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Automating the Verification of Floating-Point Programs

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Verified Software. Theories, Tools, and Experiments (VSTTE 2017)

Part of the book series: Lecture Notes in Computer Science ((LNPSE,volume 10712))

Abstract

In the context of deductive program verification, handling floating-point computations is challenging. The level of proof success and proof automation highly depends on the way the floating-point operations are interpreted in the logic supported by back-end provers. We address this challenge by combining multiple techniques to separately prove different parts of the desired properties. We use abstract interpretation to compute numerical bounds of expressions, and we use multiple automated provers, relying on different strategies for representing floating-point computations. One of these strategies is based on the native support for floating-point arithmetic recently added in the SMT-LIB standard. Our approach is implemented in the Why3 environment and its front-end SPARK 2014 for the development of safety-critical Ada programs. It is validated experimentally on several examples originating from industrial use of SPARK 2014.

Work partly supported by the Joint Laboratory ProofInUse (ANR-13-LAB3-0007, http://www.spark-2014.org/proofinuse) and by the SOPRANO project (ANR-14-CE28-0020, http://soprano-project.fr/) of the French national research organization.

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Notes

  1. 1.

    C99 notation for hexadecimal FP literals: \(\texttt {0x}hh.hh\texttt {p}dd\), where h are hexadecimal digits and dd is in decimal, denotes number \(hh.hh \times 2^{dd}\).

  2. 2.

    For that purpose, we had to implement in the typing engine a specific code that checks that a literal is representable and compute its mantissa and exponent. It is worth to note that implementing such a code is significantly easier than a code that would compute a correct rounding for any literals.

References

  1. Ayad, A., Marché, C.: Multi-prover verification of floating-point programs. In: Giesl, J., Hähnle, R. (eds.) IJCAR 2010. LNCS (LNAI), vol. 6173, pp. 127–141. Springer, Heidelberg (2010). https://doi.org/10.1007/978-3-642-14203-1_11

    Chapter  Google Scholar 

  2. Baird, S., Charlet, A., Moy, Y., Taft, T.S.: CodePeer - beyond bug-finding with static analysis. In: Boulanger, J.-L. (ed.) Static Analysis of Software: The Abstract Interpretation. Wiley, Hoboken (2013)

    Google Scholar 

  3. Bobot, F., Filliâtre, J.C., Marché, C., Paskevich, A.: Let’s verify this with Why3. Int. J. Softw. Tools Technol. Transfer (STTT) 17(6), 709–727 (2015). http://toccata.lri.fr/gallery/fm2012comp.en.html

    Article  Google Scholar 

  4. Boldo, S., Clément, F., Filliâtre, J.C., Mayero, M., Melquiond, G., Weis, P.: Wave equation numerical resolution: a comprehensive mechanized proof of a C program. J. Autom. Reason. 50(4), 423–456 (2013)

    Article  MathSciNet  MATH  Google Scholar 

  5. Boldo, S., Filliâtre, J.C.: Formal verification of floating-point programs. In: IEEE International Symposium on Computer Arithmetic, pp. 187–194 (2007)

    Google Scholar 

  6. Boldo, S., Marché, C.: Formal verification of numerical programs: from C annotated programs to mechanical proofs. Math. Comput. Sci. 5, 377–393 (2011)

    Article  MATH  Google Scholar 

  7. Boldo, S., Melquiond, G.: Flocq: A unified library for proving floating-point algorithms in Coq. In: 20th IEEE Symposium on Computer Arithmetic, pp. 243–252 (2011)

    Google Scholar 

  8. Brain, M., D’silva, V., Griggio, A., Haller, L., Kroening, D.: Deciding floating-point logic with abstract conflict driven clause learning. Form. Methods Syst. Des. 45(2), 213–245 (2014)

    Article  MATH  Google Scholar 

  9. Carreño, V., Miner, P.S.: Specification of the IEEE-854 floating-point standard in HOL and PVS. In: International Workshop on Higher-Order Logic Theorem Proving and Its Applications (1995)

    Google Scholar 

  10. Chapman, R., Schanda, F.: Are we there yet? 20 years of industrial theorem proving with SPARK. In: Klein, G., Gamboa, R. (eds.) ITP 2014. LNCS, vol. 8558, pp. 17–26. Springer, Cham (2014). https://doi.org/10.1007/978-3-319-08970-6_2

    Google Scholar 

  11. Chihani, Z., Marre, B., Bobot, F., Bardin, S.: Sharpening constraint programming approaches for bit-vector theory. In: Salvagnin, D., Lombardi, M. (eds.) CPAIOR 2017. LNCS, vol. 10335, pp. 3–20. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-59776-8_1

    Chapter  Google Scholar 

  12. Conchon, S., Iguernlala, M., Ji, K., Melquiond, G., Fumex, C.: A three-tier strategy for reasoning about floating-point numbers in SMT. In: Majumdar, R., Kunčak, V. (eds.) CAV 2017. LNCS, vol. 10427, pp. 419–435. Springer, Cham (2017). https://doi.org/10.1007/978-3-319-63390-9_22

    Chapter  Google Scholar 

  13. Cuoq, P., Kirchner, F., Kosmatov, N., Prevosto, V., Signoles, J., Yakobowski, B.: Frama-C. In: Eleftherakis, G., Hinchey, M., Holcombe, M. (eds.) SEFM 2012. LNCS, vol. 7504, pp. 233–247. Springer, Heidelberg (2012). https://doi.org/10.1007/978-3-642-33826-7_16

    Chapter  Google Scholar 

  14. Daumas, M., Melquiond, G.: Certification of bounds on expressions involving rounded operators. Trans. Math. Softw. 37(1), 1–20 (2010)

    Article  MathSciNet  MATH  Google Scholar 

  15. Daumas, M., Rideau, L., Théry, L.: A generic library for floating-point numbers and its application to exact computing. In: Boulton, R.J., Jackson, P.B. (eds.) TPHOLs 2001. LNCS, vol. 2152, pp. 169–184. Springer, Heidelberg (2001). https://doi.org/10.1007/3-540-44755-5_13

    Chapter  Google Scholar 

  16. Delmas, D., Goubault, E., Putot, S., Souyris, J., Tekkal, K., Védrine, F.: Towards an industrial use of FLUCTUAT on safety-critical avionics software. In: Alpuente, M., Cook, B., Joubert, C. (eds.) FMICS 2009. LNCS, vol. 5825, pp. 53–69. Springer, Heidelberg (2009). https://doi.org/10.1007/978-3-642-04570-7_6

    Chapter  Google Scholar 

  17. Filliâtre, J.-C., Marché, C.: The Why/Krakatoa/Caduceus platform for deductive program verification. In: Damm, W., Hermanns, H. (eds.) CAV 2007. LNCS, vol. 4590, pp. 173–177. Springer, Heidelberg (2007). https://doi.org/10.1007/978-3-540-73368-3_21

    Chapter  Google Scholar 

  18. Fumex, C., Dross, C., Gerlach, J., Marché, C.: Specification and proof of high-level functional properties of bit-level programs. In: Rayadurgam, S., Tkachuk, O. (eds.) NFM 2016. LNCS, vol. 9690, pp. 291–306. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-40648-0_22

    Chapter  Google Scholar 

  19. Fumex, C., Marché, C., Moy, Y.: Automated verification of floating-point computations in ADA programs. Research report RR-9060, Inria (2017)

    Google Scholar 

  20. Goodloe, A.E., Muñoz, C., Kirchner, F., Correnson, L.: Verification of numerical programs: from real numbers to floating point numbers. In: Brat, G., Rungta, N., Venet, A. (eds.) NFM 2013. LNCS, vol. 7871, pp. 441–446. Springer, Heidelberg (2013). https://doi.org/10.1007/978-3-642-38088-4_31

    Chapter  Google Scholar 

  21. Harrison, J.: Floating point verification in HOL light: the exponential function. Form. Methods Syst. Des. 16(3), 271–305 (2000)

    Article  Google Scholar 

  22. Harrison, J.: Formal verification of floating point trigonometric functions. In: Hunt, W.A., Johnson, S.D. (eds.) FMCAD 2000. LNCS, vol. 1954, pp. 254–270. Springer, Heidelberg (2000). https://doi.org/10.1007/3-540-40922-X_14

    Chapter  Google Scholar 

  23. Harrison, J.: Floating-point verification. In: Fitzgerald, J., Hayes, I.J., Tarlecki, A. (eds.) FM 2005. LNCS, vol. 3582, pp. 529–532. Springer, Heidelberg (2005). https://doi.org/10.1007/11526841_35

    Chapter  Google Scholar 

  24. IEEE standard for floating-point arithmetic (2008). https://dx.doi.org/10.1109/IEEESTD.2008.4610935

  25. Kosmatov, N., Marché, C., Moy, Y., Signoles, J.: Static versus dynamic verification in Why3, Frama-C and SPARK 2014. In: Margaria, T., Steffen, B. (eds.) ISoLA 2016. LNCS, vol. 9952, pp. 461–478. Springer, Cham (2016). https://doi.org/10.1007/978-3-319-47166-2_32

    Chapter  Google Scholar 

  26. Leino, K.R.M., Moskal, M.: Usable auto-active verification. In: Usable Verification Workshop (2010)

    Google Scholar 

  27. Marché, C.: Verification of the functional behavior of a floating-point program: an industrial case study. Sci. Comput. Program. 96(3), 279–296 (2014)

    Article  Google Scholar 

  28. Marre, B., Michel, C.: Improving the floating point addition and subtraction constraints. In: Cohen, D. (ed.) CP 2010. LNCS, vol. 6308, pp. 360–367. Springer, Heidelberg (2010). https://doi.org/10.1007/978-3-642-15396-9_30

    Chapter  Google Scholar 

  29. McCormick, J.W., Chapin, P.C.: Building High Integrity Applications with SPARK. Cambridge University Press, Cambridge (2015)

    Book  MATH  Google Scholar 

  30. Miné, A.: Relational abstract domains for the detection of floating-point run-time errors. In: Schmidt, D. (ed.) ESOP 2004. LNCS, vol. 2986, pp. 3–17. Springer, Heidelberg (2004). https://doi.org/10.1007/978-3-540-24725-8_2

    Chapter  Google Scholar 

  31. Monniaux, D.: The pitfalls of verifying floating-point computations. ACM Trans. Programm. Lang. Syst. 30(3), 12 (2008)

    Article  Google Scholar 

  32. de Moura, L., Bjørner, N.: Z3: an efficient SMT solver. In: Ramakrishnan, C.R., Rehof, J. (eds.) TACAS 2008. LNCS, vol. 4963, pp. 337–340. Springer, Heidelberg (2008). https://doi.org/10.1007/978-3-540-78800-3_24

    Chapter  Google Scholar 

  33. Rümmer, P., Wahl, T.: An SMT-LIB theory of binary floating-point arithmetic. In: International Workshop on Satisfiability Modulo Theories (2010)

    Google Scholar 

  34. Russino, D.M.: A mechanically checked proof of IEEE compliance of the floating point multiplication, division and square root algorithms of the AMD-K7 processor. LMS J. Comput. Math. 1, 148–200 (1998)

    Article  MathSciNet  MATH  Google Scholar 

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Acknowledgements

We would like to thank Guillaume Melquiond for his help with the design of the new Why3 theory for FP arithmetic and with the realization in Coq using Flocq. We also thank Florian Schanda for providing the case study used in this article, Mohamed Iguernlala and Bruno Marre for fruitful exchanges on the use of AE_fpa and COLIBRI as well as the anonymous reviewers for their comments.

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Fumex, C., Marché, C., Moy, Y. (2017). Automating the Verification of Floating-Point Programs. In: Paskevich, A., Wies, T. (eds) Verified Software. Theories, Tools, and Experiments. VSTTE 2017. Lecture Notes in Computer Science(), vol 10712. Springer, Cham. https://doi.org/10.1007/978-3-319-72308-2_7

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  • DOI: https://doi.org/10.1007/978-3-319-72308-2_7

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