Solved by smivv in post #4 
              
              
                Finally I made it working. 
The real reason why it wasn’t working is because I had PyTorch 1.7 installed which is probably has not all quantized operations implemented or maybe has some bugs. 
Now I installed PyTorch from sources using master branch and I have it training  
Thanks!