okay, on my local machine with 2080 Ti, the cuda version is 10.0 and cudnn is 7603. On the server with P100, the cuda version 10.1, and cudnn is 7603.
They are not exactly the same. But the server actually use a lastest cuda version so it is supposed to be faster? It is just weird.