{ "cells": [ { "cell_type": "code", "execution_count": 1, "id": "782a9046", "metadata": { "ExecuteTime": { "end_time": "2023-03-01T21:43:14.399679Z", "start_time": "2023-03-01T21:43:14.295272Z" }, "tags": [] }, "outputs": [], "source": [ "import h5py\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import mplhep as hep\n", "\n", "plt.style.use(hep.style.CMS)" ] }, { "cell_type": "code", "execution_count": 2, "id": "dbc80769", "metadata": { "ExecuteTime": { "end_time": "2023-03-01T21:45:56.061690Z", "start_time": "2023-03-01T21:45:56.059736Z" }, "tags": [] }, "outputs": [], "source": [ "fn_delphes = \"../../data/delphes/v2/merged_training_all.h5\"\n", "f2 = h5py.File(fn_delphes, \"r+\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "b9e5e9f6", "metadata": {}, "outputs": [], "source": [ "fn_qcd = \"../../data/delphes/qcd/qcd_training.h5\"\n", "f2_qcd = h5py.File(fn_qcd, \"r+\")" ] }, { "cell_type": "code", "execution_count": 4, "id": "26581808-7127-48e8-aa99-40762ebc3d2f", "metadata": { "ExecuteTime": { "end_time": "2023-03-01T21:54:26.269403Z", "start_time": "2023-03-01T21:54:25.296704Z" }, "tags": [] }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "1169850.0 matched to fj1\n", "664851.0 matched to fj2\n", "113766.0 matched to fj3\n", "1948467.0 total matched jets\n", "8178509.0 total jets\n" ] } ], "source": [ "# get signal mask\n", "bh1 = f2[\"TARGETS\"][\"bh1\"][\"bb\"][:]\n", "bh2 = f2[\"TARGETS\"][\"bh2\"][\"bb\"][:]\n", "bh3 = f2[\"TARGETS\"][\"bh3\"][\"bb\"][:]\n", "\n", "mask_fj1_bh1 = (bh1 == 0).astype(float)\n", "mask_fj1_bh2 = (bh2 == 0).astype(float)\n", "mask_fj1_bh3 = (bh3 == 0).astype(float)\n", "mask_fj1 = mask_fj1_bh1 + mask_fj1_bh2 + mask_fj1_bh3\n", "\n", "print(np.sum(mask_fj1), \"matched to fj1\")\n", "\n", "mask_fj2_bh1 = (bh1 == 1).astype(float)\n", "mask_fj2_bh2 = (bh2 == 1).astype(float)\n", "mask_fj2_bh3 = (bh3 == 1).astype(float)\n", "mask_fj2 = mask_fj2_bh1 + mask_fj2_bh2 + mask_fj2_bh3\n", "\n", "print(np.sum(mask_fj2), \"matched to fj2\")\n", "\n", "mask_fj3_bh1 = (bh1 == 2).astype(float)\n", "mask_fj3_bh2 = (bh2 == 2).astype(float)\n", "mask_fj3_bh3 = (bh3 == 2).astype(float)\n", "mask_fj3 = mask_fj3_bh1 + mask_fj3_bh2 + mask_fj3_bh3\n", "\n", "print(np.sum(mask_fj3), \"matched to fj3\")\n", "\n", "mask_signal = np.stack([mask_fj1, mask_fj2, mask_fj3], axis=1).flatten()\n", "\n", "print(np.sum(mask_signal), \"total matched jets\")\n", "\n", "# get zero mask\n", "mask_zero = f2[\"INPUTS\"][\"BoostedJets\"][\"MASK\"][:].astype(float).flatten()\n", "\n", "print(np.sum(mask_zero), \"total jets\")" ] }, { "cell_type": "code", "execution_count": 5, "id": "58c92e36-3c58-477d-a782-2131fe111855", "metadata": { "ExecuteTime": { "end_time": "2023-03-01T21:54:26.269403Z", "start_time": "2023-03-01T21:54:25.296704Z" }, "tags": [] }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(20, 20))\n", "for i, key in enumerate(f2[\"INPUTS\"][\"BoostedJets\"].keys()):\n", " feature = f2[\"INPUTS\"][\"BoostedJets\"][key][:].astype(float).flatten()\n", "\n", " xmin = np.min(feature)\n", " xmax = np.max(feature)\n", " bins = np.linspace(xmin, xmax, 50)\n", " plt.subplot(5, 5, i + 1)\n", " plt.hist(\n", " feature,\n", " weights=(1 - mask_signal) * mask_zero,\n", " bins=bins,\n", " density=True,\n", " label=\"Unmatched\",\n", " histtype=\"step\",\n", " color=\"midnightblue\",\n", " )\n", " plt.hist(\n", " feature,\n", " weights=mask_signal * mask_zero,\n", " bins=bins,\n", " density=True,\n", " histtype=\"step\",\n", " color=\"firebrick\",\n", " label=\"H(bb) matched\",\n", " )\n", " plt.xlabel(key)\n", " if i == 4:\n", " plt.legend()\n", " if i % 5 == 0:\n", " plt.ylabel(\"Jets [a.u.]\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "id": "5557772e-29a1-4e1b-bf01-fb6eb7c35b16", "metadata": {}, "outputs": [], "source": [ "def get_XY(file):\n", " bh1 = file[\"TARGETS\"][\"bh1\"][\"bb\"][:]\n", " bh2 = file[\"TARGETS\"][\"bh2\"][\"bb\"][:]\n", " bh3 = file[\"TARGETS\"][\"bh3\"][\"bb\"][:]\n", "\n", " mask_fj1_bh1 = (bh1 == 0).astype(float)\n", " mask_fj1_bh2 = (bh2 == 0).astype(float)\n", " mask_fj1_bh3 = (bh3 == 0).astype(float)\n", " mask_fj1 = mask_fj1_bh1 + mask_fj1_bh2 + mask_fj1_bh3\n", "\n", " mask_fj2_bh1 = (bh1 == 1).astype(float)\n", " mask_fj2_bh2 = (bh2 == 1).astype(float)\n", " mask_fj2_bh3 = (bh3 == 1).astype(float)\n", " mask_fj2 = mask_fj2_bh1 + mask_fj2_bh2 + mask_fj2_bh3\n", "\n", " mask_fj3_bh1 = (bh1 == 2).astype(float)\n", " mask_fj3_bh2 = (bh2 == 2).astype(float)\n", " mask_fj3_bh3 = (bh3 == 2).astype(float)\n", " mask_fj3 = mask_fj3_bh1 + mask_fj3_bh2 + mask_fj3_bh3\n", "\n", " mask_signal = np.stack([mask_fj1, mask_fj2, mask_fj3], axis=1).flatten()\n", "\n", " # get zero mask\n", " mask_zero = file[\"INPUTS\"][\"BoostedJets\"][\"MASK\"][:].astype(float).flatten()\n", "\n", " feature_names = [\n", " \"fj_pt\",\n", " \"fj_eta\",\n", " # \"fj_phi\",\n", " \"fj_mass\",\n", " \"fj_sdmass\",\n", " # \"fj_charge\",\n", " \"fj_chargedenergyfrac\",\n", " \"fj_ncharged\",\n", " # \"fj_neutralenergyfrac\",\n", " \"fj_nneutral\",\n", " \"fj_tau21\",\n", " \"fj_tau32\",\n", " ]\n", " arrays = []\n", " for key in feature_names:\n", " feature = file[\"INPUTS\"][\"BoostedJets\"][key][:].astype(float).flatten()\n", " arrays.append(feature[mask_zero.astype(bool)])\n", " data = np.stack(arrays, axis=1)\n", " labels = mask_signal[mask_zero.astype(bool)].astype(bool)\n", " print(data.shape)\n", " print(labels.shape)\n", " return data, labels" ] }, { "cell_type": "code", "execution_count": 7, "id": "298395e0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(8178509, 9)\n", "(8178509,)\n" ] } ], "source": [ "hhh_data, hhh_labels = get_XY(f2)" ] }, { "cell_type": "code", "execution_count": 8, "id": "b181d02c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "(24927, 9)\n", "(24927,)\n" ] } ], "source": [ "qcd_data, qcd_labels = get_XY(f2_qcd)" ] }, { "cell_type": "code", "execution_count": 9, "id": "57e04b80", "metadata": {}, "outputs": [], "source": [ "data = np.concatenate([hhh_data, qcd_data])\n", "labels = np.concatenate([hhh_labels, qcd_labels])" ] }, { "cell_type": "markdown", "id": "111260cf", "metadata": {}, "source": [ "## balance data" ] }, { "cell_type": "code", "execution_count": 10, "id": "26b4be70", "metadata": {}, "outputs": [], "source": [ "number_of_negative_instances = np.sum(labels==False)\n", "number_of_positive_instances = np.sum(labels==True)" ] }, { "cell_type": "code", "execution_count": 11, "id": "b31e9b26", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "6254969 1948467\n" ] } ], "source": [ "print(number_of_negative_instances, number_of_positive_instances )" ] }, { "cell_type": "code", "execution_count": 12, "id": "77fb3ad5", "metadata": {}, "outputs": [], "source": [ "scale_pos_weight = number_of_negative_instances / number_of_positive_instances" ] }, { "cell_type": "markdown", "id": "143b5c64", "metadata": {}, "source": [ "## Train a BDT" ] }, { "cell_type": "code", "execution_count": 13, "id": "f6fd926c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Number of training samples: 6972921\n", "Number of testing samples: 1230515\n" ] } ], "source": [ "import xgboost as xgb\n", "\n", "feature_names = [\n", " \"fj_pt\",\n", " \"fj_eta\",\n", " # \"fj_phi\",\n", " \"fj_mass\",\n", " \"fj_sdmass\",\n", " # \"fj_charge\",\n", " \"fj_chargedenergyfrac\",\n", " \"fj_ncharged\",\n", " # \"fj_neutralenergyfrac\",\n", " \"fj_nneutral\",\n", " \"fj_tau21\",\n", " \"fj_tau32\",\n", " ]\n", "\n", "# randomly split into training (85%) and validation (15%)\n", "\n", "test_size = 0.15\n", "n_samples = data.shape[0]\n", "n_test = int(test_size * n_samples)\n", "\n", "np.random.seed(42)\n", "indices = np.random.permutation(n_samples)\n", "data_train = data[indices][n_test:]\n", "data_test = data[indices][:n_test]\n", "labels_train = labels[indices][n_test:]\n", "labels_test = labels[indices][:n_test]\n", "\n", "train = xgb.DMatrix(data=data_train, label=labels_train, feature_names=feature_names)\n", "test = xgb.DMatrix(data=data_test, label=labels_test, feature_names=feature_names)\n", "print(f\"Number of training samples: {train.num_row()}\")\n", "print(f\"Number of testing samples: {test.num_row()}\")" ] }, { "cell_type": "code", "execution_count": 14, "id": "da2354c7", "metadata": {}, "outputs": [], "source": [ "param = {}\n", "\n", "param[\"seed\"] = 42 # set seed for reproducibility\n", "\n", "# Booster parameters\n", "param[\"eta\"] = 0.1 # learning rate\n", "param[\"max_depth\"] = 5 # maximum depth of a tree\n", "# param[\"subsample\"] = 0.8 # fraction of events to train tree on\n", "# param[\"colsample_bytree\"] = 0.8 # fraction of features to train tree on\n", "\n", "# Learning task parameters\n", "param[\"scale_pos_weight\"] = scale_pos_weight\n", "param[\"objective\"] = \"binary:logistic\" # objective function\n", "param[\n", " \"eval_metric\"\n", "] = \"error\" # evaluation metric for cross validation, note: last one is used for early stopping\n", "param = list(param.items())\n", "\n", "num_trees = 150 # number of trees to make" ] }, { "cell_type": "code", "execution_count": 15, "id": "e46ba7f3", "metadata": {}, "outputs": [], "source": [ "booster = xgb.train(param, train, num_boost_round=num_trees)" ] }, { "cell_type": "code", "execution_count": 16, "id": "32451701", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "[0]\teval-error:0.15421429238977177\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(booster.eval(test))\n", "predictions_test = booster.predict(test)\n", "\n", "xgb.plot_importance(booster)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 17, "id": "f45fa9c8", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# plot signal and background predictions, separately\n", "plt.figure()\n", "plt.hist(\n", " predictions_test[labels_test],\n", " bins=np.linspace(0, 1, 50),\n", " histtype=\"step\",\n", " color=\"firebrick\",\n", " label=\"H(bb) matched\",\n", " density=True,\n", ")\n", "plt.hist(\n", " predictions_test[~labels_test],\n", " bins=np.linspace(0, 1, 50),\n", " histtype=\"step\",\n", " color=\"midnightblue\",\n", " label=\"Unmatched\",\n", " density=True,\n", ")\n", "# make the plot readable\n", "plt.xlabel(\"BDT prediction\")\n", "plt.ylabel(\"Jets [a.u.]\")\n", "plt.legend(frameon=False)\n", "plt.xlim(0, 1)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 18, "id": "2d7c0931", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.metrics import roc_curve, auc, accuracy_score\n", "\n", "\n", "def find_nearest(array, value):\n", " array = np.asarray(array)\n", " idx = (np.abs(array - value)).argmin()\n", " return idx\n", "\n", "\n", "fpr, tpr, thresholds = roc_curve(labels_test, predictions_test)\n", "auc_score = auc(fpr, tpr)\n", "acc_score = accuracy_score(labels_test, predictions_test > 0.5)\n", "idx = find_nearest(tpr, 0.5)\n", "\n", "# plot TPR vs. FPR (ROC curve)\n", "plt.figure()\n", "plt.plot(\n", " tpr,\n", " fpr,\n", " color=\"blueviolet\",\n", " label=f\"AUC = {auc_score*100:.1f}%, acc. = {acc_score*100:.1f}%\",\n", ")\n", "plt.ylabel(\"False positive rate\")\n", "plt.xlabel(\"True positive rate\")\n", "# plot line at TPR =0.5\n", "plt.plot([0.5, 0.5], [0, fpr[idx]], color=\"gray\", linestyle=\"--\")\n", "plt.plot(\n", " [0, tpr[idx]],\n", " [fpr[idx], fpr[idx]],\n", " color=\"gray\",\n", " linestyle=\"--\",\n", " label=f\"FPR@(TPR=50%) = {fpr[idx]*100:.1f}%\",\n", ")\n", "plt.xlim(0, 1)\n", "plt.ylim(1e-3, 1)\n", "plt.semilogy()\n", "plt.legend(frameon=False)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 19, "id": "1b26f0fc", "metadata": {}, "outputs": [], "source": [ "booster.save_model('bdt_trained_on_all.json')" ] }, { "cell_type": "code", "execution_count": 20, "id": "3eaca4fa", "metadata": {}, "outputs": [], "source": [ "def find_nearest(array, value):\n", " array = np.asarray(array)\n", " idx = (np.abs(array - value)).argmin()\n", " return idx" ] }, { "cell_type": "markdown", "id": "7b799b72", "metadata": {}, "source": [ "### BDT WP by background misidentification rate\n", "Tight: 0.3%\n", "\n", "Medium: 1%\n", "\n", "Loose: 2%" ] }, { "cell_type": "code", "execution_count": 21, "id": "749a7960", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.95553684" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "thresholds[find_nearest(fpr, 0.003)]" ] }, { "cell_type": "code", "execution_count": 22, "id": "12e9acd9", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.9346559" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "thresholds[find_nearest(fpr, 0.01)]" ] }, { "cell_type": "code", "execution_count": 23, "id": "b9d8ac92", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.91041" ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "thresholds[find_nearest(fpr, 0.02)]" ] }, { "cell_type": "code", "execution_count": null, "id": "15e4aa0d", "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": "3.9.10" } }, "nbformat": 4, "nbformat_minor": 5 }