Abstract
State space exploration is a basic solution to many verification problems, but is limited by time and memory usage. Due to physical limits in modern CPUs, sequential exploration algorithms do not benefit automatically from the next generation of processors anymore, hence the need for multi-core solutions.
This paper focuses on reducing memory usage in enumerative model checking, while maintaining the multi-core scalability obtained in earlier work. We present a tree-based multi-core compression method, which works by leveraging sharing among sub-vectors of state vectors.
An algorithmic analysis of both worst-case and optimal compression ratios shows the potential to compress even large states to a small constant on average (8 bytes). Our experiments demonstrate that this holds up in practice: the median compression ratio of 279 measured experiments is within 17% of the optimum for tree compression, and five times better than the median compression ratio of SPIN's COLLAPSE compression.
Our algorithms are implemented in the LTSmin tool, and our experiments show that for model checking, multi-core tree compression pays its own way: it comes virtually without overhead compared to the fastest hash table-based methods.
Original language | Undefined |
---|---|
Title of host publication | Proceedings of the 18th International SPIN Workshop, SPIN 2011 |
Editors | Alex Groce, Madanlal Musuvathi |
Place of Publication | berlin |
Publisher | Springer |
Pages | 38-56 |
Number of pages | 18 |
ISBN (Print) | 978-3-642-22305-1 |
DOIs | |
Publication status | Published - 14 Jul 2011 |
Event | 18th International SPIN Workshop on Model Checking of Software 2011 - Snow Bird, United States Duration: 14 Jul 2011 → 15 Jul 2011 Conference number: 18 |
Publication series
Name | Lecture Notes in Computer Science |
---|---|
Publisher | Springer Verlag |
Volume | 6823 |
ISSN (Print) | 0302-9743 |
ISSN (Electronic) | 1611-3349 |
Workshop
Workshop | 18th International SPIN Workshop on Model Checking of Software 2011 |
---|---|
Country/Territory | United States |
City | Snow Bird |
Period | 14/07/11 → 15/07/11 |
Keywords
- METIS-277629
- Multi-Core
- Model Checking
- IR-77024
- CR-D.2.4
- EWI-20146
- tree-based algorithm
- incremental algorithm
- Parallel
- state space compression