A class of penalty functions where the trial solutions may be interior or exterior to the feasible region of a nonlinear program is developed. Conditions under which the trial solutions become feasible are presented and a convergence rate is established. Also, trial values for the Lagrange multipliers where convergent subsequences of the trial multipliers converge to optimal Lagrange multipliers can be constructed from the trial solutions to the nonlinear program.