This can be done by directly feeding the sentence to the tokenizer, which leverages the Rust implementation of 🤗 Tokenizers for peak performance.
thon

inputs = tokenizer(sequence)

The tokenizer returns a dictionary with all the arguments necessary for its corresponding model to work properly.