for tok in self.tokenizer.all_special_tokens
}
self.special_ids: set[int] = set(self.tokenizer.all_special_ids)
+ self.reverse_vocab = {id: encoded_tok for encoded_tok, id in self.tokenizer.get_vocab().items()}
self.vocab_size_base: int = self.tokenizer.vocab_size
self.vocab_size: int = self.vocab_size_base + len(self.added_tokens_dict)
self.fname_tokenizer: Path = fname_tokenizer
self.spm = None
def hf_tokens(self) -> Iterable[tuple[bytes, float, gguf.TokenType]]:
- tokenizer = self.tokenizer
- reverse_vocab = {id: encoded_tok for encoded_tok, id in tokenizer.get_vocab().items()}
added_tokens_ids = set(self.added_tokens_dict.values())
for i in range(self.vocab_size_base):
if i in added_tokens_ids:
continue
- text = reverse_vocab[i].encode("utf-8")
+ text = self.reverse_vocab[i].encode("utf-8")
yield text, self.get_token_score(i), self.get_token_type(i)
def get_token_type(self, token_id: int) -> gguf.TokenType:
if self.spm.is_byte(token_id):
toktype = gguf.TokenType.BYTE
else:
+ token = self.reverse_vocab[token_id]
if token_id == self.unk_token_id:
toktype = gguf.TokenType.UNKNOWN
- if token_id in self.special_ids:
+ elif token_id in self.special_ids:
toktype = gguf.TokenType.CONTROL
+ elif len(token) == 6 and token.startswith("<0x") and token.endswith(">"):
+ toktype = gguf.TokenType.BYTE
return toktype