v1.4.0

• some bug fixes for contraints models
• update code to explicitly handle duplicate points
• update the maximize method for a more consistent approach in setting gp params and acquisition functions.

v1.3.1

Reverted to previews Queue implementation to allow users to pickle BayesianOptimization object

v1.3.0

First update after many years. Among many new features detailed below, will now work with scipy > 1.8

What's Changed

• Added option to keep using an older log (Save -> Load -> Save) by @alonfnt in #230
• Added docstrings to the main functions. by @alonfnt in #238
• Check bounds_transformation is correct type by @alonfnt in #240
• Add virtual environments folders to gitignore by @alonfnt in #251
• Add license classifier to setup.py by @dotcs in #253
• Fixes the error caused by scipy 1.8 minimize results changing. by @samFarrellDay in #303
• Update test badge by @bwheelz36 in #322
• switch to github actions for CI by @bwheelz36 in #323
• Fix typo, Update util.py by @zhaofeng-shu33 in #293
• docs: fix simple typo, provieded -> provided by @timgates42 in #267
• 2 typo fixes in advanced-tour.ipynb by @parkjin-nim in #272
• Update some of the SequentialDomain transformer by @osullivryan in #332
• print both digits of the exponent in scientific notation form for flo… by @citrusvanilla in #282
• Create feature_request.md by @bwheelz36 in #345
• Revert "Create feature_request.md" by @bwheelz36 in #346
• Queue by @alonfnt in #239
• Add issue templates by @till-m in #348
• changed the way x_try is sent to minimize - fixes #350 by @bwheelz36 in #351
• Advanced constrained optimization by @till-m in #344
• Fix JSONLogger with constraints by @till-m in #364
• update version and setup.py by @bwheelz36 in #367

New Contributors

• @alonfnt made their first contribution in #230
• @dotcs made their first contribution in #253
• @samFarrellDay made their first contribution in #303
• @bwheelz36 made their first contribution in #322
• @zhaofeng-shu33 made their first contribution in #293
• @timgates42 made their first contribution in #267
• @parkjin-nim made their first contribution in #272
• @citrusvanilla made their first contribution in #282
• @till-m made their first contribution in #348

Full Changelog: 1.2.0...v1.3.0

Better search control

Two new features are included in this release:

1. Kappa decay: Allows for dynamical changing the balance between exploration and exploitation during the optimization process (when using UCB).
2. Sequential domain reduction: Ability to zoom-in promising regions in the search space for faster convergence.

This release is brought to you by:

1. ben-arnao
2. osullivryan

Bump last release to 1.1.0

Latest release included changes to Events.OPTIMIZATION_STEP that were worthy of a minor version bump.

Faster iterations

This release simplifies the proxy search making the process faster.

Increase test coverage and better examples

This release comes with a number with small fixes (typos and etc.) as well as more tests.

New API and better examples.

Big refactor with a few API breaking changes.

Tests and Eager exploration

Thanks to @Erotemic for his contributions.

0.5

Update setup file to 0.5.0