API reference

The API reference documents the public gpmp-contrib modules. The API uses the numerical backend selected by gpmp. ModelContainer methods convert inputs and return NumPy arrays by default. Use gpmp.num when writing backend-independent code that keeps arrays inside gpmp.core or gpmp.kernel calls.

• gpmpcontrib package
• Numerical backend objects
  • Default rule
  • Common method conventions
  • Practical checks
• Computer experiments
  • ComputerExperiment
  • StochasticComputerExperiment
• Model containers
  • Per-output access
  • Core object
  • Backend conventions
  • Supporting objects
• Provided Matérn container classes
  • Constructor contracts
  • Prior access
  • Maximum likelihood models
  • Classes with restricted likelihood selection
  • Classes with REMAP selection
  • Noisy classes with restricted likelihood selection
• Sequential procedures
  • SequentialPrediction
  • Sequential strategies
• Sampling criteria and optimization procedures
  • Array conventions
  • Sampling criteria
  • Expected improvement
  • Excursion sets
  • Set inversion
  • Pareto utilities
• Relaxed Gaussian processes
  • Function contracts
• Plotting functions
  • plot_1d()
  • plotmatrix()
  • show_loo_errors()
  • show_truth_vs_prediction()
• Test problems
  • Problem object contract