Source code for amorphgen.pipeline.melt_cell

"""
amorphgen.pipeline.melt_cell
-----------------------------
Stage 3 – Heat the structure from T_start to T_end via a temperature ramp.

Ensemble is configurable: NPT (default) or NVT.
"""

from __future__ import annotations

from copy import deepcopy
from ase.io import read, write

from ..utils import (get_calculator, make_cubic,
                     build_md_dynamics, attach_outputs, merge_config)
from ..utils.common import thermalize_momenta, stage_file
from ..configs import DEFAULT_CONFIG


[docs] def run(atoms_or_file, cfg_override=None, calc=None, work_dir=None, **kwargs): """ Heat the structure from T_start -> T_end. Parameters ---------- atoms_or_file : str or ase.Atoms cfg_override : dict, optional calc : ASE calculator, optional work_dir : str or path-like, optional Directory for the log, trajectory and output structure, created if missing. Default: the current directory. Returns ------- ase.Atoms — melted structure at T_end """ global_cfg = merge_config(DEFAULT_CONFIG, cfg_override) from ..utils.common import stage_rng, run_index_for rng = stage_rng(global_cfg.get("seed"), 3, run_index_for(global_cfg)) cfg = global_cfg["melt"] ensemble = cfg.get("ensemble", "NPT").upper() if isinstance(atoms_or_file, str): atoms = read(atoms_or_file) print(f"[Stage 3] Loaded from {atoms_or_file}") else: atoms = deepcopy(atoms_or_file) print("[Stage 3] Using provided Atoms object") # Preserve the crystalline geometry unless a reshape was explicitly # requested. Equal-volume cubic reshaping shears non-cubic cells and # changes bond lengths before the heating ramp even starts. if cfg.get("make_cubic", False): atoms = make_cubic(atoms) print("[Stage 3] Cell reshaped to cubic") logfile = stage_file(cfg.get("log_file", "stage3_melt.log"), work_dir) trajfile = stage_file(cfg.get("traj_file", "stage3_melt_traj.xyz"), work_dir) # Frame-level resume: continue a walltime-killed ramp from the last # trajectory frame (momenta included); the ramp position is recovered # via ramp_resume_position below. The legacy filename lets a run # interrupted under a pre-rename AmorphGen still resume after upgrade. from ..utils.common import (resume_md_stage, needs_velocity_init, ramp_resume_position, resolve_ramp, set_md_temperature) ck_atoms, elapsed = resume_md_stage(trajfile, kwargs.get("resume"), "3", legacy_trajfile=stage_file("stage3_melt.xyz", work_dir)) if ck_atoms is not None: atoms = ck_atoms if calc is None: from ..utils.common import resolve_device device = resolve_device(global_cfg.get("device", "cuda")) calc = get_calculator( model=global_cfg.get("model", "mace-mpa-0"), device=device, model_path=global_cfg.get("model_path"), default_dtype=global_cfg.get("default_dtype", "auto"), ) from ..utils.repulsion import with_repulsive_core calc = with_repulsive_core(calc, global_cfg.get("repulsive_core")) atoms.calc = calc T_start = cfg["T_start"] if needs_velocity_init(atoms, elapsed): thermalize_momenta(atoms, temperature_K=T_start, rng=rng) dyn = build_md_dynamics( atoms, ensemble=ensemble, T=T_start, timestep=cfg.get("timestep", 1.0), friction=cfg.get("friction", 0.01), ttime=cfg.get("ttime", 25.0), npt_method=cfg.get("npt_method", "berendsen"), taup_factor=cfg.get("taup_factor", 10.0), compressibility_GPa=cfg.get("compressibility_GPa", 100.0), rng=rng, ) # Temperature ramp -- resolved BEFORE attach_outputs so a bad schedule # (e.g. T_step: 0) raises before any existing trajectory/log is truncated. T_end = cfg["T_end"] T_step = abs(cfg.get("T_step", 100)) timestep_fs = cfg.get("timestep", 1.0) # Allow rate (K/ps) to auto-calculate steps_per_T rate = cfg.get("rate") if rate is not None: if T_step == 0: raise ValueError("T_step cannot be 0 when rate is specified.") rate = abs(float(rate)) # sign is set by the endpoints if rate == 0: raise ValueError("rate (K/ps) must be non-zero") steps = int(round(abs(T_step) / (rate * timestep_fs / 1000))) steps = max(steps, 1) else: steps = cfg.get("steps_per_T", 1000) # Float-safe, sign-robust ramp that always lands exactly on T_end and # never overshoots (plain range() crashes on float T_step and can step # past T_end when the span is not divisible by T_step). target_temps = resolve_ramp(T_start, T_end, T_step) actual_rate = T_step / (steps * timestep_fs / 1000) logger, traj = attach_outputs(dyn, atoms, logfile, trajfile, fmt=global_cfg.get("traj_format", "extxyz"), append=elapsed > 0, step_offset=elapsed, safety=global_cfg.get("safety")) from ..utils.common import compute_density_gcm3 density = compute_density_gcm3(atoms) print(f"[Stage 3] {ensemble} heat ramp: {T_start} -> {T_end} K " f"(+{T_step} K, {steps} steps each, {actual_rate:.1f} K/ps) " f"density={density:.2f} g/cm3") # Recover the ramp position on resume: k0 full segments done, offset # steps into segment k0 (see ramp_resume_position for the # elapsed==total edge semantics). try: ran = False k0, offset = ramp_resume_position(elapsed, steps, len(target_temps)) for idx, T in enumerate(target_temps): if idx < k0: continue set_md_temperature(dyn, T) run_steps = steps - offset if idx == k0 else steps note = f" (resumed, {run_steps} steps left)" if (idx == k0 and offset) else "" print(f" -> T = {T:7.1f} K{note}") dyn.run(run_steps) ran = True if not ran: # A completed resume still validates its final state before saving. dyn.run(0) finally: logger.close() traj.close() out_xyz = stage_file(cfg.get("output_xyz", "stage3_melted.xyz"), work_dir) write(out_xyz, atoms, format="extxyz") print(f"[Stage 3] Saved -> {out_xyz}\n") return atoms