Abstract: Explores the training problems of support vector machine with large training pattern set,and a new parallel algorithm based on orthogonal array is presented.This method breaks a large training problem into some small independent problems.Then the large problems can be solved via solving those small problems individually.Thus we will be able to use this algorithm and the computer with many CPU to calculate large problems.