In this paper, the sphere packing bound of Fano, Shannon, Gallager and Berlekamp and the zero-rate bound of Berlekamp are extended to general classical-quantum channels. The upper bound for the reliability function obtained from the sphere packing coincides at high rates, for the case of pure state channels, with a lower bound derived by Burnashev and Holevo [21]. Thus, for pure state channels,...