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Reasoning about Timed Systems Using Boolean Methods

This talk discusses reasoning about timed systems using Boolean methods, focusing on modeling, verification, and challenges associated with timed systems. It explores the use of Boolean variables for modeling timing, symbolic representations, binary decision diagrams, and verification methodologies for timed automata. The presentation also covers case studies, relative timing, gate-level metrics, and contributions to symbolic verification techniques for self-timed circuits.

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Reasoning about Timed Systems Using Boolean Methods

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  1. Reasoning about Timed Systems Using Boolean Methods Sanjit A. Seshia EECS, UC Berkeley Joint work with Randal E. Bryant (CMU) Kenneth S. Stevens (Intel, now U. Utah)

  2. Timed System A system whose correctness depends not only on its functionality (what results it generates), but also on its timeliness (the time at which results are generated).

  3. Real-Time Embedded Systems

  4. Self-Timed Circuits

  5. Modeling & Verification Verify model Model Timed System

  6. Challenges with Timed Systems • State has 2 components: • Boolean variables (V): model discrete state • Real-valued variables (X): measure real time • Infinitely-many states • Has a finite representation (regions graph) • But grows worse than |X| |X| • Verification is hard!

  7. Model Checking Timed Automaton Self-Timed Circuit Modeling & Verification Verify model Model Timed System

  8. Message of This Talk: Leverage Boolean Methods • Modeling • Use Boolean variables to model timing, where possible • Verification • Use symbolic Boolean representations and algorithms operating on them • Binary Decision Diagrams (BDDs), Boolean satisfiability solvers (SAT) • Why? • Systems have complex Boolean behavior anyway • Great progress made in finite-state model checking, SAT solving, etc. over last 15 years

  9. Talk Outline • Motivating Problem: Verifying Self-Timed Circuits • Generalized Relative Timing • Circuits  Timed Automata • Model Checking Timed Automata • Case Studies • Future Directions & Related Research

  10. Relative Timing • Relative Timing: [Stevens et al. ASYNC’99, TVLSI’03] • Circuit behavior constrained by relative ordering of signal transitions • u"Áv " Self-Timed (Asynchronous) Circuits • Many design styles use timing assumptions Gate-level Metric Timing Delay Independent Burst Mode

  11. Relative Timing (RT) Verification Methodology: 2 Steps • Check circuit functionality under timing assumptions • Search the constrained state space • Model checking • Verify timing assumptions themselves • Size circuit path delays appropriately • Static timing analysis

  12. Pros and Cons of RT • Advantages: • Applies to many design styles • Incremental addition of timing constraints • No conservatively set min-max delays • Disadvantages: • Cannot express metric timing • More work to be done on verification • Scaling up • Validating timing constraints themselves

  13. Our Contributions [Seshia, Stevens, & Bryant, ASYNC’05] • Generalized RT • Can express some metric timing • Applied Fully Symbolic Verification Techniques • Model circuits using timed automata • Metric timing modeled using real-valued variables • Non-metric with Booleans • Performed Case Sudies • Including Global STP circuit (published version of Pentium-4 ALU ckt.)

  14. Talk Outline • Motivating Problem: Verifying Self-Timed Circuits • Generalized Relative Timing • Circuits  Timed Automata • Model Checking Timed Automata • Case Studies • Future Directions & Related Research

  15. Generalizing Relative Timing Relative Timing Gate-level Metric Timing Delay Independent Burst Mode

  16. Circuit Model • Variables (signals): v1, v2, …, vn • Events (signal transitions): eiis vi" orvi • Rules • Ei (v1, v2, …, vn ) ei • Timing Constraints "

  17. ek ei ej ei’ Generalized Relative Timing (GRT) Constraint • D(ei, ej): Time between ej and previous occurrence of ei • Form of GRT constraint: D(ei, ej) ·D(ei’, ek) + d ei ej

  18. Special Case: Common Point-of-Divergence (PoD) • PoD constraint: D(ei , ej) ·D(ei , ek) • Written as: ei !ej Á ek • An RT constraint traced back to its source ek ei ej

  19. c!acÁb " " " Example: Point-of-Divergence (PoD) Constraint " " "

  20. Example: Metric Timing D(data_in", data_in_aux")·D(enable", trigger")

  21. Do We Need Metric Timing? • Useful for modular specification of timing constraints • Also when delays are explicitly used

  22. Verifying Generalized Relative Timing Constraints • Use static timing analysis to compute min-max path delays • To verify: D(ei, ej) ·D(ei’, ek) + d We verify that: max-delay( eiÃej ) · min-delay( ei’Ãek ) + d

  23. Talk Outline • Motivating Problem: Verifying Self-Timed Circuits • Generalized Relative Timing • Circuits  Timed Automata • Model Checking Timed Automata • Case Studies • Future Directions & Related Research

  24. Modeling Timed Circuits • Need to model: Rules (“Boolean” behavior) and Timing • Our formalism: Timed Automata [Alur & Dill, ’90] • Generalization of finite automata • State variables: • Boolean (circuit signals) • Real-valued timers or “clocks” (impose timing constraints) • Operations: (1) compare with constant, (2) reset to zero • We model non-metric timing with Booleans

  25. c!acÁb " " " • c sets a bit • ac resets it • b cannot occur while the bit is set " " " Enforcing Timing with Booleans " " "

  26. Enforcing Timing with Timer Variables D(data_in", data_in_aux")·D(enable", trigger")

  27. data_in sets x1 to 0 • data_in_aux must occur while x1·c • enable sets x2 to 0 • trigger can only occur if x2¸ c • c determined just as in other metric timing styles " " " " Enforcing Timing with Timer Variables D(data_in", data_in_aux")·D(enable", trigger")

  28. Booleans vs. Timers • Most timing constraints tend to be PoD • So few real-valued timer variables used in practice

  29. Talk Outline • Motivating Problem: Verifying Self-Timed Circuits • Generalized Relative Timing • Circuits  Timed Automata • Model Checking Timed Automata • Case Studies • Future Directions & Related Research

  30. State • Boolean part: assignment to signals • Real-valued part: relation between timers v1 = 0, v2 = 1, v3 = 0, . . . x2 x1¸0 Æx2 ¸0 Æx1 ¸x2 x1 symbolic representation

  31. , Symbolic Model Checking of Timed Automata , , , , , . . . . . . Examples: ATACS [Myers et al.], Kronos [Yovine, Maler, et al.], Uppaal [Larsen, Yi, et al.], …

  32. , . . . Fully Symbolic Model Checking Symbolically represent sets of signal assignments with corresponding relations between timers v1Çv2 Æ x1¸0 Æx2 ¸0 Æx1 ¸x2

  33. Our Approach to Fully Symbolic Model Checking [Seshia & Bryant, CAV’03] • Based on algorithm given by Henzinger et al.(1994) • Core model checking operations • Image computation  Quantifier elimination in quantified difference logic • Termination check  Satisfiability checking of difference logic • Our Approach: Use Boolean encodings • Quantified difference logic  Quantified Boolean logic • Difference logic  Boolean logic • Use BDDs, SAT solvers

  34. Example: Termination Check • Have we seen all reachable states of the systems? • Satisfiability solving in Difference Logic ? µ

  35. e1 x ¸ y y ¸ z e2 e1Æ e2Æ e3 e3 z ¸ x+1 Æ Overall Boolean Encoding Transitivity Constraint Solving Difference Logic via SAT x ¸ y Æ y ¸ z Æ z ¸ x+1 e1Æ e2):e3

  36. x ¸ y Ç Æ . . . : Æ Ç y ¸ z Ç z ¸ x+1 A More Realistic Situation x ¸ y Æ y ¸ z Æ z ¸ x+1Æ . . . is a term in the SOP (DNF)

  37. Talk Outline • Motivating Problem: Verifying Self-Timed Circuits • Generalized Relative Timing • Circuits  Timed Automata • Model Checking Timed Automata • Case Studies • Future Directions & Related Research

  38. Case Studies • Global STP Circuit • Self-resetting domino ckt. in Pentium-4 ALU • Analyzed published ckt. [Hinton et al., JSSC’01] • GasP FIFO Control [Sutherland & Fairbanks, ASYNC’01] • STAPL Left-Right Buffer [Nystrom & Martin, ’02] • STARI [Greenstreet, ’93]

  39. Footed and Unfooted Domino Inverters

  40. " " " " " Global STP Circuit (simplest version at gate-level) " ck " res out

  41. " " " " " ck!ckÁres " " " Global STP Circuit: Sample Constraint res " ck ck " res out

  42. Global STP Circuit: An Error We want: red < blue 7 transitions <5 transitions " r s " " ck out

  43. Comparison with ATACS • Model checking for absence of short-circuits ATACS did not finish within 3600 sec. on any

  44. Comparison with ATACS on STARI

  45. Related Work • Modeling • Gate-level Metric Timing • Timed Petri Nets, TEL, … [Myers, Yoneda, et al.] • Timed Automata-based [Maler, Pnueli, et al.] • Chain Constraints [Negulescu & Peeters] • Relative Timing [Stevens et al.] • Lazy transition systems [Pena et al.] • Symbolic Gate Delays [Clariso & Cortadella] • Verification • For circuits, mostly restricted to just symbolic techniques [e.g., ATACS]

  46. Talk Outline • Motivating Problem: Verifying Self-Timed Circuits • Generalized Relative Timing • Circuits  Timed Automata • Model Checking Timed Automata • Case Studies • Future Directions & Related Research

  47. Summary • Leverage Boolean Methods for Timed Systems • Modeling: generalized relative timing • Verification: fully symbolic model checking • Using BDDs, SAT • Demonstrated Application: Modeling and Verifying Self-Timed Circuits

  48. Future Directions: Model Generation Model Needs to be automated Timed System Main Challenge: Automatic generation of timing constraints Idea: Machine learning from simulated runs (successful and failing)

  49. Future Directions: New Applications • Distributed Real-time Embedded Systems • E.g., sensor networks • Operate asynchronously • Lots of concurrency • Timeliness important • Will generalized relative timing work for this application?

  50. Related Research Project • UCLID • Modeling & Verifying Infinite-State Systems • Focus: Integer arithmetic, Data Structures (arrays, memories, queues, etc.), Bit-vector operations,… • Applications: Program verification, Processor verification, Analyzing security properties • E.g., detecting if a piece of code exhibits malicious behavior (worm/virus) • Also based on Boolean Methods • Problems in first-order logic translated to SAT • Programming Systems seminar, Oct. 24 ’05

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