The time scale you are talking about happens around femto- and picoseconds region, e.g., a laser pulse heating the metal surface, where electrons first interact with high frequency optical phonons and then gradually transfered energy to the low-frequency acoustic phonons. Such mechanism is usually described by two-temperature model.