 the
        `kwargs` at the end of the encoding process to be sure all the arguments have been used.

        Args:
            artist (`str`):
                The artist name to prepare. This will mostly lower the string
            genres (`str`):
                The genre name to prepare. This will mostly lower the string.
            lyrics (`str`):
                The lyrics to prepare.
            is_split_into_words (`bool`, *optional*, defaults to `False`):
                Whether or not the input is already pre-tokenized (e.g., split into words). If set to `True`, the
                tokenizer assumes the input is already split into words (for instance, by splitting it on whitespace)
                which it will tokenize. This is useful for NER or token classification.
            kwargs:
                Keyword arguments to use for the tokenization.
        r