Skip to main content
Pre-release

This release is a pre-release and may not be stable for production use.

MinervaChem LAMEL

LAMEL is an optional meta-learning add-on for MinervaChem.

Install published releases with:

pip install "minervachem[lamel]"

For development from the MinervaChem monorepo, use:

uv sync --extra lamel

Import its public API separately from the core package:

from lamel import MetaLearner

Citation

If you use LAMeL in your work, please cite our paper.

@article{pimonova2025metalearning,
  title={Meta-Learning Linear Models for Molecular Property Prediction},
  author={Pimonova, Yulia and Taylor, Michael G and Allen, Alice and Yang, Ping and Lubbers, Nicholas},
  journal={arXiv preprint arXiv:2509.13527},
  url={https://arxiv.org/abs/2509.13527},
  year={2025}
}

minervachem is released under the BSD-3 License. See LICENSE.txt for the full license.

The copyright to minervachem is owned by Triad National Security, LLC and is released for open source use as project number O04631.

© 2023. Triad National Security, LLC. All rights reserved. This program was produced under U.S. Government contract 89233218CNA000001 for Los Alamos National Laboratory (LANL), which is operated by Triad National Security, LLC for the U.S. Department of Energy/National Nuclear Security Administration. All rights in the program are. reserved by Triad National Security, LLC, and the U.S. Department of Energy/National Nuclear Security Administration. The Government is granted for itself and others acting on its behalf a nonexclusive, paid-up, irrevocable worldwide license in this material to reproduce, prepare. derivative works, distribute copies to the public, perform publicly and display publicly, and to permit. others to do so.

Release files for minervachem-lamel 0.0.1a2

For a detailed explanation of source distributions (sdists) and built distributions (wheels), please see the package formats documentation.

Source distribution (sdist)

Source distribution for minervachem-lamel 0.0.1a2
File Size Uploaded
minervachem_lamel-0.0.1a2.tar.gz 27.7 kB Details

Built distribution (wheel)

Table of built distributions (wheels) for minervachem-lamel 0.0.1a2
File Interpreter ABI Platform
minervachem_lamel-0.0.1a2-py3-none-any.whl Python 3 none any Details

Total release size: 51.1 kB

Release files / minervachem_lamel-0.0.1a2.tar.gz

Download URL minervachem_lamel-0.0.1a2.tar.gz
Size 27.7 kB
Tags Source
SHA-256 checksum
How to use checksums
80b51e9681042c3c654e5526586ffebc9e42e43e4ff39450fce47856065018c5
BLAKE2b-256 checksum
How to use checksums
148accff909912df7f965531f0bddb0a481d8bcc125b4524c09f580b78e76c5e
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 21, 2026.

Transparency log

Release files / minervachem_lamel-0.0.1a2-py3-none-any.whl

Download URL minervachem_lamel-0.0.1a2-py3-none-any.whl
Size 23.4 kB
Tags Python 3
SHA-256 checksum
How to use checksums
4d5ca541e0135bebbed66729b582eb7b77638e98843a41bf2152cdbd164a1a6a
BLAKE2b-256 checksum
How to use checksums
15308f44348caa5813aa84835c6c8a3059f8f4fa7213a3f7219a7a74654d1a15
Upload date
Uploaded using Trusted Publishing?
What is trusted publishing?
Yes
Uploaded via twine/7.0.0 CPython/3.13.14

Provenance

Provenance describes where a file came from. On PyPI, provenance is shared via attestations, which provide a verifiable record of the build or publishing details. View details, limitations and caveats.

PyPI Publish Attestation

PyPI verified that this artifact, at this checksum, originated from the publisher listed below.

Signed by GitHub Actions, verified by PyPI on Sep 21, 2026.

Transparency log
Anthropic, PBC Visionary sponsor Bloomberg Visionary sponsor Hudson River Trading Visionary sponsor Meta Visionary sponsor NVIDIA Visionary sponsor Microsoft Sustainability sponsor Depot Continuous Integration AWS Cloud computing and Security Sponsor Datadog Monitoring Fastly CDN Google Download Analytics Sentry Error logging StatusPage Status page