)Online publication date: May-2017
    • (2016)Self-stabilizing Balls & Bins in BatchesProceedings of the 2016 ACM Symposium on Principles of Distributed Computing10.1145/2933057.2933092(83-92)Online publication date: 25-Jul-2016

    View Options

    Login options

    View options

    PDF

    View or Download as a PDF file.

    PDF

    eReader

    View online with eReader.

    eReader

    Figures

    Tables

    Media

    Share

    Share

    Share this Publication link

    Share on social media