In this paper, the unified gas-kinetic wave-particle (UGKWP) method is further developed for diatomic gas with energy exchange between translational and rotational modes flow study in all regimes. The multiscale transport mechanism UGKWP coming from direct modelling a discretized space, where cell's Knudsen number, defined by ratio of particle mean free path over numerical cell size, determines...