SOTAVerified

Limbo: A Fast and Flexible Library for Bayesian Optimization

2016-11-22Code Available0· sign in to hype

Antoine Cully, Konstantinos Chatzilygeroudis, Federico Allocati, Jean-Baptiste Mouret

Code Available — Be the first to reproduce this paper.

Reproduce

Code

Abstract

Limbo is an open-source C++11 library for Bayesian optimization which is designed to be both highly flexible and very fast. It can be used to optimize functions for which the gradient is unknown, evaluations are expensive, and runtime cost matters (e.g., on embedded systems or robots). Benchmarks on standard functions show that Limbo is about 2 times faster than BayesOpt (another C++ library) for a similar accuracy.

Tasks

Reproductions