Tags: T-Flet/GPy-ABCD
Tags
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
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.
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
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.