A Question About Batch-Sizes

Hi There, 

Thank you for this excellent code base. 

I wanted to ask about batch sizes. In the paper you report results on a batch of 100*4 = 400. 

I can't achieve that due to GPU Memory. I am using a batch size of 32 but cannot get my models to converge. Did you experiment with smaller batch sizes ? 