rf206_treevistools.py File Reference

Detailed Description

Addition and convolution: tools for visualization of ROOT.RooAbsArg expression trees

 
import ROOT
 
# Set up composite pdf
# --------------------------------------
 
# Declare observable x
x = ROOT.RooRealVar("x", "x", 0, 10)
 
# Create two Gaussian PDFs g1(x,mean1,sigma) anf g2(x,mean2,sigma) and
# their parameters
mean = ROOT.RooRealVar("mean", "mean of gaussians", 5)
sigma1 = ROOT.RooRealVar("sigma1", "width of gaussians", 0.5)
sigma2 = ROOT.RooRealVar("sigma2", "width of gaussians", 1)
sig1 = ROOT.RooGaussian("sig1", "Signal component 1", x, mean, sigma1)
sig2 = ROOT.RooGaussian("sig2", "Signal component 2", x, mean, sigma2)
 
# Sum the signal components into a composite signal pdf
sig1frac = ROOT.RooRealVar("sig1frac", "fraction of component 1 in signal", 0.8, 0.0, 1.0)
sig = ROOT.RooAddPdf("sig", "Signal", [sig1, sig2], [sig1frac])
 
# Build Chebychev polynomial pdf
a0 = ROOT.RooRealVar("a0", "a0", 0.5, 0.0, 1.0)
a1 = ROOT.RooRealVar("a1", "a1", -0.2, 0.0, 1.0)
bkg1 = ROOT.RooChebychev("bkg1", "Background 1", x, [a0, a1])
 
# Build expontential pdf
alpha = ROOT.RooRealVar("alpha", "alpha", -1)
bkg2 = ROOT.RooExponential("bkg2", "Background 2", x, alpha)
 
# Sum the background components into a composite background pdf
bkg1frac = ROOT.RooRealVar("bkg1frac", "fraction of component 1 in background", 0.2, 0.0, 1.0)
bkg = ROOT.RooAddPdf("bkg", "Signal", [bkg1, bkg2], [bkg1frac])
 
# Sum the composite signal and background
bkgfrac = ROOT.RooRealVar("bkgfrac", "fraction of background", 0.5, 0.0, 1.0)
model = ROOT.RooAddPdf("model", "g1+g2+a", [bkg, sig], [bkgfrac])
 
# Print composite tree in ASCII
# -----------------------------------------------------------
 
# Print tree to stdout
model.Print("t")
 
# Print tree to file
model.printCompactTree("", "rf206_asciitree.txt")
 
# Draw composite tree graphically
# -------------------------------------------------------------
 
# Print GraphViz DOT file with representation of tree
model.graphVizTree("rf206_model.dot")
 
# Make graphic output file with one of the GraphViz tools
# (freely available from www.graphviz.org)
#
# 'Top-to-bottom graph'
# unix> dot -Tgif -o rf207_model_dot.gif rf207_model.dot
#
# 'Spring-model graph'
# unix> fdp -Tgif -o rf207_model_fdp.gif rf207_model.dot

[#0] WARNING:InputArguments -- The parameter 'sigma1' with range [-inf, inf] of the RooGaussian 'sig1' exceeds the safe range of (0, inf). Advise to limit its range.
[#0] WARNING:InputArguments -- The parameter 'sigma2' with range [-inf, inf] of the RooGaussian 'sig2' exceeds the safe range of (0, inf). Advise to limit its range.
0x559428b27670 RooAddPdf::model = 0.602695/1 [Auto,Clean] 
  0x559428a0b0f0/V- RooAddPdf::bkg = 0.20539/1 [Auto,Clean] 
    0x5594289d1a40/V- RooChebychev::bkg1 = 1 [Auto,Dirty] 
      0x559427d8c880/V- RooRealVar::x = 5
      0x559428031080/V- RooRealVar::a0 = 0.5
      0x55942802e930/V- RooRealVar::a1 = 0
    0x559427e7e830/V- RooRealVar::bkg1frac = 0.2
    0x559428a10d00/V- RooExponential::bkg2 = 0.00673795 [Auto,Dirty] 
      0x559427d8c880/V- RooRealVar::x = 5
      0x5594280576b0/V- RooRealVar::alpha = -1
  0x5594217404a0/V- RooRealVar::bkgfrac = 0.5
  0x559428997b90/V- RooAddPdf::sig = 1/1 [Auto,Clean] 
    0x559427fc5770/V- RooGaussian::sig1 = 1 [Auto,Dirty] 
      0x559427d8c880/V- RooRealVar::x = 5
      0x559427d12c50/V- RooRealVar::mean = 5
      0x559427cc1110/V- RooRealVar::sigma1 = 0.5
    0x559427efd000/V- RooRealVar::sig1frac = 0.8
    0x559427f8b150/V- RooGaussian::sig2 = 1 [Auto,Dirty] 
      0x559427d8c880/V- RooRealVar::x = 5
      0x559427d12c50/V- RooRealVar::mean = 5
      0x55942173c990/V- RooRealVar::sigma2 = 1

Date

February 2018

Authors

Clemens Lange, Wouter Verkerke (C++ version)

Definition in file rf206_treevistools.py.