| # Licensed to the Apache Software Foundation (ASF) under one |
| # or more contributor license agreements. See the NOTICE file |
| # distributed with this work for additional information |
| # regarding copyright ownership. The ASF licenses this file |
| # to you under the Apache License, Version 2.0 (the |
| # "License"); you may not use this file except in compliance |
| # with the License. You may obtain a copy of the License at |
| # |
| # http://www.apache.org/licenses/LICENSE-2.0 |
| # |
| # Unless required by applicable law or agreed to in writing, |
| # software distributed under the License is distributed on an |
| # "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY |
| # KIND, either express or implied. See the License for the |
| # specific language governing permissions and limitations |
| # under the License. |
| |
| |
| from typing import Literal, Union, List |
| from langchain_text_splitters import RecursiveCharacterTextSplitter |
| |
| |
| class ChunkSplitter: |
| def __init__( |
| self, |
| split_type: Literal["paragraph", "sentence"] = "paragraph", |
| language: Literal["zh", "en"] = "zh" |
| ): |
| if language == "zh": |
| separators = ["\n\n", "\n", "。", ",", ""] |
| elif language == "en": |
| separators = ["\n\n", "\n", ".", ",", " ", ""] |
| else: |
| raise ValueError("Argument `language` must be zh or en!") |
| if split_type == "paragraph": |
| self.text_splitter = RecursiveCharacterTextSplitter( |
| chunk_size=500, |
| chunk_overlap=30, |
| separators=separators |
| ) |
| elif split_type == "sentence": |
| self.text_splitter = RecursiveCharacterTextSplitter( |
| chunk_size=50, |
| chunk_overlap=0, |
| separators=separators |
| ) |
| else: |
| raise ValueError("Arg `type` must be paragraph, sentence!") |
| |
| def split(self, documents: Union[str, List[str]]) -> List[str]: |
| chunks = [] |
| if isinstance(documents, str): |
| documents = [documents] |
| for document in documents: |
| chunks.extend(self.text_splitter.split_text(document)) |
| return chunks |