With the general form of Metropolis sampling method, the heat bath method isgeneralized and its transition probability matrix of the Markov chain is given. Theconvergence of this method is proved. It is pointed out that heat bath method is onlya special case of this method. Preliminary calculations show that the convergence rateis better than that of other methods. The generalization is also discussed for the con-tinuous case.