Installation
uv pip install hard-negatives \
--no-build-isolation-package flash-attn
Usage
Mines hard negatives from existing query document pair datasets.
accelerate launch --multi_gpu main.py --input_path /home/henry/hard_negatives/parquets/*.parquet
Contributing
uvx ruff format
uvx ruff check --select I --fix .
@software{shippole2026hardnegatives,
title = {Hard Negatives: A Python Library for Mining Hard Negative Examples},
author = {Shippole, Enrico and Chaffin, Antoine and Aarsen, Tom},
year = {2026},
url = {https://github.com/teraflop-ai/hard-negatives},
version = {1.0.0},
note = {Python package available on PyPI at \url{https://pypi.org/project/hard-negatives/}}
}
1 maintainer
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