{ "cells": [ { "cell_type": "markdown", "id": "d9a43481", "metadata": {}, "source": [ "# SchNet-driven NVE dynamics: energy conservation by construction\n", "\n", "The central design claim of the SchNet paper (NIPS 2017) is that predicting\n", "the energy and differentiating it, $\\hat F_i = -\\partial \\hat E / \\partial\n", "\\mathbf r_i$ (eq. 4), yields a **curl-free, energy-conserving force field**\n", "— \"otherwise, it would be possible to follow a circular trajectory of atom\n", "positions such that the energy keeps increasing\" (Sec. 1). Combined with the\n", "infinitely differentiable shifted-softplus PES, this is what makes the model\n", "usable for molecular dynamics.\n", "\n", "This notebook puts that claim to work: it loads the SchNet trained on rMD17\n", "ethanol by `schnet_rmd17_train.ipynb` (**run that notebook first** — it\n", "writes `runs/schnet_rmd17/best.pt`), drives ASE **NVE** (velocity-Verlet)\n", "dynamics with it through `XNNCalculator`, and checks that the total energy\n", "is conserved while kinetic and potential energy exchange freely.\n", "\n", "Run with the **`xnn`** kernel." ] }, { "cell_type": "markdown", "id": "dfd2df8a", "metadata": {}, "source": [ "## 0. Load the trained SchNet and wrap it as an ASE calculator" ] }, { "cell_type": "code", "execution_count": 1, "id": "b4672b8c", "metadata": { "execution": { "iopub.execute_input": "2026-07-20T04:22:30.476886Z", "iopub.status.busy": "2026-07-20T04:22:30.476758Z", "iopub.status.idle": "2026-07-20T04:22:37.530014Z", "shell.execute_reply": "2026-07-20T04:22:37.529227Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "loaded runs/schnet_rmd17/best.pt (F=64, T=3, cutoff=10.0 A) on cuda\n" ] } ], "source": [ "import warnings\n", "warnings.filterwarnings(\"ignore\")\n", "import numpy as np\n", "import torch\n", "import matplotlib.pyplot as plt\n", "\n", "torch.set_default_dtype(torch.float64)\n", "torch.manual_seed(0)\n", "np.random.seed(0)\n", "\n", "from xnn.common.config import Config\n", "from xnn.common.data import load_dataset\n", "from xnn.common.deploy import XNNCalculator\n", "from xnn.common.models import ForceStressOutput, build_model\n", "\n", "DEVICE = \"cuda\" if torch.cuda.is_available() else \"cpu\"\n", "\n", "ckpt = torch.load(\"runs/schnet_rmd17/best.pt\", map_location=\"cpu\",\n", " weights_only=False)\n", "cfg: Config = ckpt[\"cfg\"]\n", "model = ForceStressOutput(build_model(cfg.model))\n", "model.load_state_dict(ckpt[\"model\"])\n", "model = model.to(DEVICE).eval()\n", "CUTOFF = cfg.model.cutoff\n", "\n", "calc = XNNCalculator(model, cutoff=CUTOFF, device=DEVICE)\n", "print(f\"loaded runs/schnet_rmd17/best.pt \"\n", " f\"(F={cfg.model.n_features}, T={cfg.model.n_interactions}, \"\n", " f\"cutoff={CUTOFF} A) on {DEVICE}\")" ] }, { "cell_type": "markdown", "id": "1b06c60b", "metadata": {}, "source": [ "## 1. NVE molecular dynamics of ethanol\n", "\n", "Start from a held-out rMD17 conformation, draw 300 K Maxwell–Boltzmann\n", "velocities, and integrate with velocity Verlet at a 0.5 fs time step (the\n", "resolution of the paper's reference trajectories) for 2 ps. No thermostat:\n", "in the NVE ensemble any error in the forces shows up directly as drift or\n", "noise in the total energy." ] }, { "cell_type": "code", "execution_count": 2, "id": "11b0f580", "metadata": { "execution": { "iopub.execute_input": "2026-07-20T04:22:37.532579Z", "iopub.status.busy": "2026-07-20T04:22:37.531867Z", "iopub.status.idle": "2026-07-20T04:24:36.017022Z", "shell.execute_reply": "2026-07-20T04:24:36.016291Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "4000 NVE steps (2.0 ps) in 113s\n" ] } ], "source": [ "import time\n", "from ase import Atoms, units\n", "from ase.md.velocitydistribution import (MaxwellBoltzmannDistribution,\n", " Stationary, ZeroRotation)\n", "from ase.md.verlet import VelocityVerlet\n", "\n", "s = load_dataset(\"rmd17\", molecule=\"ethanol\", split=\"test\", n_test=1,\n", " quiet=True)[0]\n", "atoms = Atoms(numbers=s[\"atomic_numbers\"], positions=s[\"pos\"])\n", "atoms.calc = calc\n", "\n", "MaxwellBoltzmannDistribution(atoms, temperature_K=300)\n", "Stationary(atoms); ZeroRotation(atoms)\n", "\n", "DT_FS, N_STEPS = 0.5, 4000 # 2 ps\n", "dyn = VelocityVerlet(atoms, timestep=DT_FS * units.fs)\n", "\n", "t_ps, e_pot, e_kin, temp = [], [], [], []\n", "def record(a=atoms):\n", " t_ps.append(dyn.nsteps * DT_FS / 1000.0)\n", " e_pot.append(a.get_potential_energy())\n", " e_kin.append(a.get_kinetic_energy())\n", " temp.append(a.get_temperature())\n", "dyn.attach(record, interval=4)\n", "\n", "t0 = time.time()\n", "record(); dyn.run(N_STEPS)\n", "print(f\"{N_STEPS} NVE steps ({N_STEPS*DT_FS/1000:.1f} ps) \"\n", " f\"in {time.time()-t0:.0f}s\")\n", "\n", "e_pot, e_kin = np.array(e_pot), np.array(e_kin)\n", "e_tot = e_pot + e_kin" ] }, { "cell_type": "markdown", "id": "9204806e", "metadata": {}, "source": [ "## 2. Total-energy conservation" ] }, { "cell_type": "code", "execution_count": 3, "id": "aac9a276", "metadata": { "execution": { "iopub.execute_input": "2026-07-20T04:24:36.018684Z", "iopub.status.busy": "2026-07-20T04:24:36.018456Z", "iopub.status.idle": "2026-07-20T04:24:36.653476Z", "shell.execute_reply": "2026-07-20T04:24:36.652826Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "potential-energy fluctuation : 87.21 meV (the physics)\n", "total-energy fluctuation : 0.732 meV\n", "total-energy drift : 0.189 meV/ps\n", "conservation ratio std(E_tot)/std(E_pot) = 0.0084\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "drift = np.polyfit(t_ps, (e_tot - e_tot[0]) * 1e3, 1)[0] # meV / ps\n", "print(f\"potential-energy fluctuation : {e_pot.std()*1e3:8.2f} meV (the physics)\")\n", "print(f\"total-energy fluctuation : {e_tot.std()*1e3:8.3f} meV\")\n", "print(f\"total-energy drift : {drift:8.3f} meV/ps\")\n", "print(f\"conservation ratio std(E_tot)/std(E_pot) = \"\n", " f\"{e_tot.std()/e_pot.std():.4f}\")\n", "\n", "fig, (a1, a2) = plt.subplots(2, 1, figsize=(6.5, 5), sharex=True,\n", " height_ratios=[2, 1])\n", "a1.plot(t_ps, (e_pot - e_pot[0]) * 1e3, label=r\"$E_\\mathrm{pot}$\", lw=0.9)\n", "a1.plot(t_ps, (e_kin - e_kin[0]) * 1e3, label=r\"$E_\\mathrm{kin}$\", lw=0.9)\n", "a1.plot(t_ps, (e_tot - e_tot[0]) * 1e3, \"k\", label=r\"$E_\\mathrm{tot}$\", lw=1.2)\n", "a1.set_ylabel(\"energy - initial (meV)\")\n", "a1.set_title(\"SchNet NVE dynamics of ethanol (0.5 fs, no thermostat)\")\n", "a1.legend(ncols=3, fontsize=9)\n", "a2.plot(t_ps, temp, lw=0.9, color=\"tab:red\")\n", "a2.set_xlabel(\"time (ps)\"); a2.set_ylabel(\"T (K)\")\n", "fig.tight_layout()\n", "fig.savefig(\"schnet_nve_energy.png\", dpi=110); plt.show()" ] }, { "cell_type": "markdown", "id": "1396cfb8", "metadata": {}, "source": [ "## Summary\n", "\n", "Kinetic and potential energy exchange on the 100 meV scale while the total\n", "energy stays flat to well under a meV over 2 ps of thermostat-free dynamics:\n", "the autograd forces of the `xnn` SchNet are conservative to integration\n", "accuracy, exactly as eq. 4 of the paper guarantees by construction. Together\n", "with `schnet_rmd17_train.ipynb` (training/accuracy) and\n", "`examples/fidelity_checks/schnet_verification.ipynb` (equation-level\n", "fidelity), this completes the SchNet series." ] } ], "metadata": { "kernelspec": { "display_name": "xnn (.venv)", "language": "python", "name": "xnn" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.13.12" } }, "nbformat": 4, "nbformat_minor": 5 }