Optimization Algorithms Python Packages

clarabel

Clarabel.rs: Interior-point solver for convex conic optimisation problems in Rust.

mip

Python-MIP: collection of Python tools for the modeling and solution of Mixed-Integer Linear programs

pyswarms

A research toolkit for particle swarm optimization in Python

pylbfgs

:mountain_cableway: Python/Cython wrapper for liblbfgs

unopy

With Uno, finally take full control of your SQP/barrier solver for nonlinearly constrained optimization

niapy

Python microframework for building nature-inspired algorithms. Official docs: https://niapy.org

py-bobyqa

Python-based Derivative-Free Optimization with Bound Constraints

dfo-ls

Python-based Derivative-Free Optimizer for Least-Squares

ganesh-rs

A Rust optimization library

pygmo

A Python platform to perform parallel computations of optimisation tasks (global and local) via the asynchronous generalized island model.

pdfo

Powell's Derivative-Free Optimization solvers.

cspy

A collection of algorithms for the (Resource) Constrained Shortest Path problem in Python / C++ / C#

pyglobalsearch

This package provides a Python interface to Rust's globalsearch crate. globalsearch is a multistart framework for global optimization with scatter search and local NLP solvers written in Rust.

cvxportfolio

Portfolio optimization and back-testing.

moptipy

A package for metaheuristic optimization in Python.

pynomadbbo

NOMAD - A blackbox optimization software

evotorch

Advanced evolutionary computation library built directly on top of PyTorch, created at NNAISENSE.

blackboxopt

Blackbox optimization algorithms with a common interface, along with useful helpers like parallel optimization loops, analysis and visualization scripts.

furones

Furones: Approximate Dominating Set Solver

mchammer

Implementation of cheap Monte Carlo optimisation of bonds in molecules

pysolnp

C++ implementation of the SQP algorithm SOLNP, utilizing Lagrangian Relaxation to handle both Inequality and Equality constraint functions. Good for solving constrained objective functions on convex surfaces.

pyslsqp

A transparent Python interface to the SLSQP optimization algorithm, with advanced features and visualization capabilities.

timefold

The open source Solver AI for Java and Kotlin to optimize scheduling and routing. Solve the vehicle routing problem, employee rostering, task assignment, maintenance scheduling and other planning problems.

geneticalgorithm2

Supported highly optimized and flexible genetic algorithm package for python3.8+