Source code for gnrs.energy.aimnet

"""
This module computes the energy using AIMNet2 model.

https://github.com/isayevlab/aimnetcentral

This source code is licensed under the BSD-3-Clause license found in the
LICENSE file in the root directory of this source tree.
"""
from __future__ import annotations

__author__ = ["Yi Yang", "Rithwik Tom"]
__email__ = "yiy5@andrew.cmu.edu"
__group__ = "https://www.noamarom.com/"

from ase import Atoms

from gnrs.core.energy import EnergyCalculatorABC


[docs] class AIMNETEnergy(EnergyCalculatorABC): """Computes the energy using AIMNet model. GPU device assignment is managed by the base class via ``GPUDeviceManager``. Feeder ranks skip model loading entirely; only GPU workers instantiate the AIMNet calculator. """ requires_gpu = True
[docs] def __init__(self, *args) -> None: super().__init__(*args) if self._gpu_mgr is None or self._gpu_mgr.is_worker: from aimnet.calculators import AIMNet2ASE model = self.tsk_set.get("model", "aimnet2") self.calc = AIMNet2ASE(model) self.calc.base_calc.set_lrcoulomb_method("ewald")
[docs] def initialize(self) -> None: """ Initialize the energy calculator. """ pass
[docs] def compute(self, xtal: Atoms) -> None: """ Compute the energy of the crystal. """ xtal.calc = self.calc try: energy = xtal.get_potential_energy() except Exception: energy = 0 xtal.info[self.energy_name] = energy
[docs] def finalize(self) -> None: """ Finalize the energy calculator. """ pass