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19 changes: 16 additions & 3 deletions llama_cpp/llama_tokenizer.py
Original file line number Diff line number Diff line change
Expand Up @@ -81,9 +81,22 @@ def __init__(self, hf_tokenizer: Any):
def tokenize(
self, text: bytes, add_bos: bool = True, special: bool = True
) -> List[int]:
return self.hf_tokenizer.encode(
text.decode("utf-8", errors="ignore"), add_special_tokens=special
)
text = text.decode("utf-8", errors="ignore")
tokens = self.hf_tokenizer.encode(text, add_special_tokens=special)
bos_token_id = getattr(self.hf_tokenizer, "bos_token_id", None)
if bos_token_id is None:
return tokens

if add_bos:
if not tokens or tokens[0] != bos_token_id:
tokens.insert(0, bos_token_id)
elif special and tokens and tokens[0] == bos_token_id:
raw_tokens = self.hf_tokenizer.encode(text, add_special_tokens=False)
# Preserve a BOS token from the input; remove only a prefixed one.
if tokens[1 : len(raw_tokens) + 1] == raw_tokens:
tokens = tokens[1:]

return tokens

def detokenize(
self,
Expand Down
36 changes: 36 additions & 0 deletions tests/test_llama_tokenizer.py
Original file line number Diff line number Diff line change
@@ -0,0 +1,36 @@
from llama_cpp.llama_tokenizer import LlamaHFTokenizer


class SyntheticHFTokenizer:
bos_token_id = 1
eos_token_id = 2

def encode(self, text, add_special_tokens=True):
tokens = [self.bos_token_id, 3] if text.startswith("<bos>") else [3]
if add_special_tokens:
return [self.bos_token_id] + tokens + [self.eos_token_id]
return tokens


def test_hf_tokenizer_respects_add_bos_false():
tokenizer = LlamaHFTokenizer(SyntheticHFTokenizer())

assert tokenizer.tokenize(b"prompt", add_bos=False, special=True) == [3, 2]


def test_hf_tokenizer_adds_bos_when_special_tokens_are_disabled():
tokenizer = LlamaHFTokenizer(SyntheticHFTokenizer())

assert tokenizer.tokenize(b"prompt", add_bos=True, special=False) == [1, 3]


def test_hf_tokenizer_preserves_explicit_bos_when_add_bos_is_false():
tokenizer = LlamaHFTokenizer(SyntheticHFTokenizer())

assert tokenizer.tokenize(b"<bos>prompt", add_bos=False, special=True) == [1, 3, 2]


def test_hf_tokenizer_does_not_duplicate_bos_when_special_tokens_add_it():
tokenizer = LlamaHFTokenizer(SyntheticHFTokenizer())

assert tokenizer.tokenize(b"prompt", add_bos=True, special=True) == [1, 3, 2]