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The state explosion problem

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Part of the book series: Lecture Notes in Computer Science ((LNCS,volume 1491))

Abstract

State space methods are one of the most important approaches to computer-aided analysis and verification of the behaviour of concurrent systems. In their basic form, they consist of enumerating and analysing the set of the states the system can ever reach. Unfortunately, the number of states of even a relatively small system is often far greater than can be handled in a realistic computer. The goal of this article is to analyse this state explosion problem from several perspectives. Many advanced state space methods alleviate the problem by using a subset or an abstraction of the set of states. Unfortunately, their use tends to restrict the set of analysis or verification questions that can be answered, making it impossible to discuss the methods without some taxonomy of the questions. Therefore, the article contains a lengthy discussion on alternative ways of stating analysis and verification questions, and algorithms for answering them. After that, many advanced state space methods are briefly described. The state explosion problem is investigated also from the computational complexity point of view.

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References

  1. Aho, A. V., Hopcroft, J. E. & Ullman, J. D.: The Design and Analysis of Computer Algorithms. Addison-Wesley 1974, 470 p.

    Google Scholar 

  2. Alpern, B. & Schneider, F. B.: “Defining Liveness”. Information Processing Letters 21(4), 1985, pp. 181–185.

    Google Scholar 

  3. Alur, R., Brayton, R. K., Henzinger, T. A., Qadeer, S. & Rajamani, S. K.: “Partial-Order Reduction in Symbolic State Space Exploration”. Proc. Computer Aided Verification (CAV) '97, Lecture Notes in Computer Science 1254, Springer-Verlag 1997, pp. 340–351.

    Google Scholar 

  4. Bolognesi, T. & Brinksma, E.: “Introduction to the ISO Specification Language LOTOS”. Computer Networks and ISDN Systems 14 (1987), pp. 25–59.

    Google Scholar 

  5. Brinksma, E.: “A Theory for the Derivation of Tests”. Protocol Specification, Testing and Verification VIII (Proc. International IFIP WG 6.1 Symposium, 1988), North-Holland 1988, pp. 63–74.

    Google Scholar 

  6. Brookes, S. D., Hoare, C. A. R. & Roscoe, A. W.: “A Theory of Communicating Sequential Processes”. Journal of the ACM, 31 (3) 1984, pp. 560–599.

    Google Scholar 

  7. Browne, M. C., Clarke, E. M. & Grumberg, O.: “Characterizing Finite Kripke Structures in Propositional Temporal Logic”. Theoretical Computer Science 59, 1988, pp. 115–131.

    Google Scholar 

  8. Bryant, R. E.: “Graph-Based Algorithms for Boolean Function Manipulation”. IEEE Transactions on Computers C-35 (8) 1986, pp. 677–691.

    Google Scholar 

  9. Burch, J. R., Clarke E. M., McMillan K. L., Dill D. L. & Hwang, L. J.: “Symbolic Model Checking: 102° States and Beyond”. Information and Computation 98 (2) 1992, pp. 142–170.

    Google Scholar 

  10. Chandy, K. M. & Misra, J.: Parallel Program Design: A Foundation. Addison-Wesley 1988, 516 p.

    Google Scholar 

  11. Clarke, E. M. & Emerson, E. A.: “Design and Synthesis of Synchronization Skeletons using Branching Time Temporal Logic”. Proc. Workshop on Logics of Programs, Lecture Notes in Computer Science 131, Springer-Verlag 1981, pp. 52–71.

    Google Scholar 

  12. Clarke, E. M., Filkorn, T. & Jha, S.: “Exploiting Symmetry in Temporal Logic Model Checking”. Proc. Computer-Aided Verification (CAV) '93, Lecture Notes in Computer Science 697, Springer-Verlag 1993, pp. 450–462.

    Google Scholar 

  13. Clarke, E. M., Grumberg, O. & Jha, S.: “Verifying Parameterized Networks using Abstraction and Regular Languages”. Proc. CONCUR '95, 6th International Conference on Concurrency Theory, Lecture Notes in Computer Science 962, Springer-Verlag 1995, pp. 395–407.

    Google Scholar 

  14. Cleaveland, R. & Hennessy, M.: “Testing Equivalence as a Bisimulation Equivalence”. Formal Aspects of Computing, 5 (1) 1993, pp. 1–20.

    Google Scholar 

  15. Cormen, T. H., Leiserson, C. E. & Rivest, R. L.: Introduction to Algorithms. The MIT Press, 1990, 1028 p.

    Google Scholar 

  16. Courcoubetis, C., Vardi, M., Wolper, P. & Yannakakis, M.: “Memory-Efficient Algorithms for the Verification of Temporal Properties”, Formal Methods in System Design 1 (1992), pp. 275–288.

    Google Scholar 

  17. Desel, J. & Esparza, J.: Free Choice Petri Nets. Cambridge Tracts in Theoretical Computer Science 40, Cambridge University Press 1995, 244 p.

    Google Scholar 

  18. Eloranta, J., Tienari, M. & Valmari, A.: “Essential Transitions to Bisimulation Equivalences”. Theoretical Computer Science 179 (1997) pp. 397–419.

    Google Scholar 

  19. Emerson, E. A.: “Temporal and Modal Logic”. Handbook of Theoretical Computer Science, Volume B: Formal Models and Semantics, Elsevier Science Publishers 1990, pp. 995–1072.

    Google Scholar 

  20. Emerson, E. A., & Halpern, J. Y.: “'Sometimes’ and ‘Not Never’ Revisited: on Branching Versus Linear Time Temporal Logic”. Journal of the ACM 33 (1) 1986, pp. 151–178.

    Google Scholar 

  21. Emerson, E. A., & Lei, C.-L.: “Modalities for Model Checking: Branching Time Strikes Back”. Science of Computer Programming, 8, 1987, pp. 275–306.

    Google Scholar 

  22. Emerson, E. A. & Sistla, A. P.: “Symmetry and Model Checking”. Proc. Computer-Aided Verification (CAV) '93, Lecture Notes in Computer Science 697, Springer-Verlag 1993, pp. 463–477.

    Google Scholar 

  23. Emerson, E. A. & Sistla, A. P.: “Utilizing Symmetry when Model-Checking under Fairness Assumptions: An Automata-Theoretic Approach”. ACM Transactions on Programming Languages and Systems, 19 (4) 1997, pp. 617–638.

    Google Scholar 

  24. Esparza, J.: “Model Checking Using Net Unfoldings”. Science of Computer Programming (1994) 23: 151–195.

    Google Scholar 

  25. Esparza, J., Römer, S. & Vogler, W.: “An Improvement of McMillan's Unfolding Algorithm”. Proc. Tools and Algorithms for the Construction and Analysis of Systems '96, Lecture Notes in Computer Science 1055, Springer-Verlag 1996, pp. 87–106.

    Google Scholar 

  26. Fernandez, J.-C.: “An Implementation of an Efficient Algorithm for Bisimulation Equivalence”. Science of Computer Programming 13 (1989/90) pp. 219–236.

    Google Scholar 

  27. Finkel, A.: “The Minimal Coverability Graph for Petri Nets”. Advances in Petri Nets 1993, Lecture Notes in Computer Science 674, pp. 210–243.

    Google Scholar 

  28. Francez, N.: Fairness. Springer-Verlag 1986, 295 p.

    Google Scholar 

  29. Francez, N.: Program Verification. Addison-Wesley 1992, 312 p.

    Google Scholar 

  30. Garey, M. R. & Johnson, D. S.: Computers and Intractability: A Guide to the Theory of NP-Completeness. W. H. Freeman and Company, 1979, 340 p.

    Google Scholar 

  31. Gerth, R., Kuiper, R., Peled, D. & Penczek, W.: “A Partial Order Approach to Branching Time Logic Model Checking”. Proc. Third Israel Symposium on the Theory of Computing and Systems, IEEE 1995, pp. 130–139.

    Google Scholar 

  32. Gerth, R., Peled, D., Vardi, M. & Wolper, P.: “Simple On-the-fly Automatic Verification of Linear Temporal Logic”. Proc. Protocol Specification, Testing and Verification 1995, Chapman & Hall 1995, pp. 3–18.

    Google Scholar 

  33. Godefroid, P.: “Using Partial Orders to Improve Automatic Verification Methods”. Proc. Computer-Aided Verification 90, AMS-ACM DIMACS Series in Discrete Mathematics and Theoretical Computer Science, Vol. 3, 1991, pp. 321–340.

    Google Scholar 

  34. Godefroid, P.: Partial-Order Methods for the Verification of Concurrent Systems, An Approach to the State-Explosion Problem. Lecture Notes in Computer Science 1032, Springer-Verlag 1996, 143 p. (Earlier version: Ph.D. Thesis, University of Liége, 1994.)

    Google Scholar 

  35. Godefroid, P., Holzmann, G. J. & Pirottin, D.: “State Space Caching Revisited”. Proc. Computer-Aided Verification (CAV) '92, Lecture Notes in Computer Science 663, Springer-Verlag 1993, pp. 178–191.

    Google Scholar 

  36. Godefroid, P. & Pirottin, D.: “Refining Dependencies Improves Partial-Order Verification Methods”. Proc. Computer-Aided Verification (CAV) '9.3, Lecture Notes in Computer Science 697, Springer-Verlag 1993, pp. 438–449.

    Google Scholar 

  37. Godefroid, P., & Wolper, P.: “Using Partial Orders for the Efficient Verification of Deadlock Freedom and Safety Properties”. Proc. Computer Aided Verification (CAV) '91, Lecture Notes in Computer Science 575, Springer-Verlag 1992, pp. 332–342.

    Google Scholar 

  38. Graf, S. & Steffen, B.: “Compositional Minimization of Finite State Processes”. Proc. Computer-Aided Verification '90, AMS-ACM DIMACS Series in Discrete Mathematics and Theoretical Computer Science, Vol. 3, 1991, pp. 57–73.

    Google Scholar 

  39. Gyuris, V. & Sistla, P.: “On-the-Fly Model Checking Under Fairness That Exploits Symmetry”. Proc. Computer Aided Verification (CAV) '97, Lecture Notes in Computer Science 1254, Springer-Verlag 1997, pp. 232–243.

    Google Scholar 

  40. Haddad, S.: “A Reduction Theory for Coloured Nets”. Advances in Petri Nets 1989, Lecture Notes in Computer Science 424, Springer-Verlag 1990, pp. 209–235. Also in High-level Petri Nets. Theory and Application, Springer-Verlag 1991, pp. 399–425.

    Google Scholar 

  41. Hennessy, M.: “Acceptance Trees”. Journal of the ACM, 32 (4) 1985, pp. 896–928.

    Google Scholar 

  42. Hoare, C. A. R.: Communicating Sequential Processes. Prentice-Hall 1985, 256 p.

    Google Scholar 

  43. Holzmann, G. J.: Design and Validation of Computer Protocols. Prentice-Hall 1991, 500 p.

    Google Scholar 

  44. ISO 8807 International Standard: Information processing systems — Open Systems Interconnection — LOTOS — A formal description technique based on the temporal ordering of observational behaviour. International Organization for Standardization 1989, 142 p.

    Google Scholar 

  45. Jard, C. & Jéron, T.: “Bounded-memory Algorithms for Verification On-the-fly”. Proc. Computer Aided Verification (CA V) '91, Lecture Notes in Computer Science 575, Springer-Verlag 1992, pp. 192–202.

    Google Scholar 

  46. Jensen, K.: Coloured Petri Nets. Volume 2, Analysis Methods. Monographs in Theoretical Computer Science, Springer-Verlag 1995, 174 p.

    Google Scholar 

  47. Kaivola, R. & Valmari, A.: “The Weakest Compositional Semantic Equivalence Preserving Nexttime-less Linear Temporal Logic”. Proc. CONCUR '92, Third International Conference on Concurrency Theory, Lecture Notes in Computer Science 630, Springer-Verlag 1992, pp. 207–221.

    Google Scholar 

  48. Kanellakis, P. C. & Smolka, S. A.: “CCS Expressions, Finite State Processes, and Three Problems of Equivalence”. Information and Computation 86 (1990) pp. 43–68.

    Google Scholar 

  49. Katz, S. & Peled, D.: “An Efficient Verification Method for Parallel and Distributed Programs”. Proc. Linear Time, Branching Time and Partial Order in Logics and Models for Concurrency 1988, Lecture Notes in Computer Science 354, Springer-Verlag 1989, pp. 489–507.

    Google Scholar 

  50. Katz, S. & Peled, D.: “Defining Conditional Independence Using Collapses”. Theoretical Computer Science 101 (1992), pp. 337–359.

    Google Scholar 

  51. Kokkarinen, I.: A Verification-Oriented Theory of Data in Labelled Transition Systems. Ph.D. Thesis, Tampere University of Technology Publications 234, Tampere, Finland 1998, 105 p.

    Google Scholar 

  52. Kokkarinen, I., Peled, D. & Valmari, A.: “Relaxed Visibility Enhances Partial Order Reduction”. Proc. Computer Aided Verification (CAV) '97, Lecture Notes in Computer Science 1254, Springer-Verlag 1997, pp. 328–339.

    Google Scholar 

  53. Kristensen, L. M. & Valmari, A.: “Finding Stubborn Sets of Coloured Petri Nets Without Unfolding”. To appear in Proc. International Conference on Application and Theory of Petri Nets, 1998, 20 p.

    Google Scholar 

  54. Kurshan, R. P., Merritt, M., Orda, A. & Sachs, S. R.: “A Structural Linearization Principle for Processes”. Formal Methods in System Design 5, 1994, pp. 227–244.

    Google Scholar 

  55. Lamport, L.: “Proving the Correctness of Multiprocess Programs”. IEEE Transactions on Software Engineering, SE-3(2), 1977, pp. 125–143.

    Google Scholar 

  56. Lamport, L. & Lynch, N.: “Distributed Computing: Models and Methods”. Handbook of Theoretical Computer Science, Volume B: Formal Models and Semantics, Elsevier Science Publishers 1990, pp. 1157–1199.

    Google Scholar 

  57. Lichtenstein, O. & Pnueli, A.: “Checking that Finite State Concurrent Programs Satisfy Their Linear Specifications”. Proc. 12th ACM Symposium on Principles of Programming Languages, 1985, pp. 97–107.

    Google Scholar 

  58. Madelaine, E. & Vergamini, D.: “AUTO: A Verification Tool for Distributed Systems Using Reduction of Finite Automata Networks”. Proc. Formal Description Techniques II (FORTE '89), North-Holland 1990, pp. 61–66.

    Google Scholar 

  59. Manna, Z. & Pnueli, A.: The Temporal Logic of Reactive and Concurrent Systems, Volume I: Specification. Springer-Verlag 1992, 427 p.

    Google Scholar 

  60. Manna, Z. & Pnueli, A.: Temporal Verification of Reactive Systems, Volume II: Safety. Springer-Verlag 1995, 512 p.

    Google Scholar 

  61. Mazurkiewicz, A.: “Trace Theory”. Petri Nets: Applications and Relationships to Other Models of Concurrency, Lecture Notes in Computer Science 255, Springer-Verlag 1987, pp. 279–324.

    Google Scholar 

  62. McMillan, K.: “Using Unfoldings to Avoid the State Explosion Problem in the Verification of Asynchronous Circuits”. Proc. Computer-Aided Verification (CAV) '92, Lecture Notes in Computer Science 663, Springer-Verlag 1993, pp. 164–177.

    Google Scholar 

  63. Meinel, C. & Theobald, T.: “Ordered Binary Decision Diagrams and Their Significance in Computer-Aided Design of VLSI Circuits”. Bulletin of the European Association for Theoretical Computer Science 64, 1998, pp. 171–187.

    Google Scholar 

  64. Melzer, S. & Römer, S.: “Deadlock Checking Using Net Unfoldings”. Proc. Computer Aided Verification (CAV) '97, Lecture Notes in Computer Science 1254, Springer-Verlag 1997, pp. 352–363.

    Google Scholar 

  65. Milner, R.: Communication and Concurrency. Prentice-Hall 1989, 260 p.

    Google Scholar 

  66. Park, D.: “Concurrency and Automata on Infinite Sequences”. Theoretical Computer Science: 5th GI-Conference, Lecture Notes in Computer Science 104, Springer-Verlag 1981, pp. 167–183.

    Google Scholar 

  67. Pastor, E., Roig, O., Cortadella, J. & Badia, R.: “Petri Net Analysis Using Boolean Manipulation”. Proc. Application and Theory of Petri Nets 1994, Lecture Notes in Computer Science 815, Springer-Verlag 1994, pp. 416–435.

    Google Scholar 

  68. Peled, D.: “All from One, One for All: On Model Checking Using Representatives”. Proc. Computer-Aided Verification (CA V) '93, Lecture Notes in Computer Science 697, Springer-Verlag 1993, pp. 409–423.

    Google Scholar 

  69. Peled, D.: “Combining Partial Order Reductions with On-the-fly Model-Checkingrd. Formal Methods in System Design 8 (1) 1996: 39–64.

    Google Scholar 

  70. Peled, D.: “Partial Order Reduction: Linear and Branching Temporal Logics and Process Algebras”. Proc. POMIV'96, Workshop on Partial Order Methods in Verification, DIMACS Series in Discrete Mathematics and Theoretical Computer Science Vol. 29, American Mathematical Society 1997, pp. 233–257.

    Google Scholar 

  71. Puhakka, A. & Valmari, A.: “Verification of Self-Synchronizing Alternating Bit Protocols with ARA”. Proc. Fifth Symposium on Programming Languages and Software Tools, University of Helsinki, Department of Computer Science, Report C-1997-37, pp. 167–178.

    Google Scholar 

  72. Rauhamaa, M.: A Comparative Study of Methods for Efficient Reachability Analysis. Lic.Tech. Thesis, Helsinki University of Technology, Digital Systems Laboratory, Research Report A-14, Espoo, Finland 1990, 61 p.

    Google Scholar 

  73. Reisig, W.: Petri Nets, An Introduction. EATCS Monographs on Theoretical Computer Science, Vol. 4, Springer-Verlag 1985, 161 p.

    Google Scholar 

  74. Roscoe, A. W.: “Model-Checking CSP”. A Classical Mind: Essays in Honour of C. A. R. Hoare, Prentice-Hall 1994, pp. 353–378.

    Google Scholar 

  75. Roscoe, A. W.: The Theory and Practice of Concurrency. Prentice-Hall 1998, 565 p.

    Google Scholar 

  76. Savitch, W. J.: “Relationships Between Nondeterministic and Deterministic Tape Complexities”. Journal of Computer and System Sciences 4, 1970, pp. 177–192.

    Google Scholar 

  77. Shatz, S. M., Tu, S., Murata, T. & Duri, S.: “Application of Petri Net Reduction for Ada Tasking Deadlock Analysis”. IEEE Transactions on Parallel and Distributed Systems 7 (12) 1996, pp. 1307–1322.

    Google Scholar 

  78. Sistla, A. P. & Clarke, E. M.: “The Complexity of Propositional Linear Temporal Logics”. Journal of the ACM 32 (3) 1985, pp. 733–749.

    Google Scholar 

  79. Tarjan, R. E.: “Depth-first Search and Linear Graph Algorithms”. SIAM Journal on Computing, 1 (2) 1972, pp. 146–160.

    Google Scholar 

  80. Thomas, W.: “Automata on Infinite Objects”. Handbook of Theoretical Computer Science, Volume B: Formal Models and Semantics, Elsevier Science Publishers 1990, pp. 133–191.

    Google Scholar 

  81. Valmari, A.: “Error Detection by Reduced Reachability Graph Generation”. Proc. 9th European Workshop on Application and Theory of Petri Nets, 1988, pp. 95–112.

    Google Scholar 

  82. Valmari, A.: State Space Generation: Efficiency and Practicality. Ph.D. Thesis, Tampere University of Technology Publications 55, Tampere, Finland 1988, 169 p.

    Google Scholar 

  83. Valmari, A.: “Stubborn Sets for Reduced State Space Generation”. Advances in Petri Nets 1990, Lecture Notes in Computer Science 483, Springer-Verlag 1991, pp. 491–515.

    Google Scholar 

  84. Valmari, A.: “Stubborn Sets of Coloured Petri Nets”. Proc. 12th International Conference on Application and Theory of Petri Nets, 1991, pp. 102–121.

    Google Scholar 

  85. Valmari, A.: Alleviating State Explosion during Verification of Behavioural Equivalence. Department of Computer Science, University of Helsinki, Report A-1992-4, Helsinki, Finland 1992, 57 p.

    Google Scholar 

  86. Valmari, A.: “A Stubborn Attack on State Explosion”. Formal Methods in System Design, 1: 297–322 (1992).

    Google Scholar 

  87. Valmari, A.: “On-the-fly Verification with Stubborn Sets”. Proc. Computer-Aided Verification (CAV) '93, Lecture Notes in Computer Science 697, Springer-Verlag 1993, pp. 397–408.

    Google Scholar 

  88. Valmari, A.: “Compositional Analysis with Place-Bordered Subnets”. Proc. Application and Theory of Petri Nets 1994, Lecture Notes in Computer Science 815, Springer-Verlag 1994, pp. 531–547.

    Google Scholar 

  89. Valmari, A.: “Failure-based Equivalences Are Faster Than Many Believe”. Proc. Structures in Concurrency Theory 1995, Springer-Verlag “Workshops in Computing” series, 1995, pp. 326–340.

    Google Scholar 

  90. Valmari, A.: “Compositionality in State Space Verification Methods”. Invited talk, Proc. Application and Theory of Petri Nets 1996, Lecture Notes in Computer Science 1091, Springer-Verlag 1996, pp. 29–56.

    Google Scholar 

  91. Valmari, A.: “Stubborn Set Methods for Process Algebras”. Proc. POMIV'96, Workshop on Partial Order Methods in Verification, DIMACS Series in Discrete Mathematics and Theoretical Computer Science Vol. 29, American Mathematical Society 1997, pp. 213–231.

    Google Scholar 

  92. Valmari, A. & Kokkarinen, I.: “Unbounded Verification Results by Finite-State Compositional Techniques: 10any States and Beyond”. Proc. 1998 International Conference on Application of Concurrency to System Design, IEEE Computer Society 1998, pp. 75–85.

    Google Scholar 

  93. Valmari, A. & Tienari, M.: “An Improved Failures Equivalence for Finite-State Systems with a Reduction Algorithm”. Proc. Protocol Specification, Testing and Verification XI, North-Holland 1991, pp. 3–18.

    Google Scholar 

  94. Valmari, A. & Tienari, M.: “Compositional Failure-Based Semantic Models for Basic LOTOS”. Formal Aspects of Computing (1995) 7: 440–468.

    Google Scholar 

  95. van Glabbeek, R.: “The Linear Time — Branching Time Spectrum II: The Semantics of Sequential Systems with Silent Moves”. Proc. CONCUR '93, Fourth International Conference on Concurrency Theory, Lecture Notes in Computer Science 715, Springer-Verlag 1993, pp. 66–81.

    Google Scholar 

  96. van Glabbeek, R. & Weijland, W.: “Branching Time and Abstraction in Bisimulation Semantics (Extended Abstract)”. Proc. IFIP International Conference on Information Processing '89, North-Holland 1989, pp. 613–618.

    Google Scholar 

  97. Vardi, M. Y. & Wolper, P.: “An Automata-Theoretic Approach to Automatic Program Verification”. Proc. IEEE Symposium on Logic in Computer Science, 1986, pp. 332–344.

    Google Scholar 

  98. Varpaaniemi, K.: On the Stubborn Set Method in Reduced State Space Generation. Ph.D. Thesis, Helsinki University of Technology, Digital Systems Laboratory, Research Report A-51, Espoo, Finland 1998, 105 p.

    Google Scholar 

  99. Wolper, P.: “Expressing Interesting Properties of Programs in Propositional Temporal Logic”. Proc. 13th ACM Symposium on Principles of Programming Languages, 1986, pp. 184–193.

    Google Scholar 

  100. Wolper, P. & Lovinfosse, V.: “Verifying Properties of Large Sets of Processes with Network Invariants”. Proc. Workshop on Automatic Verification Methods for Finite State Systems, Lecture Notes in Computer Science 407, Springer-Verlag 1989, pp. 68–80.

    Google Scholar 

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Valmari, A. (1998). The state explosion problem. In: Reisig, W., Rozenberg, G. (eds) Lectures on Petri Nets I: Basic Models. ACPN 1996. Lecture Notes in Computer Science, vol 1491. Springer, Berlin, Heidelberg. https://doi.org/10.1007/3-540-65306-6_21

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