| |
| |
| |
| |
| """ |
| Where's the Point? Self-Supervised Multilingual Punctuation-Agnostic Sentence Segmentation |
| |
| GitHub: https://github.com/bminixhofer/wtpsplit |
| """ |
| from typing import List |
|
|
| from wtpsplit import WtP |
|
|
| _MODEL = None |
| _MODEL_NAME = None |
|
|
|
|
| def _tokenize( |
| text: str, |
| lang_code: str = "th", |
| model: str = "wtp-bert-mini", |
| tokenize: str = "sentence", |
| paragraph_threshold: float = 0.5, |
| style: str = "newline", |
| ) -> List[str]: |
| global _MODEL_NAME, _MODEL |
|
|
| if _MODEL_NAME != model: |
| _MODEL = WtP(model_name_or_model=model) |
| _MODEL_NAME = model |
|
|
| if tokenize == "sentence": |
| return _MODEL.split(text, lang_code=lang_code) |
| else: |
| if style == "newline": |
| return _MODEL.split( |
| text, |
| lang_code=lang_code, |
| do_paragraph_segmentation=True, |
| paragraph_threshold=paragraph_threshold, |
| ) |
| elif style == "opus100": |
| return _MODEL.split( |
| text, |
| lang_code=lang_code, |
| do_paragraph_segmentation=True, |
| threshold=paragraph_threshold, |
| style=style, |
| ) |
| else: |
| raise ValueError( |
| f"""Segmentation style \"{style}\" not found. |
| It might be a typo; if not, please consult our document.""" |
| ) |
|
|
|
|
| def tokenize( |
| text: str, |
| size: str = "mini", |
| tokenize: str = "sentence", |
| paragraph_threshold: float = 0.5, |
| style: str = "newline", |
| ) -> List[str]: |
| _model_load = "" |
| if size == "tiny": |
| _model_load = "wtp-bert-tiny" |
| elif size == "base": |
| _model_load = "wtp-canine-s-1l" |
| elif size == "large": |
| _model_load = "wtp-canine-s-12l" |
| else: |
| _model_load = "wtp-bert-mini" |
|
|
| return _tokenize( |
| text, |
| model=_model_load, |
| tokenize=tokenize, |
| paragraph_threshold=paragraph_threshold, |
| style=style, |
| ) |
|
|