What month to see cherry blossoms in spring in Taiwan?

I would love to see the cherry blossoms in full bloom during the spring flower festival in Taiwan. What month would that be? My friends and I would not want to miss this breathtaking experience . I hope it will not rain at this time of the year. Is it all right to visit Alishan in Spring, too?