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 +}