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from __future__ import annotations | |
from typing import Any, List | |
from langchain_text_splitters.base import TextSplitter | |
class NLTKTextSplitter(TextSplitter): | |
"""Splitting text using NLTK package.""" | |
def __init__( | |
self, separator: str = "\n\n", language: str = "english", **kwargs: Any | |
) -> None: | |
"""Initialize the NLTK splitter.""" | |
super().__init__(**kwargs) | |
try: | |
from nltk.tokenize import sent_tokenize | |
self._tokenizer = sent_tokenize | |
except ImportError: | |
raise ImportError( | |
"NLTK is not installed, please install it with `pip install nltk`." | |
) | |
self._separator = separator | |
self._language = language | |
def split_text(self, text: str) -> List[str]: | |
"""Split incoming text and return chunks.""" | |
# First we naively split the large input into a bunch of smaller ones. | |
splits = self._tokenizer(text, language=self._language) | |
return self._merge_splits(splits, self._separator) | |