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import os
import tempfile
import numpy as np
import gradio as gr
from ase.io import read, write
from ase.io.trajectory import Trajectory
from gradio_molecule3d import Molecule3D
import hashlib
# ==== Molecule3D viewer preparation con debug ====
def prepare_molecule_for_viewer(traj_path):
"""Convert trajectory to format compatible with Molecule3D viewer"""
if not traj_path or not os.path.exists(traj_path):
print("No trajectory path provided or file doesn't exist")
return None
try:
traj = Trajectory(traj_path)
if len(traj) == 0:
print("Empty trajectory")
return None
# Debug info
print(f"Preparing viewer: {len(traj)} frames, {len(traj[-1])} atoms")
# Save last frame as PDB for Molecule3D
temp_pdb = tempfile.NamedTemporaryFile(suffix='.pdb', delete=False)
write(temp_pdb.name, traj[-1], format='pdb')
# Verify PDB was created
if os.path.exists(temp_pdb.name):
file_size = os.path.getsize(temp_pdb.name)
print(f"PDB created: {temp_pdb.name}, size: {file_size} bytes")
# Read first few lines to verify content
with open(temp_pdb.name, 'r') as f:
first_lines = f.read(200)
print(f"PDB content preview: {first_lines[:100]}...")
return temp_pdb.name
else:
print("PDB file was not created")
return None
except Exception as e:
print(f"Error preparing molecule for viewer: {e}")
return None
# ==== OrbMol SPE ====
from orb_models.forcefield import pretrained
from orb_models.forcefield.calculator import ORBCalculator
_MODEL_CALC = None
def _load_orbmol_calc():
global _MODEL_CALC
if _MODEL_CALC is None:
orbff = pretrained.orb_v3_conservative_inf_omat(
device="cpu", precision="float32-high"
)
_MODEL_CALC = ORBCalculator(orbff, device="cpu")
return _MODEL_CALC
def predict_molecule(structure_file, charge=0, spin_multiplicity=1):
"""
Single Point Energy + fuerzas (OrbMol). Acepta archivos subidos.
"""
try:
calc = _load_orbmol_calc()
if not structure_file:
return "Error: Please upload a structure file", "Error"
file_path = structure_file
if not os.path.exists(file_path):
return f"Error: File not found: {file_path}", "Error"
if os.path.getsize(file_path) == 0:
return f"Error: Empty file: {file_path}", "Error"
atoms = read(file_path)
atoms.info = {"charge": int(charge), "spin": int(spin_multiplicity)}
atoms.calc = calc
energy = atoms.get_potential_energy()
forces = atoms.get_forces()
lines = [f"Total Energy: {energy:.6f} eV", "", "Atomic Forces:"]
for i, fc in enumerate(forces):
lines.append(f"Atom {i+1}: [{fc[0]:.4f}, {fc[1]:.4f}, {fc[2]:.4f}] eV/Å")
max_force = float(np.max(np.linalg.norm(forces, axis=1)))
lines += ["", f"Max Force: {max_force:.4f} eV/Å"]
return "\n".join(lines), "Calculation completed with OrbMol"
except Exception as e:
return f"Error during calculation: {e}", "Error"
# ==== Simulaciones (helpers) ====
from simulation_scripts_orbmol import (
run_md_simulation,
run_relaxation_simulation,
)
# ==== Wrappers con debug ====
def md_wrapper(structure_file, charge, spin, steps, tempK, timestep_fs, ensemble):
try:
if not structure_file:
return ("Error: Please upload a structure file", None, "", "", "", None)
file_path = structure_file
print(f"MD Wrapper: Processing {file_path}")
traj_path, log_text, script_text, explanation = run_md_simulation(
file_path,
int(steps),
20,
float(timestep_fs),
float(tempK),
"NVT" if ensemble == "NVT" else "NVE",
int(charge),
int(spin),
)
status = f"MD completed: {int(steps)} steps at {int(tempK)} K ({ensemble})"
print(f"MD completed, trajectory: {traj_path}")
# Preparar archivo PDB para el visor 3D
pdb_file = prepare_molecule_for_viewer(traj_path)
print(f"PDB file for viewer: {pdb_file}")
return (status, traj_path, log_text, script_text, explanation, pdb_file)
except Exception as e:
print(f"MD Wrapper Error: {e}")
return (f"Error: {e}", None, "", "", "", None)
def relax_wrapper(structure_file, steps, fmax, charge, spin, relax_cell):
try:
if not structure_file:
return ("Error: Please upload a structure file", None, "", "", "", None)
file_path = structure_file
print(f"Relax Wrapper: Processing {file_path}")
traj_path, log_text, script_text, explanation = run_relaxation_simulation(
file_path,
int(steps),
float(fmax),
int(charge),
int(spin),
bool(relax_cell),
)
status = f"Relaxation finished (≤ {int(steps)} steps, fmax={float(fmax)} eV/Å)"
print(f"Relaxation completed, trajectory: {traj_path}")
# Preparar archivo PDB para el visor 3D
pdb_file = prepare_molecule_for_viewer(traj_path)
print(f"PDB file for viewer: {pdb_file}")
return (status, traj_path, log_text, script_text, explanation, pdb_file)
except Exception as e:
print(f"Relax Wrapper Error: {e}")
return (f"Error: {e}", None, "", "", "", None)
# ==== UI ====
with gr.Blocks(theme=gr.themes.Ocean(), title="OrbMol Demo") as demo:
with gr.Tabs():
# -------- SPE --------
with gr.Tab("Single Point Energy"):
with gr.Row():
with gr.Column(scale=2):
gr.Markdown("# OrbMol — Quantum-Accurate Molecular Predictions")
gr.Markdown("Upload molecular structure files (.xyz, .pdb, .cif, .traj) for energy and force calculations.")
xyz_input = gr.File(
label="Upload Structure File (.xyz/.pdb/.cif/.traj)",
file_types=[".xyz", ".pdb", ".cif", ".traj", ".mol", ".sdf"],
file_count="single"
)
with gr.Row():
charge_input = gr.Slider(minimum=-10, maximum=10, value=0, step=1, label="Charge")
spin_input = gr.Slider(minimum=1, maximum=11, value=1, step=1, label="Spin Multiplicity")
run_spe = gr.Button("Run OrbMol Prediction", variant="primary")
with gr.Column(variant="panel", min_width=500):
spe_out = gr.Textbox(label="Energy & Forces", lines=15, interactive=False)
spe_status = gr.Textbox(label="Status", interactive=False, max_lines=1)
run_spe.click(predict_molecule, [xyz_input, charge_input, spin_input], [spe_out, spe_status])
# -------- MD --------
with gr.Tab("Molecular Dynamics"):
with gr.Row():
with gr.Column(scale=2):
gr.Markdown("## Molecular Dynamics Simulation")
gr.Markdown("Upload your molecular structure and configure MD parameters.")
xyz_md = gr.File(
label="Upload Structure File (.xyz/.pdb/.cif/.traj)",
file_types=[".xyz", ".pdb", ".cif", ".traj", ".mol", ".sdf"],
file_count="single"
)
with gr.Row():
charge_md = gr.Slider(minimum=-10, maximum=10, value=0, step=1, label="Charge")
spin_md = gr.Slider(minimum=1, maximum=11, value=1, step=1, label="Spin Multiplicity")
with gr.Row():
steps_md = gr.Slider(minimum=10, maximum=2000, value=100, step=10, label="Steps")
temp_md = gr.Slider(minimum=10, maximum=1500, value=300, step=10, label="Temperature (K)")
with gr.Row():
timestep_md = gr.Slider(minimum=0.1, maximum=5.0, value=1.0, step=0.1, label="Timestep (fs)")
ensemble_md = gr.Radio(["NVE", "NVT"], value="NVE", label="Ensemble")
run_md_btn = gr.Button("Run MD Simulation", variant="primary")
with gr.Column(variant="panel", min_width=520):
md_status = gr.Textbox(label="MD Status", interactive=False)
md_traj = gr.File(label="Trajectory (.traj)", interactive=False)
# Molecule3D viewer con configuraciones adicionales
md_viewer = Molecule3D(
label="3D Structure Viewer",
reps=[
{
"model": 0,
"chain": "",
"resname": "",
"style": "stick",
"color": "whiteCarbon",
"residue_range": "",
"around": 0,
"byres": False,
"visible": True,
"opacity": 1.0
},
{
"model": 0,
"chain": "",
"resname": "",
"style": "sphere",
"color": "whiteCarbon",
"residue_range": "",
"around": 0,
"byres": False,
"visible": True,
"opacity": 0.7
}
]
)
md_log = gr.Textbox(label="Log", interactive=False, lines=15, max_lines=25)
md_script = gr.Code(label="Reproduction Script", language="python", interactive=False, lines=20, max_lines=30)
md_explain = gr.Markdown()
run_md_btn.click(
md_wrapper,
inputs=[xyz_md, charge_md, spin_md, steps_md, temp_md, timestep_md, ensemble_md],
outputs=[md_status, md_traj, md_log, md_script, md_explain, md_viewer],
)
# -------- Relax --------
with gr.Tab("Relaxation / Optimization"):
with gr.Row():
with gr.Column(scale=2):
gr.Markdown("## Structure Relaxation/Optimization")
gr.Markdown("Upload your molecular structure for geometry optimization.")
xyz_rlx = gr.File(
label="Upload Structure File (.xyz/.pdb/.cif/.traj)",
file_types=[".xyz", ".pdb", ".cif", ".traj", ".mol", ".sdf"],
file_count="single"
)
steps_rlx = gr.Slider(minimum=1, maximum=2000, value=300, step=1, label="Max Steps")
fmax_rlx = gr.Slider(minimum=0.001, maximum=0.5, value=0.05, step=0.001, label="Fmax (eV/Å)")
with gr.Row():
charge_rlx = gr.Slider(minimum=-10, maximum=10, value=0, step=1, label="Charge")
spin_rlx = gr.Slider(minimum=1, maximum=11, value=1, step=1, label="Spin")
relax_cell = gr.Checkbox(False, label="Relax Unit Cell")
run_rlx_btn = gr.Button("Run Optimization", variant="primary")
with gr.Column(variant="panel", min_width=520):
rlx_status = gr.Textbox(label="Status", interactive=False)
rlx_traj = gr.File(label="Trajectory (.traj)", interactive=False)
# Molecule3D viewer con configuraciones adicionales
rlx_viewer = Molecule3D(
label="3D Structure Viewer",
reps=[
{
"model": 0,
"chain": "",
"resname": "",
"style": "stick",
"color": "whiteCarbon",
"residue_range": "",
"around": 0,
"byres": False,
"visible": True,
"opacity": 1.0
},
{
"model": 0,
"chain": "",
"resname": "",
"style": "sphere",
"color": "whiteCarbon",
"residue_range": "",
"around": 0,
"byres": False,
"visible": True,
"opacity": 0.7
}
]
)
rlx_log = gr.Textbox(label="Log", interactive=False, lines=15, max_lines=25)
rlx_script = gr.Code(label="Reproduction Script", language="python", interactive=False, lines=20, max_lines=30)
rlx_explain = gr.Markdown()
run_rlx_btn.click(
relax_wrapper,
inputs=[xyz_rlx, steps_rlx, fmax_rlx, charge_rlx, spin_rlx, relax_cell],
outputs=[rlx_status, rlx_traj, rlx_log, rlx_script, rlx_explain, rlx_viewer],
)
print("Starting OrbMol model loading…")
_ = _load_orbmol_calc()
if __name__ == "__main__":
demo.launch(server_name="0.0.0.0", server_port=7860, show_error=True) |