augly-jp 2021.9.30

Data Augmentation for Japanese Text

AugLy-jp

Data Augmentation for Japanese Text on AugLy

Augmenter

base_text = "あらゆる現実をすべて自分のほうへねじ曲げたのだ"

Augmenter	Augmented	Description
SynonymAugmenter	あらゆる現実をすべて自身のほうへねじ曲げたのだ	Substitute similar word according to Sudachi synonym
WordEmbsAugmenter	あらゆる現実をすべて関心のほうへねじ曲げたのだ	Leverage word2vec, GloVe or fasttext embeddings to apply augmentation
FillMaskAugmenter	つまり現実を、未来な未来まで変えたいんだ	Using masked language model to generate text
BackTranslationAugmenter	そして、ほかの人たちをそれぞれの道に安置しておられた	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-jp

Or clone this repository:

git clone https://github.com/chck/AugLy-jp.git
poetry install

Test with reformat

poetry run task test

Reformat

poetry run task fmt

Lint

poetry run task lint

Inspired

• 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].