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Tags: T-Flet/GPy-ABCD

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v1.2.3

Minor version bump (to 1.2.3; release 1.2.2 has been removed).

- Added a max_retries argument to explore_model_space to persist on optimiser numerical errors
- Minor refactoring and changes around the generation of the sum-of-products form of kernels (some clarifying assertions and caching of generated forms since multiple methods triggered them)
- Minor documentation changes

v1.2.2

Minor version bump (to 1.2.2) for small changes around the generation…

… of the sum-of-products form of kernels (some clarifying assertions and caching of generated forms since multiple methods triggered them) and in documentation.

v1.2.1

Version bump to 1.2.1

Added LIN + C -> LIN kernel simplification provided the offset-including LIN version is used, which is the case by default (i.e. the __USE_LIN_KERNEL_HORIZONTAL_OFFSET flag in config.py is True).
Added a plotly argument to model_printout in modelUtil.py and used it in the readme example.

v1.2

Version bump to 1.2.

JIT-compiled some components of linear, periodic and sigmoidal kernels with numba where faster than numpy (between 1.45x and 4.6x); left some benchmarking code.
Removed the now-obsolete overflow-preventing versions of methods in periodicKernel.py.
Improved numerical stability due to the above and the updated package requirements.
Changed paper link to accepted-papers page

v1.1

Added plot and change_plotting_library methods directly to the Model …

…class (wrapping lower-level model ones); changing to plotly works but throws many warnings.

Added Laplace Approximation of Leave-One-Out Cross-Validation error (LA_LOO) utility function for possible future work in balancing it with complexity scores.

v1.0.3

Version bump to v1.0.3 including the last few commits in preparation …

…for release.

Mostly documentation in this commit (README and function descriptions); some function and parameter renaming in modelSearch.py

v0.1.5.1

Tightened recent numerical stabilisations to sigmoidal and periodic k…

…ernels; added PePy project stats badge to README; minor version bump to release the stabilisations.

v0.1.5

Version bump to 0.1.5 and greatly expanded the README to begin docume…

…nting crucial components for future functionality expansion

v0.1.4

Version bump to 0.1.4;

Made the __INCLUDE_SE_KERNEL act less harshly (i.e. do not remove SE at the root, but just in the production rules) so that tests would pass untouched;
Noticed and fixed WN not acting idempotently

v0.1.3

Standardised imports (and exports by __init__)