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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 49 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 83 20

Repositories

Showing 10 of 35 repositories
  • 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 91 (4 issues need help) 27 Updated Sep 19, 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 18, 2026
  • metatomic Public

    Atomistic machine learning models you can use everywhere for everything

    metatensor/metatomic's past year of commit activity
    Python 49 BSD-3-Clause 13 23 11 Updated Sep 17, 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 16, 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 16, 2026
  • openmm-ml Public Forked from openmm/openmm-ml

    Development version of the metatomic interface to OpenMM-ML

    metatensor/openmm-ml's past year of commit activity
    Python 0 53 0 1 Updated Sep 16, 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 1 0 Updated Sep 14, 2026
  • lammps Public Forked from lammps/lammps

    Metatomic-enabled version of LAMMPS, based on version 4Jul2026

    metatensor/lammps's past year of commit activity
    C++ 9 GPL-2.0 2,059 1 2 Updated Sep 14, 2026
  • plumed-metatomic-feedstock Public

    conda-smithy feedstock for plumed-metatomic

    metatensor/plumed-metatomic-feedstock's past year of commit activity
    Shell 0 BSD-3-Clause 3 1 0 Updated Sep 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 3 0 0 Updated Sep 7, 2026

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