English

Automatic Complexity Analysis of Integer Programs via Triangular Weakly Non-Linear Loops

Logic in Computer Science 2024-11-19 v3

Abstract

There exist several results on deciding termination and computing runtime bounds for triangular weakly non-linear loops (twn-loops). We show how to use results on such subclasses of programs where complexity bounds are computable within incomplete approaches for complexity analysis of full integer programs. To this end, we present a novel modular approach which computes local runtime bounds for subprograms which can be transformed into twn-loops. These local runtime bounds are then lifted to global runtime bounds for the whole program. The power of our approach is shown by our implementation in the tool KoAT which analyzes complexity of programs where all other state-of-the-art tools fail.

Keywords

Cite

@article{arxiv.2205.08869,
  title  = {Automatic Complexity Analysis of Integer Programs via Triangular Weakly Non-Linear Loops},
  author = {Nils Lommen and Fabian Meyer and Jürgen Giesl},
  journal= {arXiv preprint arXiv:2205.08869},
  year   = {2024}
}

Comments

Full version of a paper which appeared in the Proceedings of IJCAR 2022