It will be nice to also share some of your  *'some_file.csv'* so that your 
issue can be reproduced.  The MXNet runs asynchronizely at the backend. And 
your loss is installed the ctx (in GPU for your case). You might need to do 
print(l.asnumpy()) to synchronize at the point you want to check the loss and 
bring the data back to CPU memory.





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