fslaborg / flips

Fsharp LInear Programming System
https://flipslibrary.com/#/
MIT License
253 stars 32 forks source link
gurobi mip optano-library optimization optimization-models

Flips Banner

Discord

Flips : F# LInear Programming System

Full Documenation can be found here.

Flips is an F# library for modeling and solving Linear Programming (LP) and Mixed-Integer Programming (MIP) problems. It is inspired by the work of the PuLP library for Python and the excellent Gurobi Python library. It builds on the work of the outstanding Google OR-Tools library and the OPTANO library.

F# is a great language to work with but many of the existing APIs for modeling Optimization problems are heavily influenced by Object-Oriented concepts. While there is nothing wrong with OO, this is an attempt to take a functional-first approach to the problem.

This library tries to make the modeling of Optimization Models (LP/MIP) clean and simple. The idea was to make it straightforward for an Operation Researcher or Optimization domain expert to express their ideas in F#. These practitioners are used to working with Mathematical constructs like Sets, Sigma-notation, and summations. Reducing the mental distance between the mathematical formulation of problems and the F# representation was a key design goal.

F# developers should also find it comfortable to use this library. Over time I will be adding tutorials and training material on how to model Optimization Problems using this library. With a little training any F# developer will be able to add the powerful tool of Optimization to their repertoire.

Installation

To use Flips, simply add the nuget package to whatever project you are working on. The library comes with the CBC solver for Mixed-Integer Programming and the Google GLOPS solver for Linear Programming which are both free and open source.

Flips also supports the Gurobi and IBM CPLEX commercial solvers through the use of the excellent OPTANO library. You will need to get a separate license to use these libraries. The installation of these commercial libraries is not covered in this documentation since installation can depend on deployment and use case. Please refer to these vendors for commercial support in using their product. Flips currently only supports the latest version of each of these libraries.

License

All of flips projects are available as open source under the terms of the MIT license