{ "cells": [ { "cell_type": "markdown", "id": "0b76bd2a-2448-4ea8-b8f9-d4a1439d2cc9", "metadata": {}, "source": [ "## Initial imports and load active learning job from disk" ] }, { "cell_type": "code", "execution_count": 2, "id": "145c06ae-7851-4315-8f0f-7d1301e19980", "metadata": {}, "outputs": [], "source": [ "from scm.simple_active_learning import SimpleActiveLearningJob\n", "import scm.plams as plams\n", "import os\n", "import matplotlib.pyplot as plt" ] }, { "cell_type": "code", "execution_count": 1, "id": "fa6575d6-0156-4bbf-9c82-f7b0b948e45f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PLAMS working folder: /home/hellstrom/adfhome/scripting/scm/params/examples/ActiveLearning/jupyter_notebooks/example1_molecule_2hydroxyethanal/plams_workdir.003\n" ] } ], "source": [ "plams.init()" ] }, { "cell_type": "code", "execution_count": 3, "id": "b0d4674d-f49e-4f26-8d6f-66595f45ef28", "metadata": {}, "outputs": [], "source": [ "# replace the path with your own path !\n", "previous_sal_job_path = os.path.expandvars(\"$AMSHOME/examples/SAL/Output/SingleMolecule/plams_workdir/sal\")\n", "sal_job = SimpleActiveLearningJob.load_external(previous_sal_job_path)\n", "params_job = sal_job.results.get_params_job()" ] }, { "cell_type": "markdown", "id": "97bfd42d-9ae6-4ac3-a675-3faaf7121c40", "metadata": {}, "source": [ "## Structure for production job\n", "\n", "We could initialize a PLAMS molecule in many different ways. Here, we get the final frame from the final production simulation in the SAL job, and preoptimize it with UFF." ] }, { "cell_type": "code", "execution_count": 3, "id": "f2785def-ce53-4a89-b5b6-f9c63aa34269", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "molecule = sal_job.results.get_main_molecule()\n", "molecule = plams.preoptimize(molecule, model=\"UFF\")\n", "plams.plot_molecule(molecule)" ] }, { "cell_type": "markdown", "id": "72effda2-7b36-47cb-a4da-b505208ac061", "metadata": {}, "source": [ "## Settings for production job\n", "\n", "Let's run a geometry optimization + frequencies. But you could run any AMS job!\n", "\n", "The ``MaxRestarts`` option is useful when calculating normal modes. If the geometry optimizer converges to a transition state, it will continue until it finds a local minimum!" ] }, { "cell_type": "code", "execution_count": 4, "id": "08e88467-bf02-4944-b2d0-a9f395b35e28", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "GeometryOptimization\n", " MaxRestarts 5\n", "End\n", "\n", "Properties\n", " NormalModes Yes\n", "End\n", "\n", "Task GeometryOptimization\n", "\n", "system\n", " Atoms\n", " O 1.7687383065 1.1638482324 0.1625808808 \n", " C 0.8505520934 0.6353737082 -0.4437015802 \n", " C -0.2273678842 -0.0918083557 0.2943539891 \n", " O -1.4487365506 0.5561008884 0.0797093813 \n", " H 0.8184659876 0.6935785078 -1.5266944395 \n", " H -0.2816768047 -1.1351539858 -0.0862953199 \n", " H 0.0035728454 -0.1163549046 1.3835473650 \n", " H -2.1178872806 0.0706066427 0.6290506419 \n", " End\n", " BondOrders\n", " 1 2 2.0\n", " 2 3 1.0\n", " 2 5 1.0\n", " 3 4 1.0\n", " 3 6 1.0\n", " 3 7 1.0\n", " 4 8 1.0\n", " End\n", "End\n", "\n", "Engine MLPotential\n", " Backend M3GNet\n", " MLDistanceUnit angstrom\n", " MLEnergyUnit eV\n", " Model Custom\n", " ParameterDir /home/hellstrom/adfhome/scripting/scm/params/examples/SALOutput/plams_workdir/sal/step4_attempt1_training/results/optimization/m3gnet/m3gnet\n", "EndEngine\n", "\n", "\n" ] } ], "source": [ "s = plams.Settings()\n", "s.input.ams.Task = \"GeometryOptimization\"\n", "s.input.ams.Properties.NormalModes = \"Yes\"\n", "s.input.ams.GeometryOptimization.MaxRestarts = 5\n", "s.runscript.nproc = 1\n", "\n", "retrained_engine_settings = params_job.results.get_production_engine_settings()\n", "\n", "new_job = plams.AMSJob(settings=s + retrained_engine_settings, name=\"retrained_m3gnet\", molecule=molecule)\n", "print(new_job.get_input())" ] }, { "cell_type": "code", "execution_count": 5, "id": "c43c64b4-ae7c-458b-8bcf-6a3174c909d0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[02.02|12:39:32] JOB retrained_m3gnet STARTED\n", "[02.02|12:39:32] JOB retrained_m3gnet RUNNING\n", "[02.02|12:39:47] JOB retrained_m3gnet FINISHED\n", "[02.02|12:39:47] JOB retrained_m3gnet SUCCESSFUL\n" ] } ], "source": [ "new_job.run();" ] }, { "cell_type": "markdown", "id": "78547570-74e6-489e-a507-f242c679d55a", "metadata": {}, "source": [ "### Optimized structure" ] }, { "cell_type": "code", "execution_count": 6, "id": "68d6a3a8-59ca-4a8b-91db-7e3faaae9f52", "metadata": {}, "outputs": [ { "data": { "image/png": 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0aBGSJKHVamndujXdunVjwoQJZXPYiouLnX6YtK2oVCratGlDmzZtEEKQn59PdnY2OTk5FBQUkJ2dzZUrVxj3xhvUqlWLDh06oNfrCQkJcdnM5HKLV6FQoFapcP9S5/9iATSPeNPNzs5m6dKlLFmyhBs3bhAcHEyzZs2IjIwkKCgIPz+/R/5xTCYTly9fJjs7m+zsbFatWsWnn35K9+7diY+Px2q1uvWq+ygUCgW1atWiVq1atGnTBvi5u3n37t0sWbLExd79F5vCBl+tlmIPeWEDKBYC318V5+Tm5vLWW2/xxRdf4OPjg16vZ9y4cdSrV++p7fr4+BAcHFy27Wu1Wjl+/DgpKSmMHDmSqlWrolQqkSTJ4ye6WywWl+eqf41N4m0UFERmVpbcvjiMTKWS55s0AX4Oe1avXs2bb76JUqlk6NChhIaGyvKHUavVdOzYkY4dO3LlyhW+++47Dh48SGJiIlFRUXZ3BrsSk8nk8uq8X2PTcqAPC8PgIV+H5gc6VHNzc+nXrx8xMTG0aNGCmTNnEhER4ZAVpV69ekRFRREfH8/t27eZN28e33//vct2+uzl6tWrTqlDLg+2iVev57jV6jZldo/jlCRhvv+13apVKw4cOEBsbCyvv/76E+d+yUGzZs1455136Ny5M5s3b2bp0qV2dU+7itzcXJfWZzwMm8QbGhqKWZI45QGriKGkBIVCwYwZM6hbty4zZ850aP/Yw/Dx8WHYsGHExcWRlZXF4sWLKbJxMqIryM/P586dOza3qDsKm8Tbvn17qul0HtFevfS+jy1atCA2NtYpq+2jaNmyJfHx8Vy7do3FixdjNBpd5kt5yM7OBqgY4q1SpQpjoqNZKgQWNw4dNlkspEsSzz//PG+88YZb5FwbNmzI5MmTuX79OsuXLy+boOnOnD9/njp16tCwYUNXu/ILbM7fTJ48masWi9uuvreEYJzZTOPGjYmOjnZIYYitBAUFMWHCBLKystixY4er3XksFouF9PR0Ro8e7XY5a5vF26ZNG7qFh5PgpnFvvNGIVaMhOjraLVbcXxMSEsIrr7zC3r17yXLjtOOxY8coKCggLi7O1a78Brsy5394+22+N5tJcrOvvmSrlQ1WK6+++io1a9Z0tTuP5MUXX6Rhw4asX7/ebYdkp6Sk0KtXL6cU2pQXu8Q7aNAghg4ezBSrlRtusgLfEoIYs5nnnnuOTp06udqdx6JUKnnttde4ffs2O3fudLU7vyEnJ4cLFy4QHx/valceil3iVSgULFy8GKlaNeLdZOX4i8lEoUrFqFGj3C5GexgBAQFl4cONGzdc7U4ZkiSxdetWgoODGTBggKvdeSh2b7gHBASQsGgRn1ssLHexgO9JEktLSojo1s2tw4Vf061bN3Q6Hfv373e1K2X88MMPnDt3jpUrV8radyYnslSLjBw5kkkTJzLRbGazC+Pf14xGTJJEeHi4y3ywBY1GQ1hYGIcOHXKL2PfGjRvs2LGDqVOnOn1QSnmQRbwKhYLEhQsZPnw4I00mNjpZwEII3jca2X4/p+vn5+fU+8tBeHg4xcXFHDlyxKV+SJLEhg0bqF+/Pn//+99d6suTkK1OT6VSsXbdOka99hpRRiNzTCannItwVwhiTCb+brEghCAiIsLh93QEderUoWXLluzbt89lPgghSEpKIisri1WrVjm1K8IWZC0y1Wg0rF6zhnffe48/Wyx0NZs5bUdT35PYZbXSxmQiSa1m0KBBVK9enZYtWzrsfo4mNDSU7OxsCgoKnH5vIQRffvklKSkpLFu2zK3DhVJkr5BWKpXMmTOH/Skp5AcF0dFo5O8mE/dkXIWvShKTjEb6FBfTNDyck6dPYzabadCggUcXfTdq1Aj4by2Bs5Akic2bN7Nnzx7+/e9/O3WSpT047C8dFhbGkRMnmPbHP/Inq5VAo5FpRiMZNq7EQgh+sFqJMhppWFzMeo2GhQsXsmvPHho1akR6errLW8yFEFgsFqxWq03D/fz8/NDpdGX9c86gqKiItWvXsm/fPhYtWsT06dOddm97cWgORKfTMW/ePH7/+9+zdOlS/rNoEQtu3aKbVkt3QH+/vTroIe3VkhCcfaC9+huFglNmM82bNOEf06YxduxYnnnmGeDnWtMbN264ZDJNQUEBqampZGZmkpubS+H9rttq1arRoEEDmjZtSlhYGNWqVXuiLYVCQYMGDZy28p46dYrPP/8cSZLYuHGjXYOeXYHdk9HLg9lsZvPmzXy2di3phw5x9f4RrHU0Gp5VKtEBEmAEcq1WCu6v0k2Cggjr1o2YmBh69er1G6EnJyczaNAgPvjggzJBOxqj0cj27dtJTU1FrVbTu3dvOnfuXFZ5dfHiRdLS0vjmm2+Q7qfv+vXr98Su6+TkZNLS0pg9e7bDfC8qKmLLli2kpaXx8ssvs2zZMgJtPIXSlTg1+6zVahk1ahSjRo0Cfh6HlJ6eztGjR7lz5w7FxcUolUp0Oh3+/v5l/WC1a9d+rN2cnBzUarXThnuUdgoXFxfzt7/9jQkTJjzyQ5OXl8eSJUuYPXs2GRkZxMTEPHY2bZ06dSgoKGD58uVERETQrFkz2eL4vLw8UlJSOHToEAqFghUrVhAdHe0RO5EPw6VbJ/Xr12fgwIEMHDjQLjul8xGc8Uf46aefWLRoEa1atWLTpk1PHBjt5+fH+++/z4gRIxg2bBgJCQlMmTLlkSFOaQWc1Wpl0aJFBAQE0KVLFzp16mRT6kqSJM6cOUNKSgqnTp2ievXqjBs3jhkzZrjFAEB7cM99v3JiMpmcsoVZVFTEihUraNu2Lbt3736qOLaUpk2bsnfvXnr27MnKlSt5++23H9r4WVp3fODAAU6cOEFiYiJffPEF27Zto27dutSvX5+goCCCgoLw9/dHo9Gg0WgoKSnBYrGUDQjJzs4mNzeXnJwcTCYTbdu2ZenSpURFRbl9/vZpqRDi1Wq1lDgwn1zKlvtzfpOSksol3FJq1qzJF198QevWrUlOTmbEiBG/+Z3S7mIfHx8iIiKIiIjg2rVr7Ny5E4PBQFpaGl999dUTmzibNGlC586diYuLo0ePHoSGhnpsePAoKoR4fX19Hd5Oc/PmTdLT00lISLDr6zY4OJiPPvqIGTNm0KdPn9/E6aXP8eCLXUBAADExMWX5V6vVyunTp8nKysJoNGI0GtFoNOh0OmrXrk27du3ccrif3FQI8QYEBGCxWLh3755NK+LTkJKSQs2aNYmOjrbbVmxsLH/+859JSUnhlVde+cXP7ty5g5+f32NXSbVaTdu2bWnbtq3dvngynrsd9QAdO3YEHLszdfbsWYYOHSpL93H16tUZNGgQZ8+e/c3PcnJy3G4+grtSIcTbpEkTatas6TDxms1mLl++LGtnRqdOncjNzf1FrC6E8Iq3HFQI8SoUCvR6vcPEW1BQgCRJhISEyGYzJCQEi8VStiMHPw/3yM/Pd7v5CO5KhRAv/FyRlZub69ADA+V8Wy/deHjQ39IPn3flfToqjHh79erFrVu3uHjxouy2S/OichbM5OTkoFQqfxFDHzlyhJCQEI/fPHAWFUa8v/vd7wgODnZIMbevry9169aV9VAWg8FA/fr1y3bUCgoKOH78OPHx8RUuH+soKox4lUol8fHxZUMy5CY4OJgtW7ZglWFCkNlsLuvMLaW0wEeOVFxlocKIFygb63Tw4EHZbYeHh5Obm8u2bdvstpWUlMSNGzfKGkUlSSI1NZWoqCinVcVVBCqUeP38/IiKimL//v2yT2AMCgqiZcuWTJ8+nbvlPFnoQW7fvs0f/vAHWrduXXaEgMFgIC8vjylTpsjlbqWgQokX4IMPPsBsNsuyQv6a4cOHc/PmTcaPH29TLYXVaiU6OpqCggKGDRsGwN27d9m2bRsjR470ZhnKSYUTb+PGjfnnP//JgQMH+PHHH2W1Xbqyb968mddff5179+499bV3795lxIgRbN++nddff51atWohhODzzz9Hp9ORkJAgq6+VgQonXoCJEyfSs2dPNm7cKHv40K5dO9544w22bt1K69at2bFjx2PPmZAkieTkZFq1asVXX33FuHHjys5pMxgMnDhxgsWLF3v0YSuuwqltQM7k4sWLtG7dmhYtWjB69GjZu4pv3rzJhg0bOHfuHCEhIYwaNQq9Xl/WAXzx4kXS09PZsGEDWVlZNG/enJEjR5YNRLlx4waffPIJ/fv3Z8OGDbL6VlmosOIF2LhxI1FRUXTr1o0hQ4bInj8VQpCVlcX+/fs5f/48d+7c+cXPn3nmGUJCQujatSuNGzcuu//t27dJSEjAz8+PlJQUj5zw4w5UaPECLF68mMmTJ9OzZ08GDhzo0A2A/Pz8skxEjRo1Hjrs7/bt2yxevBitVktKSop3N80OKkQ97+OIi4vDarUydepUjEYjw4YNc9iI/5o1az52OuW1a9dYsmQJ1atXZ8+ePV7h2kmFX3lLWbNmDePGjSMwMJCoqKhyHdNqL5IksW/fPnbs2EGTJk3YvXv3YzuIvTwdlUa8AGlpaYwdO5Zz587x0ksvERkZ6fCDVm7evMnGjRvJzMxkypQpfPzxxw7r9qhsVCrxws/DQv76178yb948GjRoQP/+/WnWrJnssXBRUREHDhzgm2++ISAggFWrVtGzZ09Z71HZqXTiLeXQoUOMHz+ekydPEhAQQNeuXenUqZPdh0Pn5OSwf/9+Dh8+TElJCRMnTvSutg6i0ooX4MqVK4wYMYJ9+/ahUCjQaDS0b9+e4OBggoKCqFu37hPnQRQWFpbNSSjt6K1Xrx6TJ08mNjbWqbF1ZaPSivfYsWP06dMHIQSJiYl07dqV5cuXs2HDBs6cOYMkSajVagIDA/H390er1aLRaJAkqax95/Lly9y8P2+tRo0ahIeHM3HiRAYMGOC25zhUJCqleM+ePUt4eDiNGzdm586d+Pv7/+LnhYWFHDt2DIPBgMFg4MyZMxQXF1NcXIzVaiU3NxcfHx9iYmLo0qULer2ekJAQj54N7IlUOvGWlJTQtWtXbt26RWpq6hOH+D2M48ePExYWxvjx41mwYIEDvPTyVIhKxvz584VSqRQpKSl22fn0008FIFJTU2XyzEt5qVQrryRJNGvWjC5durBu3Tq7bbVs2ZLQ0FDWr18vk4deykOlCtL27t3LhQsXZOlYUCqVxMXFkZSU9JuCHC/OoVKJt3TeWJcuXWSx17dvXywWi6xdxV6enkol3qNHj9KhQwfZdtOaN29OlSpVOHr0qCz2vJSPSiXe/Px8nn32WdnsqVQq/Pz8vGGDi6hU4lWr1U8cylxeTCZT2eAQL86lUom3adOmZGRkyGYvLy+P69ev07RpU9lsenl6KpV49Xo9mZmZZVu69lI63MQ71dE1VCrx9u3bF61Wy+rVq2Wxt3LlSp577jmaN28uiz0v5aNSidff35/hw4czf/78cs1ceBgZGRls2bKFyZMnewfjuYhKtcMGcP78edq0aUNMTAyJiYk22bBarXTt2pX8/HyOHDlidw2wFxtx7e60a1iwYIEARGJiYrmvtVqtIjo6WqhUKrvrI7zYR6UUryRJ4q233hKAmDFjhiguLn6q665cuSL69+8vlEqlWLdunYO99PIkKqV4hfhZwP/4xz+EVqsVzZs3F8uXLxeFhYUP/d1r166JOXPmiNq1awt/f3+xfft2J3vr5WFUupj315w+fZqZM2eyc+dOqlSpQseOHWnTpg06nY47d+5w5MgRjh8/jlqtZsyYMcyZM8c7V8xNqPTiLeXChQskJSVhMBjIyMjAZDJRvXp12rZtywsvvMDw4cNtKlz34ji84vXisVSqPK+XioVXvF48Fq94vXgsXvF68Vi84vXisXjF68Vj8YrXi8fiFa8Xj8UrXi8ei1e8XjwWr3i9eCz/DxVJKyjI99qmAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plams.plot_molecule(new_job.results.get_main_molecule())" ] }, { "cell_type": "markdown", "id": "2318e114-2925-45ef-a0ed-c677677aee59", "metadata": {}, "source": [ "### Frequencies" ] }, { "cell_type": "code", "execution_count": 7, "id": "b3205cb4-7539-4a19-b2a0-c74317273972", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "width = 50 # cm^-1\n", "x, y = new_job.results.get_ir_spectrum(broadening_width=width, post_process=\"all_intensities_to_1\")\n", "plt.plot(x, y, label=\"Retrained M3GNet\")\n", "plt.xlabel(\"Frequency (cm^-1)\")\n", "plt.ylabel(\"Normal mode count\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "096da12c-1ae0-4c91-b0ff-707ca1082475", "metadata": {}, "source": [ "## Compare to reference UFF\n", "In this case, we can also calculate the normal modes with the reference method (UFF) and compare:" ] }, { "cell_type": "code", "execution_count": 8, "id": "da4fc4d0-d881-4898-8115-ad0101f1acc0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[02.02|12:39:48] JOB uff_ref STARTED\n", "[02.02|12:39:48] JOB uff_ref RUNNING\n", "[02.02|12:39:48] JOB uff_ref FINISHED\n", "[02.02|12:39:48] JOB uff_ref SUCCESSFUL\n" ] } ], "source": [ "ref_engine_settings = plams.Settings()\n", "ref_engine_settings.input.ForceField.Type = \"UFF\"\n", "ref_job = plams.AMSJob(settings=s + ref_engine_settings, name=\"uff_ref\", molecule=molecule)\n", "ref_job.run();" ] }, { "cell_type": "code", "execution_count": 9, "id": "f6bbd515-83b7-4289-bc65-d962dfbdeef8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Structural RMSD: 0.10 angstrom\n" ] } ], "source": [ "retrained_structure_rmsd = plams.Molecule.rmsd(\n", " ref_job.results.get_main_molecule(),\n", " new_job.results.get_main_molecule(),\n", " ignore_hydrogen=True,\n", ")\n", "print(f\"Structural RMSD: {retrained_structure_rmsd:.2f} angstrom\")" ] }, { "cell_type": "code", "execution_count": 10, "id": "6c3d2c66-f5fa-432d-b2bc-af9c2405756d", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "x_ref, y_ref = ref_job.results.get_ir_spectrum(broadening_width=width, post_process=\"all_intensities_to_1\")\n", "plt.plot(x, y, label=\"Retrained M3GNet\")\n", "plt.plot(x_ref, y_ref, label=\"UFF (reference method)\")\n", "plt.xlabel(\"Frequency (cm^-1)\")\n", "plt.ylabel(\"Normal mode count\")\n", "plt.legend();" ] }, { "cell_type": "markdown", "id": "1fabbebf-5705-4f7f-a6b9-c423515dc005", "metadata": {}, "source": [ "The agreement looks very good! The only significant difference is the highest-frequency vibration (the O-H streching vibration). This frequency is very sensitive to the calculated forces near the equilibrium (minimum) structure. The agreement could have been improved by\n", "\n", "* having more training data, for example by setting a tighter success criterion for the forces and energy in the active learning\n", "* running the active learning MD at a lower temperature (closer to the equilibrium structure, but this would mean less conformational sampling)\n", "* training for more epochs\n", "\n", "Tip: check if the vibrational frequencies with retrained M3GNet or M3GNet-UP-2022 agree better or worse with the reference UFF calculation." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.12" } }, "nbformat": 4, "nbformat_minor": 5 }