{ "cells": [ { "cell_type": "markdown", "id": "81c543e7", "metadata": {}, "source": [ "# Machine learning" ] }, { "cell_type": "markdown", "id": "388fd578", "metadata": {}, "source": [ "Ramannoodle includes a brand-new machine learning model for predicting polarizabilities. This model uses a graph neural network architecture. The tutorial will demonstrate how to initialize, train, and evaluate this model. This notebook is available on [Github](https://github.com/wolearyc/ramannoodle/blob/main/docs/source/notebooks/machine-learning.ipynb). " ] }, { "cell_type": "markdown", "id": "0b8f3299-8cf3-4c00-b2b2-fb514c3aeb0f", "metadata": {}, "source": [ "First, some setup." ] }, { "cell_type": "code", "execution_count": 1, "id": "3956373a-63a1-4128-b0f2-e2711b5a5213", "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "from matplotlib import pyplot as plt\n", "import matplotlib_inline\n", "\n", "matplotlib_inline.backend_inline.set_matplotlib_formats('png')\n", "plt.rcParams['figure.dpi'] = 300\n", "plt.rcParams['font.family'] = 'sans-serif'\n", "plt.rcParams[\"mathtext.default\"] = 'regular'\n", "plt.rcParams['axes.linewidth'] = 0.5\n", "plt.rcParams['xtick.major.width'] = 0.5\n", "plt.rcParams['xtick.minor.width'] = 0.5\n", "plt.rcParams['lines.linewidth'] = 1.5\n", "\n", "import ramannoodle as rn" ] }, { "cell_type": "markdown", "id": "d7da690f-f4db-4509-8c89-014e7a49c83b", "metadata": {}, "source": [ "## Constructing the polarizability model\n", "\n", "Our final goal is to calculate TiO2's Raman spectrum. " ] }, { "cell_type": "markdown", "id": "bab6d920", "metadata": {}, "source": [ "#### Datasets\n", "\n", "First, we will load in a training and validation set. These datasets (which are not publicly available) consist of polarizability calculations carried out on a variety of molecular dynamics snapshots. " ] }, { "cell_type": "code", "execution_count": 2, "id": "8e90e8f0", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 99/99 [00:00<00:00, 123.76 files/s]\n", "100%|██████████| 100/100 [00:00<00:00, 123.65 files/s]" ] }, { "name": "stdout", "output_type": "stream", "text": [ "Training set size: 99 structures\n", "Validation set size: 100 structures\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "\n" ] } ], "source": [ "import glob\n", "\n", "# This data is not publicly available. Sorry! \n", "training_set = rn.io.vasp.outcar.read_polarizability_dataset(\n", " list(glob.glob(\"/Volumes/Untitled/TiO2_eps/train/*ps*/scratch/OUTCAR\"))\n", ")\n", "validation_set = rn.io.vasp.outcar.read_polarizability_dataset(\n", " list(glob.glob(\"/Volumes/Untitled/TiO2_eps/validation/*ps*/scratch/OUTCAR\"))\n", ")\n", "# As is best practice, we scale the validation set with respect to the training set.\n", "validation_set.scale_polarizabilities(\n", " training_set.mean_polarizability, training_set.stddev_polarizability\n", ")\n", "\n", "print(\"Training set size:\", len(training_set), \"structures\")\n", "print(\"Validation set size:\", len(validation_set), \"structures\")" ] }, { "cell_type": "markdown", "id": "1655c4c0", "metadata": {}, "source": [ "Let's plot the training set." ] }, { "cell_type": "code", "execution_count": 3, "id": "373b782a", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from torch.utils.data import DataLoader\n", "\n", "fig = plt.figure(constrained_layout=True, figsize=(8, 2))\n", "gs = fig.add_gridspec(1, 5, wspace=0)\n", "axes = gs.subplots()\n", "loader = DataLoader(training_set, batch_size = 100)\n", "\n", "subscripts = [\"xx\",\"yy\",\"zz\",\"xy\",\"xz\",\"yz\"]\n", "for lattice, atomic_numbers, positions, true_polarizability in loader:\n", " for i in range(5): \n", " axis = axes[i] # type: ignore\n", " axis.scatter(true_polarizability[:,i+1].cpu(), true_polarizability[:,0].cpu(), color=\"black\")\n", " axis.set_xlabel(r\"$\\alpha_{\" + subscripts[i+1] + \"}$\")\n", " if i == 0:\n", " axis.set_ylabel(r\"$\\alpha_{\" + subscripts[0] + \"}$\")" ] }, { "cell_type": "markdown", "id": "8ac3cc94", "metadata": {}, "source": [ "Note that the dataset internally standard-scales each independent element of the polarizability tensor. \n", "\n", "### Model initialization\n", "\n", "With the dataset loaded, we can initialize the model by specifying a reference structure, several hyperparameters, as well as the mean/standardization used to scale the dataset." ] }, { "cell_type": "code", "execution_count": 4, "id": "9d51a6e1", "metadata": {}, "outputs": [], "source": [ "import torch\n", "from ramannoodle.pmodel.torch import PotGNN\n", "ref_structure = rn.io.vasp.poscar.read_ref_structure(\"../../../test/data/TiO2/POSCAR\")\n", "\n", "model = PotGNN(\n", " ref_structure,\n", " size_node_embedding=5,\n", " size_edge_embedding=14,\n", " num_message_passes=4,\n", " cutoff = 2,\n", " gaussian_filter_start=0,\n", " gaussian_filter_end=5,\n", " mean_polarizability=training_set.mean_polarizability,\n", " stddev_polarizability=training_set.stddev_polarizability\n", ")\n", "\n", "# Recommended initialization for weights and biases.\n", "def init_biases(m):\n", " if isinstance(m,torch.nn.Linear):\n", " torch.nn.init.uniform_(m.bias,-0.5,0.5)\n", "def init_weights(m):\n", " if isinstance(m,torch.nn.Linear) or isinstance(m,torch.nn.Embedding):\n", " torch.nn.init.normal_(m.weight, mean = 0, std = 1)\n", "\n", "model = model.apply(init_biases)\n", "model = model.apply(init_weights)" ] }, { "cell_type": "markdown", "id": "08a824c8", "metadata": {}, "source": [ "In the first stage of training, we use a fairly large learning rate and a relatively small batch size. During this training, we expect the training loss to decrease fairly nicely. Validation loss will be extremely noisy (due to batch normalization within the model), while the variance of the validation predictions will approach 1 for each polarizability component." ] }, { "cell_type": "code", "execution_count": 5, "id": "22482cbb", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 92%|█████████▏| 92/100 [01:17<00:06, 1.19it/s, training_loss=0.15, validation_loss=3.52, validation_var=[0.93 1.05 0.4 0.56 0.34 0.21]] \n" ] } ], "source": [ "from ramannoodle.pmodel.torch import train_single_epoch\n", "\n", "loss_function = torch.nn.MSELoss()\n", "optimizer = torch.optim.Adam(model.parameters(), lr=0.02)\n", "\n", "from tqdm import trange\n", "with trange(100) as t:\n", " for epoch in t:\n", " training_loss, validation_loss, validation_var = train_single_epoch(\n", " model, training_set, validation_set, 5, optimizer, loss_function\n", " )\n", " t.set_postfix(\n", " training_loss=training_loss, \n", " validation_loss=validation_loss, \n", " validation_var=np.array2string(validation_var, precision = 2)\n", " )\n", " if training_loss < 0.15:\n", " break \n" ] }, { "cell_type": "markdown", "id": "ab4ae08b", "metadata": {}, "source": [ "We halt training once the training loss goes below 0.150. However, the validation loss has fluctuated wildly during training. In the second stage of training, we turn down the learning rate to stabilize the batch normalization term (and therefore stabilize the validation loss)." ] }, { "cell_type": "code", "execution_count": 6, "id": "c150f319", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 100/100 [01:25<00:00, 1.17it/s, training_loss=0.121, validation_loss=0.179, validation_var=[0.8 1.19 0.65 0.82 1.16 0.82]]\n" ] } ], "source": [ "from ramannoodle.pmodel.torch.train import train_single_epoch\n", "\n", "loss_function = torch.nn.MSELoss()\n", "optimizer = torch.optim.Adam(model.parameters(), lr=0.0001)\n", "\n", "from tqdm import trange\n", "with trange(100) as t:\n", " for epoch in t:\n", " training_loss, validation_loss, validation_var = train_single_epoch(\n", " model, training_set, validation_set, 5, optimizer, loss_function\n", " )\n", " t.set_postfix(\n", " training_loss=training_loss, \n", " validation_loss=validation_loss, \n", " validation_var=np.array2string(validation_var, precision = 2)\n", " )\n", " if validation_loss < 0.165:\n", " break \n" ] }, { "cell_type": "markdown", "id": "cc61963f", "metadata": {}, "source": [ "Now that the model has been roughly trained, we can visualize it's performance." ] }, { "cell_type": "code", "execution_count": 7, "id": "d17d3dd1", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import torcheval\n", "import torcheval.metrics\n", "\n", "fig = plt.figure(constrained_layout=True, figsize=(12, 2))\n", "gs = fig.add_gridspec(1, 6, wspace=0)\n", "axes = gs.subplots()\n", "plot_train_loader = DataLoader(training_set, batch_size = 100)\n", "plot_validation_loader = DataLoader(validation_set, batch_size = 100)\n", "\n", "model.eval()\n", "\n", "subscripts = [\"xx\",\"yy\",\"zz\",\"xy\",\"xz\",\"yz\"]\n", "for i in range(6): \n", " axis = axes[i] # type: ignore\n", " for lattice, atomic_numbers, positions, true_polarizability in plot_train_loader:\n", " predicted_polarizability = model(lattice, atomic_numbers, positions).detach()\n", " loss = loss_function(true_polarizability[:,i], predicted_polarizability[:,i])\n", " metric = torcheval.metrics.R2Score()\n", " metric.update(predicted_polarizability[:,i], true_polarizability[:,i])\n", " R2 = metric.compute()\n", " axis.scatter(\n", " true_polarizability[:,i], predicted_polarizability[:,i], color=\"black\", \n", " label = f\"Training, R2 = {R2:.3f}\"\n", " )\n", " for lattice, atomic_numbers, positions, true_polarizability in plot_validation_loader:\n", " predicted_polarizability = model(lattice, atomic_numbers, positions).detach()\n", " loss = loss_function(true_polarizability[:,i], predicted_polarizability[:,i])\n", " metric = torcheval.metrics.R2Score()\n", " metric.update(predicted_polarizability[:,i], true_polarizability[:,i])\n", " R2 = metric.compute()\n", " axis.scatter(\n", " true_polarizability[:,i], predicted_polarizability[:,i], color=\"red\",\n", " label = f\"Validation, R2 = {R2:.3f}\"\n", " )\n", " \n", " axis.plot([-2.5,2.5],[-2.5,2.5],color = \"blue\", zorder = 5)\n", " axis.set_xlabel(r\"True $\\alpha_{\" + subscripts[i] + \"}$\")\n", " axis.set_ylabel(r\"Predicted $\\alpha_{\" + subscripts[i] + \"}$\")\n", " l = axis.legend(fontsize =\"xx-small\")" ] }, { "cell_type": "markdown", "id": "1649a50d", "metadata": {}, "source": [ "The model is performing fairly well, though it does struggle somewhat on the zz and xy components. With the model trained, we can use it to compute a Raman spectrum." ] }, { "cell_type": "markdown", "id": "9ea2fec2", "metadata": {}, "source": [ "### Raman spectrum calculation" ] }, { "cell_type": "code", "execution_count": 8, "id": "533bd606", "metadata": {}, "outputs": [], "source": [ "# This trajectory is not publicly available. Sorry! \n", "trajectory = rn.io.vasp.vasprun.read_trajectory(\n", " f\"/Volumes/Untitled/md/TiO2/production.xml\"\n", ")" ] }, { "cell_type": "code", "execution_count": 9, "id": "b1f2cb2c-8444-4b6a-ae8e-f1ac6c6a6e98", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 20000/20000 [00:39<00:00, 506.79 configs/s]\n" ] } ], "source": [ "# Compute spectrum\n", "spectrum = trajectory.get_raman_spectrum(model)" ] }, { "cell_type": "code", "execution_count": 10, "id": "7d182420", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Then plot\n", "wavenumbers, total_intensities = spectrum.measure(laser_correction = True, \n", " laser_wavelength = 532, \n", " bose_einstein_correction = True, \n", " temperature = 300)\n", "\n", "fig = plt.figure(constrained_layout = True, figsize = (8, 3))\n", "axis = fig.add_subplot(111)\n", "lower_cutoff = 50 \n", "axis.plot(\n", " wavenumbers[wavenumbers > lower_cutoff], \n", " total_intensities[wavenumbers > lower_cutoff] / np.max(total_intensities[wavenumbers > lower_cutoff]), \n", " label = \"raw\", color = 'black', linewidth = 0.5\n", ")\n", "wavenumbers, total_intensities = rn.spectrum.utils.convolve_spectrum(wavenumbers, total_intensities)\n", "axis.plot(\n", " wavenumbers[wavenumbers > lower_cutoff], \n", " total_intensities[wavenumbers > lower_cutoff] / np.max(total_intensities[wavenumbers > lower_cutoff]), \n", " label = \"smoothed\", color = \"red\"\n", ")\n", "\n", "axis.set_xlim((0,1000))\n", "axis.legend()\n", "axis.set_ylabel(\"Intensity (a.u.)\")\n", "l = axis.set_xlabel(r\"Raman shift ($\\mathregular{cm^{-1}}$)\")" ] }, { "cell_type": "markdown", "id": "d0686c41", "metadata": {}, "source": [ "This is a excellent spectrum that closely resembles experimental data." ] } ], "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": "3.12.4" } }, "nbformat": 4, "nbformat_minor": 5 }