AutoLyap
v0.2.1
Home
Quick start
Theory
Examples
Define your own algorithm
Nesterov’s fast gradient method
The accelerated proximal point method
The Chambolle–Pock method
The Davis–Yin three-operator splitting method
The Douglas–Rachford method
Cocoercive + strongly monotone
Maximally monotone + strongly monotone/cocoercive
Maximally monotone + strongly monotone/Lipschitz
Maximally monotone/Lipschitz + strongly monotone
Smooth and strongly convex + convex
The gradient method
The gradient method with constant Nesterov momentum
The heavy-ball method
The information-theoretic exact method
The Malitsky–Tam forward-reflected-backward method
The optimized gradient method
The proximal point method
The triple-momentum method
API reference
Contributing
What’s new
AutoLyap
Examples
The Douglas–Rachford method
Full width
The Douglas–Rachford method
This section collects Douglas–Rachford examples under different problem settings.
Cocoercive + strongly monotone
Maximally monotone + strongly monotone/cocoercive
Maximally monotone + strongly monotone/Lipschitz
Maximally monotone/Lipschitz + strongly monotone
Smooth and strongly convex + convex