Consider the following optimization problem

$$\mathrm{P}: \quad \min f(x) \quad \text { subject to } \quad g(x)=b, x \in X .$$

(a) Write down the Lagrangian for this problem. State the Lagrange sufficiency theorem.

(b) Formulate the dual problem. State and prove the weak duality property.