Unverified Commit 8fe83750 authored by Yeuoly's avatar Yeuoly Committed by GitHub

Fix/jina tokenizer cache (#2735)

parent 1809f059
from os.path import abspath, dirname, join from os.path import abspath, dirname, join
from threading import Lock
from transformers import AutoTokenizer from transformers import AutoTokenizer
class JinaTokenizer: class JinaTokenizer:
@staticmethod _tokenizer = None
def _get_num_tokens_by_jina_base(text: str) -> int: _lock = Lock()
@classmethod
def _get_tokenizer(cls):
if cls._tokenizer is None:
with cls._lock:
if cls._tokenizer is None:
base_path = abspath(__file__)
gpt2_tokenizer_path = join(dirname(base_path), 'tokenizer')
cls._tokenizer = AutoTokenizer.from_pretrained(gpt2_tokenizer_path)
return cls._tokenizer
@classmethod
def _get_num_tokens_by_jina_base(cls, text: str) -> int:
""" """
use jina tokenizer to get num tokens use jina tokenizer to get num tokens
""" """
base_path = abspath(__file__) tokenizer = cls._get_tokenizer()
gpt2_tokenizer_path = join(dirname(base_path), 'tokenizer')
tokenizer = AutoTokenizer.from_pretrained(gpt2_tokenizer_path)
tokens = tokenizer.encode(text) tokens = tokenizer.encode(text)
return len(tokens) return len(tokens)
@staticmethod @classmethod
def get_num_tokens(text: str) -> int: def get_num_tokens(cls, text: str) -> int:
return JinaTokenizer._get_num_tokens_by_jina_base(text) return cls._get_num_tokens_by_jina_base(text)
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