It adjusts the scale of the output residuals from ControlNet by a fixed ratio depending on the block depth. The shallowest DownBlock corresponds to 0.1. As the blocks get deeper, the scale increases exponentially, and the scale for the output of the MidBlock becomes 1.0. 