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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 65 25

  2. metatomic metatomic Public

    Atomistic machine learning models you can use everywhere for everything

    Python 38 7

  3. metatensor metatensor Public

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

    Python 98 25

  4. featomic featomic Public

    Computing representations for atomistic machine learning

    Rust 79 18

Repositories

Showing 10 of 30 repositories
  • metatrain Public

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

    metatensor/metatrain’s past year of commit activity
    Python 65 BSD-3-Clause 25 79 (4 issues need help) 21 Updated Apr 8, 2026
  • dlpk Public
    metatensor/dlpk’s past year of commit activity
    Rust 2 Apache-2.0 1 1 1 Updated Apr 8, 2026
  • metatomic Public

    Atomistic machine learning models you can use everywhere for everything

    metatensor/metatomic’s past year of commit activity
    Python 38 BSD-3-Clause 7 22 7 Updated Apr 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 Apr 7, 2026
  • featomic Public

    Computing representations for atomistic machine learning

    metatensor/featomic’s past year of commit activity
    Rust 79 BSD-3-Clause 18 38 (2 issues need help) 7 Updated Apr 2, 2026
  • lj-test Public

    Shifted Lennard-Jones as a metatensor atomistic model, used to test the API integration

    metatensor/lj-test’s past year of commit activity
    Python 1 MIT-0 1 0 0 Updated Apr 2, 2026
  • lammps Public Forked from lammps/lammps

    Metatomic-enabled version of LAMMPS, based on version 11Feb2026

    metatensor/lammps’s past year of commit activity
    C++ 6 GPL-2.0 1,973 4 3 Updated Apr 2, 2026
  • metatensor Public

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

    metatensor/metatensor’s past year of commit activity
    Python 98 BSD-3-Clause 25 62 11 Updated Apr 1, 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 Mar 24, 2026
  • gromacs-metatomic-feedstock Public

    Metatensor-enabled GROMACS

    metatensor/gromacs-metatomic-feedstock’s past year of commit activity
    Shell 1 BSD-3-Clause 1 0 0 Updated Mar 18, 2026

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