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tmva102_Testing.py File Reference

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namespace  tmva102_Testing
 

Detailed Description

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This tutorial illustrates how you can test a trained BDT model using the fast tree inference engine offered by TMVA and external tools such as scikit-learn.

import ROOT
import pickle
from tmva100_DataPreparation import variables
from tmva101_Training import load_data
# Load data
x, y_true, w = load_data("test_signal.root", "test_background.root")
# Load trained model
File = "tmva101.root"
if (ROOT.gSystem.AccessPathName(File)) :
ROOT.Info("tmva102_Testing.py", File+"does not exist")
exit()
bdt = ROOT.TMVA.Experimental.RBDT[""]("myBDT", File)
# Make prediction
y_pred = bdt.Compute(x)
# Compute ROC using sklearn
from sklearn.metrics import roc_curve, auc
fpr, tpr, _ = roc_curve(y_true, y_pred, sample_weight=w)
score = auc(fpr, tpr)
# Plot ROC
c = ROOT.TCanvas("roc", "", 600, 600)
g = ROOT.TGraph(len(fpr), fpr, tpr)
g.SetTitle("AUC = {:.2f}".format(score))
g.SetLineWidth(3)
g.SetLineColor(ROOT.kRed)
g.Draw("AC")
g.GetXaxis().SetRangeUser(0, 1)
g.GetYaxis().SetRangeUser(0, 1)
g.GetXaxis().SetTitle("False-positive rate")
g.GetYaxis().SetTitle("True-positive rate")
c.Draw()
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void char Point_t Rectangle_t WindowAttributes_t Float_t Float_t Float_t Int_t Int_t UInt_t UInt_t Rectangle_t Int_t Int_t Window_t TString Int_t GCValues_t GetPrimarySelectionOwner GetDisplay GetScreen GetColormap GetNativeEvent const char const char dpyName wid window const char font_name cursor keysym reg const char only_if_exist regb h Point_t winding char text const char depth char const char Int_t count const char ColorStruct_t color const char Pixmap_t Pixmap_t PictureAttributes_t attr const char char ret_data h unsigned char height h Atom_t Int_t ULong_t ULong_t unsigned char prop_list Atom_t Atom_t Atom_t Time_t UChar_t len
Option_t Option_t TPoint TPoint const char GetTextMagnitude GetFillStyle GetLineColor GetLineWidth GetMarkerStyle GetTextAlign GetTextColor GetTextSize void char Point_t Rectangle_t WindowAttributes_t Float_t Float_t Float_t Int_t Int_t UInt_t UInt_t Rectangle_t Int_t Int_t Window_t TString Int_t GCValues_t GetPrimarySelectionOwner GetDisplay GetScreen GetColormap GetNativeEvent const char const char dpyName wid window const char font_name cursor keysym reg const char only_if_exist regb h Point_t winding char text const char depth char const char Int_t count const char ColorStruct_t color const char Pixmap_t Pixmap_t PictureAttributes_t attr const char char ret_data h unsigned char height h Atom_t Int_t ULong_t ULong_t unsigned char prop_list Atom_t Atom_t Atom_t Time_t format
Date
August 2019
Author
Stefan Wunsch

Definition in file tmva102_Testing.py.