ChIMES Calculator Documentation

The Chebyshev Interaction Model for Efficient Simulation (ChIMES) is a machine-learned interatomic potential targeting chemistry in condensed phase systems. ChIMES models are able to approach quantum-accuracy through a systematically improvable explicitly many-bodied basis comprised of linear combinations of Chebyshev polynomials. Though originally developed to enable description of organic molecular materials, ChIMES has successfully been applied to systems spanning ambient water to molten carbon, and leveraged as correction for density functional based tight binding simulations.

The ChIMES calculator comprises a flexible tool set for evaluating ChIMES interactions (e.g. in simulations, single point calculations, etc). Users have the option of directly embedding the ChIMES calculator within their codes (e.g. see ‘’The ChIMES Calculator,’’ for advanced users), or evaluating interactions through the beginner-friendly serial interface, each of which have Python, C++, C, and Fortran API’s. Files necessary for linking to popular simulation codes are being continually added with ancillary support. For more information see the links below.

The ChIMES Calculator is developed at Lawrence Livermore National Laboratory with funding from the US Department of Energy (DOE), and is open source, distributed under the terms of the LGPL v3.0 License.

Note: This documentation is under still construction.


This work was produced under the auspices of the U.S. Department of Energy by Lawrence Livermore National Laboratory under Contract DE-AC52-07NA27344.

This work was prepared as an account of work sponsored by an agency of the United States Government. Neither the United States Government nor Lawrence Livermore National Security, LLC, nor any of their employees makes any warranty, expressed or implied, or assumes any legal liability or responsibility for the accuracy, completeness, or usefulness of any information, apparatus, product, or process disclosed, or represents that its use would not infringe privately owned rights. Reference herein to any specific commercial product, process, or service by trade name, trademark, manufacturer, or otherwise does not necessarily constitute or imply its endorsement, recommendation, or favoring by the United States Government or Lawrence Livermore National Security, LLC. The views and opinions of authors expressed herein do not necessarily state or reflect those of the United States Government or Lawrence Livermore National Security, LLC, and shall not be used for advertising or product endorsement purposes.