error_parity.cvxpy_utils

A set of helper functions for using cvxpy.

Functions

compute_fair_optimum(*, fairness_constraint, ...)	Computes the solution to finding the optimal fair (equal odds) classifier.
compute_halfspace_inequality(p1, p2)	Computes the halfspace inequality defined by the vector p1->p2, such that
compute_line(p1, p2)	Computes the slope and intercept of the line that passes through the two given points.
make_cvxpy_halfspace_inequality(p1, p2, ...)	Creates a single cvxpy inequality constraint that enforces the given point, cvxpy_point, to lie on the left of the vector p1->p2.
make_cvxpy_point_in_polygon_constraints(...)	Creates the set of cvxpy constraints that force the given cvxpy variable point to lie within the polygon defined by the given vertices.