import json from pathlib import Path from typing import List, Optional from transformers import PreTrainedTokenizer class KsByteTokenizer(PreTrainedTokenizer): """UTF-8 byte tokenizer for ks_byte_lm. IDs 0..255 are raw UTF-8 byte values; 256/257/258 are BOS/EOS/PAD. """ model_input_names = ["input_ids", "attention_mask"] def __init__( self, vocab_file: Optional[str] = None, zwnj_policy="keep", digit_policy="keep_native", remove_diacritics=False, **kwargs, ): self.byte_vocab = 256 self.vocab = {f"byte_{i}": i for i in range(256)} self.vocab.update({"": 256, "": 257, "": 258}) self.ids_to_tokens = {v: k for k, v in self.vocab.items()} self.zwnj_policy = zwnj_policy self.digit_policy = digit_policy self.remove_diacritics = remove_diacritics kwargs.pop("bos_token", None) kwargs.pop("eos_token", None) kwargs.pop("pad_token", None) kwargs.pop("unk_token", None) kwargs.pop("model_max_length", None) super().__init__( bos_token="", eos_token="", pad_token="", unk_token="", model_max_length=2048, **kwargs, ) @property def vocab_size(self): return 259 def get_vocab(self): return dict(self.vocab) def _tokenize(self, text: str) -> List[str]: return [f"byte_{b}" for b in text.encode("utf-8")] def _convert_token_to_id(self, token): return self.vocab.get(token, 258) def _convert_id_to_token(self, index): return self.ids_to_tokens.get(int(index), "") def build_inputs_with_special_tokens(self, token_ids_0, token_ids_1=None): if token_ids_1 is not None: token_ids_0 = token_ids_0 + token_ids_1 return [256] + list(token_ids_0) def save_vocabulary(self, save_directory, filename_prefix=None): path = Path(save_directory) / ((filename_prefix + "-" if filename_prefix else "") + "vocab.json") path.write_text(json.dumps(self.vocab, ensure_ascii=False, indent=2), encoding="utf-8") return (str(path),) def decode(self, token_ids, skip_special_tokens=False, clean_up_tokenization_spaces=None, **kwargs): if hasattr(token_ids, "tolist"): token_ids = token_ids.tolist() if token_ids and isinstance(token_ids[0], list): token_ids = token_ids[0] bs = [] for i in token_ids: i = int(i) if 0 <= i < 256: bs.append(i) elif not skip_special_tokens and i in (256, 257, 258): continue return bytes(bs).decode("utf-8", errors="replace")