Solved by supriyar in post #3 
              
              
                For the first question - are you using nightly build of pytorch? The op name was updated in https://github.com/pytorch/pytorch/pull/36494 to quantized.batch_norm2d to make it more consistent with the implementation. You might have to re-do the QAT convert with the same pytorch build to make sure you…