Derivative Free Optimization Python Packages

optiprofiler

Benchmarking optimization solvers.

genoxide

Optimization for Rust and Python: genetic algorithms, CMA-ES, differential evolution, multi-objective, L-BFGS-B, Adam, MMA and more. The same results on every platform.

pynomadbbo

NOMAD - A blackbox optimization software

pdfo

Powell's Derivative-Free Optimization solvers.

pypop7

[JMLR (CCF-A)] PyPop7: A Pure-PYthon LibrarY for POPulation-based Black-Box Optimization (BBO), especially *Large-Scale* algorithm variants. In the near future, we will add Learning-Based Optimizers as its extensions. [https://jmlr.org/papers/v25/23-0386.html]

pyroot

Python library for root-finding in one dimension

humpday

SOTA Black-box optimization (Python and JS) without the baggage

evox

Distributed GPU-Accelerated Framework for Evolutionary Computation. Comprehensive Library of Evolutionary Algorithms & Benchmark Problems.

dicex

DiCEx: Directional counterfactual explanations

omads

OMADS - A blackbox optimization python package

torchzero

Modular optimization library for PyTorch (work-in-progress).

spsa

A simple implementation of SPSA with automatic learning rate tuning

smt-optim

smt-optim: The Surrogate-Based Optimization software based on SMT

statlml

Statistical learning models library for blackbox optimization

deforce

deforce: Derivative-Free Algorithms for Optimizing Cascade Forward Neural Networks

blackbox-mpc

Sampling based Model Predictive Control package for Model-Based RL research

globopt

Myopic and non-myopic Global Optimization via IDW and RBF surrogate models