diff --git a/input/thermo/uncertainty/surfaceThermoPt111_cov.npy b/input/thermo/uncertainty/surfaceThermoPt111_cov.npy new file mode 100644 index 0000000000..7f180ee392 Binary files /dev/null and b/input/thermo/uncertainty/surfaceThermoPt111_cov.npy differ diff --git a/input/thermo/uncertainty/surfaceThermoPt111_molecules.pickle b/input/thermo/uncertainty/surfaceThermoPt111_molecules.pickle new file mode 100644 index 0000000000..db245a86de Binary files /dev/null and b/input/thermo/uncertainty/surfaceThermoPt111_molecules.pickle differ diff --git a/scripts/compile_BEEF_cov.ipynb b/scripts/compile_BEEF_cov.ipynb new file mode 100644 index 0000000000..2822310c1b --- /dev/null +++ b/scripts/compile_BEEF_cov.ipynb @@ -0,0 +1,315 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "dec0de20-f539-4308-8c6f-687759224108", + "metadata": {}, + "source": [ + "### 1. Download the thermo_kinetics_scripts repository and set the THERMO_DATA_PATH variable\n", + "Unfortunately, the exact locations of these files might change as the repo gets updated\n", + "\n", + "Here, we're looking for a beef-ensembles folder full of files like XCHOO_bee.txt" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "id": "69f9bc90-d381-4b2d-bb93-7c4e6a7feef5", + "metadata": {}, + "outputs": [], + "source": [ + "import os\n", + "import pickle\n", + "import numpy as np\n", + "import pandas as pd\n", + "import glob\n", + "import matplotlib.pyplot as plt\n", + "import rmgpy.data.thermo\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "46621881-ddc4-497c-a064-7a7fb5210b44", + "metadata": {}, + "outputs": [], + "source": [ + "THERMO_DATA_PATH = os.path.join(os.environ['HOME'], 'thermo_kinetics_scripts/beef-uq/thermo/beef-ensembles')" + ] + }, + { + "cell_type": "markdown", + "id": "fad61daa-0ac7-4bc1-8551-39bc9758cc2e", + "metadata": {}, + "source": [ + "### 2. Load the copy of surfaceThermoPt111.py in this repository to get the molecule structures" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "id": "70f0f6c7-59f6-4747-9f59-2b147a11ee28", + "metadata": {}, + "outputs": [], + "source": [ + "# load their thermo library\n", + "thermo_lib_file = os.path.join(os.environ['HOME'], 'thermo_kinetics_scripts/beef-uq/thermo/surfaceThermoPt111.py')\n", + "\n", + "# RMG expects the library in its own directory\n", + "lib_dir = os.path.join(os.path.dirname(thermo_lib_file), 'lib')\n", + "os.makedirs(lib_dir, exist_ok=True)\n", + "shutil.copyfile(thermo_lib_file, os.path.join(lib_dir, os.path.basename(thermo_lib_file)))\n", + "\n", + "thermo_database = rmgpy.data.thermo.ThermoDatabase()\n", + "thermo_database.load_libraries(lib_dir)\n", + "\n", + "# Make a list of each molecule and each label\n", + "items = [thermo_database.libraries['surfaceThermoPt111'].entries[e].item for e in thermo_database.libraries['surfaceThermoPt111'].entries]\n", + "labels = [thermo_database.libraries['surfaceThermoPt111'].entries[e].label for e in thermo_database.libraries['surfaceThermoPt111'].entries]" + ] + }, + { + "cell_type": "markdown", + "id": "05f7b6f6-35b9-401c-a5c0-7b8f1535eb83", + "metadata": {}, + "source": [ + "### 3. Load all the data from the BEE files" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "id": "17253d35-f5d5-4e76-bcd7-93576663f31b", + "metadata": {}, + "outputs": [], + "source": [ + "def get_name_from_path(path):\n", + " search_pattern = r'beef-ensembles/(.+)_bee.txt'\n", + " m1 = re.search(search_pattern, path)\n", + " if m1 is not None:\n", + " return m1[1]\n", + "bee_files = sorted(glob.glob(os.path.join(THERMO_DATA_PATH, '*_bee.txt')))" + ] + }, + { + "cell_type": "markdown", + "id": "e1e90277-8bfe-457f-b68c-f0f046e6f111", + "metadata": {}, + "source": [ + "### 4. Function to match BEEF data to names in library" + ] + }, + { + "cell_type": "code", + "execution_count": 113, + "id": "f2e25b82-820e-4744-a553-e2979337d5dc", + "metadata": {}, + "outputs": [], + "source": [ + "def get_molecule_by_name(sp_name):\n", + " # Get the molecule that matches the name in the BEEF thermo library\n", + " try:\n", + " entry_index = labels.index(sp_name)\n", + " return items[entry_index]\n", + " except ValueError:\n", + " print(f'Could not find {i} {sp_name} in thermo library')\n", + " return None" + ] + }, + { + "cell_type": "markdown", + "id": "6e52f6cb-bbf3-4fa3-8574-5b6d5274b2bb", + "metadata": {}, + "source": [ + "### 5. Load BEEF thermo ensemble data and corresponding molecule structure" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "7a24930d-bc89-4f19-b865-f3a1f6d0cdf5", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Could not find 18 CH3OXCO in thermo library\n", + "182 species loaded\n" + ] + } + ], + "source": [ + "Hf_ensemble_data = []\n", + "molecules = []\n", + "for i in range(len(bee_files)):\n", + " species_name = get_name_from_path(bee_files[i])\n", + " molecule = get_molecule_by_name(species_name)\n", + " if molecule is None:\n", + " continue\n", + " molecules.append(molecule)\n", + "\n", + " species_ensemble_data = []\n", + " # the loaded dataframe has 2 columns: Hf and Delta Hf\n", + " df = pd.read_csv(bee_files[i], sep='\\t')\n", + " Hf_ensemble_data.append(df['Hf'].values)\n", + "\n", + "Hf_ensemble_data = np.array(Hf_ensemble_data)\n", + "\n", + "assert Hf_ensemble_data.shape[1] == 2000, 'BEEF ensemble size should be 2000'\n", + "\n", + "N_species = Hf_ensemble_data.shape[0]\n", + "print(f'{N_species} species loaded')\n", + "\n", + "cov_Hf = np.cov(Hf_ensemble_data)\n", + "assert cov_Hf.shape[0] == N_species\n", + "assert len(molecules) == N_species" + ] + }, + { + "cell_type": "markdown", + "id": "129630fe-9a04-4c98-86f3-61ec14f767bc", + "metadata": {}, + "source": [ + "### 6. Check that the results make sense" + ] + }, + { + "cell_type": "code", + "execution_count": 115, + "id": "83f030a5-83cc-43e3-9fab-9004fe19c82d", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# as of 2026, the BEEF errors should be about 30 kJ/mol, but this may change over time!\n", + "assert np.sum(np.diagonal(cov_Hf) == 0) == 0, 'There should not be any zeros in the diagonal of the covariance matrix'\n", + "assert np.sum(np.isnan(cov_Hf)) == 0, 'There should not be any nans in the covariance matrix'\n", + "\n", + "diagonal = np.diagonal(cov_Hf)\n", + "plt.figure()\n", + "plt.hist(np.sqrt(diagonal), bins=32)\n", + "plt.axvline(x=30, color='black', label='expected center')\n", + "plt.ylabel('Count')\n", + "plt.xlabel('Standard Deviation of Ensemble (kJ/mol)')\n", + "plt.legend()\n", + "\n", + "# check that the mean uncertainty is +/- 10 kJ/mol of the expected 30 kJ/mol\n", + "assert np.isclose(np.mean(np.sqrt(diagonal)), 30, atol=10.0)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "9fb933d8-c608-45f8-b811-3dcd6fa120de", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5, 1.0, 'Thermo Covariance Matrix')" + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure()\n", + "# Look at the covariance matrix\n", + "plt.matshow(cov_Hf)\n", + "cb = plt.colorbar()\n", + "plt.clim([0, 30 ** 2])\n", + "cb.ax.set_title(r'$(kJ/mol)^2$')\n", + "plt.title('Thermo Covariance Matrix')" + ] + }, + { + "cell_type": "markdown", + "id": "2af0fe45-8fcc-4fe6-8501-0a4e51ebd60d", + "metadata": {}, + "source": [ + "### 7. Save files" + ] + }, + { + "cell_type": "code", + "execution_count": 117, + "id": "e286da87-bbfe-4056-8e64-06e625d3f1ec", + "metadata": {}, + "outputs": [], + "source": [ + "thermo_uncertainty_dir = os.path.join(rmgpy.settings['database.directory'], 'thermo', 'uncertainty')\n", + "os.makedirs(thermo_uncertainty_dir, exist_ok=True)\n", + "\n", + "cov_mat_file = os.path.join(thermo_uncertainty_dir, os.path.basename(thermo_lib_file).replace('.py', '_cov.npy'))\n", + "np.save(cov_mat_file, cov_Hf)\n", + "\n", + "molecule_adjacency_lists = [item.to_adjacency_list() for item in molecules]\n", + "molecule_file = os.path.join(thermo_uncertainty_dir, os.path.basename(thermo_lib_file).replace('.py', '_molecules.pickle'))\n", + "with open(molecule_file, 'wb') as f:\n", + " pickle.dump(molecule_adjacency_lists, f)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "42bed972-c930-4a7d-914b-d2c6bf7e01fd", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "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": "3.9.23" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}