autoemulate.emulators.radial_basis_functions

Contents

autoemulate.emulators.radial_basis_functions#

class RadialBasisFunctions(x, y, standardize_x=False, standardize_y=False, smoothing=0.0, kernel='thin_plate_spline', epsilon=1.0, degree=1, device=None)[source]#

Bases: PyTorchBackend

Radial basis function Emulator.

Wraps the Radial Basis Function Interpolation in PyTorch.

supports_grad = False#

forward(x)[source]#: Forward pass for the radial basis function emulator.

static is_multioutput()[source]#: Radial basis functions support multi-output.

static get_tune_params()[source]#: Return a dictionary of hyperparameters to tune.