seekFire commented on issue #19499:
URL: 
https://github.com/apache/incubator-mxnet/issues/19499#issuecomment-724494683


   @szha Thank you for your suggestion! When I turn down the batch size to 2 on 
one GPU it works ok, I'm just surprised that the batch size is so low when 
training with HRNet-W18 for segmentation... 
   BTW, when I trained the model with one GPU, the batch size can not even be 
set to 4, but when I trained with 4 GPUs, it will works fine with batch_size = 
4, I just wonder what's the difference between these two situations?


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