Automatic Lyapunov analysis
Project description
AutoLyap
A Python package for automated Lyapunov-based convergence analysis of first-order optimization and inclusion methods.
Overview
AutoLyap streamlines the process of constructing and verifying Lyapunov analyses by formulating them as semidefinite programs (SDPs). It supports a broad class of structured optimization and inclusion problems, automating proofs of linear or sublinear convergence rates for many well‑known algorithms.
Documentation
Full user guide and API reference: ➡️ https://autolyap.github.io
Installation
pip install autolyap
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