diff --git a/notebooks/bdt/fj_bdt.ipynb b/notebooks/bdt/fj_bdt.ipynb new file mode 100644 index 0000000..2735673 --- /dev/null +++ b/notebooks/bdt/fj_bdt.ipynb @@ -0,0 +1,440 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 109, + "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": 110, + "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/hhh_training.h5\"\n", + "f2 = h5py.File(fn_delphes, \"r+\")" + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "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": [ + "99040.0 matched to fj1\n", + "56111.0 matched to fj2\n", + "9450.0 matched to fj3\n", + "164601.0 total matched jets\n", + "693222.0 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": 286, + "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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+ "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": 258, + "id": "5557772e-29a1-4e1b-bf01-fb6eb7c35b16", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(693222, 9)\n", + "(693222,)\n" + ] + } + ], + "source": [ + "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 = f2[\"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)" + ] + }, + { + "cell_type": "code", + "execution_count": 259, + "id": "f6fd926c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of training samples: 589239\n", + "Number of testing samples: 103983\n" + ] + } + ], + "source": [ + "import xgboost as xgb\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": 272, + "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[\"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": 273, + "id": "e46ba7f3", + "metadata": {}, + "outputs": [], + "source": [ + "booster = xgb.train(param, train, num_boost_round=num_trees)" + ] + }, + { + "cell_type": "code", + "execution_count": 289, + "id": "32451701", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0]\teval-error:0.12578979256224576\n" + ] + }, + { + "data": { + "image/png": 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", + "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": 290, + "id": "f45fa9c8", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "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": 291, + "id": "2d7c0931", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "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, _ = 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": null, + "id": "1b26f0fc", + "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": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/notebooks/bdt/hhh_qcd_bdt.ipynb b/notebooks/bdt/hhh_qcd_bdt.ipynb new file mode 100644 index 0000000..6dd6977 --- /dev/null +++ b/notebooks/bdt/hhh_qcd_bdt.ipynb @@ -0,0 +1,570 @@ +{ + "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/hhh_training.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": [ + "99040.0 matched to fj1\n", + "56111.0 matched to fj2\n", + "9450.0 matched to fj3\n", + "164601.0 total matched jets\n", + "693222.0 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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+ "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": [ + "(693222, 9)\n", + "(693222,)\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": "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": 12, + "id": "f6fd926c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of training samples: 610427\n", + "Number of testing samples: 107722\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": 13, + "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": 14, + "id": "e46ba7f3", + "metadata": {}, + "outputs": [], + "source": [ + "booster = xgb.train(param, train, num_boost_round=num_trees)" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "32451701", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[0]\teval-error:0.15195596071368894\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": 16, + "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": 17, + "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, _ = 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": null, + "id": "1b26f0fc", + "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 +}