| """Relax a periodic structure with an eSEN ASE calculator.""" |
|
|
| from __future__ import annotations |
|
|
| import argparse |
| import os |
|
|
| os.environ.setdefault( |
| "ONESCIENCE_ESEN_JD_PATH", |
| os.path.join(os.path.dirname(__file__), "weight", "Jd.pt"), |
| ) |
|
|
| from ase.build import bulk |
| from ase.filters import FrechetCellFilter |
| from ase.io import read, write |
| from ase.optimize import BFGS |
|
|
| from onescience.utils.esen import eSENCalculator |
|
|
|
|
| def default_checkpoint() -> str: |
| return os.path.join(os.path.dirname(__file__), "weight", "esen_30m_mptrj.pt") |
|
|
|
|
| def load_structure(path: str | None): |
| if path: |
| return read(path) |
| return bulk("Si", "diamond", a=5.50) |
|
|
|
|
| def main() -> None: |
| parser = argparse.ArgumentParser(description=__doc__) |
| parser.add_argument("--checkpoint", default=default_checkpoint()) |
| parser.add_argument("--input", help="CIF, POSCAR, XYZ, or another ASE-readable structure") |
| parser.add_argument("--fmax", type=float, default=0.05) |
| parser.add_argument("--steps", type=int, default=100) |
| parser.add_argument("--output", default="relaxed.cif") |
| parser.add_argument( |
| "--fixed-cell", |
| action="store_true", |
| help="relax atomic positions only; by default the cell is relaxed too", |
| ) |
| parser.add_argument("--device", default="cuda") |
| args = parser.parse_args() |
|
|
| atoms = load_structure(args.input) |
| if not args.fixed_cell and not atoms.pbc.all(): |
| parser.error("cell relaxation requires periodic boundaries; use --fixed-cell") |
| atoms.calc = eSENCalculator.from_checkpoint(args.checkpoint, device=args.device) |
| target = atoms if args.fixed_cell else FrechetCellFilter(atoms) |
| optimizer = BFGS(target, logfile="relax.log", trajectory="relax.traj") |
| optimizer.run(fmax=args.fmax, steps=args.steps) |
| write(args.output, atoms) |
| print("formula:", atoms.get_chemical_formula()) |
| print("atoms:", len(atoms)) |
| print("steps:", optimizer.nsteps) |
| print("energy (eV):", atoms.get_potential_energy()) |
| print("maximum force (eV/Angstrom):", max((atoms.get_forces() ** 2).sum(1) ** 0.5)) |
|
|
|
|
| if __name__ == "__main__": |
| main() |
|
|