CHANGELOG.md

CHANGELOG

[Unreleased]

Requirements

• numpy now at 1.23.3
• ....

Added

Features

• PyLinkForwardModel has new link_type 'umbridge' for UM-Bridge type models
• class InputSpace as parent class to ExpDesigns
• MetaModel has option to train with OLS+constraints

Examples

• Example umbridge_tsunamitutorial to show two options of using UM-Bridge type models
• Example convergence_tests for the constraints

Changed

General

• Independent functions moved out of classes
• Constructors of PostProcessing, BayesInference, BayesModelComp are to be given the engine instead of the metamodel
• Constructor of Exploration to be given ExpDesigns instead of MetaModel

Engine

• MetaModelEngine renamed to Engine
• Split run() into train_normal() and train_sequential()
• opt_SeqDesign() renamed to choose_next_sample()

MetaModel

• MetaModel fully independent of model
• MetaModel uses InputSpace instead of ExpDesigns
• create_metamodel() split into build_metamodel() and fit()
• fit() renamed to regression()
• eval_metamodel() only runs on given samples, full functionality retained in Engine.eval_metamodel()
• Polynomial related functions moved from MetaModelEngine to MetaModel

PyLinkForwardModel

• Read-in of MC-references now performed by PyLinkForwardModel.read_observation()

ExpDesigns

• Parameters related to sequential training were moved from MetaModel to ExpDesigns (Seq*, valid_model_runs)

Removed

• Class SequentialDesign
• ExpDesigns.method
• MetaModel.create_basis_indices()