Solved by Vasiliy_Kuznetsov in post #4 
              
              
                You’d want to inspect the observer instances.  After this line of code, 
evaluate(model_quantized, criterion, loader_train, neval_batches=num_calibration_batches)

if you print your model, you should see observer modules attached, with statistics.  You can query these module instances.  For example…