Solved by tom in post #2 
              
              
                Superficially, like many things in PyTorch, this is in alignment with NumPy, or here scipy.stats. 
Going more in depth, this is to generalize shifting (loc) and coordinate-scaling (scale) distribution from a “standard” location and scale. For example, the lognormal distribution’s scale parameter is …