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Incremental column-wise verification of arithmetic circuits using computer algebra

Verifying arithmetic circuits and most prominently multiplier circuits is an important problem which in practice still requires substantial manual effort. The currently most effective approach uses polynomial reasoning over pseudo boolean polynomials. In this approach a word-level specification is r...

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Detalles Bibliográficos
Autores principales: Kaufmann, Daniela, Biere, Armin, Kauers, Manuel
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7691315/
https://www.ncbi.nlm.nih.gov/pubmed/33281299
http://dx.doi.org/10.1007/s10703-018-00329-2
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author Kaufmann, Daniela
Biere, Armin
Kauers, Manuel
author_facet Kaufmann, Daniela
Biere, Armin
Kauers, Manuel
author_sort Kaufmann, Daniela
collection PubMed
description Verifying arithmetic circuits and most prominently multiplier circuits is an important problem which in practice still requires substantial manual effort. The currently most effective approach uses polynomial reasoning over pseudo boolean polynomials. In this approach a word-level specification is reduced by a Gröbner basis which is implied by the gate-level representation of the circuit. This reduction returns zero if and only if the circuit is correct. We give a rigorous formalization of this approach including soundness and completeness arguments. Furthermore we present a novel incremental column-wise technique to verify gate-level multipliers. This approach is further improved by extracting full- and half-adder constraints in the circuit which allows to rewrite and reduce the Gröbner basis. We also present a new technical theorem which allows to rewrite local parts of the Gröbner basis. Optimizing the Gröbner basis reduces computation time substantially. In addition we extend these algebraic techniques to verify the equivalence of bit-level multipliers without using a word-level specification. Our experiments show that regular multipliers can be verified efficiently by using off-the-shelf computer algebra tools, while more complex and optimized multipliers require more sophisticated techniques. We discuss in detail our complete verification approach including all optimizations.
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spelling pubmed-76913152020-12-02 Incremental column-wise verification of arithmetic circuits using computer algebra Kaufmann, Daniela Biere, Armin Kauers, Manuel Form Methods Syst Des Article Verifying arithmetic circuits and most prominently multiplier circuits is an important problem which in practice still requires substantial manual effort. The currently most effective approach uses polynomial reasoning over pseudo boolean polynomials. In this approach a word-level specification is reduced by a Gröbner basis which is implied by the gate-level representation of the circuit. This reduction returns zero if and only if the circuit is correct. We give a rigorous formalization of this approach including soundness and completeness arguments. Furthermore we present a novel incremental column-wise technique to verify gate-level multipliers. This approach is further improved by extracting full- and half-adder constraints in the circuit which allows to rewrite and reduce the Gröbner basis. We also present a new technical theorem which allows to rewrite local parts of the Gröbner basis. Optimizing the Gröbner basis reduces computation time substantially. In addition we extend these algebraic techniques to verify the equivalence of bit-level multipliers without using a word-level specification. Our experiments show that regular multipliers can be verified efficiently by using off-the-shelf computer algebra tools, while more complex and optimized multipliers require more sophisticated techniques. We discuss in detail our complete verification approach including all optimizations. Springer US 2019-02-26 2020 /pmc/articles/PMC7691315/ /pubmed/33281299 http://dx.doi.org/10.1007/s10703-018-00329-2 Text en © The Author(s) 2019 OpenAccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Article
Kaufmann, Daniela
Biere, Armin
Kauers, Manuel
Incremental column-wise verification of arithmetic circuits using computer algebra
title Incremental column-wise verification of arithmetic circuits using computer algebra
title_full Incremental column-wise verification of arithmetic circuits using computer algebra
title_fullStr Incremental column-wise verification of arithmetic circuits using computer algebra
title_full_unstemmed Incremental column-wise verification of arithmetic circuits using computer algebra
title_short Incremental column-wise verification of arithmetic circuits using computer algebra
title_sort incremental column-wise verification of arithmetic circuits using computer algebra
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7691315/
https://www.ncbi.nlm.nih.gov/pubmed/33281299
http://dx.doi.org/10.1007/s10703-018-00329-2
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