Select hyper-parameter in test dataset?

[HantaoShu]

I'm confused on hyper-parameter selection. It seems author select hyper-parameter on test dataset and I also wonder which checkpoint should be chosen in the test phase

[BraveDistribution]

I am thinking about that too. The problem is that the val and test score is exactly the same....