Swyft

What's Changed

Updates:
* Modularisation of SwyftModule
* Restructuring of `configure_optimizers` and `configure_callbacks`
* New default is AdamW with early stopping
* Alternatives with AdamW and OneCycleLR and ReduceLROnPlateau exist as well
* Automatic reloading of best model at the end of training is default
* Extended plot options
* Add `smooth_prior` flag for interpolating likelihoods
* Renaming of plotting routines (plot_posterior, plot_corner, plot_pair)
* Update example notebook
* Bug fix for labels in corner plot by anchal-009 in https://github.com/undark-lab/swyft/pull/136

New Contributors
* anchal-009 made their first contribution in https://github.com/undark-lab/swyft/pull/136
* Co-authored-by: NoemiAM <noemi.anaumontelgmail.com>

**Full Changelog**: https://github.com/undark-lab/swyft/compare/v0.4.4...v0.4.5

**Full Changelog**: https://github.com/undark-lab/swyft/compare/v0.4.3...v0.4.4

What's Changed

* Added and updated tutorials cweniger in https://github.com/undark-lab/swyft/pull/122
* Improving documentation cweniger in https://github.com/undark-lab/swyft/pull/123
* Solving problems with pytorch lightning 2.0.x cweniger in https://github.com/undark-lab/swyft/pull/124


**Full Changelog**: https://github.com/undark-lab/swyft/compare/v0.4.2...v0.4.3

What's Changed
* Fix plot_zz and plot_pp to deal with N-dim posteriors by cweniger in https://github.com/undark-lab/swyft/pull/109
* Update README.rst by bkmi in https://github.com/undark-lab/swyft/pull/114
* Merge current dev branch by cweniger in https://github.com/undark-lab/swyft/pull/115
* Update setup.cfg by cweniger in https://github.com/undark-lab/swyft/pull/118
* Bug fix for ZarrStore dataloaders split by NoemiAM in https://github.com/undark-lab/swyft/pull/120
* Update README.rst by cweniger in https://github.com/undark-lab/swyft/pull/121

New Contributors
* NoemiAM made their first contribution in https://github.com/undark-lab/swyft/pull/120

**Full Changelog**: https://github.com/undark-lab/swyft/compare/v0.4.1...v0.4.2

Overview

Fixes:
- Math in docstrings
- Functionality of LogRatioEstimator_1dim_Gaussian, added minstd argument for stability
- Fix tqdm progress bars in notebooks

Enhancements:
- Automatic plot axes assignment
- LogRatioEstimators can take different summaries for different ratios
- Coverage estimation uses noisy logratios in order to make coverage plots useful for classification problems

What's Changed
* Fix plot_zz and plot_pp to deal with N-dim posteriors by cweniger in https://github.com/undark-lab/swyft/pull/109
* Update README.rst by bkmi in https://github.com/undark-lab/swyft/pull/114
* Merge current dev branch by cweniger in https://github.com/undark-lab/swyft/pull/115


**Full Changelog**: https://github.com/undark-lab/swyft/compare/v0.4.1.post1...v0.4.2-pre1

Fix image link in readme.rst.