File size: 12,781 Bytes
427fd9c
0ade04a
 
 
4a6a364
c2be249
2f6c8f7
4ed9de7
7441807
 
 
4a6a364
7441807
e72bc1b
4ed9de7
7441807
4ed9de7
0a04e5a
 
4a6a364
7441807
4a6a364
4ed9de7
 
0a04e5a
 
4ed9de7
0a04e5a
4ed9de7
e72bc1b
c2be249
 
e72bc1b
 
 
 
 
 
2f6c8f7
 
e72bc1b
0a04e5a
7441807
2f6c8f7
0a04e5a
e72bc1b
2f6c8f7
7441807
 
 
 
2f6c8f7
7441807
2f6c8f7
0a04e5a
7441807
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2f6c8f7
e72bc1b
 
 
 
7441807
0ade04a
 
e72bc1b
72ea7e1
0ade04a
72ea7e1
 
 
3494b39
72ea7e1
 
 
b786476
0ade04a
4ed9de7
7441807
4ed9de7
0ade04a
 
72ea7e1
0ade04a
c2be249
e72bc1b
c2be249
 
 
 
 
 
 
4ed9de7
 
e72bc1b
0ade04a
4ed9de7
 
0ade04a
 
e72bc1b
4ed9de7
 
 
 
e72bc1b
0ade04a
 
 
c2be249
7441807
0ade04a
 
 
 
 
3494b39
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7441807
0ade04a
3494b39
 
0ade04a
3494b39
 
0ade04a
3494b39
0ade04a
7441807
0ade04a
 
 
 
 
 
 
72ea7e1
7441807
 
3494b39
c2be249
0a04e5a
3494b39
 
 
 
 
0ade04a
3494b39
 
0ade04a
3494b39
 
0ade04a
3494b39
0ade04a
 
 
 
 
 
 
72ea7e1
7441807
 
3494b39
0ade04a
0a04e5a
3494b39
 
7441807
 
c2be249
7441807
e6d00b8
 
 
 
 
 
0ade04a
e6d00b8
 
 
 
 
 
 
 
 
e72bc1b
e6d00b8
 
7441807
0fc2a04
e72bc1b
7441807
e72bc1b
 
 
3494b39
 
 
0ade04a
4ed9de7
 
0ade04a
c926c74
0ade04a
 
e72bc1b
3494b39
 
0fc2a04
7441807
e72bc1b
 
 
4ed9de7
0ade04a
4ed9de7
 
0ade04a
4ed9de7
 
0ade04a
4ed9de7
3494b39
c926c74
e72bc1b
 
0ade04a
3494b39
7441807
 
3494b39
0ade04a
 
e72bc1b
 
0ade04a
 
7441807
e72bc1b
b786476
7441807
0ade04a
 
 
4ed9de7
 
 
0ade04a
4ed9de7
 
3494b39
0ade04a
 
 
 
3494b39
7441807
 
3494b39
0ade04a
 
 
 
 
 
7441807
0ade04a
0fc2a04
0ade04a
3494b39
427fd9c
 
4a6a364
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
import os
import tempfile
import numpy as np
import gradio as gr
from ase.io import read, write
from ase.io.trajectory import Trajectory
import hashlib

# ==== Forzar visor HTML con 3Dmol.js ====
# (desactiva Molecule3D porque requiere formatos con conectividad)
HAVE_MOL3D = False

# ==== Fallback HTML con 3Dmol.js ====
def traj_to_html(traj_path, width=520, height=520, interval_ms=200):
    """
    Lee una .traj de ASE y genera un visor HTML (3Dmol.js) con animación.
    """
    if not traj_path or not os.path.exists(traj_path):
        return "<div style='color:#b00; padding:20px;'>No trajectory file found</div>"

    viewer_id = f"viewer_{abs(hash(traj_path)) % 100000}"

    try:
        traj = Trajectory(traj_path)
        if len(traj) == 0:
            return "<div style='color:#555; padding:20px;'>Empty trajectory</div>"
    except Exception as e:
        return f"<div style='color:#b00; padding:20px;'>Error: {e}</div>"

    xyz_frames = []
    for atoms in traj:
        symbols = atoms.get_chemical_symbols()
        coords = atoms.get_positions()
        parts = [str(len(symbols)), "frame"]
        for s, (x, y, z) in zip(symbols, coords):
            parts.append(f"{s} {x:.6f} {y:.6f} {z:.6f}")
        xyz_frames.append("\n".join(parts))

    frames_json = str(xyz_frames).replace("'", '"')

    html = f"""
<div style="margin-bottom:10px; padding:10px; background:#f5f5f5; border-radius:5px;">
  <strong>🧬 3D Molecular Viewer</strong> — {len(xyz_frames)} frames
</div>
<div id="{viewer_id}" style="width:{width}px; height:{height}px; position:relative; border:2px solid #ddd; border-radius:8px; background:#fafafa;"></div>
<script>
if (typeof window.$3Dmol === 'undefined') {{
  var script = document.createElement('script');
  script.src = 'https://3dmol.org/build/3Dmol-min.js';
  script.onload = function() {{ setTimeout(function() {{ initViewer_{viewer_id}(); }}, 100); }};
  document.head.appendChild(script);
}} else {{
  initViewer_{viewer_id}();
}}
function initViewer_{viewer_id}() {{
  var el = document.getElementById("{viewer_id}");
  if (!el || typeof $3Dmol === "undefined") return;

  var viewer = $3Dmol.createViewer(el, {{backgroundColor: 'white'}});
  var frames = {frames_json};
  var currentFrame = 0;

  function showFrame(i) {{
    viewer.clear();
    viewer.addModel(frames[i], "xyz");
    viewer.setStyle({{}}, {{stick: {{}}, sphere: {{}}}});
    viewer.zoomTo();
    viewer.render();
  }}

  showFrame(0);
  if (frames.length > 1) {{
    setInterval(function() {{
      currentFrame = (currentFrame + 1) % frames.length;
      showFrame(currentFrame);
    }}, {interval_ms});
  }}
}}
</script>
"""
    return html

# ==== 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(xyz_content, charge=0, spin_multiplicity=1):
    """
    Single Point Energy + fuerzas (OrbMol). Toma XYZ en texto.
    """
    try:
        calc = _load_orbmol_calc()
        if not xyz_content or not xyz_content.strip():
            return "Error: Please enter XYZ coordinates", "Error"

        with tempfile.NamedTemporaryFile(mode="w", suffix=".xyz", delete=False) as f:
            f.write(xyz_content)
            xyz_file = f.name

        atoms = read(xyz_file)
        atoms.info = {"charge": int(charge), "spin": int(spin_multiplicity)}
        atoms.calc = calc

        energy = atoms.get_potential_energy()  # eV
        forces = atoms.get_forces()            # eV/Å

        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"]

        try:
            os.unlink(xyz_file)
        except Exception:
            pass

        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,
)

def _string_looks_like_xyz(text: str) -> bool:
    try:
        first = (text or "").strip().splitlines()[0]
        int(first.split()[0])
        return True
    except Exception:
        return False

def _to_file_if_xyz(input_or_path: str):
    if isinstance(input_or_path, str) and _string_looks_like_xyz(input_or_path):
        tf = tempfile.NamedTemporaryFile(mode="w", suffix=".xyz", delete=False)
        tf.write(input_or_path)
        tf.flush(); tf.close()
        return tf.name, True
    return input_or_path, False

# ==== Wrappers: devuelven HTML (3Dmol.js) ====
def md_wrapper(xyz_content, charge, spin, steps, tempK, timestep_fs, ensemble):
    tmp_created = False
    path_or_str = xyz_content
    try:
        path_or_str, tmp_created = _to_file_if_xyz(xyz_content)

        traj_path, log_text, script_text, explanation = run_md_simulation(
            path_or_str,
            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})"

        html_value = traj_to_html(traj_path)
        return (status, traj_path, log_text, script_text, explanation, None, html_value)

    except Exception as e:
        return (f"Error: {e}", None, "", "", "", None, "")
    finally:
        if tmp_created and isinstance(path_or_str, str) and os.path.exists(path_or_str):
            try: os.remove(path_or_str)
            except Exception: pass

def relax_wrapper(xyz_content, steps, fmax, charge, spin, relax_cell):
    tmp_created = False
    path_or_str = xyz_content
    try:
        path_or_str, tmp_created = _to_file_if_xyz(xyz_content)

        traj_path, log_text, script_text, explanation = run_relaxation_simulation(
            path_or_str,
            int(steps),
            float(fmax),
            int(charge),
            int(spin),
            bool(relax_cell),
        )
        status = f"Relaxation finished (≤ {int(steps)} steps, fmax={float(fmax)} eV/Å)"

        html_value = traj_to_html(traj_path)
        return (status, traj_path, log_text, script_text, explanation, None, html_value)

    except Exception as e:
        return (f"Error: {e}", None, "", "", "", None, "")
    finally:
        if tmp_created and isinstance(path_or_str, str) and os.path.exists(path_or_str):
            try: os.remove(path_or_str)
            except Exception: pass

# ==== Ejemplos ====
examples = [
    ["""2
Hydrogen molecule
H 0.0 0.0 0.0
H 0.0 0.0 0.74""", 0, 1],
    ["""3
Water molecule
O 0.0000 0.0000 0.0000
H 0.7571 0.0000 0.5864
H -0.7571 0.0000 0.5864""", 0, 1],
    ["""5
Methane
C 0.0000 0.0000 0.0000
H 1.0890 0.0000 0.0000
H -0.3630 1.0267 0.0000
H -0.3630 -0.5133 0.8887
H -0.3630 -0.5133 -0.8887""", 0, 1],
]

# ==== 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("Energías y fuerzas con **charge** y **spin multiplicity**.")
                    xyz_input = gr.Textbox(label="XYZ Coordinates", lines=12, placeholder="Paste XYZ here…")
                    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)

            gr.Examples(examples=examples, inputs=[xyz_input, charge_input, spin_input])
            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):
                    xyz_md = gr.Textbox(label="XYZ Coordinates or path (.xyz/.traj/.pdb/.cif)", lines=12, placeholder="Paste XYZ or path here…")
                    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)
                    md_viewer_placeholder = gr.HTML(visible=False)  # no usamos Molecule3D
                    md_html = gr.HTML(label="Trajectory Viewer")
                    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_placeholder, md_html],
            )

        # -------- Relax --------
        with gr.Tab("Relaxation / Optimization"):
            with gr.Row():
                with gr.Column(scale=2):
                    xyz_rlx = gr.Textbox(label="XYZ Coordinates or path (.xyz/.traj/.pdb/.cif)", lines=12, placeholder="Paste XYZ or path here…")
                    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)
                    rlx_viewer_placeholder = gr.HTML(visible=False)
                    rlx_html = gr.HTML(label="Final Structure")
                    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_placeholder, rlx_html],
            )

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)