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question about edgeai-torchvision QAT

hello, I have some question when I try QAT in edgeai-torchvision.

after I run a pretrained model with phase=training and quantize=True, get a model like below

and the following code is 

1. why we need to excute extra QAT? I want to know the effect.

2.why the code set the quantize to False, if this, the model will be original, and the onnx saved Indeed.