autoplex.fitting.common.regularization

autoplex.fitting.common.regularization#

Functions for automatic regularization and weighting of training data.

Functions

calculate_hull_3D

Calculate the convex hull in 3D.

calculate_hull_ND

Calculate the convex hull in ND (N>=3).

get_convex_hull

Calculate the simple linear (E,V) convex hull.

get_e_distance_to_hull

Calculate the distance of a structure to the linear convex hull in energy.

get_e_distance_to_hull_3D

Calculate the energy distance to the convex hull in 3D.

get_intersect

Return the point of intersection of the lines passing through a2,a1 and b2,b1.

get_mole_frac

Calculate the mole-fraction of a structure.

label_stoichiometry_volume

Calculate the stoichiometry, energy, and volume coordinates for forming the convex hull.

piecewise_linear

Piecewise linear.

point_in_triangle_2D

Check if a point is inside a triangle in 2D.

point_in_triangle_ND

Check if a point is inside a region of hyperplanes in N dimensions.

set_custom_sigma

Handle automatic regularisation based on distance to convex hull, amongst other things.

Classes

TYPE_CHECKING

bool(x) -> bool