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@metatensor

metatensor

Welcome to metatensor

metatensor logo

We develop software to enable modularity and collaboration in atomistic machine learning; through data, models and architecture exchange.

We have three main projects:

  • metatensor is a generic self-describing sparse data format, that can be used by multiple pieces of code to exchange data without knowing about each other;
  • metatomic is a interface to execute arbitrary atomistic machine learning models in arbitrary simulation engines;
  • metatrain is a command line tool to train state of the art atomistic machine learning models on custom datasets, and expand the capabilities of existing model architectures.

We also have a couple of projects built on top of the above three:

  • featomic is a tool to compute machine learning features for atomistic systems, which can then be used in larger models
  • lammps-metatomic is our fork of LAMMPS with added support for metatomic models

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  1. metatrain metatrain Public

    Train, fine-tune, and manipulate machine learning models for atomistic systems

    Python 79 42

  2. metatomic metatomic Public

    Atomistic machine learning models you can use everywhere for everything

    Python 48 13

  3. metatensor metatensor Public

    Self-describing sparse tensor data format for atomistic machine learning and beyond

    Python 108 28

  4. featomic featomic Public

    Computing representations for atomistic machine learning

    Rust 82 20

Repositories

Showing 10 of 35 repositories
  • metatomic Public

    Atomistic machine learning models you can use everywhere for everything

    metatensor/metatomic's past year of commit activity
    Python 48 BSD-3-Clause 13 23 8 Updated Sep 9, 2026
  • gromacs Public

    Metatomic staging branch for GROMACS

    metatensor/gromacs's past year of commit activity
    C++ 0 LGPL-2.1 1 0 2 Updated Sep 8, 2026
  • metatrain Public

    Train, fine-tune, and manipulate machine learning models for atomistic systems

    metatensor/metatrain's past year of commit activity
    Python 79 BSD-3-Clause 42 90 (4 issues need help) 17 Updated Sep 8, 2026
  • metatensor.github.io Public

    Documentation hosting for metatensor

    metatensor/metatensor.github.io's past year of commit activity
    HTML 0 0 0 0 Updated Sep 7, 2026
  • gpu-lite Public Forked from rubber-duck-debug/gpu-lite

    A lightweight CUDA header-only runtime wrapper with dynamic symbol resolution.

    metatensor/gpu-lite's past year of commit activity
    C++ 4 MIT 3 0 0 Updated Sep 7, 2026
  • metatensor Public

    Self-describing sparse tensor data format for atomistic machine learning and beyond

    metatensor/metatensor's past year of commit activity
    Python 108 BSD-3-Clause 28 52 3 Updated Sep 4, 2026
  • spack-packages Public Forked from spack/spack-packages

    Spack's community package recipes

    metatensor/spack-packages's past year of commit activity
    Python 0 Apache-2.0 748 0 0 Updated Sep 3, 2026
  • lammps-metatomic-feedstock Public

    conda-smithy feedstock for lammps-metatomic

    metatensor/lammps-metatomic-feedstock's past year of commit activity
    Shell 0 BSD-3-Clause 6 2 1 Updated Aug 12, 2026
  • py-plumed-metatomic-feedstock Public

    conda-smithy feedstock for py-plumed-metatomic

    metatensor/py-plumed-metatomic-feedstock's past year of commit activity
    Shell 0 BSD-3-Clause 2 0 0 Updated Aug 10, 2026
  • gromacs-metatomic-feedstock Public

    conda-smithy feedstock for gromacs-metatomic

    metatensor/gromacs-metatomic-feedstock's past year of commit activity
    Shell 1 BSD-3-Clause 3 0 1 Updated Aug 4, 2026

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