Hi @Joe_Heyward,
Currently, replacing these non-parametric operations with FloatFunctional is the only way. More details are here: https://pytorch.org/tutorials/advanced/static_quantization_tutorial.html#model-architecture 25
The reason behind the need for replacement is that to quantize these operations we need to observe input/output values.