Sampling without replacement

[astrocyted]

In the original paper in "Algorithm 1", they mention that each batch is sampled "without replacement":

... RANDOMSAMPLE(S, N) denotes a set of N elements chosen uniformly at
random from set S, without replacement.

where as your sampler class clearly samples with replacement as you even pass the number of iterations as an argument to the class constructor. may i ask why?