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spe-encoder 0.0.4
Sentence embedding technique for textual adversarial attacks

## About
[Semantics Preserving Encoder](https://arxiv.org/abs/2211.04205) is a simple, fully supervised sentence embedding technique for textual adversarial attacks.

## Setup
You should be able to run this package with Python 3.6+. To use Semantics Preserving Encoder simply run pip with command:
``` sh
pip install spe-encoder
```

## Usage
This package is easy to use or integrate into any Python project as follows:
``` sh
from spe import spe

input_sentences = input_sentences = [
    "The quick brown fox jumps over the lazy dog.",
    "I am a sentence for which I would like to get its embedding"]

output_vectors = spe(input_sentences)
```
### Possible modifications
You can utilise the default classifiers specified in paper [Semantics Preserving Encoder](https://arxiv.org/abs/2211.04205) or extend/ replace with your own classifiers by placing them in the "classifiers" project folder. The script will auto detect these changes. *Note*: Currently, only fastText classifiers are supported.

You can also define your own vector dimension for the output vectors through an optional second parameter of 'spe' method. Otherwise, 10 is used as a default value.
``` sh
my_vector_dimensions = 5
output_vectors = spe(input_sentences, my_vector_dimensions)
```

## Citation

Please cite the [arXiv paper](https://arxiv.org/abs/2211.04205) if you use SemanticsPreservingEncoder in your work:

```bibtex
@article{herel2022preserving,
  title={Preserving Semantics in Textual Adversarial Attacks},
  author={Herel, David and Cisneros, Hugo and Mikolov, Tomas},
  journal={arXiv preprint arXiv:2211.04205},
  year={2022}
}

```

## License
SemanticsPreservingEncoder is MIT licensed. See the **[LICENSE](https://github.com/DavidHerel/semantics-preserving-encoder/blob/main/LICENSE)** file for details.