This module contains builtin function models that use the framework of the core module.
builtins includes a number of classes that are subclasses of classes from the core module. The relationship between these classes is shown in the diagram below.
ConstantModel | The simplest model imaginable - just a constant value. |
LinearModel | linear model. |
QuadraticModel | 2-degree polynomial |
PolynomialModel | Arbitrary-degree polynomial |
FourierModel | A Fourier model composed of sines and cosines: |
GaussianModel | Normalized 1D gaussian function: |
DoubleGaussianModel | Sum of two normalized 1D gaussian functions. Note that fitting often can be |
DoubleOpposedGaussianModel | This model is a DoubleGaussianModel that forces one of the gaussians to |
LognormalModel | A normalized Lognormal model |
LorentzianModel | A standard Lorentzian function (also known as the Cauchy distribution): |
VoigtModel | A Voigt model constructed as the convolution of a GaussianModel and |
ExponentialModel | exponential function Ae^(kx) |
PowerLawModel | A single power law model |
SinModel | A trigonometric model |
TwoPowerModel | A model that smoothly transitions between two power laws. |
TwoSlopeModel | This model smoothly transitions from linear with one slope to linear with a different slope. |
TwoSlopeDiscontinuousModel | This model discontinuously transitions between two slopes and is linear everywhere else. |
TwoSlopeATanModel | This model transitions between two asymptotic slopes with an additional parameter that allows for a variable transition region size. |
LinearInterpolatedModel(**kwargs) | A model that is the linear interpolation of the data, or if out of bounds, fixed to the edge value. |
NearestInterpolatedModel(**kwargs) | A model that is the interpolation of the data by taking the value of the |
SmoothSplineModel(**kwargs) | This model uses a B-spline as a model for the function. Note that by default |
InterpolatedSplineModel() | This uses a B-spline as a model for the function. Note that by default the |
UniformKnotSplineModel() | A spline model with a uniform seperation between the internal knots, with |
UniformCDFKnotSplineModel() | A spline model with a seperation between the internal knots set uniformly on |
SpecifiedKnotSplineModel() | |
AlphaBetaGammaModel | This model is a generic power-law-like model of the form .. |
MaxwellBoltzmannModel | A Maxwell-Boltzmann distribution for 1D velocity: |
MaxwellBoltzmannSpeedModel | A Maxwell-Boltzmann distribution for 3D average speed: |
Gaussian2DModel | Two dimensional Gaussian model (not normalized - peak value is 1). |
Linear2DModel | A simple model that is simply the linear combination of the two inputs. |
Plane([varorder, vn, wn, origin]) | Models a plane of the form .. |