Generating nonlinearly decreasing random values in R

Can anyone propose fast and efficient random number generator that would produce a nonlinearly decreasing values in a given range, in R? Values should first decrease fast and then gradually slower. Shape-wise this could look like:

plot(sort(rexp(100, 0.1), decreasing=TRUE))

Many thanks!