class XbbRun:
def __init__(self, opts):
# get file list
self.filelist = FileList.decompress(opts.fileList) if len(opts.fileList) > 0 else None
print "len(filelist)",len(self.filelist),
if len(self.filelist) > 0:
print "filelist[0]:", self.filelist[0]
else:
print ''
# config
self.debug = 'XBBDEBUG' in os.environ
self.verifyCopy = True
self.opts = opts
self.config = BetterConfigParser()
self.config.read(opts.config)
self.channel = self.config.get('Configuration', 'channel')
# load namespace, TODO
VHbbNameSpace = self.config.get('VHbbNameSpace', 'library')
ROOT.gSystem.Load(VHbbNameSpace)
# directories
self.pathIN = self.config.get('Directories', opts.inputDir)
self.pathOUT = self.config.get('Directories', opts.outputDir)
self.tmpDir = self.config.get('Directories', 'scratch')
print 'INput samples:\t%s'%self.pathIN
print 'OUTput samples:\t%s'%self.pathOUT
self.fileLocator = FileLocator(config=self.config)
# check if given sample identifier uniquely matches a samples from config
matchingSamples = ParseInfo(samples_path=self.pathIN, config=self.config).find(identifier=opts.sampleIdentifier)
if len(matchingSamples) != 1:
print "ERROR: need exactly 1 sample identifier as input with -S !!"
print matchingSamples
exit(1)
self.sample = matchingSamples[0]
# collections
self.collections = [x.strip() for x in opts.addCollections.split(',') if len(x.strip()) > 0] if len(opts.addCollections.strip())>0 else []
if len(self.collections) < 1:
print "\x1b[31mWARNING: no collections added! Specify the collections to add with the --addCollections option!\x1b[0m"
print 'collections to add:', self.collections
self.collections = self.parseCollectionList(self.collections)
print 'after parsing:', self.collections
# temorary folder to save the files of this job on the scratch
temporaryName = self.sample.identifier + '/' + uuid.uuid4().hex
# input files
self.subJobs = []
if opts.join:
print("INFO: join input files! This is an experimental feature!")
# translate naming convention of .txt file to imported files after the prep step
inputFileNamesAfterPrep = [self.fileLocator.getFilenameAfterPrep(x) for x in self.filelist]
self.subJobs.append({
'inputFileNames': self.filelist,
'localInputFileNames': ["{path}/{subfolder}/{filename}".format(path=self.pathIN, subfolder=self.sample.identifier, filename=localFileName) for localFileName in inputFileNamesAfterPrep],
'outputFileName': "{path}/{subfolder}/{filename}".format(path=self.pathOUT, subfolder=self.sample.identifier, filename=inputFileNamesAfterPrep[0]),
'tmpFileName': "{path}/{subfolder}/{filename}".format(path=self.tmpDir, subfolder=temporaryName, filename=inputFileNamesAfterPrep[0]),
})
else:
# create separate subjob for all files (default!)
for inputFileName in self.filelist:
inputFileNamesAfterPrep = [self.fileLocator.getFilenameAfterPrep(inputFileName)]
self.subJobs.append({
'inputFileNames': [inputFileName],
'localInputFileNames': ["{path}/{subfolder}/{filename}".format(path=self.pathIN, subfolder=self.sample.identifier, filename=localFileName) for localFileName in inputFileNamesAfterPrep],
'outputFileName': "{path}/{subfolder}/{filename}".format(path=self.pathOUT, subfolder=self.sample.identifier, filename=inputFileNamesAfterPrep[0]),
'tmpFileName': "{path}/{subfolder}/{filename}".format(path=self.tmpDir, subfolder=temporaryName, filename=inputFileNamesAfterPrep[0]),
})
# lists of single modules can be given instead of a module, "--addCollections Sys.all"
# [Sys]
# all = ['Sys.Vtype', 'Sys.Leptons', ...]
# TODO: make it fully recursive
def parseCollectionList(self, collections):
collectionsListsReplaced = []
for collection in collections:
if '.' in collection:
section = collection.split('.')[0]
key = collection.split('.')[1]
listExpression = self.config.get(section, key).strip()
if listExpression.startswith('[') and listExpression.endswith(']'):
listParsed = eval(listExpression)
for i in listParsed:
collectionsListsReplaced.append(i)
else:
collectionsListsReplaced.append(collection)
else:
collectionsListsReplaced.append(collection)
return collectionsListsReplaced
# run all subjobs
def run(self):
nFilesProcessed = 0
nFilesFailed = 0
for subJob in self.subJobs:
# only process if output is non-existing/broken or --force was used
if self.opts.force or not self.fileLocator.isValidRootFile(subJob['outputFileName']):
# create directories
outputFolder = '/'.join(subJob['outputFileName'].split('/')[:-1])
tmpFolder = '/'.join(subJob['tmpFileName'].split('/')[:-1])
self.fileLocator.makedirs(outputFolder)
self.fileLocator.makedirs(tmpFolder)
# load sample tree
sampleTree = SampleTree(subJob['localInputFileNames'], config=self.config)
if not sampleTree.tree:
print "trying fallback...", len(subJob['inputFileNames'])
if len(subJob['inputFileNames']) == 1:
# try original naming scheme if reading directly from Heppy/Nano ntuples (without prep)
fileNameOriginal = self.pathIN + '/' + subJob['inputFileNames'][0]
print "FO:", fileNameOriginal
xrootdRedirector = self.fileLocator.getRedirector(fileNameOriginal)
sampleTree = SampleTree([fileNameOriginal], config=self.config, xrootdRedirector=xrootdRedirector)
if not sampleTree.tree:
print "\x1b[31mERROR: file does not exist or is broken, will be SKIPPED!\x1b[0m"
nFilesFailed += 1
continue
else:
print "\x1b[31mERROR: file does not exist or is broken, will be SKIPPED! (old naming scheme not supported for joining multipel files)\x1b[0m"
nFilesFailed += 1
continue
# to use this syntax, use "--addCollections Sys.Vtype" for a config file entry like this:
# [Sys]
# Vtype = VtypeCorrector.VtypeCorrector(channel='Zll')
# (instead of passing the tree in the constructor, the setTree method can be used)
pyModules = []
versionTable = []
for collection in self.collections:
if '.' in collection:
section = collection.split('.')[0]
key = collection.split('.')[1]
if self.config.has_section(section) and self.config.has_option(section, key):
pyCode = self.config.get(section, key)
elif '(' in collection and collection.endswith(')'):
print "WARNING: config option", collection, " not found, interpreting it as Python code!"
pyCode = collection
else:
print "\x1b[31mERROR: config option not found:", collection, ". To specify Python code directly, pass a complete constructor, e.g. --addCollections 'Module.Class()'. Module has to be placed in python/myutils/ folder.\x1b[0m"
raise Exception("ConfigError")
# import module from myutils
moduleName = pyCode.split('(')[0].split('.')[0].strip()
if self.debug:
print "DEBUG: import module:", moduleName
print("\x1b[33mDEBUG: " + collection + ": run PYTHON code:\n"+pyCode+"\x1b[0m")
globals()[moduleName] = importlib.import_module(".{module}".format(module=moduleName), package="myutils")
# get object
wObject = eval(pyCode)
# pass the tree and other variables if needed to finalize initialization
if hasattr(wObject, "customInit") and callable(getattr(wObject, "customInit")):
wObject.customInit({'config': self.config,
'sampleTree': sampleTree,
'tree': sampleTree.tree,
'sample': self.sample,
'channel': self.channel,
'pathIN': self.pathIN,
'pathOUT': self.pathOUT,
})
# add callbacks if the objects provides any
if hasattr(wObject, "processEvent") and callable(getattr(wObject, "processEvent")):
sampleTree.addCallback('event', wObject.processEvent)
for cb in ["finish", "prepareOutput"]:
if hasattr(wObject, cb) and callable(getattr(wObject, cb)):
sampleTree.addCallback(cb, getattr(wObject, cb))
# add branches
if hasattr(wObject, "getBranches") and callable(getattr(wObject, "getBranches")):
sampleTree.addOutputBranches(wObject.getBranches())
pyModules.append(wObject)
versionTable.append([moduleName, wObject.getVersion() if hasattr(wObject, "getVersion") else 0])
else:
print "\x1b[31mERROR: config option not found:", collection, " the format should be: [Section].[Option]\x1b[0m"
raise Exception("ConfigError")
for moduleName, moduleVersion in versionTable:
print " > {m}:{v}".format(m=moduleName, v=moduleVersion)
# DEPRECATED, do not use anymore ---> use BranchTools.TreeFormulas()
if 'addbranches' in self.collections:
writeNewVariables = eval(self.config.get("Regression", "writeNewVariablesDict"))
sampleTree.addOutputBranches(writeNewVariables)
# DEPRECATED, do not use anymore ---> use BranchTools.Drop()
if 'removebranches' in self.collections:
bl_branch = eval(config.get('Branches', 'useless_branch'))
for br in bl_branch:
sampleTree.addBranchToBlacklist(br)
bl_branch = eval(config.get('Branches', 'useless_after_sys'))
for br in bl_branch:
sampleTree.addBranchToBlacklist(br)
# define output file
sampleTree.addOutputTree(subJob['tmpFileName'], cut='1', branches='*', friend=self.opts.friend)
# run processing
for pyModule in pyModules:
if hasattr(pyModule, "beforeProcessing"):
getattr(pyModule, "beforeProcessing")()
sampleTree.process()
for pyModule in pyModules:
if hasattr(pyModule, "afterProcessing"):
getattr(pyModule, "afterProcessing")()
# if output trees have been produced: copy temporary file to output folder
if sampleTree.getNumberOfOutputTrees() > 0:
try:
self.fileLocator.cp(subJob['tmpFileName'], subJob['outputFileName'], force=True)
print 'copy ', subJob['tmpFileName'], subJob['outputFileName']
if self.verifyCopy:
if not self.fileLocator.isValidRootFile(subJob['outputFileName']):
print 'INFO: output at final destination broken, try to copy again from scratch disk to final destination...'
self.fileLocator.cp(subJob['tmpFileName'], subJob['outputFileName'], force=True)
print 'INFO: second attempt copy done!'
if not self.fileLocator.isValidRootFile(subJob['outputFileName']):
print '\x1b[31mERROR: output still broken!\x1b[0m'
nFilesFailed += 1
raise Exception("FileCopyError")
else:
print 'INFO: file is good after second attempt!'
except Exception as e:
print e
print "\x1b[31mERROR: copy from scratch to final destination failed!!\x1b[0m"
# delete temporary file
try:
self.fileLocator.rm(subJob['tmpFileName'])
except Exception as e:
print e
print "WARNING: could not delete file on scratch!"
# clean up
if hasattr(wObject, "cleanUp") and callable(getattr(wObject, "cleanUp")):
getattr(wObject, "cleanUp")()
else:
print 'SKIP:', subJob['inputFileNames']
if nFilesFailed > 0:
raise Exception("ProcessingIncomplete")
matchingSamples = [x for x in info if x.identifier==opts.sampleIdentifier and not x.subsample]
if len(matchingSamples) != 1:
print ("need exactly 1 sample identifier as input with -S !!", matchingSamples)
exit(1)
sample = matchingSamples[0]
for fileName in filelist:
localFileName = fileLocator.getFilenameAfterPrep(fileName)
inputFileName = "{path}/{subfolder}/{filename}".format(path=INpath, subfolder=sample.identifier, filename=localFileName)
outputFileName = "{path}/{subfolder}/{filename}".format(path=OUTpath, subfolder=sample.identifier, filename=localFileName)
tmpFileName = "{path}/{subfolder}/{filename}".format(path=tmpDir, subfolder=sample.identifier, filename=localFileName)
outputFolder = '/'.join(outputFileName.split('/')[:-1])
tmpFolder = '/'.join(tmpFileName.split('/')[:-1])
fileLocator.makedirs(tmpFolder)
fileLocator.makedirs(outputFolder)
if not fileLocator.isValidRootFile(outputFileName) or opts.force:
# load sample tree
sampleTree = SampleTree([inputFileName], config=config)
if not sampleTree.tree:
print ("\x1b[31mERROR: file does not exist or is broken, will be SKIPPED!\x1b[0m")
continue
# Set branch adress for all vars
for i in range(0, len(theMVAs)):
theMVAs[i].setVariables(sampleTree.tree, sample)
mvaBranches = []
for i in range(0, len(theMVAs)):
mvaBranches.append({
'name': MVAinfos[i].MVAname,
'length': len(systematics.split()),
'formula': theMVAs[i].evaluate,
'leaflist': ':'.join(systematics.split())+'/F',
if len(collections) < 1:
print "\x1b[31mWARNING: no collections added! Specify the collections to add with the --addCollections option!\x1b[0m"
print 'collections to add:', collections
for fileName in filelist:
localFileName = fileLocator.getFilenameAfterPrep(fileName)
inputFileName = "{path}/{subfolder}/{filename}".format(path=pathIN, subfolder=sample.identifier, filename=localFileName)
outputFileName = "{path}/{subfolder}/{filename}".format(path=pathOUT, subfolder=sample.identifier, filename=localFileName)
tmpFileName = "{path}/{subfolder}/{filename}".format(path=tmpDir, subfolder=sample.identifier, filename=localFileName)
outputFolder = '/'.join(outputFileName.split('/')[:-1])
tmpFolder = '/'.join(tmpFileName.split('/')[:-1])
fileLocator.makedirs(tmpFolder)
fileLocator.makedirs(outputFolder)
if opts.force or not fileLocator.isValidRootFile(outputFileName):
# load sample tree and initialize vtype corrector
sampleTree = SampleTree([inputFileName], config=config)
if not sampleTree.tree:
# try original naming scheme if reading directly from Heppy/Nano ntuples (without prep)
fileNameOriginal = pathIN + '/' + fileName
print "FO:", fileNameOriginal
xrootdRedirector = fileLocator.getRedirector(fileNameOriginal)
sampleTree = SampleTree([fileNameOriginal], config=config, xrootdRedirector=xrootdRedirector)
if not sampleTree.tree:
print "\x1b[31mERROR: file does not exist or is broken, will be SKIPPED!\x1b[0m"
continue
# lists of single modules can be given instead of a module, "--addCollections Sys.all"
# [Sys]
# all = ['Sys.Vtype', 'Sys.Leptons', ...]
class SkimsHelper(object):
def __init__(self, config, region, sampleIdentifier=None, opts=None):
self.config = config
self.region = region
self.sampleIdentifiers = sampleIdentifier.split(',') if sampleIdentifier and len(sampleIdentifier) > 0 else None
# VHbb namespace
VHbbNameSpace=config.get('VHbbNameSpace','library')
returnCode = ROOT.gSystem.Load(VHbbNameSpace)
if returnCode != 0:
print ("\x1b[31mERROR: loading VHbbNameSpace failed with code %d\x1b[0m"%returnCode)
else:
print ("INFO: loaded VHbbNameSpace: %s"%VHbbNameSpace)
# input/output paths
self.fileLocator = FileLocator(config=self.config)
self.pathIN = self.config.get('Directories', opts.inputDir)
self.pathOUT = self.config.get('Directories', opts.outputDir)
self.tmpDir = self.config.get('Directories', 'scratch')
self.samplesPath = config.get('Directories', 'plottingSamples')
self.samplesDefinitions = config.get('Directories','samplesinfo')
self.samplesInfo = ParseInfo(self.samplesDefinitions, self.samplesPath)
self.sampleFilesFolder = config.get('Directories', 'samplefiles')
self.plotPath = config.get('Directories', 'plotpath')
# plot regions
self.configSection='Plot:%s'%region
# additional cut to only plot a subset of the region
self.subcut = None
if self.config.has_option(self.configSection, 'subcut'):
self.subcut = self.config.get(self.configSection, 'subcut')
print("INFO: use cut:", self.subcut)
# additional global blinding cut:
self.addBlindingCut = None
if self.config.has_option('Plot_general','addBlindingCut'): #contained in plots, cut on the event number
self.addBlindingCut = self.config.get('Plot_general','addBlindingCut')
print ('adding add. blinding cut:', self.addBlindingCut)
# load samples
self.data = eval(self.config.get(self.configSection, 'Datas')) # read the data corresponding to each CR (section)
self.mc = eval(self.config.get('Plot_general', 'samples')) # read the list of mc samples
self.total_lumi = eval(self.config.get('General', 'lumi'))
self.signalRegion = False
if self.config.has_option(self.configSection, 'Signal'):
self.mc.append(self.config.get(self.configSection, 'Signal'))
self.signalRegion = True
self.dataSamples = self.samplesInfo.get_samples(self.data)
self.mcSamples = self.samplesInfo.get_samples(self.mc)
# filter samples used in the plot
if self.sampleIdentifiers:
self.dataSamples = [x for x in self.dataSamples if x.identifier in self.sampleIdentifiers]
self.mcSamples = [x for x in self.mcSamples if x.identifier in self.sampleIdentifiers]
def prepare(self):
# add DATA + MC samples
self.fileNames = []
for sample in self.dataSamples + self.mcSamples:
print(sample.identifier)
# cuts
sampleCuts = [sample.subcut]
if self.config.has_option('Cuts', self.region):
sampleCuts.append(self.config.get('Cuts', self.region))
if self.config.has_option(self.configSection, 'Datacut'):
sampleCuts.append(self.config.get(self.configSection, 'Datacut'))
if self.addBlindingCut:
sampleCuts.append(self.addBlindingCut)
# get sample tree from cache
self.fileNames += TreeCache.TreeCache(
sample=sample,
cutList=sampleCuts,
inputFolder=self.samplesPath,
config=config
).findCachedFileNames()
if len(self.fileNames) < 1:
print("\x1b[31mERROR: no files found, run cacheplot!\x1b[0m")
return self
def run(self):
name = self.config.get('Configuration', 'channel') if self.config.has_option('Configuration', 'channel') else '_'
timestamp = datetime.datetime.now().strftime("%y%m%d")
tmpName = self.tmpDir + '/skim_' + name + '_' + region + '_' + timestamp + '_tmp.root'
destName = self.pathOUT + '/skim_' + name + '_' + region + '_' + timestamp + '.root'
sampleTree = SampleTree(self.fileNames, config=self.config)
if self.config.has_option('Plot_general', 'controlSample'):
controlSampleDict = eval(self.config.get('Plot_general', 'controlSample'))
controlSample = controlSampleDict[self.region] if self.region in controlSampleDict else -1
sampleTree.addOutputBranch("controlSample", lambda x: controlSample, branchType="i")
print("INFO: setting controlSample to", controlSample)
sampleTree.addOutputTree(tmpName, cut='1', branches='*', friend=False)
sampleTree.process()
# copy to final destination
if sampleTree.getNumberOfOutputTrees() > 0:
try:
self.fileLocator.cp(tmpName, destName, force=True)
print('copy ', tmpName, destName)
if not self.fileLocator.isValidRootFile(destName):
print("\x1b[31mERROR: copy failed, output is broken!\x1b[0m")
else:
try:
self.fileLocator.rm(tmpName)
except Exception as e:
print(e)
except Exception as e:
print("\x1b[31mERROR: copy failed!", e, "\x1b[0m")
class XbbRun:
def __init__(self, opts):
# get file list
self.filelist = FileList.decompress(opts.fileList) if len(opts.fileList) > 0 else None
print "len(filelist)",len(self.filelist),
if len(self.filelist) > 0:
print "filelist[0]:", self.filelist[0]
else:
print ''
# config
self.debug = 'XBBDEBUG' in os.environ
self.verifyCopy = True
self.opts = opts
self.config = BetterConfigParser()
self.config.read(opts.config)
samplesinfo = self.config.get('Directories', 'samplesinfo')
self.channel = self.config.get('Configuration', 'channel')
# load namespace, TODO
VHbbNameSpace = self.config.get('VHbbNameSpace', 'library')
ROOT.gSystem.Load(VHbbNameSpace)
# directories
self.pathIN = self.config.get('Directories', opts.inputDir)
self.pathOUT = self.config.get('Directories', opts.outputDir)
self.tmpDir = self.config.get('Directories', 'scratch')
print 'INput samples:\t%s'%self.pathIN
print 'OUTput samples:\t%s'%self.pathOUT
self.fileLocator = FileLocator(config=self.config)
# check if given sample identifier uniquely matches a samples from config
matchingSamples = ParseInfo(samplesinfo, self.pathIN).find(identifier=opts.sampleIdentifier)
if len(matchingSamples) != 1:
print "ERROR: need exactly 1 sample identifier as input with -S !!"
print matchingSamples
exit(1)
self.sample = matchingSamples[0]
# collections
self.collections = [x.strip() for x in opts.addCollections.split(',') if len(x.strip()) > 0] if len(opts.addCollections.strip())>0 else []
if len(self.collections) < 1:
print "\x1b[31mWARNING: no collections added! Specify the collections to add with the --addCollections option!\x1b[0m"
print 'collections to add:', self.collections
self.collections = self.parseCollectionList(self.collections)
print 'after parsing:', self.collections
# temorary folder to save the files of this job on the scratch
temporaryName = self.sample.identifier + '/' + uuid.uuid4().hex
# input files
self.subJobs = []
if opts.join:
print("INFO: join input files! This is an experimental feature!")
# translate naming convention of .txt file to imported files after the prep step
inputFileNamesAfterPrep = [self.fileLocator.getFilenameAfterPrep(x) for x in self.filelist]
self.subJobs.append({
'inputFileNames': self.filelist,
'localInputFileNames': ["{path}/{subfolder}/{filename}".format(path=self.pathIN, subfolder=self.sample.identifier, filename=localFileName) for localFileName in inputFileNamesAfterPrep],
'outputFileName': "{path}/{subfolder}/{filename}".format(path=self.pathOUT, subfolder=self.sample.identifier, filename=inputFileNamesAfterPrep[0]),
'tmpFileName': "{path}/{subfolder}/{filename}".format(path=self.tmpDir, subfolder=temporaryName, filename=inputFileNamesAfterPrep[0]),
})
else:
# create separate subjob for all files (default!)
for inputFileName in self.filelist:
inputFileNamesAfterPrep = [self.fileLocator.getFilenameAfterPrep(inputFileName)]
self.subJobs.append({
'inputFileNames': [inputFileName],
'localInputFileNames': ["{path}/{subfolder}/{filename}".format(path=self.pathIN, subfolder=self.sample.identifier, filename=localFileName) for localFileName in inputFileNamesAfterPrep],
'outputFileName': "{path}/{subfolder}/{filename}".format(path=self.pathOUT, subfolder=self.sample.identifier, filename=inputFileNamesAfterPrep[0]),
'tmpFileName': "{path}/{subfolder}/{filename}".format(path=self.tmpDir, subfolder=temporaryName, filename=inputFileNamesAfterPrep[0]),
})
# lists of single modules can be given instead of a module, "--addCollections Sys.all"
# [Sys]
# all = ['Sys.Vtype', 'Sys.Leptons', ...]
# TODO: make it fully recursive
def parseCollectionList(self, collections):
collectionsListsReplaced = []
for collection in collections:
if '.' in collection:
section = collection.split('.')[0]
key = collection.split('.')[1]
listExpression = self.config.get(section, key).strip()
if listExpression.startswith('[') and listExpression.endswith(']'):
listParsed = eval(listExpression)
for i in listParsed:
collectionsListsReplaced.append(i)
else:
collectionsListsReplaced.append(collection)
else:
collectionsListsReplaced.append(collection)
return collectionsListsReplaced
# run all subjobs
def run(self):
nFilesProcessed = 0
nFilesFailed = 0
for subJob in self.subJobs:
# only process if output is non-existing/broken or --force was used
if self.opts.force or not self.fileLocator.isValidRootFile(subJob['outputFileName']):
# create directories
outputFolder = '/'.join(subJob['outputFileName'].split('/')[:-1])
tmpFolder = '/'.join(subJob['tmpFileName'].split('/')[:-1])
self.fileLocator.makedirs(outputFolder)
self.fileLocator.makedirs(tmpFolder)
# load sample tree
sampleTree = SampleTree(subJob['localInputFileNames'], config=self.config)
if not sampleTree.tree:
print "trying fallback...", len(subJob['inputFileNames'])
if len(subJob['inputFileNames']) == 1:
# try original naming scheme if reading directly from Heppy/Nano ntuples (without prep)
fileNameOriginal = self.pathIN + '/' + subJob['inputFileNames'][0]
print "FO:", fileNameOriginal
xrootdRedirector = self.fileLocator.getRedirector(fileNameOriginal)
sampleTree = SampleTree([fileNameOriginal], config=self.config, xrootdRedirector=xrootdRedirector)
if not sampleTree.tree:
print "\x1b[31mERROR: file does not exist or is broken, will be SKIPPED!\x1b[0m"
nFilesFailed += 1
continue
else:
print "\x1b[31mERROR: file does not exist or is broken, will be SKIPPED! (old naming scheme not supported for joining multipel files)\x1b[0m"
nFilesFailed += 1
continue
# to use this syntax, use "--addCollections Sys.Vtype" for a config file entry like this:
# [Sys]
# Vtype = VtypeCorrector.VtypeCorrector(channel='Zll')
# (instead of passing the tree in the constructor, the setTree method can be used)
pyModules = []
for collection in self.collections:
if '.' in collection:
section = collection.split('.')[0]
key = collection.split('.')[1]
pyCode = self.config.get(section, key)
# import module from myutils
moduleName = pyCode.split('(')[0].split('.')[0].strip()
if self.debug:
print "DEBUG: import module:", moduleName
print("\x1b[33mDEBUG: " + collection + ": run PYTHON code:\n"+pyCode+"\x1b[0m")
globals()[moduleName] = importlib.import_module(".{module}".format(module=moduleName), package="myutils")
# get object
wObject = eval(pyCode)
# pass the tree and other variables if needed to finalize initialization
if hasattr(wObject, "customInit") and callable(getattr(wObject, "customInit")):
wObject.customInit({'config': self.config,
'sampleTree': sampleTree,
'tree': sampleTree.tree,
'sample': self.sample,
'channel': self.channel,
'pathIN': self.pathIN,
'pathOUT': self.pathOUT,
})
# add callbacks if the objects provides any
if hasattr(wObject, "processEvent") and callable(getattr(wObject, "processEvent")):
sampleTree.addCallback('event', wObject.processEvent)
# add branches
if hasattr(wObject, "getBranches") and callable(getattr(wObject, "getBranches")):
sampleTree.addOutputBranches(wObject.getBranches())
pyModules.append(wObject)
# DEPRECATED, do not use anymore ---> use BranchTools.TreeFormulas()
if 'addbranches' in self.collections:
writeNewVariables = eval(self.config.get("Regression", "writeNewVariablesDict"))
sampleTree.addOutputBranches(writeNewVariables)
# DEPRECATED, do not use anymore ---> use BranchTools.Drop()
if 'removebranches' in self.collections:
bl_branch = eval(config.get('Branches', 'useless_branch'))
for br in bl_branch:
sampleTree.addBranchToBlacklist(br)
bl_branch = eval(config.get('Branches', 'useless_after_sys'))
for br in bl_branch:
sampleTree.addBranchToBlacklist(br)
# define output file
sampleTree.addOutputTree(subJob['tmpFileName'], cut='1', branches='*', friend=self.opts.friend)
# run processing
for pyModule in pyModules:
if hasattr(pyModule, "beforeProcessing"):
getattr(pyModule, "beforeProcessing")()
sampleTree.process()
for pyModule in pyModules:
if hasattr(pyModule, "afterProcessing"):
getattr(pyModule, "afterProcessing")()
# if output trees have been produced: copy temporary file to output folder
if sampleTree.getNumberOfOutputTrees() > 0:
try:
self.fileLocator.cp(subJob['tmpFileName'], subJob['outputFileName'], force=True)
print 'copy ', subJob['tmpFileName'], subJob['outputFileName']
if self.verifyCopy:
if not self.fileLocator.isValidRootFile(subJob['outputFileName']):
print 'INFO: output at final destination broken, try to copy again from scratch disk to final destination...'
self.fileLocator.cp(subJob['tmpFileName'], subJob['outputFileName'], force=True)
print 'INFO: second attempt copy done!'
if not self.fileLocator.isValidRootFile(subJob['outputFileName']):
print '\x1b[31mERROR: output still broken!\x1b[0m'
nFilesFailed += 1
raise Exception("FileCopyError")
else:
print 'INFO: file is good after second attempt!'
except Exception as e:
print e
print "\x1b[31mERROR: copy from scratch to final destination failed!!\x1b[0m"
# delete temporary file
try:
self.fileLocator.rm(subJob['tmpFileName'])
except Exception as e:
print e
print "WARNING: could not delete file on scratch!"
# clean up
if hasattr(wObject, "cleanUp") and callable(getattr(wObject, "cleanUp")):
getattr(wObject, "cleanUp")()
else:
print 'SKIP:', subJob['inputFileNames']
if nFilesFailed > 0:
raise Exception("ProcessingIncomplete")
class SkimsHelper(object):
def __init__(self, config, region, sampleIdentifier=None, opts=None):
self.config = config
self.region = region
self.sampleIdentifiers = sampleIdentifier.split(
',') if sampleIdentifier and len(sampleIdentifier) > 0 else None
# VHbb namespace
VHbbNameSpace = config.get('VHbbNameSpace', 'library')
returnCode = ROOT.gSystem.Load(VHbbNameSpace)
if returnCode != 0:
print(
"\x1b[31mERROR: loading VHbbNameSpace failed with code %d\x1b[0m"
% returnCode)
else:
print("INFO: loaded VHbbNameSpace: %s" % VHbbNameSpace)
# input/output paths
self.fileLocator = FileLocator(config=self.config)
self.pathIN = self.config.get('Directories', opts.inputDir)
self.pathOUT = self.config.get('Directories', opts.outputDir)
self.tmpDir = self.config.get('Directories', 'scratch')
self.samplesPath = config.get('Directories', 'plottingSamples')
self.samplesInfo = ParseInfo(samples_path=self.samplesPath,
config=self.config)
self.sampleFilesFolder = config.get('Directories', 'samplefiles')
self.plotPath = config.get('Directories', 'plotpath')
# plot regions
self.configSection = 'Plot:%s' % region
# additional cut to only plot a subset of the region
self.subcut = None
if self.config.has_option(self.configSection, 'subcut'):
self.subcut = self.config.get(self.configSection, 'subcut')
print("INFO: use cut:", self.subcut)
# additional global blinding cut:
self.addBlindingCut = None
if self.config.has_option(
'Plot_general', 'addBlindingCut'
): #contained in plots, cut on the event number
self.addBlindingCut = self.config.get('Plot_general',
'addBlindingCut')
print('adding add. blinding cut:', self.addBlindingCut)
# load samples
self.data = eval(self.config.get(
self.configSection,
'Datas')) # read the data corresponding to each CR (section)
self.mc = eval(self.config.get(
'Plot_general', 'samples')) # read the list of mc samples
self.total_lumi = eval(self.config.get('General', 'lumi'))
self.signalRegion = False
if self.config.has_option(self.configSection, 'Signal'):
self.mc.append(self.config.get(self.configSection, 'Signal'))
self.signalRegion = True
self.dataSamples = self.samplesInfo.get_samples(self.data)
self.mcSamples = self.samplesInfo.get_samples(self.mc)
# filter samples used in the plot
if self.sampleIdentifiers:
self.dataSamples = [
x for x in self.dataSamples
if x.identifier in self.sampleIdentifiers
]
self.mcSamples = [
x for x in self.mcSamples
if x.identifier in self.sampleIdentifiers
]
def prepare(self):
# add DATA + MC samples
self.fileNames = []
for sample in self.dataSamples + self.mcSamples:
print(sample.identifier)
# cuts
sampleCuts = [sample.subcut]
if self.config.has_option('Cuts', self.region):
sampleCuts.append(self.config.get('Cuts', self.region))
if self.config.has_option(self.configSection, 'Datacut'):
sampleCuts.append(
self.config.get(self.configSection, 'Datacut'))
if self.addBlindingCut:
sampleCuts.append(self.addBlindingCut)
# get sample tree from cache
tc = TreeCache.TreeCache(sample=sample,
cutList=sampleCuts,
inputFolder=self.samplesPath,
config=config)
if tc.isCached():
self.fileNames += tc.findCachedFileNames()
else:
print("ERROR: not cached, run cacheplot again")
raise Exception("NotCached")
if len(self.fileNames) < 1:
print("\x1b[31mERROR: no files found, run cacheplot!\x1b[0m")
return self
def run(self):
name = self.config.get('Configuration',
'channel') if self.config.has_option(
'Configuration', 'channel') else '_'
timestamp = datetime.datetime.now().strftime("%y%m%d")
tmpName = self.tmpDir + '/skim_' + name + '_' + region + '_' + timestamp + '_tmp.root'
destName = self.pathOUT + '/skim_' + name + '_' + region + '_' + timestamp + '.root'
sampleTree = SampleTree(self.fileNames, config=self.config)
if self.config.has_option('Plot_general', 'controlSample'):
controlSampleDict = eval(
self.config.get('Plot_general', 'controlSample'))
controlSample = controlSampleDict[
self.region] if self.region in controlSampleDict else -1
sampleTree.addOutputBranch("controlSample",
lambda x: controlSample,
branchType="i")
print("INFO: setting controlSample to", controlSample)
sampleTree.addOutputTree(tmpName, cut='1', branches='*', friend=False)
sampleTree.process()
# copy to final destination
if sampleTree.getNumberOfOutputTrees() > 0:
try:
self.fileLocator.cp(tmpName, destName, force=True)
print('copy ', tmpName, destName)
if not self.fileLocator.isValidRootFile(destName):
print(
"\x1b[31mERROR: copy failed, output is broken!\x1b[0m")
else:
try:
self.fileLocator.rm(tmpName)
except Exception as e:
print(e)
except Exception as e:
print("\x1b[31mERROR: copy failed!", e, "\x1b[0m")
print 'collections to add:', collections
for fileName in filelist:
localFileName = fileLocator.getFilenameAfterPrep(fileName)
inputFileName = "{path}/{subfolder}/{filename}".format(
path=pathIN, subfolder=sample.identifier, filename=localFileName)
outputFileName = "{path}/{subfolder}/{filename}".format(
path=pathOUT, subfolder=sample.identifier, filename=localFileName)
tmpFileName = "{path}/{subfolder}/{filename}".format(
path=tmpDir, subfolder=sample.identifier, filename=localFileName)
outputFolder = '/'.join(outputFileName.split('/')[:-1])
tmpFolder = '/'.join(tmpFileName.split('/')[:-1])
fileLocator.makedirs(tmpFolder)
fileLocator.makedirs(outputFolder)
if opts.force or not fileLocator.isValidRootFile(outputFileName):
# load sample tree and initialize vtype corrector
sampleTree = SampleTree([inputFileName], config=config)
if not sampleTree.tree:
# try original naming scheme if reading directly from Heppy/Nano ntuples (without prep)
fileNameOriginal = pathIN + '/' + fileName
print "FO:", fileNameOriginal
xrootdRedirector = fileLocator.getRedirector(fileNameOriginal)
sampleTree = SampleTree([fileNameOriginal],
config=config,
xrootdRedirector=xrootdRedirector)
if not sampleTree.tree:
print "\x1b[31mERROR: file does not exist or is broken, will be SKIPPED!\x1b[0m"
continue
# lists of single modules can be given instead of a module, "--addCollections Sys.all"
# process all given files
for fileName in filelist:
localFileName = fileName.split('/')[
-1] #TODO! # fileLocator.getFilenameAfterPrep(fileName)
inputFileName = "{path}/{subfolder}/{filename}".format(
path=INpath, subfolder=sample.identifier, filename=localFileName)
outputFileName = "{path}/{subfolder}/{filename}".format(
path=OUTpath, subfolder=sample.identifier, filename=localFileName)
tmpFileName = "{path}/{subfolder}/{filename}".format(
path=tmpDir, subfolder=sample.identifier, filename=localFileName)
outputFolder = '/'.join(outputFileName.split('/')[:-1])
tmpFolder = '/'.join(tmpFileName.split('/')[:-1])
fileLocator.makedirs(tmpFolder)
fileLocator.makedirs(outputFolder)
if not fileLocator.isValidRootFile(outputFileName) or opts.force:
# load sample tree
sampleTree = SampleTree([inputFileName], config=config)
if not sampleTree.tree:
print(
"\x1b[31mERROR: file does not exist or is broken, will be SKIPPED!\x1b[0m"
)
continue
systematics = config.get('systematics', 'systematics').split(' ')
print("systematics:", systematics)
classifiers = opts.discr.split(',')
for classifier in classifiers:
varset = config.get(classifier, 'treeVarSet')
if sample.type == 'DATA':