Let A be a matrix in form ,where B is a symmetric positive definite n×n matrix, G is a n×m matrix of rank m.In this paper, we find two groups singular vectors of A, which are conjugate each othar. By means of these vectors we constructe the singular direction method for solv-ing the system Ax = b. And the convergence of this method is demonstrated.