Solved by ptrblck in post #2 
              
              
                That’s one use case, but I wouldn’t say that it’s the only correct one. As the name suggests this sampler is used for weighting the sampling strategy, not only balancing it. 

Yes, your description is correct. If you want to have balanced batches, you should not use replacement=False. 

Yes, that m…