Why GPU not be use in Evaluation of Trainer

I am training a Video Classification Model (from transformers import VideoMAEImageProcessor, VideoMAEForVideoClassification). It is working correctly in training phrase, but in validation phrase, it only use cpu for validation, no gpu is used. Below is the link to notebook. Thanks for helping!
notebook