Yuan (Cyrus) Chiang
hotfix mattersim pickling issue; add phonon task (#42)
5716d3b unverified
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5.21 kB
"""
This module has been adapted from Quacc (https://github.com/Quantum-Accelerators/quacc). By using this software, you agree to the Quacc license agreement: https://github.com/Quantum-Accelerators/quacc/blob/main/LICENSE.md
BSD 3-Clause License
Copyright (c) 2025, Andrew S. Rosen.
All rights reserved.
Redistribution and use in source and binary forms, with or without
modification, are permitted provided that the following conditions are met:
- Redistributions of source code must retain the above copyright notice, this
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- Neither the name of the copyright holder nor the names of its
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"""
from pathlib import Path
import numpy as np
from phonopy import Phonopy
from phonopy.structure.atoms import PhonopyAtoms
from prefect import task
from prefect.cache_policies import INPUTS, TASK_SOURCE
from prefect.runtime import task_run
from ase import Atoms
from ase.calculators.calculator import BaseCalculator
@task(cache_policy=TASK_SOURCE + INPUTS)
def get_phonopy(
atoms: Atoms,
supercell_matrix: list[int] | None = None,
min_lengths: float | tuple[float, float, float] | None = None,
symprec: float = 1e-5,
distance: float = 0.01,
phonopy_kwargs: dict = {},
) -> Phonopy:
if supercell_matrix is None and min_lengths is not None:
supercell_matrix = np.diag(
np.round(np.ceil(min_lengths / atoms.cell.lengths()))
)
phonon = Phonopy(
PhonopyAtoms(
symbols=atoms.get_chemical_symbols(),
cell=atoms.get_cell(),
scaled_positions=atoms.get_scaled_positions(wrap=True),
masses=atoms.get_masses(),
),
symprec=symprec,
supercell_matrix=supercell_matrix,
**phonopy_kwargs,
)
phonon.generate_displacements(distance=distance)
return phonon
def _get_forces(
phononpy_atoms: PhonopyAtoms,
calculator: BaseCalculator,
) -> np.ndarray:
atoms = Atoms(
symbols=phononpy_atoms.symbols,
cell=phononpy_atoms.cell,
scaled_positions=phononpy_atoms.scaled_positions,
pbc=True,
)
atoms.calc = calculator
return atoms.get_forces()
def _generate_task_run_name():
task_name = task_run.task_name
parameters = task_run.parameters
atoms = parameters["atoms"]
calculator = parameters["calculator"]
return (
f"{task_name}: {atoms.get_chemical_formula()} - {calculator.__class__.__name__}"
)
@task(
name="PHONON",
task_run_name=_generate_task_run_name,
cache_policy=TASK_SOURCE + INPUTS,
)
def run(
atoms: Atoms,
calculator: BaseCalculator,
supercell_matrix: list[int] | None = None,
min_lengths: float | tuple[float, float, float] | None = None,
symprec: float = 1e-5,
distance: float = 0.01,
phonopy_kwargs: dict = {},
symmetry: bool = False,
t_min: float = 0.0,
t_max: float = 1000.0,
t_step: float = 10.0,
outdir: str | None = None,
):
phonon = get_phonopy(
atoms=atoms,
supercell_matrix=supercell_matrix,
min_lengths=min_lengths,
symprec=symprec,
distance=distance,
phonopy_kwargs=phonopy_kwargs,
)
supercells_with_displacements = phonon.supercells_with_displacements
phonon.forces = [
_get_forces(supercell, calculator)
for supercell in supercells_with_displacements
if supercell is not None
]
phonon.produce_force_constants()
if symmetry:
phonon.symmetrize_force_constants()
phonon.symmetrize_force_constants_by_space_group()
phonon.run_mesh(with_eigenvectors=True)
phonon.run_total_dos()
phonon.run_thermal_properties(t_step=t_step, t_max=t_max, t_min=t_min) # type: ignore
phonon.auto_band_structure(
write_yaml=True if outdir is not None else False,
filename=Path(outdir, "band.yaml") if outdir is not None else "band.yaml",
)
if outdir:
phonon.save(
Path(outdir, "phonopy.yaml"), settings={"force_constants": True}
)
return {
"phonon": phonon,
}