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Nonlinear Optimization Python Packages

Python packages with the GitHub topic nonlinear-optimization. Sorted by relevance, with stars and monthly downloads.
SCIP-Interfaces
pyscipopt

Python interface for the SCIP Optimization Suite

252K 978 279
ampl
amplpy

Python API for AMPL

96K 84 20
cvanaret
unopy

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

43K 480 41
ampl
ampltools

Python API for AMPL

30K 84 20
numericalalgorithmsgroup
py-bobyqa

Python-based Derivative-Free Optimization with Bound Constraints

26K 93 19
numericalalgorithmsgroup
dfo-ls

Python-based Derivative-Free Optimizer for Least-Squares

23K 47 16
cog-imperial
omlt

Represent trained machine learning models as Pyomo optimization formulations

20K 343 72
pdfo
pdfo

Powell's Derivative-Free Optimization solvers.

10K 108 29
ralna
galahad-optrove

A library of modern Fortran modules for nonlinear optimization

5K 174 18
anugrahjo
pyslsqp

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

5K 12 2
FilippoAiraldi
csnlp

Nonlinear Progamming with CasADi

3K 30 2
alphaville
opengen

Nonconvex embedded optimization: code generation for fast real-time optimization + ROS support

3K 631 68
abess-team
skscope

skscope: Sparse-Constrained OPtimization via itErative-solvers

2K 326 16
AlabamaASRL
asset-asrl

High-speed, extensible, object-oriented trajectory design and optimization

2K 42 13
pnnl
neuromancer

Pytorch-based framework for solving parametric constrained optimization problems, physics-informed system identification, and parametric model predictive control.

2K 1K 172
pyrddlgym-project
pyrddlgym-jax

pyRDDLGym-jax: automatic differentiation for solving sequential planning problems in JAX.

1K 12 3
numericalalgorithmsgroup
dfogn

DFO-GN: Derivative-Free Optimization using Gauss-Newton

1K 24 7
lindonroberts
trustregion

Python trust-region subproblem solvers for nonlinear optimization

1K 30 3
forieux
qmm

Python Quadratic Majorization-Minimization (MM) optimization algorithms of half-quadratic criteria. Inverses problems, image restoration, denoising, ...

1K 18 4
andykee
prtools

Utility functions for image-based phase retrieval

956 1 0
stefan-endres
shgo

Simplicial Homology Global Optimization

849 53 12
krzysztofarendt
modestga

Optimized and benchmarked parallel Genetic Algorithm with inequality constraints, and a scipy-like interface

752 8 1
mgudorf
orbithunter

Framework for nonlinear dynamics and chaos

683 5 1
hftsoi
symbolfit

Automatic parametric modeling with symbolic regression

598 68 6
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