{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "## EMD Demo\n", "\n", "[EnergyFlow website](https://energyflow.network)\n", "\n", "In this tutorial, we demonstrate how to compute EMD values for particle physics events. The core of the computation is done using the [Python Optimal Transport](https://pot.readthedocs.io) library with EnergyFlow providing a convenient interface to particle physics events. Batching functionality is also provided using the builtin multiprocessing library to distribute computations to worker processes.\n", "\n", "### Energy Mover's Distance\n", "\n", "The Energy Mover's Distance was introduced in [1902.02346](https://arxiv.org/abs/1902.02346) as a metric between particle physics events. Closely related to the Earth Mover's Distance, the EMD solves an optimal transport problem between two distributions of energy (or transverse momentum), and the associated distance is the \"work\" required to transport supply to demand according to the resulting flow. Mathematically, we have\n", "$$\\text{EMD}(\\mathcal E, \\mathcal E') = \\min_{\\{f_{ij}\\ge0\\}}\\sum_{ij} f_{ij} \\frac{\\theta_{ij}}{R} + \\left|\\sum_i E_i - \\sum_j E'_j\\right|,$$\n", "$$\\sum_{j} f_{ij} \\le E_i,\\,\\,\\, \\sum_i f_{ij} \\le E'_j,\\,\\,\\,\\sum_{ij}f_{ij}= \\min\\Big(\\sum_iE_i,\\,\\sum_jE'_j\\Big).$$" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2020-11-16T18:45:24.858536Z", "start_time": "2020-11-16T18:45:23.342807Z" } }, "outputs": [], "source": [ "import numpy as np\n", "%load_ext wurlitzer\n", "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "\n", "import energyflow as ef" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Plot Style" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2020-11-16T18:45:26.817652Z", "start_time": "2020-11-16T18:45:26.811320Z" } }, "outputs": [], "source": [ "plt.rcParams['figure.figsize'] = (4,4)\n", "plt.rcParams['figure.dpi'] = 120\n", "plt.rcParams['text.usetex'] = True\n", "plt.rcParams['font.family'] = 'serif'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Load EnergyFlow Quark/Gluon Jet Samples" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2020-11-16T18:45:29.998726Z", "start_time": "2020-11-16T18:45:27.852931Z" } }, "outputs": [], "source": [ "# load quark and gluon jets\n", "X, y = ef.qg_jets.load(2000, pad=False)\n", "num = 750\n", "\n", "# the jet radius for these jets\n", "R = 0.4\n", "\n", "# process jets\n", "Gs, Qs = [], []\n", "for arr,events in [(Gs, X[y==0]), (Qs, X[y==1])]:\n", " for i,x in enumerate(events):\n", " if i >= num:\n", " break\n", "\n", " # ignore padded particles and removed particle id information\n", " x = x[x[:,0] > 0,:3]\n", "\n", " # center jet according to pt-centroid\n", " yphi_avg = np.average(x[:,1:3], weights=x[:,0], axis=0)\n", " x[:,1:3] -= yphi_avg\n", "\n", " # mask out any particles farther than R=0.4 away from center (rare)\n", " x = x[np.linalg.norm(x[:,1:3], axis=1) <= R]\n", "\n", " # add to list\n", " arr.append(x)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Event Display with EMD Flow" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2020-11-16T18:45:35.445462Z", "start_time": "2020-11-16T18:45:31.683515Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 463, "width": 473 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# choose interesting events\n", "ev0, ev1 = Gs[0], Gs[15]\n", "\n", "# calculate the EMD and the optimal transport flow\n", "R = 0.4\n", "emdval, G = ef.emd.emd(ev0, ev1, R=R, return_flow=True)\n", "\n", "# plot the two events\n", "colors = ['red', 'blue']\n", "labels = ['Gluon Jet 1', 'Gluon Jet 2']\n", "for i,ev in enumerate([ev0, ev1]):\n", " pts, ys, phis = ev[:,0], ev[:,1], ev[:,2]\n", " plt.scatter(ys, phis, marker='o', s=2*pts, color=colors[i], lw=0, zorder=10, label=labels[i])\n", " \n", "# plot the flow\n", "mx = G.max()\n", "xs, xt = ev0[:,1:3], ev1[:,1:3]\n", "for i in range(xs.shape[0]):\n", " for j in range(xt.shape[0]):\n", " if G[i, j] > 0:\n", " plt.plot([xs[i, 0], xt[j, 0]], [xs[i, 1], xt[j, 1]],\n", " alpha=G[i, j]/mx, lw=1.25, color='black')\n", "\n", "# plot settings\n", "plt.xlim(-R, R); plt.ylim(-R, R)\n", "plt.xlabel('Rapidity'); plt.ylabel('Azimuthal Angle')\n", "plt.xticks(np.linspace(-R, R, 5)); plt.yticks(np.linspace(-R, R, 5))\n", "\n", "plt.text(0.6, 0.03, 'EMD: {:.1f} GeV'.format(emdval), fontsize=10, transform=plt.gca().transAxes)\n", "plt.legend(loc=(0.1, 1.0), frameon=False, ncol=2, handletextpad=0)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Intrinsic Dimension of Quark and Gluon Jets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The correlation dimension of a dataset is a type of fractal dimension which quantifies the dimensionality of the space of events at different energy scales $Q$.\n", "\n", "It is motivated by the fact that the number of neighbors a point has in a ball of radius $Q$ grows as $Q^\\mathrm{dim}$, giving rise to the definition:\n", "\n", "$$ \\dim (Q) = Q\\frac{\\partial}{\\partial Q} \\ln \\sum_{i\n", " norm - true\n", "\n", " EuclideanArrayDistance\n", " R - 0.4\n", " beta - 1\n", "\n", " NetworkSimplex\n", " n_iter_max - 100000\n", " epsilon_large - 2.22045e-12\n", " epsilon_small - 2.22045e-16\n", "\n", " num_threads - 4\n", " print_every - 25000\n", " store_sym_emds_flattened - true\n", " throw_on_error - true\n", "\n", " Pairwise EMD distance matrix stored internally\n", "\n", "Finished preprocessing 750 events in 0.0076s\n", " 25000 / 280875 EMDs computed - 8.90% completed - 1.488s\n", " 50000 / 280875 EMDs computed - 17.80% completed - 3.000s\n", " 75000 / 280875 EMDs computed - 26.70% completed - 4.634s\n", " 100000 / 280875 EMDs computed - 35.60% completed - 6.266s\n", " 125000 / 280875 EMDs computed - 44.50% completed - 8.029s\n", " 150000 / 280875 EMDs computed - 53.40% completed - 9.649s\n", " 175000 / 280875 EMDs computed - 62.31% completed - 11.322s\n", " 200000 / 280875 EMDs computed - 71.21% completed - 12.904s\n", " 225000 / 280875 EMDs computed - 80.11% completed - 14.525s\n", " 250000 / 280875 EMDs computed - 89.01% completed - 16.075s\n", " 275000 / 280875 EMDs computed - 97.91% completed - 17.666s\n", " 280875 / 280875 EMDs computed - 100.00% completed - 19.079s\n", "PairwiseEMD\n", " ArrayEvent<8-byte float>\n", " norm - true\n", "\n", " EuclideanArrayDistance\n", " R - 0.4\n", " beta - 1\n", "\n", " NetworkSimplex\n", " n_iter_max - 100000\n", " epsilon_large - 2.22045e-12\n", " epsilon_small - 2.22045e-16\n", "\n", " num_threads - 4\n", " print_every - 25000\n", " store_sym_emds_flattened - true\n", " throw_on_error - true\n", "\n", " Pairwise EMD distance matrix stored internally\n", "\n", "Finished preprocessing 750 events in 0.0085s\n", " 25000 / 280875 EMDs computed - 8.90% completed - 0.714s\n", " 50000 / 280875 EMDs computed - 17.80% completed - 1.399s\n", " 75000 / 280875 EMDs computed - 26.70% completed - 2.119s\n", " 100000 / 280875 EMDs computed - 35.60% completed - 2.779s\n", " 125000 / 280875 EMDs computed - 44.50% completed - 3.479s\n", " 150000 / 280875 EMDs computed - 53.40% completed - 4.130s\n", " 175000 / 280875 EMDs computed - 62.31% completed - 4.838s\n", " 200000 / 280875 EMDs computed - 71.21% completed - 5.470s\n", " 225000 / 280875 EMDs computed - 80.11% completed - 6.147s\n", " 250000 / 280875 EMDs computed - 89.01% completed - 6.852s\n", " 275000 / 280875 EMDs computed - 97.91% completed - 7.559s\n", " 280875 / 280875 EMDs computed - 100.00% completed - 8.101s\n" ] } ], "source": [ "# compute pairwise EMDs between all jets (takes about 3 minutes, can change n_jobs if you have more cores)\n", "g_emds = ef.emd.emds(Gs, R=R, norm=True, verbose=1, n_jobs=-1, print_every=25000)\n", "q_emds = ef.emd.emds(Qs, R=R, norm=True, verbose=1, n_jobs=-1, print_every=25000)" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2020-11-16T18:46:25.444286Z", "start_time": "2020-11-16T18:46:25.395161Z" } }, "outputs": [], "source": [ "# prepare for histograms\n", "bins = 10**np.linspace(-2, 0, 60)\n", "reg = 10**-30\n", "midbins = (bins[:-1] + bins[1:])/2\n", "dmidbins = np.log(midbins[1:]) - np.log(midbins[:-1]) + reg\n", "midbins2 = (midbins[:-1] + midbins[1:])/2\n", "\n", "# compute the correlation dimensions\n", "dims = []\n", "for emd_vals in [q_emds, g_emds]:\n", " uemds = np.triu(emd_vals)\n", " counts = np.cumsum(np.histogram(uemds[uemds > 0], bins=bins)[0])\n", " dims.append((np.log(counts[1:] + reg) - np.log(counts[:-1] + reg))/dmidbins)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2020-11-16T18:46:29.091540Z", "start_time": "2020-11-16T18:46:26.262452Z" } }, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "image/png": { "height": 441, "width": 449 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the correlation dimensions\n", "plt.plot(midbins2, dims[0], '-', color='blue', label='Quarks')\n", "plt.plot(midbins2, dims[1], '-', color='red', label='Gluons')\n", "\n", "# labels\n", "plt.legend(loc='center right', frameon=False)\n", "\n", "# plot style\n", "plt.xscale('log')\n", "plt.xlabel('Energy Scale Q/pT'); plt.ylabel('Correlation Dimension')\n", "plt.xlim(0.02, 1); plt.ylim(0, 5)\n", "\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Using Built-In Correlation Dimension" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2020-11-16T18:47:23.786233Z", "start_time": "2020-11-16T18:46:58.068926Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "PairwiseEMD\n", " ArrayEvent<8-byte float>\n", " norm - true\n", "\n", " EuclideanArrayDistance\n", " R - 0.4\n", " beta - 1\n", "\n", " NetworkSimplex\n", " n_iter_max - 100000\n", " epsilon_large - 2.22045e-12\n", " epsilon_small - 2.22045e-16\n", "\n", " num_threads - 4\n", " print_every - auto, 10 total chunks\n", " store_sym_emds_flattened - true\n", " throw_on_error - true\n", "\n", " Pairwise EMD distance matrix stored internally\n", "\n", "Finished preprocessing 750 events in 0.0084s\n", " 28088 / 280875 EMDs computed - 10.00% completed - 1.697s\n", " 56176 / 280875 EMDs computed - 20.00% completed - 3.400s\n", " 84264 / 280875 EMDs computed - 30.00% completed - 5.245s\n", " 112352 / 280875 EMDs computed - 40.00% completed - 7.010s\n", " 140440 / 280875 EMDs computed - 50.00% completed - 8.970s\n", " 168528 / 280875 EMDs computed - 60.00% completed - 10.727s\n", " 196616 / 280875 EMDs computed - 70.00% completed - 12.637s\n", " 224704 / 280875 EMDs computed - 80.00% completed - 14.448s\n", " 252792 / 280875 EMDs computed - 90.00% completed - 16.191s\n", "PairwiseEMD\n", " ArrayEvent<8-byte float>\n", " norm - true\n", "\n", " EuclideanArrayDistance\n", " R - 0.4\n", " beta - 1\n", "\n", " NetworkSimplex\n", " n_iter_max - 100000\n", " epsilon_large - 2.22045e-12\n", " epsilon_small - 2.22045e-16\n", "\n", " num_threads - 4\n", " print_every - auto, 10 total chunks\n", " store_sym_emds_flattened - true\n", " throw_on_error - true\n", "\n", " Pairwise EMD distance matrix stored internally\n", " 280875 / 280875 EMDs computed - 100.00% completed - 17.979s\n", "\n", "Finished preprocessing 750 events in 0.0075s\n", " 28088 / 280875 EMDs computed - 10.00% completed - 0.799s\n", " 56176 / 280875 EMDs computed - 20.00% completed - 1.569s\n", " 84264 / 280875 EMDs computed - 30.00% completed - 2.285s\n", " 112352 / 280875 EMDs computed - 40.00% completed - 3.050s\n", " 140440 / 280875 EMDs computed - 50.00% completed - 3.824s\n", " 168528 / 280875 EMDs computed - 60.00% completed - 4.564s\n", " 196616 / 280875 EMDs computed - 70.00% completed - 5.354s\n", " 224704 / 280875 EMDs computed - 80.00% completed - 6.103s\n", " 252792 / 280875 EMDs computed - 90.00% completed - 6.927s\n", " 280875 / 280875 EMDs computed - 100.00% completed - 7.729s\n" ] } ], "source": [ "# create external EMD handlers that will compute the correlation dimensions on the fly\n", "gcorrdim = ef.emd.wasserstein.CorrelationDimension(0.01, 1, 60)\n", "qcorrdim = ef.emd.wasserstein.CorrelationDimension(0.01, 1, 60)\n", "\n", "# compute pairwise EMDs between all jets (takes about 3 minutes, can change n_jobs if you have more cores)\n", "ef.emd.emds(Gs, R=R, norm=True, verbose=1, n_jobs=-1, print_every=-10, external_emd_handler=gcorrdim)\n", "ef.emd.emds(Qs, R=R, norm=True, verbose=1, n_jobs=-1, print_every=-10, external_emd_handler=qcorrdim)" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2020-11-16T18:49:16.525564Z", "start_time": "2020-11-16T18:49:16.231086Z" } }, "outputs": [ { "data": { 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\n", 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" ] }, "metadata": { "image/png": { "height": 441, "width": 449 }, "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# plot the correlation dimensions\n", "plt.plot(qcorrdim.corrdim_bins(), qcorrdim.corrdims()[0], '-', color='blue', label='Quarks')\n", "plt.plot(gcorrdim.corrdim_bins(), gcorrdim.corrdims()[0], '-', color='red', label='Gluons')\n", "\n", "# labels\n", "plt.legend(loc='center right', frameon=False)\n", "\n", "# plot style\n", "plt.xscale('log')\n", "plt.xlabel('Energy Scale Q/pT'); plt.ylabel('Correlation Dimension')\n", "plt.xlim(0.02, 1); plt.ylim(0, 5)\n", "\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.5" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": {}, "toc_section_display": true, "toc_window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }