Derivative Free Optimization Python Packages

pyroot

Python library for root-finding in one dimension

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]

pynomadbbo

Python interface to Nomad 4

evox

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

omads

OMADS - A blackbox optimization python package

torchzero

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

optiprofiler

Benchmarking optimization solvers.

spsa

A simple implementation of SPSA with automatic learning rate tuning

humpday

Elo ratings for global black box derivative-free optimizers

statlml

Statistical Learning Models Library

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