Optimization Python Packages

ray

Ray is an AI compute engine. Ray consists of a core distributed runtime and a set of AI Libraries for accelerating ML workloads.

60.7M 43K 8K

ortools

Google's Operations Research tools:

5.9M 14K 2K

cvxpy

A Python-embedded modeling language for convex optimization problems.

4.4M 6K 1K

optax

Optax is a gradient processing and optimization library for JAX.

4M 2K 340

clarabel

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

3.4M 575 48

optimum

🚀 Accelerate inference and training of 🤗 Transformers, Diffusers, TIMM and Sentence Transformers with easy to use hardware optimization tools

2M 3K 658

pyomo

An object-oriented algebraic modeling language in Python for structured optimization problems.

1.3M 2K 582

onnxslim

A Toolkit to Help Optimize Onnx Model

1.2M 496 41

casadi

CasADi is a symbolic framework for numeric optimization implementing automatic differentiation in forward and reverse modes on sparse matrix-valued computational graphs. It supports self-contained C-code generation and interfaces state-of-the-art codes such as SUNDIALS, IPOPT etc. It can be used from C++, Python or Matlab/Octave.

1.2M 2K 451

opt-einsum-fx

Einsum optimization using opt_einsum and PyTorch FX graph rewriting

958K 22 5

nlopt

A project to package the NLOpt library to wheels

864K 33 18

scikit-optimize

Sequential model-based optimization with a `scipy.optimize` interface

843K 24 6

qpsolvers

Quadratic programming solvers in Python with a unified API

803K 754 104

pyjobshop

Solve production scheduling problems with constraint programming in Python.

581K 143 24

jaxopt

Hardware accelerated, batchable and differentiable optimizers in JAX.

499K 1K 74

daqp

A dual active-set algorithm for convex quadratic programming

445K 109 20

pandapower

Convenient Power System Modelling and Analysis based on PYPOWER and pandas

371K 1K 588

mip

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

362K 597 107

pennylane

PennyLane is an open-source quantum software platform for quantum computing, quantum machine learning, and quantum chemistry. Create meaningful quantum algorithms, from inspiration to implementation.

341K 3K 819