I wouldn't take painkillers for several reasons:
1) Your body knows when you're overdoing it, listen to it. Injuries increase exponentially the more over-trained you are. If you've got sore joints next you'll probably get a pulled muscle or two.
2) Depending on what you take it thins the blood making your performance go down.