XGBoost.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "255ea219",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 48 µs, sys: 0 ns, total: 48 µs\n",
      "Wall time: 58.2 µs\n"
     ]
    }
   ],
   "source": [
    "%%time \n",
    "import xgboost as xgb\n",
    "import numpy as np\n",
    "import pickle\n",
    "from matplotlib import pyplot as plt\n",
    "import traceback\n",
    "from matplotlib.pylab import rcParams\n",
    "import pandas as pd\n",
    "import plotly\n",
    "from sklearn import metrics\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "725730a7",
   "metadata": {},
   "outputs": [],
   "source": [
    "def load_sexa_data(file):\n",
    "    data = np.load(file).T\n",
    "    sig_cutted_data = data[:,(data[1]>0.5) &(data[2]>0.5)]\n",
    "    bck_cutted_data = data[:,(data[1]<0.5) &(data[2]<0.5)]\n",
    "    rsd_cutted_data = data[:,~((data[1]>0.5) &(data[2]>0.5))]\n",
    "    print(\"Number of parameters: \",len(data))\n",
    "    print(\"total candidates: \",len(data[0]))\n",
    "    print(\"signal candidates: \",len(sig_cutted_data[0]))\n",
    "    print(\"true bckgrd candidates: \",len(bck_cutted_data[0]))\n",
    "    return data\n",
    "\n",
    "def permute_data(data,split):\n",
    "    p = np.random.permutation(len(data.T))\n",
    "    cutted_data_perm = (data.T[p]).T \n",
    "\n",
    "\n",
    "    X = cutted_data_perm[3:28].T\n",
    "    y =(cutted_data_perm[1] * cutted_data_perm[2]).astype(int)\n",
    "    y_true_bkg = (cutted_data_perm[1] + cutted_data_perm[2]).astype(int)\n",
    "    X_train, X_test, y_train, y_test = train_test_split(X,y , test_size=split, shuffle = False)\n",
    "\n",
    "\n",
    "    input_data_train = cutted_data_perm.T[:len(y_train)].T\n",
    "    input_data_test = cutted_data_perm.T[len(y_train):].T\n",
    "    return X_train, X_test, y_train, y_test,p,y_true_bkg\n",
    "\n",
    "def load_param_from_study(study_name,verbose):\n",
    "    with open(study_name, 'rb') as pickle_file:\n",
    "        study1 = pickle.load(pickle_file)\n",
    "        print(\"Best trial until now:\")\n",
    "        print(\" Value: \", study1.best_trial.value)\n",
    "        print(\" Params: \")\n",
    "        if(verbose):\n",
    "            for key, value in study1.best_trial.params.items():\n",
    "                print(f\"    {key}: {value}\")\n",
    "        return study1.best_trial.params"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "d4c134d4",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of parameters:  75\n",
      "total candidates:  8786\n",
      "signal candidates:  4571\n",
      "true bckgrd candidates:  3370\n",
      "Best trial until now:\n",
      " Value:  0.20717908639355556\n",
      " Params: \n",
      "    eval_metric: rmse\n",
      "    lambda: 1.4675957567755194e-07\n",
      "    alpha: 0.708494034823813\n",
      "    eta: 0.03507245488879123\n",
      "    scale_pos_weight: 0.24452866793789024\n",
      "    n_estimators: 129\n",
      "    max_depth: 16\n",
      "    gamma: 0.00011621135806540938\n",
      "    grow_policy: lossguide\n",
      "CPU times: user 25 ms, sys: 11.3 ms, total: 36.3 ms\n",
      "Wall time: 36.7 ms\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "#load data\n",
    "data = (load_sexa_data(\"MassCutData016.npy\"))\n",
    "\n",
    "#load keys\n",
    "key_list = np.load(\"Keys_MassCutData016.npy\").tolist()\n",
    "\n",
    "#do a test train split, which saves the true bkg info as well\n",
    "X_train, X_test, y_train, y_test,p,y_true_bkg = permute_data(data,0.3)\n",
    "\n",
    "#load parameters and add the ones not set by optuna\n",
    "param = load_param_from_study(\"study_opt_punzi_06.pkl\",1)\n",
    "param[\"verbosity\"] = 0\n",
    "param[\"objective\"]= \"binary:logistic\"\n",
    "param[\"n_jobs\"] = 32\n",
    "param[\"eval_metric\"] = \"logloss\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "5b0f0181",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[0]\tvalidation_0-logloss:0.66513\n",
      "[1]\tvalidation_0-logloss:0.63955\n",
      "[2]\tvalidation_0-logloss:0.61489\n",
      "[3]\tvalidation_0-logloss:0.59171\n",
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      "[127]\tvalidation_0-logloss:0.10707\n",
      "[128]\tvalidation_0-logloss:0.10689\n"
     ]
    }
   ],
   "source": [
    "#train the classifier\n",
    "bst_opt = xgb.XGBClassifier(**param)\n",
    "model_xgb = bst_opt.fit(X_train, y_train,eval_set=[ (X_test, y_test)],  verbose= True)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "80f3da34",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total test candidates:  2636\n",
      "signal test candidates:  1383\n",
      "true bckgrd test candidates:  1018\n"
     ]
    }
   ],
   "source": [
    "y_true_bkg_test = y_true_bkg[len(y_train):]\n",
    "    \n",
    "print(\"total test candidates: \",len(X_test))\n",
    "print(\"signal test candidates: \",len(X_test[y_test.astype(bool)]))\n",
    "print(\"true bckgrd test candidates: \",len(X_test[~y_true_bkg_test.astype(np.bool)]))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a61c92e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0ddabdbe50>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x648 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#calc threshold corresponding to efficiency\n",
    "def calc_threshold(sig_pred,back_pred,efficiency=0.9):\n",
    "    threshold = np.linspace(0,1, 1000)\n",
    "    for t in threshold:\n",
    "        counts = np.sum(sig_pred > t)\n",
    "        eEff = counts/len(sig_pred)\n",
    "        if(eEff < efficiency):\n",
    "            return t\n",
    "            \n",
    "    \n",
    "#predict what candidates in X_test are\n",
    "preds = bst_opt.predict_proba(X_test)[:,1]\n",
    "\n",
    "#predictions of signal candidates\n",
    "sig_pred = preds[y_test.astype(np.bool)]\n",
    "\n",
    "#predictions of background candidates\n",
    "back_pred = preds[(~ y_test.astype(np.bool))&(y_true_bkg_test.astype(np.bool))]\n",
    "\n",
    "#predictions of true background candidates\n",
    "y_true_bkg_test = y_true_bkg[len(y_train):]\n",
    "true_back_pred = preds[~ y_true_bkg_test.astype(np.bool)]\n",
    "\n",
    "\n",
    "efficiency_limit = 0.9\n",
    "thres = calc_threshold(sig_pred,true_back_pred,efficiency_limit)\n",
    " \n",
    "#plot posterior dist\n",
    "plt.style.use('seaborn')\n",
    "fig = plt.figure()\n",
    "fig.set_size_inches(14, 9)\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "\n",
    "#plot threshold and posterior dist histogramms\n",
    "ax.axvline(thres,color = 'r',label = \"threshold\")\n",
    "ax.hist(preds[y_test.astype(np.bool)],bins=np.linspace(0,1,201), label= \"signal\", alpha = 0.7)\n",
    "ax.hist(back_pred,bins=np.linspace(0,1,201), label= \"backg\", alpha = 0.7)\n",
    "ax.hist(true_back_pred,bins=np.linspace(0,1,201), label= \"true backg\", alpha = 0.7)\n",
    "\n",
    "\n",
    "#set labels\n",
    "ax.set_title(\"Posterior Distribution for \\nCustom V0 Candidates\", fontsize=20)\n",
    "ax.set_xlabel('XGB value', fontsize=20)\n",
    "ax.set_ylabel('counts', fontsize=20)\n",
    "ax.set_yscale('log')    \n",
    "ax.tick_params(axis='both', which='major', labelsize=17)\n",
    "ax.legend(fontsize=17)\n",
    "#fig.savefig('3_post_dist_custom_V0.png', bbox_inches=\"tight\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "372fe02f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7f0daeece190>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plot feature importance\n",
    "#set feature names\n",
    "bst_opt.get_booster().feature_names = key_list[3:len(X_train[0])+3]\n",
    "\n",
    "fig, ax = plt.subplots(figsize=(10,8))\n",
    "\n",
    "params = {'axes.labelsize': 10,\n",
    "          'axes.titlesize': 20,\n",
    "            'font.size':15}\n",
    "ax.xaxis.label.set(fontsize=20)\n",
    "ax.yaxis.label.set(fontsize=20)\n",
    "plt.rcParams.update(params)\n",
    "ax.tick_params(axis='both', which='major', labelsize=14)\n",
    "#plot importance\n",
    "xgb.plot_importance(bst_opt, ax=ax)\n",
    "\n",
    "#fig.savefig('3_Feat_Importance_custom_V0.png', bbox_inches=\"tight\")\n",
    "\n",
    "#-----------------------------------------------------------\n",
    "#plot ROC curve\n",
    "plt.style.use('seaborn')\n",
    "fig = plt.figure()\n",
    "fig.set_size_inches(10, 7)\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "lw = 2\n",
    "\n",
    "#predict train candidates\n",
    "check = bst_opt.predict_proba(X_train)\n",
    "#calculate false positive rate and true positive rate\n",
    "fpr, tpr, _ = metrics.roc_curve(y_train, check[:,1])\n",
    "#calc AUC\n",
    "roc_auc = metrics.auc(fpr, tpr)\n",
    "#plot them\n",
    "ax.plot(fpr, tpr,\n",
    "        lw=lw, label='Train ROC curve (area = %0.2f)' % roc_auc)\n",
    "\n",
    "#repeat for test sample\n",
    "check = bst_opt.predict_proba(X_test)\n",
    "fpr, tpr, _ = metrics.roc_curve(y_test, check[:,1])\n",
    "roc_auc = metrics.auc(fpr, tpr)\n",
    "    \n",
    "ax.plot(fpr, tpr,\n",
    "        lw=lw, label='Test ROC curve (area = %0.2f)' % roc_auc)\n",
    " \n",
    "    \n",
    "#plot luck line     \n",
    "ax.plot([0, 1], [0, 1], color='navy', lw=lw, linestyle='--', label = \"Luck\")\n",
    "\n",
    "#ax.set_yscale('log')    \n",
    "# set plot parameters\n",
    "ax.tick_params(axis='both', which='major', labelsize=17)\n",
    "ax.set_title('ROC curve after %d training rounds' % param['n_estimators'], fontsize=20)\n",
    "ax.set_xlabel('False Positive Rate', fontsize=20)\n",
    "ax.set_ylabel('True Positive Rate', fontsize=20)\n",
    "ax.legend(fontsize=17)\n",
    "#fig.savefig('3_ROC_customV0.png', bbox_inches=\"tight\")\n",
    "\n",
    "\n",
    "#-------------------------------------------------------------\n",
    "#plot PR curve\n",
    "plt.style.use('seaborn')\n",
    "fig = plt.figure()\n",
    "fig.set_size_inches(10, 7)\n",
    "ax = fig.add_subplot(1, 1, 1)\n",
    "#predict train candidates\n",
    "check = bst_opt.predict_proba(X_train)\n",
    "#calc recicion and recall\n",
    "prec, rec, _ = metrics.precision_recall_curve(y_train, check[:,1])\n",
    "#plot\n",
    "ax.plot(rec,prec, \n",
    "        lw=lw, label='Train PR curve')\n",
    "\n",
    "#repeat for test sample\n",
    "check = bst_opt.predict_proba(X_test)\n",
    "prec, rec, _ = metrics.precision_recall_curve(y_test, check[:,1])\n",
    "roc_auc = metrics.auc(fpr, tpr)\n",
    "    \n",
    "ax.plot(rec,prec, \n",
    "        lw=lw, label='Test PR curve ' )\n",
    " \n",
    "\n",
    "#ax.set_yscale('log')    \n",
    "# Set Plot parameters\n",
    "ax.tick_params(axis='both', which='major', labelsize=17)\n",
    "ax.set_title('Precision Recall curve after %d training rounds' % param['n_estimators'], fontsize=20)\n",
    "ax.set_xlabel('Recall', fontsize=20)\n",
    "ax.set_ylabel('Precision', fontsize=20)\n",
    "ax.legend(fontsize=17)\n",
    "\n",
    "#fig.savefig('3_Prec_Recall.png', bbox_inches=\"tight\")\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "95b5a844",
   "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": "3.8.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}