| 17 |
|
ROOT.gROOT.SetBatch(True) |
| 18 |
|
print('hello') |
| 19 |
|
#load config |
| 20 |
– |
#os.mkdir(path+'/sys') |
| 20 |
|
argv = sys.argv |
| 21 |
|
parser = OptionParser() |
| 22 |
|
parser.add_option("-U", "--update", dest="update", default=0, |
| 23 |
|
help="update infofile") |
| 24 |
|
parser.add_option("-D", "--discr", dest="discr", default="", |
| 25 |
|
help="discriminators to be added") |
| 27 |
– |
#parser.add_option("-I", "--inpath", dest="inpath", default="", |
| 28 |
– |
# help="path to samples") |
| 29 |
– |
#parser.add_option("-O", "--outpath", dest="outpath", default="", |
| 30 |
– |
# help="path where to store output samples") |
| 26 |
|
parser.add_option("-S", "--samples", dest="names", default="", |
| 27 |
|
help="samples you want to run on") |
| 28 |
|
parser.add_option("-C", "--config", dest="config", default=[], action="append", |
| 33 |
|
opts.config = "config" |
| 34 |
|
|
| 35 |
|
#Import after configure to get help message |
| 36 |
< |
from myutils import BetterConfigParser, progbar, printc, mvainfo, ParseInfo |
| 36 |
> |
from myutils import BetterConfigParser, progbar, printc, ParseInfo, MvaEvaluator |
| 37 |
|
|
| 38 |
|
config = BetterConfigParser() |
| 44 |
– |
#config.read('./config7TeV_ZZ') |
| 39 |
|
config.read(opts.config) |
| 40 |
|
anaTag = config.get("Analysis","tag") |
| 41 |
|
|
| 78 |
|
#Workdir |
| 79 |
|
workdir=ROOT.gDirectory.GetPath() |
| 80 |
|
|
| 87 |
– |
class MvaEvaluater: |
| 88 |
– |
def __init__(self, config, MVAinfo): |
| 89 |
– |
self.varset = MVAinfo.varset |
| 90 |
– |
#Define reader |
| 91 |
– |
self.reader = ROOT.TMVA.Reader("!Color:!Silent") |
| 92 |
– |
MVAdir=config.get('Directories','vhbbpath') |
| 93 |
– |
self.systematics=config.get('systematics','systematics').split(' ') |
| 94 |
– |
self.MVA_Vars={} |
| 95 |
– |
self.MVAname = MVAinfo.MVAname |
| 96 |
– |
for systematic in self.systematics: |
| 97 |
– |
self.MVA_Vars[systematic]=config.get(self.varset,systematic) |
| 98 |
– |
self.MVA_Vars[systematic]=self.MVA_Vars[systematic].split(' ') |
| 99 |
– |
#define variables and specatators |
| 100 |
– |
self.MVA_var_buffer = [] |
| 101 |
– |
for i in range(len( self.MVA_Vars['Nominal'])): |
| 102 |
– |
self.MVA_var_buffer.append(array( 'f', [ 0 ] )) |
| 103 |
– |
self.reader.AddVariable( self.MVA_Vars['Nominal'][i],self.MVA_var_buffer[i]) |
| 104 |
– |
self.reader.BookMVA(MVAinfo.MVAname,MVAdir+'/data/'+MVAinfo.getweightfile()) |
| 105 |
– |
#--> Now the MVA is booked |
| 106 |
– |
|
| 107 |
– |
def setBranches(self,tree,job): |
| 108 |
– |
#Set formulas for all vars |
| 109 |
– |
self.MVA_formulas={} |
| 110 |
– |
for systematic in self.systematics: |
| 111 |
– |
if job.type == 'DATA' and not systematic == 'Nominal': continue |
| 112 |
– |
self.MVA_formulas[systematic]=[] |
| 113 |
– |
for j in range(len( self.MVA_Vars['Nominal'])): |
| 114 |
– |
self.MVA_formulas[systematic].append(ROOT.TTreeFormula("MVA_formula%s_%s"%(j,systematic),self.MVA_Vars[systematic][j],tree)) |
| 115 |
– |
|
| 116 |
– |
def evaluate(self,MVAbranches,job): |
| 117 |
– |
#Evaluate all vars and fill the branches |
| 118 |
– |
for systematic in self.systematics: |
| 119 |
– |
for j in range(len( self.MVA_Vars['Nominal'])): |
| 120 |
– |
if job.type == 'DATA' and not systematic == 'Nominal': continue |
| 121 |
– |
self.MVA_var_buffer[j][0] = self.MVA_formulas[systematic][j].EvalInstance() |
| 122 |
– |
MVAbranches[self.systematics.index(systematic)] = self.reader.EvaluateMVA(self.MVAname) |
| 81 |
|
|
| 82 |
|
|
| 83 |
|
theMVAs = [] |
| 84 |
|
for mva in MVAinfos: |
| 85 |
< |
theMVAs.append(MvaEvaluater(config,mva)) |
| 85 |
> |
theMVAs.append(MvaEvaluator(config,mva)) |
| 86 |
|
|
| 87 |
|
|
| 88 |
|
#eval |
| 89 |
|
|
| 90 |
|
samples = info.get_samples(namelist) |
| 91 |
+ |
print(samples) |
| 92 |
|
for job in samples: |
| 93 |
|
#get trees: |
| 94 |
|
print(INpath+'/'+job.prefix+job.identifier+'.root') |
| 107 |
|
#print key.GetName() |
| 108 |
|
obj.Write(key.GetName()) |
| 109 |
|
tree = input.Get(job.tree) |
| 151 |
– |
nEntries = tree.GetEntries() |
| 110 |
|
outfile.cd() |
| 111 |
< |
newtree = tree.CloneTree(0) |
| 111 |
> |
newtree = tree.CopyTree('V.pt > 100') #hard skim to get faster |
| 112 |
> |
nEntries = newtree.GetEntries() |
| 113 |
> |
input.Close() |
| 114 |
|
|
| 115 |
|
#Set branch adress for all vars |
| 116 |
|
for i in range(0,len(theMVAs)): |
| 117 |
< |
theMVAs[i].setBranches(tree,job) |
| 117 |
> |
theMVAs[i].setVariables(newtree,job) |
| 118 |
|
outfile.cd() |
| 119 |
|
#Setup Branches |
| 120 |
< |
MVAbranches=[] |
| 120 |
> |
mvaVals=[] |
| 121 |
|
for i in range(0,len(theMVAs)): |
| 122 |
|
if job.type == 'Data': |
| 123 |
< |
MVAbranches.append(array('f',[0])) |
| 124 |
< |
newtree.Branch(MVAinfos[i].MVAname,MVAbranches[i],'nominal/F') |
| 123 |
> |
mvaVals.append(array('f',[0])) |
| 124 |
> |
newtree.Branch(MVAinfos[i].MVAname,mvaVals[i],'nominal/F') |
| 125 |
|
else: |
| 126 |
< |
MVAbranches.append(array('f',[0]*11)) |
| 127 |
< |
newtree.Branch(theMVAs[i].MVAname,MVAbranches[i],'nominal:JER_up:JER_down:JES_up:JES_down:beff_up:beff_down:bmis_up:bmis_down:beff1_up:beff1_down/F') |
| 126 |
> |
mvaVals.append(array('f',[0]*11)) |
| 127 |
> |
newtree.Branch(theMVAs[i].MVAname,mvaVals[i],'nominal:JER_up:JER_down:JES_up:JES_down:beff_up:beff_down:bmis_up:bmis_down:beff1_up:beff1_down/F') |
| 128 |
|
MVA_formulas_Nominal = [] |
| 129 |
|
print('\n--> ' + job.name +':') |
| 170 |
– |
#progbar setup |
| 171 |
– |
if nEntries >= longe: |
| 172 |
– |
step=long(nEntries/longe) |
| 173 |
– |
long=longe |
| 174 |
– |
else: |
| 175 |
– |
long=nEntries |
| 176 |
– |
step = 1 |
| 177 |
– |
bar=progbar(long) |
| 130 |
|
#Fill event by event: |
| 131 |
|
for entry in range(0,nEntries): |
| 132 |
< |
if entry % step == 0: |
| 181 |
< |
bar.move() |
| 182 |
< |
#load entry |
| 183 |
< |
tree.GetEntry(entry) |
| 132 |
> |
newtree.GetEntry(entry) |
| 133 |
|
|
| 134 |
|
for i in range(0,len(theMVAs)): |
| 135 |
< |
theMVAs[i].evaluate(MVAbranches[i],job) |
| 135 |
> |
theMVAs[i].evaluate(mvaVals[i],job) |
| 136 |
|
#Fill: |
| 137 |
|
newtree.Fill() |
| 138 |
|
newtree.AutoSave() |
