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README.md

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 85 49

  2. metatomic metatomic Public

    Atomistic machine learning models you can use everywhere for everything

    Python 52 14

  3. metatensor metatensor Public

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

    Python 110 29

  4. featomic featomic Public

    Computing representations for atomistic machine learning

    Rust 83 21

Repositories

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Showing 10 of 36 repositories
  • metatensor.github.io Public

    Documentation hosting for metatensor

    metatensor/metatensor.github.io's past year of commit activity
    HTML 0 0 0 0 Updated Nov 12, 2026
  • metatensor Public

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

    metatensor/metatensor's past year of commit activity
    Python 110 BSD-3-Clause 29 52 6 Updated Nov 12, 2026
  • metatrain Public

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

    metatensor/metatrain's past year of commit activity
    Python 85 BSD-3-Clause 49 83 (4 issues need help) 29 Updated Nov 12, 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 2 0 1 Updated Nov 12, 2026
  • metatomic Public

    Atomistic machine learning models you can use everywhere for everything

    metatensor/metatomic's past year of commit activity
    Python 52 BSD-3-Clause 14 23 10 Updated Nov 12, 2026
  • landing-page Public

    Landing page for the metatensor organization

    metatensor/landing-page's past year of commit activity
    HTML 0 0 0 0 Updated Nov 12, 2026
  • gromacs Public

    Metatomic staging branch for GROMACS

    metatensor/gromacs's past year of commit activity
    C++ 0 LGPL-2.1 2 0 9 Updated Nov 11, 2026
  • plumed2 Public Forked from plumed/plumed2

    Development version of plumed 2

    metatensor/plumed2's past year of commit activity
    C++ 0 LGPL-3.0 346 0 0 Updated Nov 10, 2026
  • lammps Public Forked from lammps/lammps

    Metatomic-enabled version of LAMMPS, based on version 30Sep2026

    metatensor/lammps's past year of commit activity
    C++ 9 GPL-2.0 2,087 1 2 Updated Nov 10, 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 4 0 1 Updated Nov 9, 2026
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