In the best case scenario in which all the momentum from the lower balls is transferred to the to ball, and in absence of atmospheric friction, you will have:
$Mv_M=mv_m$, where M and m are the masses of the bottom balls and top ball respectively, $v_M$ is the speed of the balls immediately before touching the floor and $v_m$ is the speed of the top ball after touching the floor.
If you want to get to the moon, you need to at least reach Earth's escape velocity, $v_e=10^4$m/s. Using $v_M=\sqrt{2gh_0}$, where $h_0$ is the initial height of the balls, you get:
1) For $h_0=10$m: $\space m/M=1000$
2) For $h_0=1000$m: $\space m/M=100$
Which means, briefly: To reach escape velocity, if you drop the astroblaster from a height of $10$m, you need the bottom balls to be at least 1000 times heavier than the top one. If you drop it from a height of $1000$m, you will need the bottom balls to be only 100 times heavier than the top one.