Load a tokenizer with [AutoTokenizer.from_pretrained]:

from transformers import AutoTokenizer
tokenizer = AutoTokenizer.from_pretrained("google-bert/bert-base-uncased")

Then tokenize your input as shown below:

sequence = "In a hole in the ground there lived a hobbit."