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Project description
Combinatorial Optimization in Rust
This is a mostly toy project with implementation of a few combinatorial optimization algorithms in Rust, with a Python interface.
Currently, we implement:
- Floyd-Warshall -- minimum distance for all vertex pairs,
- minimum nearest descendant for all vertex pairs (brute force).
All implementations first convert the python input into a rust representation, then release GIL and carry out the algorithm, and after reclaiming GIL construct a python object with the result and return it.
Installation
uv pip install coptrs
Development
uv pip install maturin
maturin develop . # installs into your current venv
maturin build -r . # builds a wheel
Usage
There are usually multiple interfaces for each algorithm, differing by the object they take -- for example, Floyd-Warshall is exposed as floyd_warshall and floyd_warshall_u32, where the latter accepts graphs with integer vertex labels and the former accepts any vertex labels (and thus being a little slower as we need to do more preprocessing work).
For example usage, see the floyd warshall benchmark, which additionally compares performance against a native python implementation.
Roadmap
- extend interface for more graph representation (list of neighbors, double dicts, ...)
- add more algorithms
- fix: make the release more convenient -- derive the Cargo.toml's version from the tag
Project details
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