core.common.relaxation.ase_utils

core.common.relaxation.ase_utils#

Copyright (c) Meta, Inc. and its affiliates.

This source code is licensed under the MIT license found in the LICENSE file in the root directory of this source tree.

Utilities to interface OCP models/trainers with the Atomic Simulation Environment (ASE)

Classes#

OCPCalculator

Base-class for all ASE calculators.

Functions#

batch_to_atoms(batch)

Module Contents#

core.common.relaxation.ase_utils.batch_to_atoms(batch)#
class core.common.relaxation.ase_utils.OCPCalculator(config_yml: str | None = None, checkpoint_path: str | None = None, model_name: str | None = None, local_cache: str | None = None, trainer: str | None = None, cutoff: int = 6, max_neighbors: int = 50, cpu: bool = True, seed: int | None = None)#

Bases: ase.calculators.calculator.Calculator

Base-class for all ASE calculators.

A calculator must raise PropertyNotImplementedError if asked for a property that it can’t calculate. So, if calculation of the stress tensor has not been implemented, get_stress(atoms) should raise PropertyNotImplementedError. This can be achieved simply by not including the string ‘stress’ in the list implemented_properties which is a class member. These are the names of the standard properties: ‘energy’, ‘forces’, ‘stress’, ‘dipole’, ‘charges’, ‘magmom’ and ‘magmoms’.

implemented_properties: ClassVar[list[str]] = ['energy', 'forces']#

Properties calculator can handle (energy, forces, …)

checkpoint = None#
config#
trainer#
seed#
a2g#
load_checkpoint(checkpoint_path: str, checkpoint: dict | None = None) → None#

Load existing trained model

Parameters:

checkpoint_path – string Path to trained model

calculate(atoms: ase.Atoms, properties, system_changes) → None#

Do the calculation.

properties: list of str

List of what needs to be calculated. Can be any combination of ‘energy’, ‘forces’, ‘stress’, ‘dipole’, ‘charges’, ‘magmom’ and ‘magmoms’.

system_changes: list of str

List of what has changed since last calculation. Can be any combination of these six: ‘positions’, ‘numbers’, ‘cell’, ‘pbc’, ‘initial_charges’ and ‘initial_magmoms’.

Subclasses need to implement this, but can ignore properties and system_changes if they want. Calculated properties should be inserted into results dictionary like shown in this dummy example:

self.results = {'energy': 0.0,
                'forces': np.zeros((len(atoms), 3)),
                'stress': np.zeros(6),
                'dipole': np.zeros(3),
                'charges': np.zeros(len(atoms)),
                'magmom': 0.0,
                'magmoms': np.zeros(len(atoms))}

The subclass implementation should first call this implementation to set the atoms attribute and create any missing directories.

Contents