Building a calculus of data structures

V. Kuncak, R. Piskac, P. Suter, T. Wies, in:, G. Barthe, M. Hermenegildo (Eds.), Springer, 2010, pp. 26–44.


Conference Paper | Published | English
Author
; ; ;
Editor
;
Department
Series Title
LNCS
Abstract
Techniques such as verification condition generation, predicate abstraction, and expressive type systems reduce software verification to proving formulas in expressive logics. Programs and their specifications often make use of data structures such as sets, multisets, algebraic data types, or graphs. Consequently, formulas generated from verification also involve such data structures. To automate the proofs of such formulas we propose a logic (a “calculus”) of such data structures. We build the calculus by starting from decidable logics of individual data structures, and connecting them through functions and sets, in ways that go beyond the frameworks such as Nelson-Oppen. The result are new decidable logics that can simultaneously specify properties of different kinds of data structures and overcome the limitations of the individual logics. Several of our decidable logics include abstraction functions that map a data structure into its more abstract view (a tree into a multiset, a multiset into a set), into a numerical quantity (the size or the height), or into the truth value of a candidate data structure invariant (sortedness, or the heap property). For algebraic data types, we identify an asymptotic many-to-one condition on the abstraction function that guarantees the existence of a decision procedure. In addition to the combination based on abstraction functions, we can combine multiple data structure theories if they all reduce to the same data structure logic. As an instance of this approach, we describe a decidable logic whose formulas are propositional combinations of formulas in: weak monadic second-order logic of two successors, two-variable logic with counting, multiset algebra with Presburger arithmetic, the Bernays-Schönfinkel-Ramsey class of first-order logic, and the logic of algebraic data types with the set content function. The subformulas in this combination can share common variables that refer to sets of objects along with the common set algebra operations. Such sound and complete combination is possible because the relations on sets definable in the component logics are all expressible in Boolean Algebra with Presburger Arithmetic. Presburger arithmetic and its new extensions play an important role in our decidability results. In several cases, when we combine logics that belong to NP, we can prove the satisfiability for the combined logic is still in NP.
Publishing Year
Date Published
2010-01-01
Volume
5944
Page
26 - 44
Conference
VMCAI: Verification, Model Checking and Abstract Interpretation
Conference Location
Madrid, Spain
Conference Date
2010-01-17 – 2010-01-19
IST-REx-ID

Cite this

Kuncak V, Piskac R, Suter P, Wies T. Building a calculus of data structures. In: Barthe G, Hermenegildo M, eds. Vol 5944. Springer; 2010:26-44. doi:10.1007/978-3-642-11319-2_6
Kuncak, V., Piskac, R., Suter, P., & Wies, T. (2010). Building a calculus of data structures. In G. Barthe & M. Hermenegildo (Eds.) (Vol. 5944, pp. 26–44). Presented at the VMCAI: Verification, Model Checking and Abstract Interpretation, Madrid, Spain: Springer. https://doi.org/10.1007/978-3-642-11319-2_6
Kuncak, Viktor, Ruzica Piskac, Philippe Suter, and Thomas Wies. “Building a Calculus of Data Structures.” edited by Gilles Barthe and Manuel Hermenegildo, 5944:26–44. Springer, 2010. https://doi.org/10.1007/978-3-642-11319-2_6.
V. Kuncak, R. Piskac, P. Suter, and T. Wies, “Building a calculus of data structures,” presented at the VMCAI: Verification, Model Checking and Abstract Interpretation, Madrid, Spain, 2010, vol. 5944, pp. 26–44.
Kuncak V, Piskac R, Suter P, Wies T. 2010. Building a calculus of data structures. VMCAI: Verification, Model Checking and Abstract Interpretation, LNCS, vol. 5944. 26–44.
Kuncak, Viktor, et al. Building a Calculus of Data Structures. Edited by Gilles Barthe and Manuel Hermenegildo, vol. 5944, Springer, 2010, pp. 26–44, doi:10.1007/978-3-642-11319-2_6.

Link(s) to Main File(s)
Access Level
OA Open Access

Export

Marked Publications

Open Data IST Research Explorer

Search this title in

Google Scholar