Bit-packing and Hashing Evaluation in Explicit-state Model Checking
Hol, Valentijn (2022)
MCSTA is a model checking tool for models written in the Modest language.
It can be used to formally verify certain properties of a model. During model
checking a model’s state space needs to be (exhaustively) explored which
takes a significant amount of time and memory – depending on model
complexity. This research evaluates the impact of bit-packing state member
variables by examining the execution time and memory consumption. We
find that in all cases there is a decrease in memory usage, and in most cases a
minor decrease in execution time. Furthermore, we propose an algorithm for
selective field unpacking, to improve the performance of bit-packing, whilst
maintaining near-optimal state sizes. Lastly, we evaluate the current hash
function used in state space exploration based on hash-table bucket lengths,
and find it to be performing adequately with little room for improvement.
Hol_BA_EEMCS.pdf