{ "cells": [ { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "# Stateinterpreter (characterizing DeepTICA states)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Reference paper: _Novelli, Bonati, Pontil and Parrinello, [JCTC]((https://pubs.acs.org/doi/abs/10.1021/acs.jctc.2c00393)) (2023)_ \n", "\n", "Prerequisite: LASSO tutorial.\n", "\n", "[![Open in Colab](https://colab.research.google.com/assets/colab-badge.svg)](https://colab.research.google.com/github/luigibonati/mlcolvar/blob/main/docs/notebooks/examples/ex_stateinterpreter.ipynb)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Setup" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/home/etrizio@iit.local/Bin/miniconda3/envs/mlcvs_test/lib/python3.10/site-packages/tqdm/auto.py:22: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n", " from .autonotebook import tqdm as notebook_tqdm\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 1, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Colab setup\n", "import os\n", "\n", "if os.getenv(\"COLAB_RELEASE_TAG\"):\n", " import subprocess\n", " subprocess.run('wget https://raw.githubusercontent.com/luigibonati/mlcolvar/main/colab_setup.sh', shell=True)\n", " cmd = subprocess.run('bash colab_setup.sh EXAMPLE', shell=True, stdout=subprocess.PIPE)\n", " print(cmd.stdout.decode('utf-8'))\n", "\n", "# IMPORT PACKAGES\n", "import torch\n", "import lightning\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import mlcolvar.utils.plot\n", "\n", "# Set seed for reproducibility\n", "torch.manual_seed(1)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "This is a short tutorial to interpret the states starting from the sign structure of the eigenfunctions of TICA, as done in this [paper](https://pubs.acs.org/doi/abs/10.1021/acs.jctc.2c00393)." ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "### Load DeepTICA data" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We will use the DeepTICA CVs trained for the alanine dipeptide, contained in the [md-stateinterpreter](https://github.com/luigibonati/md-stateinterpreter/) repository." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Class 0 dataframe shape: (50001, 56)\n", "\n", " - Loaded dataframe (50001, 56): ['time', 'phi', 'psi', 'theta', 'xi', 'ene', 'd_2_5', 'd_2_6', 'd_2_7', 'd_2_9', 'd_2_11', 'd_2_15', 'd_2_16', 'd_2_17', 'd_2_19', 'd_5_6', 'd_5_7', 'd_5_9', 'd_5_11', 'd_5_15', 'd_5_16', 'd_5_17', 'd_5_19', 'd_6_7', 'd_6_9', 'd_6_11', 'd_6_15', 'd_6_16', 'd_6_17', 'd_6_19', 'd_7_9', 'd_7_11', 'd_7_15', 'd_7_16', 'd_7_17', 'd_7_19', 'd_9_11', 'd_9_15', 'd_9_16', 'd_9_17', 'd_9_19', 'd_11_15', 'd_11_16', 'd_11_17', 'd_11_19', 'd_15_16', 'd_15_17', 'd_15_19', 'd_16_17', 'd_16_19', 'd_17_19', 'ecv.ene', 'opes.bias', 'DeepTICA 1', 'DeepTICA 2', 'walker']\n", " - Descriptors (50001, 45): ['d_2_5', 'd_2_6', 'd_2_7', 'd_2_9', 'd_2_11', 'd_2_15', 'd_2_16', 'd_2_17', 'd_2_19', 'd_5_6', 'd_5_7', 'd_5_9', 'd_5_11', 'd_5_15', 'd_5_16', 'd_5_17', 'd_5_19', 'd_6_7', 'd_6_9', 'd_6_11', 'd_6_15', 'd_6_16', 'd_6_17', 'd_6_19', 'd_7_9', 'd_7_11', 'd_7_15', 'd_7_16', 'd_7_17', 'd_7_19', 'd_9_11', 'd_9_15', 'd_9_16', 'd_9_17', 'd_9_19', 'd_11_15', 'd_11_16', 'd_11_17', 'd_11_19', 'd_15_16', 'd_15_17', 'd_15_19', 'd_16_17', 'd_16_19', 'd_17_19']\n" ] }, { "data": { "text/html": [ "
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" ], "text/plain": [ " time phi psi theta xi ene d_2_5 \\\n", "0 0.0 -2.36867 2.64432 -0.202258 0.048056 -41.45820 0.152064 \n", "1 1.0 -1.81603 2.26247 0.155789 -0.162735 -34.46170 0.154673 \n", "2 2.0 -1.96164 2.52240 -0.071315 0.419557 -22.81000 0.153296 \n", "3 3.0 -1.55273 2.61161 -0.073188 -0.322301 -19.42730 0.146842 \n", "4 4.0 -1.43251 1.05203 0.210149 -0.033460 -31.27380 0.150544 \n", "... ... ... ... ... ... ... ... \n", "49996 49996.0 -2.71024 3.09736 -0.278662 -0.145443 -17.50420 0.150316 \n", "49997 49997.0 -2.73993 -3.07790 -0.066902 -0.030009 -9.98505 0.160066 \n", "49998 49998.0 -1.79181 2.41757 0.454768 0.175903 28.20660 0.144505 \n", "49999 49999.0 -2.25492 2.65134 -0.023274 0.166437 -31.68510 0.146304 \n", "50000 50000.0 -1.30765 1.08041 -0.120033 0.027040 -20.90940 0.156149 \n", "\n", " d_2_6 d_2_7 d_2_9 ... d_15_17 d_15_19 d_16_17 \\\n", "0 0.233505 0.241173 0.379827 ... 0.130073 0.244001 0.227324 \n", "1 0.238446 0.246100 0.392822 ... 0.130751 0.248974 0.224416 \n", "2 0.248231 0.245643 0.384574 ... 0.133494 0.240812 0.219853 \n", "3 0.233290 0.238608 0.375124 ... 0.133732 0.243859 0.218035 \n", "4 0.238910 0.240522 0.374435 ... 0.135397 0.254622 0.223741 \n", "... ... ... ... ... ... ... ... \n", "49996 0.237027 0.236800 0.371655 ... 0.133984 0.245352 0.224751 \n", "49997 0.240604 0.251294 0.387740 ... 0.131298 0.245222 0.229207 \n", "49998 0.220241 0.251352 0.389548 ... 0.136430 0.243374 0.227492 \n", "49999 0.232403 0.241591 0.381665 ... 0.133528 0.245209 0.224884 \n", "50000 0.247190 0.243012 0.387217 ... 0.137467 0.249259 0.231183 \n", "\n", " d_16_19 d_17_19 ecv.ene opes.bias DeepTICA 1 DeepTICA 2 walker \n", "0 0.281913 0.148169 -41.45820 0.000000 0.884022 0.697792 0 \n", "1 0.287066 0.149815 -34.46170 0.000000 0.904663 0.441770 0 \n", "2 0.267548 0.146985 -22.81000 0.000000 0.901740 0.715535 0 \n", "3 0.273935 0.141663 -19.42730 0.000000 0.889557 0.327383 0 \n", "4 0.285824 0.149050 -31.27380 0.000000 0.895487 -0.841115 0 \n", "... ... ... ... ... ... ... ... \n", "49996 0.283270 0.138847 -17.50420 1.543530 0.870904 0.345046 0 \n", "49997 0.287379 0.149105 -9.98505 0.983428 0.880671 0.498947 0 \n", "49998 0.275568 0.144445 28.20660 -14.739900 0.936590 0.497335 0 \n", "49999 0.281453 0.144545 -31.68510 1.717750 0.890656 0.782703 0 \n", "50000 0.290996 0.142807 -20.90940 1.633530 0.892738 -0.800826 0 \n", "\n", "[50001 rows x 56 columns]" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from mlcolvar.utils.io import create_dataset_from_files\n", "from mlcolvar.data import DictModule\n", "\n", "filenames = [ \"https://github.com/luigibonati/md-stateinterpreter/raw/main/tutorials/alanine/COLVAR_DeepTICA\" ]\n", "# load dataset\n", "dataset, df = create_dataset_from_files(filenames,\n", " filter_args={'regex':'d_' }, # select distances \n", " return_dataframe=True, \n", " index_col=0)\n", "\n", "df" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "## Lasso classifier (2 states)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "If we look at the distribution of DeepTICA 1 we see that it identifies two states, which we can label accordingly:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'Distribution')" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.hist(df['DeepTICA 1'].values,bins=100,histtype='step')\n", "ax.set_yscale('log')\n", "ax.set_ylim(1e1,5e4)\n", "ax.set_xlabel('DeepTICA 1')\n", "ax.set_ylabel('Distribution')" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Create labels" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "labels = np.zeros(len(df))\n", "labels[np.argwhere(df['DeepTICA 1'].values > 0.78)] = 2\n", "labels[np.argwhere(df['DeepTICA 1'].values < -0.)] = 1\n", "df['labels'] = labels\n", "\n", "fig,ax = plt.subplots()\n", "df[df['labels']==0].plot.scatter('time','DeepTICA 1',c='grey', s=0.5,alpha=0.5,ax=ax)\n", "df[df['labels']!=0].plot.scatter('time','DeepTICA 1',c='labels', s=0.5,cmap='fessa',ax=ax)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Create dataset with angles or distances" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DictDataset( \"data\": [4976, 8], \"labels\": [4976] )" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from mlcolvar.data import DictDataset\n", "\n", "sel = (df['labels'] != 0 ) \n", "\n", "descr_type = 'angles' #'distances' \n", "\n", "if descr_type == 'angles': \n", " # get descriptors\n", " X = df[sel].filter(regex='phi|psi|xi|theta').values[::10]\n", " feat_names = df[sel].filter(regex='phi|psi|xi|theta').columns.values\n", "\n", " # convert to sine and cosine\n", " X = np.hstack((np.sin(X),np.cos(X)))\n", " feat_names = [f'sin_{i}' for i in feat_names]+[f'cos_{i}' for i in feat_names]\n", "\n", " # get labels \n", " y = df[sel]['labels'].values[::10]\n", "\n", "elif descr_type == 'distances':\n", " # get descriptors\n", " X = df[sel].filter(regex='d_').values[::10]\n", " feat_names = df[sel].filter(regex='d_').columns.values\n", "\n", " # get labels \n", " y = df[sel]['labels'].values[::10]\n", "\n", "# create dataset\n", "dataset = DictDataset(dict(data=X,labels=y))\n", "dataset.feature_names = feat_names \n", "dataset" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Perform classification" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "======= LASSO results (2) ========\n", "- Regularization : 0.00599484\n", "- Score : -13.58\n", "- Accuracy : 89.42%\n", "- # features : 3\n", "\n", "Features: \n", "(1) sin_phi : -1.556827\n", "(2) cos_phi : -0.656852\n", "(3) sin_psi : 0.040250\n", "==================================\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.explain.lasso import lasso_classification\n", "\n", "classifier, feats, coeffs = lasso_classification(dataset, Cs=10, plot=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Lasso classifier (3 states, one vs rest)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "If we look instead at both DeepTICA 1 and DeepTICA 2 variables, we see that they identify three distinct states. We can then interpret them using a classifier for each state ('one vs rest') which returns the features that distinguish that state from all the others." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig,axs = plt.subplots(1,2,figsize=(10,4),sharex=True,sharey=True)\n", "\n", "ax = axs[0]\n", "pp = ax.hexbin(df['DeepTICA 1'],df['DeepTICA 2'], C = np.ones(len(df)), reduce_C_function = lambda x: np.sum(x)/10 )\n", "plt.colorbar(pp,ax=ax)\n", "\n", "ax = axs[1]\n", "\n", "labels = np.zeros(len(df))\n", "labels[np.argwhere( (df['DeepTICA 1'].values < 0) )] = 1 \n", "labels[np.argwhere( (df['DeepTICA 1'].values > 0.5) & (df['DeepTICA 2'].values > 0.5) )] = 2\n", "labels[np.argwhere( (df['DeepTICA 1'].values > 0.5) & (df['DeepTICA 2'].values < -0.5) )] = 3\n", "df['labels'] = labels\n", "\n", "df[df['labels']==0].plot.scatter('DeepTICA 1','DeepTICA 2',c='grey', s=0.1,alpha=0.01,ax=ax)\n", "df[df['labels'] != 0].plot.hexbin('DeepTICA 1','DeepTICA 2',C='labels', cmap='fessa',ax=ax)\n", "\n", "titles = ['CVs','Labels']\n", "for i,ax in enumerate(axs):\n", " ax.set_xlabel('DeepTICA 1')\n", " ax.set_ylabel('DeepTICA 2')\n", " ax.set_title(titles[i])" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Create new dataset" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "DictDataset( \"data\": [3331, 8], \"labels\": [3331] )" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from mlcolvar.data import DictDataset\n", "\n", "sel = (df['labels'] != 0 ) \n", "\n", "descr_type = 'angles'#'distances' #\n", "\n", "if descr_type == 'angles': \n", " # get descriptors\n", " X = df[sel].filter(regex='phi|psi|xi|theta').values[::10]\n", " feat_names = df[sel].filter(regex='phi|psi|xi|theta').columns.values\n", "\n", " # convert to sine and cosine\n", " X = np.hstack((np.sin(X),np.cos(X)))\n", " feat_names = [f'sin_{i}' for i in feat_names]+[f'cos_{i}' for i in feat_names]\n", "\n", " # get labels \n", " y = df[sel]['labels'].values[::10]\n", "\n", "elif descr_type == 'distances':\n", " # get descriptors\n", " X = df[sel].filter(regex='d_').values[::10]\n", " feat_names = df[sel].filter(regex='d_').columns.values\n", "\n", " # get labels \n", " y = df[sel]['labels'].values[::10]\n", "\n", "# create dataset\n", "dataset = DictDataset(dict(data=X,labels=y))\n", "dataset.feature_names = feat_names \n", "dataset" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Perform classification" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "======= LASSO results (1) ========\n", "- Regularization : 0.01804722\n", "- Score : -9.23\n", "- Accuracy : 93.77%\n", "- # features : 3\n", "\n", "Features: \n", "(1) sin_phi : 3.842064\n", "(2) cos_phi : 2.095998\n", "(3) sin_psi : -0.727435\n", "==================================\n", "\n", "======= LASSO results (2) ========\n", "- Regularization : 0.00106082\n", "- Score : -1.54\n", "- Accuracy : 99.46%\n", "- # features : 1\n", "\n", "Features: \n", "(1) cos_psi : -0.836221\n", "==================================\n", "\n", "======= LASSO results (3) ========\n", "- Regularization : 0.01125336\n", "- Score : -3.35\n", "- Accuracy : 99.65%\n", "- # features : 3\n", "\n", "Features: \n", "(1) cos_psi : 2.700127\n", "(2) sin_phi : -1.191376\n", "(3) sin_psi : 0.681767\n", "==================================\n", "\n" ] } ], "source": [ "classifier, feats, coeffs = lasso_classification(dataset, plot = False)" ] }, { "attachments": {}, "cell_type": "markdown", "metadata": {}, "source": [ "Plot" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from mlcolvar.explain.lasso import plot_lasso_classification\n", "\n", "plot_lasso_classification(classifier,feats,coeffs)" ] } ], "metadata": { "kernelspec": { "display_name": "pytorch", "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": "3.10.8" }, "orig_nbformat": 4, "vscode": { "interpreter": { "hash": "1cbeac1d7079eaeba64f3210ccac5ee24400128e300a45ae35eee837885b08b3" } } }, "nbformat": 4, "nbformat_minor": 2 }