Question regarding Quantization Aware Training(QAT)

Apologies, I am new to quantization.
The current QAT tutorial on the official website runs the training entirely on CPU.
I realized the QAT model can be trained on GPU before calling torch.ao.quantization.convert on the model.

Will training the QAT model in GPU mode affect anything?