JuMP.jl
Coluna.jl
JuMP.jl | Coluna.jl | |
---|---|---|
3 | 1 | |
2,134 | 187 | |
0.7% | 1.6% | |
9.3 | 9.1 | |
7 days ago | 2 months ago | |
Julia | Julia | |
GNU General Public License v3.0 or later | GNU General Public License v3.0 or later |
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
JuMP.jl
-
Optimization
JuMP.jl is my personal go-to when solving "big" optimization problems in Julia (maybe it's overkill for your application).
-
Multiple dispatch: Common Lisp vs Julia
A 100+ contributor project
-
Julia macros
Macros are very useful if you want to create Domain Specific Languages (DSLs), see https://github.com/jump-dev/JuMP.jl or if you want to transpile a subset of Julia to another language or say GPU code.
Coluna.jl
-
where to find sample code in the julia programming language about L-shaped algorithm or benders decomposition?
I never tested it: Coluna.jl has an implementation of Benders decomposition, that seems to be an alpha feature at the moment.
What are some alternatives?
Catalyst.jl - Chemical reaction network and systems biology interface for scientific machine learning (SciML). High performance, GPU-parallelized, and O(1) solvers in open source software.
Metatheory.jl - General purpose algebraic metaprogramming and symbolic computation library for the Julia programming language: E-Graphs & equality saturation, term rewriting and more.
ModelingToolkit.jl - An acausal modeling framework for automatically parallelized scientific machine learning (SciML) in Julia. A computer algebra system for integrated symbolics for physics-informed machine learning and automated transformations of differential equations
BeautifulAlgorithms.jl - Concise and beautiful algorithms written in Julia
ComponentArrays.jl - Arrays with arbitrarily nested named components.
NumericalAlgorithms.jl - [DEPRECATED] Statistics & Numerical algorithms implemented in Julia.
OMLT - Represent trained machine learning models as Pyomo optimization formulations
RayTracer.jl - Differentiable RayTracing in Julia
MuladdMacro.jl - This package contains a macro for converting expressions to use muladd calls and fused-multiply-add (FMA) operations for high-performance in the SciML scientific machine learning ecosystem
Evolutionary.jl - Evolutionary & genetic algorithms for Julia