We study the high-dimensional limit of free energy associated with inference problem finite-rank matrix tensor products. In general, we bound from above by unique solution to a certain Hamilton-Jacobi equation. Under additional assumptions on nonlinearity in equation which is determined explicitly model, identify solution. Two notions solutions, weak solutions and viscosity are considered, each...