kltn20133118's picture
Upload 337 files
dbaa71b verified
import logging
from abc import abstractmethod
from typing import Any, List, Optional
import nltk
from nltk import word_tokenize
from pydantic import BaseModel
logger = logging.getLogger(__name__)
class BaseTextTokenizer(BaseModel):
@abstractmethod
def tokenize_text(self, text: str) -> List[str]:
pass
class NLTKTextTokenizer(BaseTextTokenizer):
tokenizer_name: Optional[str] = "punkt"
def __init__(self, **data: Any):
super().__init__(**data)
try:
nltk.data.find(f"tokenizers/{self.tokenizer_name}")
except LookupError:
nltk.download(f"{self.tokenizer_name}")
def tokenize_text(self, text: str) -> Any:
return word_tokenize(text)