This paper adopts deep learning physics-informed neural networks to resolve a static assignment model. Workers and firms match in the labor market, and the firm size is endogenous. A perturbation analysis of the equilibrium is carried out, and it is found that the perturbed matching rule follows a Volterra integral equation