Warner Bros has released a score book for many of Dream Theater's song. It includes Guitar, Keys, Bass, and Drum parts for many songs including Dance of Eternity, Erotomania, Home, Just Let Me Breath, Learning to Live, Peruvian Skies, Under a Glass Moon, Voices. You can pick it up by clicking below.

Amazon.com: Books: Dream Theater Full Score Anthology