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Certifying termination and complexity proofs of programs

Certifying termination and complexity proofs of programs

Rene Thiemann (ORCID: )
  • Grant DOI 10.55776/Y757
  • Funding program FWF START Award
  • Status ended
  • Start October 1, 2014
  • End September 30, 2021
  • Funding amount € 1,072,809
  • Project website

Disciplines

Computer Sciences (40%); Mathematics (60%)

Keywords

    Certification, Complexity, Programming Languages, Term Rewriting, Termination, Theorem Proving

Abstract Final report

Termination (all computations produce a result) and complexity (how long does it take to get the result, and how much memory is required) are fundamental properties of programs. Although undecidable in general, much work has been spent on automated termination and complexity analysis. Whereas the answer to the question for a given program might be simple (yes, the program is terminating), the underlying proof is usually not that simple. In fact, most tools for automated complexity and termination analysis are complex tools, which combine several techniques while trying to analyze the behavior of a program. Consequently, these tools may contain errors and give wrong answers and proofs. One solution to this problem is the usage of certifiers, which can check the proofs that are generated by the tools. For reliability, the soundness of the certifiers itself has to be formally proven within a theorem prover. Note that with the help of the certifiers, several bugs have been spotted, both in the implementations of the tools, as well as in soundness proofs of termination techniques. Unfortunately, so far the applicability of the available certifiers in this area is rather limited: they mainly handle termination proofs, but not complexity proofs; and they are limited to term rewriting, a simple computational model that underlies much of declarative programming and automated theorem proving. In this project, we will extend the applicability of certifiers in two important directions: we want to support a large class of complexity proofs, and we want to support termination proofs for two real programming languages, Java and Haskell. To this end, we will develop several interesting formalizations. This includes a large library on linear algebra, which will be required for dealing with complexity proofs. Moreover, we will extend the work of Klein and Nipkow on Jinja towards Java, and we will develop a formalized semantic for Haskell. Our work will drastically improve the reliability of current termination and complexity tools. Furthermore, it can serve as a starting point for performing other formalizations in the area of program analysis and program transformations.

Computer programs become ubiquitous in our world: they are used to manage our money, to control activities in vehicles, and to interact with medical equipment. Therefore, it is of vital importance that programs behave correctly. Here, termination (all computations produce a result) and complexity (how long does it take to get the result, and how much memory is required) are fundamental properties of programs. Unfortunately, these fundamental properties are undecidable. For example, it is not possible to design an analyser-program which decides for each other program, whether it terminates or not. Nevertheless, much work has been spent on the development of such analysers which are often able to guarantee the property of concern. Whereas the answer of an analysis for a given program might be simple (yes, the program is terminating), the underlying argument for this answer, i.e., the proof, is usually not simple. In fact, most analysers for the properties complexity and termination are complex programs on their own, which combine several techniques while trying to determine the behaviour of a program. Consequently, these analysers may contain errors and give wrong answers and proofs. Our solution to this problem is the program CeTA (Certified Tool Assertions), a certifier that was developed in this project. CeTA can figure out whether the proofs that are generated by the analysers are correct or not. To make CeTA trustworthy, we formally verified all algorithms within CeTA with the help of the theorem prover Isabelle. In comparison to previous certifiers, CeTA offers the following unique features: - CeTA supports several kinds of complexity proofs from various analysers. - CeTA supports checking termination proofs for LLVM, a widely used intermediate language that is utilised when compiling programs written in popular programming languages such as C and Haskell. - For checking complexity proofs, internally CeTA supports precise calculations via algebraic numbers. For instance, CeTA is able to compute all roots of a polynomial such as x^8 - 5x^6 + 7x^3 - 17 without any rounding errors. - For checking LLVM proofs, CeTA provides a validity checker for linear inequalities, e.g., it can decide whether there are integers x, y and z such that 2x + 3y - 2z > 7, x - 5y + 4z > -2 and 3x + 4y + z < 15. As further results of this project, mistakes in textbooks and published research articles have been spotted (and corrected) during the formalisation of the algorithms that are used in CeTA; wrong proofs of some analysis tools have been identified by CeTA and the corresponding tools have been fixed; and finally, the developed verified algorithms can serve as a good starting point for other formalisations in the area of program analysis.

Research institution(s)
  • Universität Innsbruck - 100%
International project participants
  • Johannes Waldmann, Hochschule für Technik, Wirtschaft und Kultur - Germany
  • Tobias Nipkow, Technische Universität München - Germany
  • Nao Hirokawa, Japan Advanced Institute of Science and Technology - Japan

Research Output

  • 391 Citations
  • 70 Publications
  • 2 Software
  • 2 Disseminations
  • 8 Scientific Awards
Publications
  • 2022
    Title Tuple Interpretations for Termination of Term Rewriting
    DOI 10.1007/s10817-022-09640-4
    Type Journal Article
    Author Yamada A
    Journal Journal of Automated Reasoning
    Pages 667-688
  • 2022
    Title A Formalization of the Smith Normal Form in Higher-Order Logic
    DOI 10.1007/s10817-022-09631-5
    Type Journal Article
    Author Divasón J
    Journal Journal of Automated Reasoning
    Pages 1065-1095
    Link Publication
  • 2022
    Title Certifying Termination Proofs of LLVM IR Programs
    Type PhD Thesis
    Author Maximilian Haslbeck
    Link Publication
  • 2018
    Title A Formalization of the LLL Basis Reduction Algorithm
    DOI 10.1007/978-3-319-94821-8_10
    Type Book Chapter
    Author Divasón J
    Publisher Springer Nature
    Pages 160-177
  • 2018
    Title Finding models through graph saturation
    DOI 10.1016/j.jlamp.2018.06.005
    Type Journal Article
    Author Joosten S
    Journal Journal of Logical and Algebraic Methods in Programming
    Pages 98-112
    Link Publication
  • 2018
    Title Verified Analysis of Random Binary Tree Structures
    DOI 10.1007/978-3-319-94821-8_12
    Type Book Chapter
    Author Eberl M
    Publisher Springer Nature
    Pages 196-214
  • 2018
    Title A Verified Efficient Implementation of the LLL Basis Reduction Algorithm
    DOI 10.29007/xwwh
    Type Conference Proceeding Abstract
    Author Bottesch R
    Pages 164-146
    Link Publication
  • 2017
    Title Foundational (Co)datatypes and (Co)recursion for Higher-Order Logic
    DOI 10.5281/zenodo.3228083
    Type Other
    Author Biendarra J
    Link Publication
  • 2018
    Title Efficient certification of complexity proofs: formalizing the Perron–Frobenius theorem (invited talk paper)
    DOI 10.1145/3176245.3167103
    Type Conference Proceeding Abstract
    Author Divasón J
    Pages 2-13
    Link Publication
  • 2018
    Title Efficient certification of complexity proofs: formalizing the Perron–Frobenius theorem (invited talk paper)
    DOI 10.1145/3167103
    Type Conference Proceeding Abstract
    Author Divasón J
    Pages 2-13
    Link Publication
  • 2015
    Title Certification of Complexity Proofs using CeTA
    Type Conference Proceeding Abstract
    Author Avanzini M
    Conference 26th International Conference on Rewriting Techniques and Applications (RTA 2015)
    Pages 23-39
    Link Publication
  • 2015
    Title Deriving class instances for datatypes
    Type Journal Article
    Author Sternagel C
    Journal Archive of Formal Proofs
    Link Publication
  • 2015
    Title Matrices, Jordan Normal Forms, and Spectral Radius Theory
    Type Journal Article
    Author Thiemann R
    Journal Archive of Formal Proofs
    Link Publication
  • 2015
    Title Algebraic Numbers in Isabelle/HOL
    Type Journal Article
    Author Thiemann R
    Journal Archive of Formal Proofs
    Link Publication
  • 2015
    Title Formalizing Soundness and Completeness of Unravelings
    DOI 10.1007/978-3-319-24246-0_15
    Type Book Chapter
    Author Winkler S
    Publisher Springer Nature
    Pages 239-255
  • 2016
    Title Algebraic Numbers in Isabelle/HOL
    DOI 10.1007/978-3-319-43144-4_24
    Type Book Chapter
    Author Thiemann R
    Publisher Springer Nature
    Pages 391-408
  • 2016
    Title Preface
    DOI 10.1016/j.entcs.2016.06.001
    Type Journal Article
    Author Benevides M
    Journal Electronic Notes in Theoretical Computer Science
    Pages 1-2
    Link Publication
  • 2017
    Title A formalization of the Berlekamp-Zassenhaus factorization algorithm
    DOI 10.1145/3018610.3018617
    Type Conference Proceeding Abstract
    Author Divasón J
    Pages 17-29
    Link Publication
  • 2017
    Title Certifying Safety and Termination Proofs for Integer Transition Systems
    DOI 10.1007/978-3-319-63046-5_28
    Type Book Chapter
    Author Brockschmidt M
    Publisher Springer Nature
    Pages 454-471
  • 2017
    Title Parsing and Printing of and with Triples
    DOI 10.1007/978-3-319-57418-9_10
    Type Book Chapter
    Author Joosten S
    Publisher Springer Nature
    Pages 159-176
  • 2016
    Title Formalizing Jordan normal forms in Isabelle/HOL
    DOI 10.1145/2854065.2854073
    Type Conference Proceeding Abstract
    Author Thiemann R
    Pages 88-99
    Link Publication
  • 2016
    Title Analyzing Program Termination and Complexity Automatically with AProVE
    DOI 10.1007/s10817-016-9388-y
    Type Journal Article
    Author Giesl J
    Journal Journal of Automated Reasoning
    Pages 3-31
  • 2015
    Title Reducing Relative Termination to Dependency Pair Problems
    DOI 10.1007/978-3-319-21401-6_11
    Type Book Chapter
    Author Iborra J
    Publisher Springer Nature
    Pages 163-178
  • 2015
    Title Deriving Comparators and Show Functions in Isabelle/HOL
    DOI 10.1007/978-3-319-22102-1_28
    Type Book Chapter
    Author Sternagel C
    Publisher Springer Nature
    Pages 421-437
  • 2015
    Title Certification of Complexity Proofs using CeTA
    DOI 10.4230/lipics.rta.2015.23
    Type Conference Proceeding Abstract
    Author Avanzini M
    Conference LIPIcs, Volume 36, RTA 2015
    Pages 23 - 39
    Link Publication
  • 2020
    Title On probabilistic term rewriting
    DOI 10.1016/j.scico.2019.102338
    Type Journal Article
    Author Avanzini M
    Journal Science of Computer Programming
    Pages 102338
    Link Publication
  • 2020
    Title Certifying the Weighted Path Order (Invited Talk)
    DOI 10.4230/lipics.fscd.2020.4
    Type Conference Proceeding Abstract
    Author Schöpf J
    Conference LIPIcs, Volume 167, FSCD 2020
    Pages 4:1 - 4:20
    Link Publication
  • 2021
    Title Two algorithms based on modular arithmetic: lattice basis reduction and Hermite normal form computation
    Type Journal Article
    Author Bottesch R
    Journal Archive of Formal Proofs
    Link Publication
  • 2021
    Title Solving Cubic and Quartic Equations
    Type Journal Article
    Author Thiemann R
    Journal Archive of Formal Proofs
    Link Publication
  • 2021
    Title A Formalization of Weighted Path Orders and Recursive Path Orders
    Type Journal Article
    Author Sternagel C
    Journal Archive of Formal Proofs
    Link Publication
  • 2021
    Title Factorization of Polynomials with Algebraic Coefficients
    Type Journal Article
    Author Eberl M
    Journal Archive of Formal Proofs
    Link Publication
  • 2021
    Title Regular Tree Relations
    Type Journal Article
    Author Felgenhauer B
    Journal Archive of Formal Proofs
    Link Publication
  • 2021
    Title Multi-Dimensional Interpretations for Termination of Term Rewriting
    DOI 10.1007/978-3-030-79876-5_16
    Type Book Chapter
    Author Yamada A
    Publisher Springer Nature
    Pages 273-290
  • 2021
    Title A Perron–Frobenius theorem for deciding matrix growth
    DOI 10.1016/j.jlamp.2021.100699
    Type Journal Article
    Author Thiemann R
    Journal Journal of Logical and Algebraic Methods in Programming
    Pages 100699
    Link Publication
  • 2022
    Title Docking simulation and ADMET prediction based investigation on the phytochemical constituents of Noni (Morinda citrifolia) fruit as a potential anticancer drug
    DOI 10.1007/s40203-022-00130-4
    Type Journal Article
    Author Chandran K
    Journal In Silico Pharmacology
    Pages 14
  • 2022
    Title Automatic search intervals for the smoothing parameter in penalized splines
    DOI 10.1007/s11222-022-10178-z
    Type Journal Article
    Author Li Z
    Journal Statistics and Computing
    Pages 1
    Link Publication
  • 2022
    Title Spatial patterns and determinants of avocado frontier dynamics in Mexico
    DOI 10.1007/s10113-022-01883-6
    Type Journal Article
    Author Ramírez-Mejía D
    Journal Regional Environmental Change
    Pages 28
    Link Publication
  • 2019
    Title A Hierarchy of Polynomial Kernels
    DOI 10.48550/arxiv.1902.11006
    Type Preprint
    Author Witteveen J
  • 2018
    Title On Probabilistic Term Rewriting
    DOI 10.1007/978-3-319-90686-7_9
    Type Book Chapter
    Author Avanzini M
    Publisher Springer Nature
    Pages 132-148
  • 2019
    Title A Hierarchy of Polynomial Kernels
    DOI 10.1007/978-3-030-10801-4_39
    Type Book Chapter
    Author Witteveen J
    Publisher Springer Nature
    Pages 504-518
  • 2019
    Title Verifying an Incremental Theory Solver for Linear Arithmetic in Isabelle/HOL
    DOI 10.1007/978-3-030-29007-8_13
    Type Book Chapter
    Author Bottesch R
    Publisher Springer Nature
    Pages 223-239
    Link Publication
  • 2017
    Title Subresultants
    Type Journal Article
    Author Joosten S
    Journal Archive of Formal Proofs
    Link Publication
  • 2017
    Title Stochastic Matrices and the Perron-Frobenius Theorem
    Type Journal Article
    Author Thiemann R
    Journal Archive of Formal Proofs
    Link Publication
  • 2017
    Title Foundational (Co)datatypes and (Co)recursion for Higher-Order Logic
    DOI 10.1007/978-3-319-66167-4_1
    Type Book Chapter
    Author Biendarra J
    Publisher Springer Nature
    Pages 3-21
  • 2017
    Title Reachability, confluence, and termination analysis with state-compatible automata
    DOI 10.1016/j.ic.2016.06.011
    Type Journal Article
    Author Felgenhauer B
    Journal Information and Computation
    Pages 467-483
    Link Publication
  • 2020
    Title A Formalization of Knuth-Bendix Orders
    Type Journal Article
    Author Sternagel C
    Journal Archive of Formal Proofs
    Link Publication
  • 2020
    Title Certifying the Weighted Path Order (Invited Talk)
    Type Conference Proceeding Abstract
    Author Schöpf J
    Conference 5th International Conference on Formal Structures for Computation and Deduction (FSCD 2020)
    Pages 4:1-4:20
    Link Publication
  • 2020
    Title Formalizing the LLL Basis Reduction Algorithm and the LLL Factorization Algorithm in Isabelle/HOL
    DOI 10.1007/s10817-020-09552-1
    Type Journal Article
    Author Thiemann R
    Journal Journal of Automated Reasoning
    Pages 827-856
    Link Publication
  • 2020
    Title Verifying a Solver for Linear Mixed Integer Arithmetic in Isabelle/HOL
    DOI 10.1007/978-3-030-55754-6_14
    Type Book Chapter
    Author Bottesch R
    Publisher Springer Nature
    Pages 233-250
  • 2018
    Title A Verified Implementation of Algebraic Numbers in Isabelle/HOL
    DOI 10.1007/s10817-018-09504-w
    Type Journal Article
    Author Joosten S
    Journal Journal of Automated Reasoning
    Pages 363-389
    Link Publication
  • 2018
    Title Finding models through graph saturation
    DOI 10.48550/arxiv.1806.09392
    Type Preprint
    Author Joosten S
  • 2018
    Title On Probabilistic Term Rewriting
    DOI 10.48550/arxiv.1802.09774
    Type Preprint
    Author Avanzini M
  • 2018
    Title On W[1]-Hardness as Evidence for Intractability
    Type Conference Proceeding Abstract
    Author Bottesch R
    Conference 43rd International Symposium on Mathematical Foundations of Computer Science (MFCS 2018)
    Pages 73:1-73:15
    Link Publication
  • 2018
    Title First-Order Terms
    Type Journal Article
    Author Sternagel C
    Journal Archive of Formal Proofs
    Link Publication
  • 2018
    Title A verified LLL algorithm
    Type Journal Article
    Author Bottesch R
    Journal Archive of Formal Proofs
    Link Publication
  • 2018
    Title A verified factorization algorithm for integer polynomials with polynomial complexity
    Type Journal Article
    Author Divasón J
    Journal Archive of Formal Proofs
    Link Publication
  • 2018
    Title An Incremental Simplex Algorithm with Unsatisfiable Core Generation
    Type Journal Article
    Author Marić F
    Journal Archive of Formal Proofs
    Link Publication
  • 2020
    Title Verified Analysis of Random Binary Tree Structures
    DOI 10.1007/s10817-020-09545-0
    Type Journal Article
    Author Eberl M
    Journal Journal of Automated Reasoning
    Pages 879-910
    Link Publication
  • 2021
    Title An Isabelle/HOL formalization of AProVE’s termination method for LLVM IR
    DOI 10.1145/3437992.3439935
    Type Conference Proceeding Abstract
    Author Haslbeck M
    Pages 238-249
    Link Publication
  • 2019
    Title Farkas' Lemma and Motzkin's Transposition Theorem
    Type Journal Article
    Author Bottesch R
    Journal Archive of Formal Proofs
    Link Publication
  • 2019
    Title Linear Inequalities
    Type Journal Article
    Author Bottesch R
    Journal Archive of Formal Proofs
    Link Publication
  • 2019
    Title A Verified Implementation of the Berlekamp–Zassenhaus Factorization Algorithm
    DOI 10.1007/s10817-019-09526-y
    Type Journal Article
    Author Divasón J
    Journal Journal of Automated Reasoning
    Pages 699-735
    Link Publication
  • 2016
    Title Relative Termination via Dependency Pairs
    DOI 10.1007/s10817-016-9373-5
    Type Journal Article
    Author Iborra J
    Journal Journal of Automated Reasoning
    Pages 391-411
    Link Publication
  • 2016
    Title The Factorization Algorithm of Berlekamp and Zassenhaus
    Type Journal Article
    Author Divasón J
    Journal Archive of Formal Proofs
    Link Publication
  • 2016
    Title Perron-Frobenius Theorem for Spectral Radius Analysis
    Type Journal Article
    Author Divasón J
    Journal Archive of Formal Proofs
    Link Publication
  • 2016
    Title Polynomial Factorization
    Type Journal Article
    Author Thiemann R
    Journal Archive of Formal Proofs
    Link Publication
  • 2016
    Title Polynomial Interpolation
    Type Journal Article
    Author Thiemann R
    Journal Archive of Formal Proofs
    Link Publication
  • 2016
    Title AC Dependency Pairs Revisited
    Type Conference Proceeding Abstract
    Author Sternagel C
    Conference 25th EACSL Annual Conference on Computer Science Logic (CSL 2016)
    Pages 8:1-8:16
    Link Publication
  • 2014
    Title Lifting Definition Option
    Type Journal Article
    Author Thiemann R
    Journal Archive of Formal Proofs
    Link Publication
  • 2015
    Title Termination Competition (termCOMP 2015)
    DOI 10.1007/978-3-319-21401-6_6
    Type Book Chapter
    Author Giesl J
    Publisher Springer Nature
    Pages 105-108
Software
  • 2021 Link
    Title AFP
    Link Link
  • 2021 Link
    Title IsaFoR/CeTA
    Link Link
Disseminations
  • 2015 Link
    Title OCG
    Type A talk or presentation
    Link Link
  • 2014 Link
    Title OCG Journal
    Type A press release, press conference or response to a media enquiry/interview
    Link Link
Scientific Awards
  • 2020
    Title FSCD-IJCAR 2020
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2020
    Title WRLA 2020
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2019
    Title WPTE 2019
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2019
    Title IFIP 2019
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2019
    Title Reynaud 2019
    Type Attracted visiting staff or user to your research group
    Level of Recognition Continental/International
  • 2018
    Title CPP 2018
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2017
    Title AFP
    Type Appointed as the editor/advisor to a journal or book series
    Level of Recognition Continental/International
  • 2014
    Title LSFA 2014
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International

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