Directed percolation-type models in Rust
Project description
Directed Percolation in Rust and Python
In this project, we implement directed percolation models in Rust. The Rust code is accessed via a Python wrapper to make experimentation as convenient as possible. Jupyter notebooks are used to implement the Python-wrapped simulations.
We have two motivations for adopting Rust: one is to ensure maximum performance; another is to achieve this in a memory-safe and bug-free fashion (which is not easy to do in C or C++).
Fast run times are achieved through parallelization using the Rayon crate.
We anticipate boosting performance further with GPU-compute using wgpu.
See here for some rough "how-to" notes on wrapping Rust with Python.
Demos
For now, only a simplified form of Domany-Kinzel has been implemented. A series of related models are in development.
Domany-Kinzel
Simplified DP-class Domany-Kinzel model simulations are demonstrated in the following Jupyter notebooks:
-
1d DP for a large lattice and large number of iterations, to validate t-decay of mean ρ(t)
-
2d DP for a large lattice and large number of iterations, to validate t-decay of mean ρ(t)
Related pure-Python demos can be found here:
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