def main(options):
global program
program = propyte.Program(options=options,
name=name,
version=version,
logo=logo)
global log
from propyte import log
log.info("")
input_data_filename = options["--data"]
log.info(
"input data file: {filename}".format(filename=input_data_filename))
log.debug("start to print log messages at various levels")
log.debug("message at level DEBUG")
log.info("message at level INFO")
log.warning("message at level WARNING")
log.error("message at level ERROR")
log.critical("message at level CRITICAL")
log.debug("stop printing log messages at various levels")
function_1()
log.info("")
program.terminate()
def main(options):
global program
program = propyte.Program(
options = options,
name = name,
version = version,
logo = logo
)
global log
from propyte import log
log.info("")
input_data_filename = options["--data"]
log.info("input data file: {filename}".format(
filename = input_data_filename
))
log.debug("start to print log messages at various levels")
log.debug("message at level DEBUG")
log.info("message at level INFO")
log.warning("message at level WARNING")
log.error("message at level ERROR")
log.critical("message at level CRITICAL")
log.debug("stop printing log messages at various levels")
function_1()
log.info("")
program.terminate()
def main(options):
utterance = options["--utterance"]
global program
program = propyte.Program(options=options,
name=name,
version=version,
logo=logo)
global log
from propyte import log
log.warning("input utterance: {utterance}".format(utterance=utterance))
response = abstraction.generate_response(utterance=utterance)
log.warning("proposed response: {response}".format(response=response))
program.terminate()
def main(options):
utterance = options["--utterance"]
global program
program = propyte.Program(
options = options,
name = name,
version = version,
logo = logo
)
global log
from propyte import log
log.warning("input utterance: {utterance}".format(utterance = utterance))
response = abstraction.generate_response(utterance = utterance)
log.warning("proposed response: {response}".format(response = response))
program.terminate()
def main(options):
filename_log = options["--logfile"]
global program
program = propyte.Program(options=options,
name=name,
version=version,
logo=logo,
filename_log=filename_log)
global log
from propyte import log
log.debug("message at level DEBUG")
log.info("message at level INFO")
log.warning("message at level WARNING")
log.error("message at level ERROR")
log.critical("message at level CRITICAL")
program.terminate()
def main(options):
filename_log = options["--logfile"]
global program
program = propyte.Program(
options = options,
name = name,
version = version,
logo = logo,
filename_log = filename_log
)
global log
from propyte import log
log.debug("message at level DEBUG")
log.info("message at level INFO")
log.warning("message at level WARNING")
log.error("message at level ERROR")
log.critical("message at level CRITICAL")
program.terminate()
def main(options):
global program
program = propyte.Program(options=options,
name=name,
version=version,
logo=logo)
global log
from propyte import log
print("")
filename_ROOT = options["--fileroot"]
filename_CSV = options["--filecsv"]
selection = options["--selection"]
class_label = int(options["--classlabel"])
name_tree = options["--tree"]
maximum_number_of_events = None if options["--maxevents"].lower() == "none"\
else int(options["--maxevents"])
include_headings = options["--headings"].lower() == "true"
if not os.path.isfile(os.path.expandvars(filename_ROOT)):
log.error("file {filename} not found".format(filename=filename_ROOT))
program.terminate()
if os.path.isfile(os.path.expandvars(filename_CSV)):
log.warning(
"CSV file {filename} exists -- *append* data to file".format(
filename=filename_CSV))
print("")
append = True
else:
append = False
file_ROOT = abstraction.open_ROOT_file(filename_ROOT)
tree = file_ROOT.Get(name_tree)
number_of_events = tree.GetEntries()
file_CSV = open(filename_CSV, "a")
writer = csv.writer(file_CSV, delimiter=",")
log.info(
textwrap.dedent("""
input ROOT file: {filename_ROOT}
output CSV file: {filename_CSV}
selection: {selection}
class label: {class_label}
""".format(filename_ROOT=filename_ROOT,
filename_CSV=filename_CSV,
selection=selection,
class_label=class_label)))
print("")
log.info("save variables of events to CSV {filename}".format(
filename=filename_CSV))
print("")
progress = shijian.Progress()
progress.engage_quick_calculation_mode()
index_selected = 0
detail = True
for index, event in enumerate(tree):
if select_event(event=event, selection=selection):
index_selected = index_selected + 1
if \
maximum_number_of_events is not None and \
index_selected > maximum_number_of_events:
break
line = [
#Variable_ttHbb(event = event, name = "Aplan_bjets"),
Variable_ttHbb(event=event, name="Aplan_jets"), #
Variable_ttHbb(event=event, name="Centrality_all"), #
#Variable_ttHbb(event = event, name = "ClassifBDTOutput_6jsplit"),
#Variable_ttHbb(event = event, name = "ClassifBDTOutput_basic"),
#Variable_ttHbb(event = event, name = "ClassifBDTOutput_withReco_6jsplit"),
#Variable_ttHbb(event = event, name = "ClassifBDTOutput_withReco_basic"),
#Variable_ttHbb(event = event, name = "ClassifHPLUS_Semilep_HF_BDT200_Output"),
Variable_ttHbb(event=event, name="dEtajj_MaxdEta"), #
Variable_ttHbb(event=event, name="dRbb_avg"), #
#Variable_ttHbb(event = event, name = "dRbb_MaxM"),
Variable_ttHbb(event=event, name="dRbb_MaxPt"), #
#Variable_ttHbb(event = event, name = "dRbb_min"),
#Variable_ttHbb(event = event, name = "dRbj_Wmass"),
#Variable_ttHbb(event = event, name = "dRHl_MaxdR"),
#Variable_ttHbb(event = event, name = "dRHl_MindR"),
#Variable_ttHbb(event = event, name = "dRjj_min"),
#Variable_ttHbb(event = event, name = "dRlepbb_MindR"),
#Variable_ttHbb(event = event, name = "dRlj_MindR"),
#Variable_ttHbb(event = event, name = "dRuu_MindR"),
Variable_ttHbb(event=event, name="H1_all"), #
#Variable_ttHbb(event = event, name = "H4_all"),
#Variable_ttHbb(event = event, name = "HhadT_nJets"),
#Variable_ttHbb(event = event, name = "HiggsbbM"),
#Variable_ttHbb(event = event, name = "HiggsjjM"),
#Variable_ttHbb(event = event, name = "HT_all"),
#Variable_ttHbb(event = event, name = "HT_jets"),
#Variable_ttHbb(event = event, name = "Mbb_MaxM"),
#Variable_ttHbb(event = event, name = "Mbb_MaxPt"),
Variable_ttHbb(event=event, name="Mbb_MindR"), #
#Variable_ttHbb(event = event, name = "Mbj_MaxPt"),
#Variable_ttHbb(event = event, name = "Mbj_MindR"),
#Variable_ttHbb(event = event, name = "Mbj_Wmass"),
#Variable_ttHbb(event = event, name = "met_met"),
#Variable_ttHbb(event = event, name = "met_phi"),
#Variable_ttHbb(event = event, name = "MHiggs"),
#Variable_ttHbb(event = event, name = "Mjj_HiggsMass"),
#Variable_ttHbb(event = event, name = "Mjjj_MaxPt"),
#Variable_ttHbb(event = event, name = "Mjj_MaxPt"),
#Variable_ttHbb(event = event, name = "Mjj_MindR"),
#Variable_ttHbb(event = event, name = "Mjj_MinM"),
#Variable_ttHbb(event = event, name = "mu"),
#Variable_ttHbb(event = event, name = "Muu_MindR"),
#Variable_ttHbb(event = event, name = "NBFricoNN_dil"),
#Variable_ttHbb(event = event, name = "nBTags"),
#Variable_ttHbb(event = event, name = "nBTags30"),
#Variable_ttHbb(event = event, name = "nBTags50"),
#Variable_ttHbb(event = event, name = "nBTags60"),
#Variable_ttHbb(event = event, name = "nBTags70"),
#Variable_ttHbb(event = event, name = "nBTags77"),
#Variable_ttHbb(event = event, name = "nBTags80"),
#Variable_ttHbb(event = event, name = "nBTags85"),
#Variable_ttHbb(event = event, name = "nBTags90"),
#Variable_ttHbb(event = event, name = "nBTagsFlatBEff_30"),
#Variable_ttHbb(event = event, name = "nBTagsFlatBEff_40"),
#Variable_ttHbb(event = event, name = "nBTagsFlatBEff_50"),
#Variable_ttHbb(event = event, name = "nBTagsFlatBEff_60"),
#Variable_ttHbb(event = event, name = "nBTagsFlatBEff_70"),
#Variable_ttHbb(event = event, name = "nBTagsFlatBEff_77"),
#Variable_ttHbb(event = event, name = "nBTagsFlatBEff_85"),
#Variable_ttHbb(event = event, name = "nElectrons"),
#Variable_ttHbb(event = event, name = "nHFJets"),
Variable_ttHbb(event=event, name="NHiggs_30"), #
#Variable_ttHbb(event = event, name = "Njet_pt40"),
#Variable_ttHbb(event = event, name = "Njet_pt40"),
#Variable_ttHbb(event = event, name = "nJets"),
#Variable_ttHbb(event = event, name = "nMuons"),
#Variable_ttHbb(event = event, name = "nPrimaryVtx"),
#Variable_ttHbb(event = event, name = "pT_jet3"),
Variable_ttHbb(event=event, name="pT_jet5"), #
#Variable_ttHbb(event = event, name = "pTuu_MindR"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_b1higgsbhadtop_dR"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_bbhiggs_dR"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_BDT_output"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_BDT_output_6jsplit"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_BDT_output_truthMatchPattern"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_BDT_withH_output"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_BDT_withH_output_6jsplit"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_BDT_withH_output_truthMatchPattern"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_hadWb1Higgs_mass"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_higgsbhadtop_withH_dR"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_higgsbleptop_mass"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_higgsbleptop_withH_dR"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_higgslep_dR"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_higgsleptop_dR"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_higgs_mass"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_higgsq1hadW_mass"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_higgsttbar_withH_dR"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_leptophadtop_dR"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_leptophadtop_withH_dR"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_Ncombinations"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_nuApprox_recoBDT"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_nuApprox_recoBDT_6jsplit"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_nuApprox_recoBDT_withH"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_nuApprox_recoBDT_withH_6jsplit"),
#Variable_ttHbb(event = event, name = "semilepMVAreco_ttH_Ht_withH"),
#Variable_ttHbb(event = event, name = "ttHF_mva_discriminant"),
#Variable_ttHbb(event = event, name = "el_d0sig[0]"),
#Variable_ttHbb(event = event, name = "el_delta_z0_sintheta[0]"),
#Variable_ttHbb(event = event, name = "el_e[0]"),
#Variable_ttHbb(event = event, name = "el_eta[0]"),
#Variable_ttHbb(event = event, name = "el_phi[0]"),
#Variable_ttHbb(event = event, name = "el_pt[0]"),
#Variable_ttHbb(event = event, name = "el_topoetcone20[0]"),
#Variable_ttHbb(event = event, name = "mu_d0sig[0]"),
#Variable_ttHbb(event = event, name = "mu_delta_z0_sintheta[0]"),
#Variable_ttHbb(event = event, name = "mu_e[0]"),
#Variable_ttHbb(event = event, name = "mu_eta[0]"),
#Variable_ttHbb(event = event, name = "mu_phi[0]"),
#Variable_ttHbb(event = event, name = "mu_pt[0]"),
#Variable_ttHbb(event = event, name = "mu_topoetcone20[0]"),
#Variable_ttHbb(event = event, name = "jet_e[0]"),
#Variable_ttHbb(event = event, name = "jet_eta[0]"),
#Variable_ttHbb(event = event, name = "jet_jvt[0]"),
#Variable_ttHbb(event = event, name = "jet_mv2c10[0]"),
#Variable_ttHbb(event = event, name = "jet_mv2c20[0]"),
#Variable_ttHbb(event = event, name = "jet_phi[0]"),
#Variable_ttHbb(event = event, name = "jet_pt[0]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_cand[0]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_cand_6jsplit[0]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_withH_cand[0]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_withH_cand_6jsplit[0]"),
#Variable_ttHbb(event = event, name = "jet_e[1]"),
#Variable_ttHbb(event = event, name = "jet_eta[1]"),
#Variable_ttHbb(event = event, name = "jet_jvt[1]"),
#Variable_ttHbb(event = event, name = "jet_mv2c10[1]"),
#Variable_ttHbb(event = event, name = "jet_mv2c20[1]"),
#Variable_ttHbb(event = event, name = "jet_phi[1]"),
#Variable_ttHbb(event = event, name = "jet_pt[1]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_cand[1]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_cand_6jsplit[1]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_withH_cand[1]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_withH_cand_6jsplit[1]"),
#Variable_ttHbb(event = event, name = "jet_e[2]"),
#Variable_ttHbb(event = event, name = "jet_eta[2]"),
#Variable_ttHbb(event = event, name = "jet_jvt[2]"),
#Variable_ttHbb(event = event, name = "jet_mv2c10[2]"),
#Variable_ttHbb(event = event, name = "jet_mv2c20[2]"),
#Variable_ttHbb(event = event, name = "jet_phi[2]"),
#Variable_ttHbb(event = event, name = "jet_pt[2]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_cand[2]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_cand_6jsplit[2]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_withH_cand[2]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_withH_cand_6jsplit[2]"),
#Variable_ttHbb(event = event, name = "jet_e[3]"),
#Variable_ttHbb(event = event, name = "jet_eta[3]"),
#Variable_ttHbb(event = event, name = "jet_jvt[3]"),
#Variable_ttHbb(event = event, name = "jet_mv2c10[3]"),
#Variable_ttHbb(event = event, name = "jet_mv2c20[3]"),
#Variable_ttHbb(event = event, name = "jet_phi[3]"),
#Variable_ttHbb(event = event, name = "jet_pt[3]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_cand[3]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_cand_6jsplit[3]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_withH_cand[3]"),
#Variable_ttHbb(event = event, name = "jet_semilepMVAreco_recoBDT_withH_cand_6jsplit[3]"),
# large-R jets
#Variable_ttHbb(event = event, name = "FirstLjetM"),
#Variable_ttHbb(event = event, name = "FirstLjetPt"),
#Variable_ttHbb(event = event, name = "HhadT_nLjets"),
#Variable_ttHbb(event = event, name = "HT_ljets"),
#Variable_ttHbb(event = event, name = "NBFricoNN_ljets"),
#Variable_ttHbb(event = event, name = "nBjetOutsideLjet"),
#Variable_ttHbb(event = event, name = "nJetOutsideLjet"),
#Variable_ttHbb(event = event, name = "nLjet_m100"),
#Variable_ttHbb(event = event, name = "nLjet_m50"),
#Variable_ttHbb(event = event, name = "nLjets"),
#Variable_ttHbb(event = event, name = "SecondLjetM"),
#Variable_ttHbb(event = event, name = "SecondLjetPt"),
#Variable_ttHbb(event = event, name = "ljet_C2[0]"),
#Variable_ttHbb(event = event, name = "ljet_D2[0]"),
#Variable_ttHbb(event = event, name = "ljet_e[0]"),
#Variable_ttHbb(event = event, name = "ljet_eta[0]"),
#Variable_ttHbb(event = event, name = "ljet_m[0]"),
#Variable_ttHbb(event = event, name = "ljet_phi[0]"),
#Variable_ttHbb(event = event, name = "ljet_pt[0]"),
#Variable_ttHbb(event = event, name = "ljet_sd12[0]"),
#Variable_ttHbb(event = event, name = "ljet_sd23[0]"),
#Variable_ttHbb(event = event, name = "ljet_tau21[0]"),
#Variable_ttHbb(event = event, name = "ljet_tau21_wta[0]"),
#Variable_ttHbb(event = event, name = "ljet_tau32[0]"),
#Variable_ttHbb(event = event, name = "ljet_tau32_wta[0]"),
#rcjet_d12,
#rcjet_d23,
#rcjet_e,
#rcjet_eta,
#rcjet_phi,
#rcjet_pt,
Variable_ttHbb(name="class", value=class_label)
]
if detail:
log.info("event variable details:")
log.info(
"\nnumber of variables: {number}".format(number=len(line)))
table_contents = [["variable value", "variable type"]]
for variable in line:
table_contents.append(
[str(variable.name()),
str(type(variable.value()))])
print(pyprel.Table(contents=table_contents, ))
detail = False
if include_headings and not append:
headings = [variable.name() for variable in line]
writer.writerow(headings)
include_headings = False
values = [variable.value() for variable in line]
writer.writerow(values)
print(progress.add_datum(fraction=index / number_of_events))
print("")
log.info(
"{number_selected} events of {number_total} passed selection".format(
number_selected=index_selected, number_total=index))
print("")
program.terminate()