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Parallel Computation of Combinatorial Symmetries
- Source :
- ESA 2021
- Publication Year :
- 2021
- Publisher :
- arXiv, 2021.
-
Abstract
- In practice symmetries of combinatorial structures are computed by transforming the structure into an annotated graph whose automorphisms correspond exactly to the desired symmetries. An automorphism solver is then employed to compute the automorphism group of the constructed graph. Such solvers have been developed for over 50 years, and highly efficient sequential, single core tools are available. However no competitive parallel tools are available for the task. We introduce a new parallel randomized algorithm that is based on a modification of the individualization-refinement paradigm used by sequential solvers. The use of randomization crucially enables parallelization. We report extensive benchmark results that show that our solver is competitive to state-of-the-art solvers on a single thread, while scaling remarkably well with the use of more threads. This results in order-of-magnitude improvements on many graph classes over state-of-the-art solvers. In fact, our tool is the first parallel graph automorphism tool that outperforms current sequential tools.<br />LIPIcs, Vol. 204, 29th Annual European Symposium on Algorithms (ESA 2021), pages 6:1-6:18
- Subjects :
- graph isomorphism
FOS: Computer and information sciences
Mathematics of computing → Graph algorithms
Computer Science - Data Structures and Algorithms
automorphism groups
parallel algorithms
Data Structures and Algorithms (cs.DS)
Theory of computation → Shared memory algorithms
G.2.2
68W20
algorithm engineering
Subjects
Details
- Database :
- OpenAIRE
- Journal :
- ESA 2021
- Accession number :
- edsair.doi.dedup.....8fa1d1149b11be861ee64fa26858c676
- Full Text :
- https://doi.org/10.48550/arxiv.2108.04590