Barbarjonks

For X-Force leadership if I use the reroll on an attack and the target is within 3 the defender does not gain cover benefits for shuriken Akashi if the defender has cover, the dice pool is reduced by 5, What is the interaction here, do I determine the cover prior, reduce the pool and if the reroll is used lose out on those dice even though the defender did not have cover?