The phonon dispersion and thermodynamic properties of Mg 3 Al 2 Si 3 O 12 , pyrope, and Ca 3 Al 2 Si 3 O 12 , grossular, have been computed by using an ab initio quantum mechanical approach, an all-electron variational Gaussian type basis set and the B3LYP hybrid functional, as implemented in the CRYSTAL program. Dispersion effects in the phonon bands have been simulated by using supercells of increasing size, containing 80, 160, 320, 640, 1280 and 2160 atoms, corresponding to 1, 2, 4, 8, 16 and 27 k points in the first Brillouin zone. Phonon band structures, density-of-states and corresponding inelastic neutron scattering spectra are reported. Full convergence of the various thermodynamic properties, in particular entropy (S) and specific heat at constant volume (C V ), with the number of k points is achieved with 27 k points. The very regular behavior of the S(T ) and C V (T ) curves as a function of the number of k points, determined by high numerical stability of the code, permits extrapolation to an infinite number of k points. The limiting value differs from the 27-k case by only 0.40% at 100 K for S (the difference decreasing to 0.11% at 1000 K) and by 0.29% (0.05% at 1000 K) for C V . The agreement with the experimental data is rather satisfactory. We also address the problem of the relative entropy of pyrope and grossular, a still debated question. Our lattice dynamical calculations correctly describe the larger entropy of pyrope than grossular by taking into account merely vibrational contributions and without invoking "static disorder" of the Mg ions in dodecahedral sites. However, as the computed entropy difference is found to be larger than the experimental one by a factor of 2-3, present calculations can not exclude possible thermally-