Going away for three years is going to make it very likely your relationship with him will fade out of significance. Especially as your life will have moved on and you won't come back home. This is bye-bye.

Before you go, you should think about telling him the true status of the situation - you have very strong feelings for him, and if you stayed, you'd want to be able to express them.