Oh the documentation is outdated, you shouldn’t use your model from the checkpoint directory anymore, as long as the checkpoint is in the output_dir, the Trainer will use it if you do trainer.train(resume_from_checkpoint=True).
You can also pass the folder to your exact checkpoint instead of True.