It's a lightning-fast version of text submodule in nlpaug library written in Rust.
This library helps you with augmenting nlp for your machine learning projects.
- Generate synthetic data for improving model performance
- Simple, easy-to-use and lightweight library.
- Easy-to-switch, same API, classes & parameteres
- Up to 80 times faster than original pure python version
| Target | Augmenter | Action | Description |
|---|---|---|---|
| Character | KeyboardAug | substitute | Simulate keyboard distance error |
| Character | OcrAug | substitute | Simulate OCR engine error |
| Character | RandomCharAug | insert, substitute, swap, delete | Apply augmentation randomly |
| Word | RandomWordAug | swap, substitute, delete | Apply augmentation randomly |
The library supports python 3.8+ in linux, macos and windows platform.
To install the library:
pip install fasttextaug
This library, based on the idea originated from the freely distributed nlpaug. Please also explore the original library, and support their work.
Also like to extend thanks to the Maturin project, which enables easy development of Python packages using Rust.
This software is available under the following licenses:
- MIT