Problem to run "L2: Deploying Segmentation Models On-Device" locally

I have trouble to run “L2: Deploying Segmentation Models On-Device” locally.

Is there an easy way to get the model and weight on my local device?
Can someone provide the steps to do so?

Loading pretrained model state dict from /home/jovyan/.qaihm/models/ffnet/v1/ffnet40S/ffnet40S_dBBB_cityscapes_state_dict_quarts.pth