It's been a few years, I'd guess maybe 1/4 mile. But you can stop and head down playing in river and pools anytime you want if it's too much.
I assume one of the pools in the river is the actual "blue hole", but really what it amounts to is you climb up along the river, then head back down jumping in pools, sliding down, etc.