vesin-torch 0.4.1

Computing neighbor lists for atomistic system, in TorchScript

Vesin: fast neighbor lists for atomistic systems

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Vesin is a fast and easy to use library computing neighbor lists for atomistic system. We provide an interface for the following programing languages:

• C (also compatible with C++). The project can be installed and used as a library with your own build system, or included as a single file and built directly by your own build system;
• Python;
• TorchScript, with both a C++ and Python interface;

Installation

To use the code from Python, you can install it with pip:

pip install vesin

See the documentation for more information on how to install the code to use it from C or C++.

Usage instruction

You can either use the NeighborList calculator class:

import numpy as np
from vesin import NeighborList

# positions can be anything compatible with numpy's ndarray
positions = [
    (0, 0, 0),
    (0, 1.3, 1.3),
]
box = 3.2 * np.eye(3)

calculator = NeighborList(cutoff=4.2, full_list=True)
i, j, S, d = calculator.compute(
    points=positions,
    box=box,
    periodic=True,
    quantities="ijSd"
)

We also provide a function with drop-in compatibility to ASE's neighbor list:

import ase
from vesin import ase_neighbor_list

atoms = ase.Atoms(...)

i, j, S, d = ase_neighbor_list("ijSd", atoms, cutoff=4.2)

See the documentation for more information on how to use the code from C or C++.

Benchmarks

You can find below benchmark result computing neighbor lists for increasingly large diamond supercells, using an AMD 3955WX CPU and an NVIDIA 4070 Ti SUPER GPU. You can run this benchmark on your system with the script at benchmarks/benchmark.py. Missing points indicate that a specific code could not run the calculation (for example, NNPOps requires the cell to be twice the cutoff in size, and can't run with large cutoffs and small cells).

License

Vesin is is distributed under the 3 clauses BSD license. By contributing to this code, you agree to distribute your contributions under the same license.