AugLy-jp
Data Augmentation for Japanese Text on AugLy
Augmenter
base_text = "ใใใใ็พๅฎใใในใฆ่ชๅใฎใปใใธใญใๆฒใใใฎใ "
| Augmenter | Augmented | Description |
|---|---|---|
| SynonymAugmenter | ใใใใ็พๅฎใใในใฆ่ช่บซใฎใปใใธใญใๆฒใใใฎใ | Substitute similar word according to Sudachi synonym |
| WordEmbsAugmenter | ใใใใ็พๅฎใใในใฆ้ขๅฟใฎใปใใธใญใๆฒใใใฎใ | Leverage word2vec, GloVe or fasttext embeddings to apply augmentation |
| FillMaskAugmenter | ใคใพใ็พๅฎใใๆชๆฅใชๆชๆฅใพใงๅคใใใใใ | Using masked language model to generate text |
| BackTranslationAugmenter | ใใใฆใใปใใฎไบบใใกใใใใใใฎ้ใซๅฎ็ฝฎใใฆใใใใ | Leverage two translation models for augmentation |
Prerequisites
| Software | Install Command |
|---|---|
| Python 3.8.11 | pyenv install 3.8.11 |
| Poetry 1.1.* | curl -sSL https://raw.githubusercontent.com/python-poetry/poetry/master/get-poetry.py | python |
Get Started
Installation
pip install augly-jpOr clone this repository:
git clone https://github.com/chck/AugLy-jp.git
poetry installTest with reformat
poetry run task testReformat
poetry run task fmtLint
poetry run task lintInspired
- https://github.com/facebookresearch/AugLy
- https://github.com/makcedward/nlpaug
- https://github.com/QData/TextAttack
License
This software includes the work that is distributed in the Apache License 2.0 [1].
