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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 57 23

  2. metatomic metatomic Public

    Atomistic machine learning models you can use everywhere for everything

    C 34 6

  3. metatensor metatensor Public

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

    Python 94 26

  4. featomic featomic Public

    Computing representations for atomistic machine learning

    Rust 78 18

Repositories

Showing 10 of 30 repositories
  • lammps Public Forked from lammps/lammps

    Metatomic-enabled version of LAMMPS, based on version 10Sep2025

    metatensor/lammps’s past year of commit activity
    C++ 3 GPL-2.0 1,946 4 0 Updated Feb 21, 2026
  • gromacs Public

    Metatomic staging branch for GROMACS

    metatensor/gromacs’s past year of commit activity
    C++ 0 LGPL-2.1 1 1 1 Updated Feb 21, 2026
  • metatrain Public

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

    metatensor/metatrain’s past year of commit activity
    Python 57 BSD-3-Clause 23 75 (4 issues need help) 13 Updated Feb 20, 2026
  • metatomic Public

    Atomistic machine learning models you can use everywhere for everything

    metatensor/metatomic’s past year of commit activity
    C 34 BSD-3-Clause 6 24 6 Updated Feb 20, 2026
  • metatensor Public

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

    metatensor/metatensor’s past year of commit activity
    Python 94 BSD-3-Clause 26 62 7 Updated Feb 20, 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 Feb 20, 2026
  • hpc-docs Public

    Documentation to use software from the metatensor ecosystem on various HPC clusters

    metatensor/hpc-docs’s past year of commit activity
    0 0 0 2 Updated Feb 19, 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-2.0 541 0 0 Updated Feb 18, 2026
  • dlpk Public
    metatensor/dlpk’s past year of commit activity
    Rust 2 Apache-2.0 1 1 0 Updated Feb 12, 2026
  • featomic Public

    Computing representations for atomistic machine learning

    metatensor/featomic’s past year of commit activity
    Rust 78 BSD-3-Clause 18 38 (2 issues need help) 4 Updated Feb 4, 2026

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