Park on the street and go to the back of the church parking lot. There is a pedestrian gate and several hiking paths. The furthest path leads to the deepest part of the river, which is the best place for swimming.
There is also an amazing expanse of flat rocks downstream, with streams running through them, that are perfect for sunbathing.
Take care when visiting this beautiful spot, as the rocks there can be slippery.