v0.3.0

What's Changed

• feat: add SEO metadata for documentation by @pFornagiel in #27
• [2] feat: add support for discrete problems by @WojtAcht in #25

Full Changelog: v0.2.0...v0.3.0

v0.2.0

Second public release of lonkit, adding multiprocessing support to the Basin-Hopping sampling procedure.

What's Changed

• feat: add changelog by @WojtAcht in #24
• feat: add multiprocessing to sampling module by @pFornagiel in #26

Full Changelog: v0.1.0...v0.2.0

v0.1.0

Initial public release of lonkit, a Python library for constructing, analyzing, and visualizing Local Optima Networks (LONs) for continuous optimization problems.

Highlights

• Added end-to-end LON construction from objective functions.
• Added configurable Basin-Hopping sampling with support for:
  • stopping by n_iter_no_change and/or max_iter,
  • percentage and fixed perturbation modes,
  • custom scipy.optimize.minimize methods and options,
  • optional user-supplied initial points.
• Added LON and CMLON graph models built on python-igraph.
• Added landscape analysis metrics.
• Added StepSizeEstimator (experimental) for estimating Basin-Hopping step sizes from a target escape rate.
• Added visualization tools for:
  • 2D network plots,
  • 3D landscape-style plots,
  • animated rotation GIFs,
  • batch generation of standard outputs for both LON and CMLON views.

Examples

• Added worked examples and research-oriented example scripts under examples/bioma.