I met the same issue using pytorch=2.4.1 and tensorboard=2.18. But it works well in a conda environment with pytorch=1.12.1 and tensorboard=2.10. I think there might be some bugs in the newer versions. The written log files don't have bugs. Just use the old version environment to start the tensorboard server and the values can be displayed normally.