import pyroot_logon
config = __import__(opts.modeConfig)
from ROOT import gROOT
## gROOT.ProcessLine('.L RooWjjFitterParams.h+');
gROOT.ProcessLine('.L EffTableReader.cc+')
gROOT.ProcessLine('.L EffTableLoader.cc+')
gROOT.ProcessLine('.L RooWjjFitterUtils.cc+');
gROOT.ProcessLine('.L RooWjjMjjFitter.cc+');
from ROOT import RooWjjMjjFitter, RooFitResult, \
RooMsgService, RooFit
RooMsgService.instance().setGlobalKillBelow(RooFit.WARNING)
tmpInitFile = opts.startingFile
fitterPars = config.theConfig(opts.Nj, opts.mcdir, tmpInitFile)
theFitter = RooWjjMjjFitter(fitterPars)
def writeValToFile(optVar, newVal, filename, outname = None,
theVars = optVars):
if outname == None:
outname = filename
newStart = open(filename).readlines()
for tmpVar in theVars:
compliment = tmpVar.replace('U', 'D')
if optVar == tmpVar:
theVal = newVal
else:
theVal = theVars[tmpVar]
if (theVal >= 0):
newStart = [re.sub('^{0} = [ ]*[-0-9\.]*'.format(tmpVar),
'{0} = {1:.3f}'.format(tmpVar, theVal), x) \
fitterPars.minMass = fitterPars.binEdges[0]
fitterPars.minFit = fitterPars.minMass
if opts.lumi:
fitterPars.intLumi = opts.lumi
if fitterPars.includeMuons and fitterPars.includeElectrons:
modeString = ''
elif fitterPars.includeMuons:
modeString = 'Muon'
elif fitterPars.includeElectrons:
modeString = 'Electron'
else:
modeString = ''
theFitter = RooWjjMjjFitter(fitterPars)
if opts.compile:
print 'compile complete'
assert(False)
#theFitter.getWorkSpace().Print()
theFitter.makeFitter((opts.ParamWpJ>=0))
totalPdf = theFitter.getWorkSpace().pdf('totalPdf')
#theFitter.getWorkSpace().Print()
theFitter.getWorkSpace().var('nDiboson').setConstant(False)
# if opts.ParamWpJ < 0:
# theFitter.getWorkSpace().var('fMU').setConstant(True)
# theFitter.getWorkSpace().var('fSU').setConstant(True)
import pyroot_logon
config = __import__(opts.modeConfig)
from ROOT import gROOT
## gROOT.ProcessLine('.L RooWjjFitterParams.h+');
gROOT.ProcessLine('.L EffTableReader.cc+')
gROOT.ProcessLine('.L EffTableLoader.cc+')
gROOT.ProcessLine('.L RooWjjFitterUtils.cc+')
gROOT.ProcessLine('.L RooWjjMjjFitter.cc+')
from ROOT import RooWjjMjjFitter, RooFitResult, \
RooMsgService, RooFit
RooMsgService.instance().setGlobalKillBelow(RooFit.WARNING)
tmpInitFile = opts.startingFile
fitterPars = config.theConfig(opts.Nj, opts.mcdir, tmpInitFile)
theFitter = RooWjjMjjFitter(fitterPars)
def writeValToFile(optVar, newVal, filename, outname=None, theVars=optVars):
if outname == None:
outname = filename
newStart = open(filename).readlines()
for tmpVar in theVars:
compliment = tmpVar.replace('U', 'D')
if optVar == tmpVar:
theVal = newVal
else:
theVal = theVars[tmpVar]
if (theVal >= 0):
newStart = [re.sub('^{0} = [ ]*[-0-9\.]*'.format(tmpVar),
'{0} = {1:.3f}'.format(tmpVar, theVal), x) \
parser.add_option("--NP", action="store_true", dest="NP", default=False, help="put NP on the plot")
parser.add_option("--Err", dest="Err", default=-1.0, type="float", help="error band level")
(opts, args) = parser.parse_args()
import pyroot_logon
config = __import__(opts.modeConfig)
from ROOT import TFile, Double, Long, gROOT, TCanvas
## gROOT.ProcessLine('.L RooWjjFitterParams.h+');
gROOT.ProcessLine(".L EffTableReader.cc+")
gROOT.ProcessLine(".L EffTableLoader.cc+")
gROOT.ProcessLine(".L RooWjjFitterUtils.cc+")
gROOT.ProcessLine(".L RooWjjMjjFitter.cc+")
from ROOT import RooWjjMjjFitter, RooFit, RooMsgService, RooArgList, RooArgSet
from math import sqrt
RooMsgService.instance().setGlobalKillBelow(RooFit.WARNING)
fitterPars = config.theConfig(opts.Nj, opts.mcdir, opts.startingFile, opts.toydataFile)
theFitter = RooWjjMjjFitter(fitterPars)
theFitter.makeFitter(False)
theFitter.loadData()
theFitter.loadParameters(opts.startingFile)
(frames, cans) = plot2BodyDist(theFitter, fitterPars, 0, 3, opts.Err, opts.NP)
fitterPars.minMass = fitterPars.binEdges[0]
fitterPars.minFit = fitterPars.minMass
if opts.lumi:
fitterPars.intLumi = opts.lumi
if fitterPars.includeMuons and fitterPars.includeElectrons:
modeString = ''
elif fitterPars.includeMuons:
modeString = 'Muon'
elif fitterPars.includeElectrons:
modeString = 'Electron'
else:
modeString = ''
theFitter = RooWjjMjjFitter(fitterPars)
if opts.compile:
print 'compile complete'
assert(False)
#theFitter.getWorkSpace().Print()
theFitter.makeFitter((opts.ParamWpJ>=0))
totalPdf = theFitter.getWorkSpace().pdf('totalPdf')
#theFitter.getWorkSpace().Print()
theFitter.getWorkSpace().var('nDiboson').setConstant(False)
# if opts.ParamWpJ < 0:
# theFitter.getWorkSpace().var('fMU').setConstant(True)
# theFitter.getWorkSpace().var('fSU').setConstant(True)
config = __import__(opts.modeConfig)
from ROOT import TGraph, TF1, gPad, TFile, Double, Long, gROOT
## gROOT.ProcessLine('.L RooWjjFitterParams.h+');
gROOT.ProcessLine('.L EffTableReader.cc+')
gROOT.ProcessLine('.L EffTableLoader.cc+')
gROOT.ProcessLine('.L RooWjjFitterUtils.cc+')
gROOT.ProcessLine('.L RooWjjMjjFitter.cc+')
from ROOT import RooWjjMjjFitter, RooFitResult, \
RooMsgService, RooFit
RooMsgService.instance().setGlobalKillBelow(RooFit.WARNING)
tmpInitFile = opts.startingFile
fitterPars = config.theConfig(opts.Nj, -100.0, -100.0, opts.mcdir, tmpInitFile,
opts.toydataFile)
theFitter = RooWjjMjjFitter(fitterPars)
Npts = 7
def optimizeVar(optVar, start, step, iteration, tryFit=True, theVars=optVars):
global g_minFOM, minPoint
optGraph = TGraph(Npts)
optGraph.SetName('graph_{0}_{1}'.format(optVar, iteration))
SetPoints = 0
minFOM = 10000.
minVal = 0.
for point in range(0, Npts):
newVal = start + step * point
#fitterPars.truncRange = True
if opts.ParamWpJ<0:
fitterPars.smoothingOrder = 0
if fitterPars.includeMuons and fitterPars.includeElectrons:
modeString = ''
elif fitterPars.includeMuons:
modeString = 'Muon'
elif fitterPars.includeElectrons:
modeString = 'Electron'
else:
modeString = ''
theFitter = RooWjjMjjFitter(fitterPars)
#theFitter.getWorkSpace().Print()
theFitter.makeFitter((opts.ParamWpJ>=0))
theFitter.loadData()
#theFitter.getWorkSpace().Print()
#theFitter.getWorkSpace().var('nDiboson').setConstant(True)
if theFitter.getWorkSpace().var('fMU'):
theFitter.getWorkSpace().var('fMU').setConstant(True)
theFitter.getWorkSpace().var('fSU').setConstant(True)
theFitter.resetYields()
#theFitter.getWorkSpace().var('nQCD').setConstant(True)
#theFitter.getWorkSpace().var('nSingleTop').setConstant(True)
#theFitter.getWorkSpace().var('nZjets').setConstant(True)
if fitterPars.includeMuons and fitterPars.includeElectrons:
modeString = ''
elif fitterPars.includeMuons:
modeString = 'Muon'
elif fitterPars.includeElectrons:
modeString = 'Electron'
else:
modeString = ''
dibosonParameterize = 0
if opts.btag:
dibosonParameterize = 2
fitterPars.constrainWpJShape = True
fitterPars.constrainDibosonShape = True
theFitter = RooWjjMjjFitter(fitterPars)
theFitter.makeDibosonPdf(dibosonParameterize)
theFitter.makeFitter((opts.ParamWpJ>=0))
#theFitter.getWorkSpace().Print()
fr = theFitter.fit()
# chi2 = Double(0.)
#ndf = Long(2)
extraNdf = 0
if not opts.btag:
extraNdf = 2
## if (fitterPars.doNewPhysics):
## extraNdf += 1
## if not fitterPars.constrainDiboson:
from math import sqrt
RooMsgService.instance().setGlobalKillBelow(RooFit.WARNING)
fitterPars = config.theConfig(opts.Nj, opts.mcdir, opts.startingFile, opts.toydataFile, opts.TTbarMUSUsystopt, opts.e_minT, opts.e_maxT)
if fitterPars.includeMuons and fitterPars.includeElectrons:
modeString = ''
elif fitterPars.includeMuons:
modeString = 'Muon'
elif fitterPars.includeElectrons:
modeString = 'Electron'
else:
modeString = ''
theFitter = RooWjjMjjFitter(fitterPars)
theFitter.makeFitter(False)
#theFitter.getWorkSpace().Print()
fr = theFitter.fit()
extraNdf = 0
if not fitterPars.constrainDiboson:
extraNdf += 1
ndf = Long(fr.floatParsFinal().getSize()-5+extraNdf)
chi2 = theFitter.computeChi2(ndf)
# chi2frame.Draw()
# assert False, "fit done"
def qPlot(fitterPars):
from ROOT import kRed, kBlack, kGreen, kOrange, kMagenta, kCyan, THStack, \
RooWjjMjjFitter, RooWjjFitterUtils, TCanvas
fitUtils = RooWjjFitterUtils(fitterPars)
theFitter = RooWjjMjjFitter(fitterPars)
thePdf = theFitter.makeFitter(False)
theFitter.loadParameters(fitterPars.initParamsFile)
theFitter.getWorkSpace().Print()
q = theFitter.getWorkSpace().var(fitterPars.var)
q.SetTitle("Q = m_{l#nujj}-m_{jj}-M_{W}")
pdfs = thePdf.pdfList()
coefs = thePdf.coefList()
shapeHist = THStack('shapeHist', 'shapeHist')
sumYield = 0.
for i in range(pdfs.getSize()-1, -1, -1):
tmpHist = pdfs[i].createHistogram('h_' + pdfs[i].GetName(), q)
theName = pdfs[i].GetName()[:3]
tmpHist.SetFillStyle(1001)
if theName == 'dib':
tmpHist.SetFillColor(kOrange)
tmpHist.SetLineColor(kOrange)
elif theName == 'WpJ':
tmpHist.SetFillColor(kRed)
tmpHist.SetLineColor(kRed)
elif theName == 'ttP':
tmpHist.SetFillColor(kBlack)
tmpHist.SetLineColor(kBlack)
elif theName == 'stP':
tmpHist.SetFillColor(kBlack)
tmpHist.SetLineColor(kBlack)
elif theName == 'qcd':
tmpHist.SetFillColor(kGreen)
tmpHist.SetLineColor(kGreen)
elif theName == 'ZpJ':
tmpHist.SetFillColor(kMagenta)
tmpHist.SetLineColor(kMagenta)
## tmpHist.Draw()
## gPad.Update()
## gPad.WaitPrimitive()
tmpHist.Scale(coefs[i].getVal())
sumYield += coefs[i].getVal()
if (coefs[i].getVal() > 0.):
shapeHist.Add(tmpHist)
totalShapeHist = thePdf.createHistogram("totalShapeHist", q)
totalShapeHist.Print()
dataHist = fitUtils.newEmptyHist("theData")
if fitterPars.includeMuons:
tmpHist = fitUtils.File2Hist(fitterPars.DataDirectory+fitterPars.muonData,
"tmpData", False, 0, False, 1.0,
fitUtils.fullCuts())
dataHist.Add(tmpHist)
if fitterPars.includeElectrons:
tmpHist = fitUtils.File2Hist(fitterPars.DataDirectory+fitterPars.electronData,
"tmpData", True, 0, False, 1.0,
fitUtils.fullCuts())
dataHist.Add(tmpHist)
totalShapeHist.Scale(sumYield)
## shapeHist.SetLineColor(kCyan+3)
## shapeHist.SetMarkerColor(kCyan+3)
cq = TCanvas('cq', 'Q')
shapeHist.Draw('')
shapeHist.GetXaxis().SetTitle(q.GetTitle() + ' (GeV)')
shapeHist.GetYaxis().SetTitle('Events / (%0.0f GeV)' % ((fitterPars.maxMass-fitterPars.minMass)/fitterPars.nbins))
dataHist.Draw('same')
cq.Modified()
#totalShapeHist.Draw('same')
dataHist.Chi2Test(totalShapeHist,"UUNORMP")
print "KS test:",dataHist.KolmogorovTest(totalShapeHist)
return (cq, shapeHist, totalShapeHist)
help='error band level')
(opts, args) = parser.parse_args()
import pyroot_logon
config = __import__(opts.modeConfig)
from ROOT import TFile, Double, Long, gROOT, TCanvas
## gROOT.ProcessLine('.L RooWjjFitterParams.h+');
gROOT.ProcessLine('.L EffTableReader.cc+')
gROOT.ProcessLine('.L EffTableLoader.cc+')
gROOT.ProcessLine('.L RooWjjFitterUtils.cc+')
gROOT.ProcessLine('.L RooWjjMjjFitter.cc+')
from ROOT import RooWjjMjjFitter, RooFit, \
RooMsgService, RooArgList, RooArgSet
from math import sqrt
RooMsgService.instance().setGlobalKillBelow(RooFit.WARNING)
fitterPars = config.theConfig(opts.Nj, opts.mcdir, opts.startingFile,
opts.toydataFile )
theFitter = RooWjjMjjFitter(fitterPars)
theFitter.makeFitter(False)
theFitter.loadData()
theFitter.loadParameters(opts.startingFile)
(frames, cans) = plot2BodyDist(theFitter, fitterPars,
0, 3, opts.Err, opts.NP)
def qPlot(fitterPars):
from ROOT import kRed, kBlack, kGreen, kOrange, kMagenta, kCyan, THStack, \
RooWjjMjjFitter, RooWjjFitterUtils, TCanvas
fitUtils = RooWjjFitterUtils(fitterPars)
theFitter = RooWjjMjjFitter(fitterPars)
thePdf = theFitter.makeFitter(False)
theFitter.loadParameters(fitterPars.initParamsFile)
theFitter.getWorkSpace().Print()
q = theFitter.getWorkSpace().var(fitterPars.var)
q.SetTitle("Q = m_{l#nujj}-m_{jj}-M_{W}")
pdfs = thePdf.pdfList()
coefs = thePdf.coefList()
shapeHist = THStack('shapeHist', 'shapeHist')
sumYield = 0.
for i in range(pdfs.getSize() - 1, -1, -1):
tmpHist = pdfs[i].createHistogram('h_' + pdfs[i].GetName(), q)
theName = pdfs[i].GetName()[:3]
tmpHist.SetFillStyle(1001)
if theName == 'dib':
tmpHist.SetFillColor(kOrange)
tmpHist.SetLineColor(kOrange)
elif theName == 'WpJ':
tmpHist.SetFillColor(kRed)
tmpHist.SetLineColor(kRed)
elif theName == 'ttP':
tmpHist.SetFillColor(kBlack)
tmpHist.SetLineColor(kBlack)
elif theName == 'stP':
tmpHist.SetFillColor(kBlack)
tmpHist.SetLineColor(kBlack)
elif theName == 'qcd':
tmpHist.SetFillColor(kGreen)
tmpHist.SetLineColor(kGreen)
elif theName == 'ZpJ':
tmpHist.SetFillColor(kMagenta)
tmpHist.SetLineColor(kMagenta)
## tmpHist.Draw()
## gPad.Update()
## gPad.WaitPrimitive()
tmpHist.Scale(coefs[i].getVal())
sumYield += coefs[i].getVal()
if (coefs[i].getVal() > 0.):
shapeHist.Add(tmpHist)
totalShapeHist = thePdf.createHistogram("totalShapeHist", q)
totalShapeHist.Print()
dataHist = fitUtils.newEmptyHist("theData")
if fitterPars.includeMuons:
tmpHist = fitUtils.File2Hist(
fitterPars.DataDirectory + fitterPars.muonData, "tmpData", False,
0, False, 1.0, fitUtils.fullCuts())
dataHist.Add(tmpHist)
if fitterPars.includeElectrons:
tmpHist = fitUtils.File2Hist(
fitterPars.DataDirectory + fitterPars.electronData, "tmpData",
True, 0, False, 1.0, fitUtils.fullCuts())
dataHist.Add(tmpHist)
totalShapeHist.Scale(sumYield)
## shapeHist.SetLineColor(kCyan+3)
## shapeHist.SetMarkerColor(kCyan+3)
cq = TCanvas('cq', 'Q')
shapeHist.Draw('')
shapeHist.GetXaxis().SetTitle(q.GetTitle() + ' (GeV)')
shapeHist.GetYaxis().SetTitle(
'Events / (%0.0f GeV)' %
((fitterPars.maxMass - fitterPars.minMass) / fitterPars.nbins))
dataHist.Draw('same')
cq.Modified()
#totalShapeHist.Draw('same')
dataHist.Chi2Test(totalShapeHist, "UUNORMP")
print "KS test:", dataHist.KolmogorovTest(totalShapeHist)
return (cq, shapeHist, totalShapeHist)