{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Training Neural Networks on simulated single Tracks\n", "\n", "Simple script to analyze simulated single tracks. Execute each cell one after the other. Many functions, like setting up the neural networks or calucalting the confusion matrix are defined in: \"analysis_utils.py\".\n", "\n", "## Load libraries and settings" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "from matplotlib.colors import LogNorm\n", "from IPython.display import display\n", "from analysis_utils import analysis_utils\n", "import copy\n", "from sklearn.metrics import accuracy_score\n", "from sklearn.metrics import matthews_corrcoef\n", "from joblib import dump\n", "\n", "ana_utils = analysis_utils()\n", "\n", "#MAKE CHANGES HERE\n", "#*******************************************************************\n", "charge = -1 #Choose -1 / 1 (negative / positive) for selecting a specific particle charge\n", "ana_add_name = 'demo' #--> Change this to customize the name of the produced plots and trained networks\n", "n_df_rows = 0 #Change this to a number > 0, if you want to print out the first n_df_rows rows of the dataframe\n", "\n", "#Change these numbers to obtain a different identification performance:\n", "#Lepton selection criteria:\n", "e_over_p_min_lep = 0.7\n", "e_over_p_max_lep = 1.2\n", "fdc_min_lep = 1.8e-6\n", "fdc_max_lep = 3.0e-6\n", "cdc_min_lep = 1.75e-6\n", "cdc_max_lep = 3.2e-6\n", "\n", "#Pion selection criteria:\n", "e_over_p_min_pi = 0.0\n", "e_over_p_max_pi = 0.7\n", "fdc_min_pi = 1.2e-6\n", "fdc_max_pi = 2.5e-6\n", "cdc_min_pi = 1.2e-6\n", "cdc_max_pi = 2.25e-6\n", "#*******************************************************************" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Load data frame" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "dataDir = 'http://hadron.physics.fsu.edu/~dlersch/Intro_To_ML_2021/data/'\n", "particle_dict = {\n", " -1: ['Neg_LepPi_DF_small','Electrons','Negative Pions'], #--> You may remove the '_small' and anlyze the full data set discussed in the lecture \n", " 1: ['Pos_LegPi_DF_small','Positrons','Positive Pions'] \n", "}\n", "\n", "plot_dict = {\n", " -1: ['electrons','neg_pions','neg_particles'],\n", " 1: ['positrons','pos_pions','pos_particles'],\n", "}\n", "\n", "#Load the data frame:\n", "data_df = pd.read_csv(dataDir + particle_dict[charge][0] + '.csv')\n", "features = ['p','theta','ddEdx_CDC','dE_BCAL','ddEdx_FDC','dE_FCAL']\n", "\n", "if n_df_rows > 0:\n", " print(data_df.head(n_df_rows))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Add E/p information to the data frame" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "data_df['e_over_p_fcal'] = data_df['dE_FCAL'] / data_df['p']\n", "data_df['e_over_p_bcal'] = data_df['dE_BCAL'] / data_df['p']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Separate data accroding to particles going into the GlueX forward / central part\n", "\n", "We need to define conditions that define particles going to the forward / central part:\n", "Forward: no information in the central drift chamber (CDC) and central calorimeter (BCAL):" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "accept_forward = (data_df['dE_FCAL'] > 0.0) & (data_df['ddEdx_FDC'] > 0.0) & (data_df['dE_BCAL'] == 0.0) & (data_df['ddEdx_CDC'] == 0.0)\n", "forward_data = data_df[accept_forward]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Central: no information in the forward drift chamber (FDC) and forward calorimeter (FCAL):" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "accept_central = (data_df['dE_FCAL'] == 0.0) & (data_df['ddEdx_FDC'] == 0.0) & (data_df['dE_BCAL'] > 0.0) & (data_df['ddEdx_CDC'] > 0.0)\n", "central_data = data_df[accept_central]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualize data correlations" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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", 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "#look at leptons only:\n", "is_lepton_forward = forward_data['label'] == 1\n", "is_lepton_central = central_data['label'] == 1\n", "\n", "plt.rcParams.update({'font.size': 30})\n", "n_bins = 100\n", "\n", "fig_lep,ax_lep = ana_utils.show_correlation([forward_data,central_data],[is_lepton_forward,is_lepton_central],particle_dict[charge][1],n_bins)\n", "fig_lep.savefig('correlations_' + plot_dict[charge][0] + '_' + ana_add_name + '.png')\n", "\n", "#look at pions only:\n", "is_pion_forward = forward_data['label'] == 0\n", "is_pion_central = central_data['label'] == 0\n", "\n", "fig_pi,ax_pi = ana_utils.show_correlation([forward_data,central_data],[is_pion_forward,is_pion_central],particle_dict[charge][2],n_bins)\n", "fig_pi.savefig('correlations_' + plot_dict[charge][1] + '.png')\n", "\n", "fig_all,ax_all = ana_utils.show_correlation([forward_data,central_data],None,'All Particles',n_bins)\n", "fig_all.savefig('correlations_' + plot_dict[charge][2] + '_' + ana_add_name + '.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Get analysis conditions and visualize them" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [], "source": [ "lepton_forward_pid, lepton_central_pid = ana_utils.get_pid_criteria([forward_data,central_data],e_over_p_min_lep,e_over_p_max_lep,fdc_min_lep,fdc_max_lep,cdc_min_lep,cdc_max_lep)\n", "pion_forward_pid, pion_central_pid = ana_utils.get_pid_criteria([forward_data,central_data],e_over_p_min_pi,e_over_p_max_pi,fdc_min_pi,fdc_max_pi,cdc_min_pi,cdc_max_pi)\n", "\n", "#Visualize analysis conditions within the plots we created earlier:\n", "\n", "#Leptons:\n", "#Forward:\n", "ax_lep[0,0].plot([0.0,8.0],[fdc_min_lep,fdc_min_lep],'r-',linewidth=2.0)\n", "ax_lep[0,0].plot([0.0,8.0],[fdc_max_lep,fdc_max_lep],'r-',linewidth=2.0)\n", "\n", "ax_lep[0,2].plot([e_over_p_min_lep,e_over_p_min_lep],[0.0,5000],'r--',linewidth=2.0)\n", "ax_lep[0,2].plot([e_over_p_max_lep,e_over_p_max_lep],[0.0,5000],'r--',linewidth=2.0)\n", "\n", "#Central:\n", "ax_lep[1,0].plot([0.0,8.0],[cdc_min_lep,cdc_min_lep],'r-',linewidth=2.0)\n", "ax_lep[1,0].plot([0.0,8.0],[cdc_max_lep,cdc_max_lep],'r-',linewidth=2.0)\n", "\n", "ax_lep[1,2].plot([e_over_p_min_lep,e_over_p_min_lep],[0.0,5000],'r--',linewidth=2.0)\n", "ax_lep[1,2].plot([e_over_p_max_lep,e_over_p_max_lep],[0.0,5000],'r--',linewidth=2.0)\n", "\n", "fig_lep.savefig('correlations_' + plot_dict[charge][0] + '_' + ana_add_name + '_pid.png')\n", "\n", "#Pions\n", "#Forward:\n", "ax_pi[0,0].plot([0.0,8.0],[fdc_min_pi,fdc_min_pi],'r-',linewidth=2.0)\n", "ax_pi[0,0].plot([0.0,8.0],[fdc_max_pi,fdc_max_pi],'r-',linewidth=2.0)\n", "\n", "ax_pi[0,2].plot([e_over_p_min_pi,e_over_p_min_pi],[0.0,4000],'r--',linewidth=2.0)\n", "ax_pi[0,2].plot([e_over_p_max_pi,e_over_p_max_pi],[0.0,4000],'r--',linewidth=2.0)\n", "\n", "#Central:\n", "ax_pi[1,0].plot([0.0,8.0],[cdc_min_pi,cdc_min_pi],'r-',linewidth=2.0)\n", "ax_pi[1,0].plot([0.0,8.0],[cdc_max_pi,cdc_max_pi],'r-',linewidth=2.0)\n", "\n", "ax_pi[1,2].plot([e_over_p_min_pi,e_over_p_min_pi],[0.0,2000],'r--',linewidth=2.0)\n", "ax_pi[1,2].plot([e_over_p_max_pi,e_over_p_max_pi],[0.0,2000],'r--',linewidth=2.0)\n", "\n", "fig_pi.savefig('correlations_' + plot_dict[charge][1] + '_' + ana_add_name + '_pid.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Apply PID conditions and merge data\n", "\n", "Now we apply the analysis conditions and merge forward / central and pion / lepton data to one data set:\n", "\n", "Note: This step seems a bit clumsy / unecessary (yes, it is!), but for the sake of simplicity / eduction it was done this way" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "leptons_forward = forward_data.copy(deep=True)\n", "leptons_forward.loc[lepton_forward_pid,'is_lepton'] = 1.0 #--> events fulfilling the lepton conditions are labeled with 1\n", "leptons_forward.loc[~lepton_forward_pid,'is_lepton'] = 0.0 #---> events NOT fulfilling the lepton conditions are labeled with 0\n", "\n", "leptons_central = central_data.copy(deep=True)\n", "leptons_central.loc[lepton_central_pid,'is_lepton'] = 1.0 #--> events fulfilling the lepton conditions are labeled with 1\n", "leptons_central.loc[~lepton_central_pid,'is_lepton'] = 0.0 #---> events NOT fulfilling the lepton conditions are labeled with 0\n", "\n", "pions_forward = forward_data.copy(deep=True)\n", "pions_forward.loc[pion_forward_pid,'is_lepton'] = 0.0 #--> events fulfilling the pion conditions are labeled with 0\n", "pions_forward.loc[~pion_forward_pid,'is_lepton'] = 1.0 #--> events NOT fulfilling the pion conditions are labeled with 1\n", "\n", "pions_central = central_data.copy(deep=True)\n", "pions_central.loc[pion_central_pid,'is_lepton'] = 0.0 #--> events fulfilling the pion conditions are labeled with 0\n", "pions_central.loc[~pion_central_pid,'is_lepton'] = 1.0 #--> events NOT fulfilling the pion conditions are labeled with 1\n", "\n", "\n", "pid_data = pd.concat([leptons_forward,leptons_central,pions_forward,pions_central])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Obtain PID performance for the applied analysis conditions\n", "\n", "The following lines show nicely, how easy / fast data anlysis can be done on an existing data frame" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \n", "Lepton identification performance:\n", "------------------------------------\n", "True positive rate: 0.8486179095882522\n", "False positive rate: 0.10288270377733598\n", "------------------------------------\n", " \n", "Pion identification performance:\n", "--------------------------------\n", "True positive rate: 0.897117296222664\n", "False positive rate: 0.15138209041174777\n", "--------------------------------\n", " \n", "Overall identification performance:\n", "-----------------------------------\n", "Accuracy: 0.8730340291678582\n", "MCC: 0.7467918633568276\n", "-----------------------------------\n", " \n" ] } ], "source": [ "n_leptons = pid_data[pid_data['label'] == 1.0].shape[0]\n", "n_leptons_accepted = pid_data[(pid_data['is_lepton'] == 1.0) & (pid_data['label'] == 1.0)].shape[0]\n", "n_pions_accepted_lepton = pid_data[(pid_data['is_lepton'] == 1.0) & (pid_data['label'] == 0.0)].shape[0]\n", "\n", "n_pions = pid_data[pid_data['label'] == 0.0].shape[0]\n", "n_pions_accepted = pid_data[(pid_data['is_lepton'] == 0.0) & (pid_data['label'] == 0.0)].shape[0]\n", "n_leptons_accepted_pion = pid_data[(pid_data['is_lepton'] == 0.0) & (pid_data['label'] == 1.0)].shape[0]\n", "\n", "lepton_positive_rate = n_leptons_accepted / float(n_leptons)\n", "lepton_false_positive_rate = n_pions_accepted_lepton / float(n_pions)\n", "\n", "pion_positive_rate = n_pions_accepted / float(n_pions)\n", "pion_false_positive_rate = n_leptons_accepted_pion / float(n_leptons)\n", "\n", "accuracy = accuracy_score(pid_data['label'],pid_data['is_lepton'])\n", "mcc = matthews_corrcoef(pid_data['label'],pid_data['is_lepton'])\n", "\n", "#Display results:\n", "print(\" \")\n", "print(\"Lepton identification performance:\")\n", "print(\"------------------------------------\")\n", "print(\"True positive rate: \" + str(lepton_positive_rate))\n", "print(\"False positive rate: \" + str(lepton_false_positive_rate))\n", "print(\"------------------------------------\")\n", "\n", "print(\" \")\n", "print(\"Pion identification performance:\")\n", "print(\"--------------------------------\")\n", "print(\"True positive rate: \" + str(pion_positive_rate))\n", "print(\"False positive rate: \" + str(pion_false_positive_rate))\n", "print(\"--------------------------------\")\n", "\n", "print(\" \")\n", "print(\"Overall identification performance:\")\n", "print(\"-----------------------------------\")\n", "print(\"Accuracy: \" + str(accuracy))\n", "print(\"MCC: \" + str(mcc))\n", "print(\"-----------------------------------\")\n", "print(\" \")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Calculate confusion matrix for the applied analysis conditions" ] }, { "cell_type": "code", "execution_count": 30, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig_cm,ax_cm = ana_utils.get_confusion_matrix(pid_data,'label','is_lepton',[0,1],'Confusion Matrix')\n", "fig_cm.savefig('confusion_matrix_' + plot_dict[charge][2] + '_' + ana_add_name + '.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Prepare data for machine learning algorithms" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "X = data_df[features]\n", "Y = data_df['label']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Set up a neural networks (scikit and Tensorflow / Keras)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \n", "Model: \"keras_mlp\"\n", "_________________________________________________________________\n", "Layer (type) Output Shape Param # \n", "=================================================================\n", "dense_0 (Dense) (None, 8) 56 \n", "_________________________________________________________________\n", "dense_1 (Dense) (None, 5) 45 \n", "_________________________________________________________________\n", "output (Dense) (None, 1) 6 \n", "=================================================================\n", "Total params: 107\n", "Trainable params: 107\n", "Non-trainable params: 0\n", "_________________________________________________________________\n", " \n" ] } ], "source": [ "scikit_mlp_classifier = ana_utils.set_scikit_mlp_classifier((8,5),'relu',200,0.5,0.05) #--> Check analysis_utils.py to see which arguments are used and how\n", "keras_mlp_classifier = ana_utils.set_keras_mlp_classifier(len(features),1,(8,5),('relu','relu'),'sigmoid',0.05,loss_function='binary_xentropy',print_summary=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Train and save both classifiers" ] }, { "cell_type": "code", "execution_count": 34, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "scikit_mlp_classifier.fit(X,Y)\n", "keras_train_hist = ana_utils.train_keras_mlp(keras_mlp_classifier,X,Y,200,0.5,['val_loss',1e-4,'min',10])\n", " \n", "scikit_loss_curve = scikit_mlp_classifier.loss_curve_\n", "scikit_acc_curve = scikit_mlp_classifier.validation_scores_\n", "\n", "keras_train_loss_curve = keras_train_hist.history['loss']\n", "keras_val_loss_curve = keras_train_hist.history['val_accuracy']\n", " \n", "fig_train,ax_train = plt.subplots(1,2,sharey=True,figsize=(15,8))\n", "fig_train.subplots_adjust(wspace=0.2)\n", "ax_train[0].plot(scikit_loss_curve,linewidth=2.0,label='Training Loss')\n", "ax_train[0].plot(scikit_acc_curve,linewidth=2.0,label='Validation Accuracy')\n", "ax_train[0].grid(True)\n", "ax_train[0].legend()\n", "ax_train[0].set_xlabel('Epoch')\n", "ax_train[0].set_ylabel('Score')\n", "ax_train[0].set_title('Scikit MLP Training',y=1.07)\n", "ax_train[0].set_ylim([0.0,1.0])\n", "\n", "ax_train[1].plot(keras_train_loss_curve,linewidth=2.0,label='Training Loss')\n", "ax_train[1].plot(keras_val_loss_curve,linewidth=2.0,label='Validation Accuracy')\n", "ax_train[1].grid(True)\n", "ax_train[1].legend()\n", "ax_train[1].set_xlabel('Epoch')\n", "ax_train[1].set_title('TF/Keras MLP Training', y=1.07)\n", "\n", "fig_train.savefig('mlp_training_curves_' + plot_dict[charge][2] + '_' + ana_add_name + '.png')\n", "\n", "dump(scikit_mlp_classifier,'scikit_mlp_' + plot_dict[charge][2] + '_' + ana_add_name + '.joblib')\n", "keras_mlp_classifier.save('keras_mlp_' + plot_dict[charge][2] + '_' + ana_add_name + '.h5')" ] } ], "metadata": { "interpreter": { "hash": "aee8b7b246df8f9039afb4144a1f6fd8d2ca17a180786b69acc140d282b71a49" }, "kernelspec": { "display_name": "Python 3.8.6 64-bit", "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": "3.8.6" } }, "nbformat": 4, "nbformat_minor": 2 }