FoKL 3.5.2

Bug Fixes on to push to PyPI Script

FoKL 3.5.1

• Bug Fixes on JAX Evaluation method

FoKL v3.5.0

• Added JAX evaluation for decreased model evaluation time
  • This speed increase is more prominent for models with higher complexity (more beta terms) or large number of instances being evaluated
• JAX added as an optional dependency, to pip install JAX version use pip install FoKL["JAX"]

FoKL 3.4.4

• .toml fixes

FoKL 3.4.3

• Added pyomo as optional dependency: pip install FoKL[pyomo]
• Updated documentation

FoKL 3.4.2

• draws of coefficients no longer re-selected with subsequent evaluate calls
• draw selection more efficient, should have significant speed upgrade on high draw spaces or single instance evaluate calls (i.e integration)
• fixed normalization bug where inputs in evaluate were normalized based on themselves and not the trained minmax

FoKL 3.4.1

Embedded GP Update

This update is for the Embedded GP approach. This includes updates to the following

• Added beta priors with high variance
• Removed autograd from dependencies
• Added pandas as a dependency
• Updated documentation of the Embedded GP tool
• Updated LICENSE to include all contributors

FoKL 3.4.0

• Model update methodology integrated into FoKL, see documentation for more details
• Experimental Embedded GP
• minax specification
• normalized RMSE now available in coverage

FoKL 3.3.0

Highlights

• clean() split into _normalize() and _format() to provide more user-friendly normalization methods (e.g., new keywords minmax and pillow, ability to pass non-formatted non-normalized inputs to evaluate())
• automatic tests of package now included in repo
• isotherm benchmark comparison added as example
• FoKL-to-Pyomo method received significant improvements (e.g., user-definable variable names, normalization within Pyomo s.t. variable name refers to true scale value)
• multiple GP models in Pyomo added as example
• updated documentation to reflect current changes

What's Changed

• v3.3.0 by @jakekrell in #23

Full Changelog: v3.2.4...v3.3.0

FoKL 3.2.4

• patch in 'to_pyomo'