Installation
uv pip install hard-negatives
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/}}
}
Download files
Download the file for your platform. If you're not sure which to choose, learn more about installing packages.
Source Distribution
hard_negatives-0.1.8.tar.gz
(7.6 kB
view details)
Built Distribution
Filter files by name, interpreter, ABI, and platform.
If you're not sure about the file name format, learn more about wheel file names.
Copy a direct link to the current filters
File details
Details for the file hard_negatives-0.1.8.tar.gz.
File metadata
- Download URL: hard_negatives-0.1.8.tar.gz
- Upload date:
- Size: 7.6 kB
- Tags: Source
- Uploaded using Trusted Publishing? No
- Uploaded via:
uv/0.11.31 {"installer":{"name":"uv","version":"0.11.31","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"22.04","id":"jammy","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
7d54246c34d9e975d57d6d8183cd0152faa462aea34536494f7794adf34eec38
|
|
| MD5 |
15d8d710ee1aa51c90ac9eca51a1d90e
|
|
| BLAKE2b-256 |
59ee3247f366666e3ae6e5ac8776e9af898cca4589cc11fbbf56176491d3ff6e
|
File details
Details for the file hard_negatives-0.1.8-py3-none-any.whl.
File metadata
- Download URL: hard_negatives-0.1.8-py3-none-any.whl
- Upload date:
- Size: 8.9 kB
- Tags: Python 3
- Uploaded using Trusted Publishing? No
- Uploaded via:
uv/0.11.31 {"installer":{"name":"uv","version":"0.11.31","subcommand":["publish"]},"python":null,"implementation":{"name":null,"version":null},"distro":{"name":"Ubuntu","version":"22.04","id":"jammy","libc":null},"system":{"name":null,"release":null},"cpu":null,"openssl_version":null,"setuptools_version":null,"rustc_version":null,"ci":null}
File hashes
| Algorithm | Hash digest | |
|---|---|---|
| SHA256 |
056f89c86b4723deb914e9b224317b4f129500904bc515acc0c2e60d00cd86af
|
|
| MD5 |
b349a9174d1c62f8e3e43a74c6cdbf99
|
|
| BLAKE2b-256 |
f0232a85dcf2d9ca85a113f3e0ee7537b10de2ae72d459afd573319acd3df47e
|