Release notes

• Fix QPO normalisation
• Harmonise the normalisation of the PSD models and autocovariance functions

• Remove dependency on VectorizedStatistics
• Allow for celerite solver to be chosen (standard or matrix)

Full Changelog: v1.0.0...v1.1.0

This is the first major release of Pioran.jl, it is fully working for bending power-law power spectra and custom mean functions. Future versions will need to improve on adding the features to the model and a good sampler for the CARMA process.

Breaking changes

• New default normalisation for the approximated power spectrum using the integrated power from f_min to f_max (instead of the integrated power from 0 to +infinity). This also changes how the function approx is called.
• The post-inference diagnostic functions have been changed as well and now depend on a GP_model function.
• The PSD models are now located in the package Tonari.jl and exported here as well.
• CARMA models changed are now valid and tested.

Additions

• Add some utils for the CARMA process, sampling from good distribution and posterior plots.
• Add narrow features for the modelling.
• Use of CustomMean for custom mean functions.
• Add tools for benchmarking with CI.

What's Changed

• Carma update by @mlefkir in #28
• CompatHelper: bump compat for Turing to 0.36, (keep existing compat) by @github-actions in #31
• CompatHelper: bump compat for CairoMakie to 0.13, (keep existing compat) by @github-actions in #30
• New variance by @mlefkir in #35
• Benchmarks by @mlefkir in #32
• [pre-commit.ci] pre-commit autoupdate by @pre-commit-ci in #36
• Large overhaul of the models by @mlefkir in #38
• Update QPOs branch by @mlefkir in #39
• Add QPOs and sine waves by @mlefkir in #40

New Contributors

• @pre-commit-ci made their first contribution in #36

Full Changelog: v0.1.7...v1.0.0

What's Changed

• CompatHelper: bump compat for CairoMakie to 0.12, (keep existing compat) by @github-actions in #25
• CompatHelper: bump compat for Turing to 0.34, (keep existing compat) by @github-actions in #26
• Fix prediction by @mlefkir in #27

Full Changelog: v0.1.6...v0.1.7

• Fix diagnostics and save diagnostics

• CARMA processes added as an experimental feature
• Fix a few bugs

extract_subset can now use a seed instead of an RNGkey

• Add new tests
• Add examples
• Correct a few typos

This is the first release of Pioran.jl with all the documentation available. Some typos might still be present. Future releases will correct this and add more tests (e.g. for the autocovariance, ScalableGP...).

Full Changelog: v0.1.0-alpha...v0.1.0

Very early release of the package. Most things can break...