Giang_Dang:

I expect if I create a similar architecture, and import the int represented weight in, I can generate same result per layer as quantized model


Unless the two architectures are the same, you can not expect to get the same same result as your network output. You are guaranteed to get the same result for the very same layers, with  the same input, but anything other than that will cause the result to change.