From 8ee9f5d1be5af7c34a5b87b5cb1f4270c1a4c203 Mon Sep 17 00:00:00 2001 From: Ming-Yan Date: Wed, 14 Feb 2024 16:41:15 +0100 Subject: [PATCH] fix: add pv hists --- condor/execute.sh | 5 +- .../data/JME/Summer22Run3/jec_compiled.pkl.gz | Bin 179100 -> 179151 bytes .../calibeHistoWrite_Data2023B-22Sep2023.root | Bin 0 -> 45074 bytes ...libeHistoWrite_Data2023C-22Sep2023_v1.root | Bin 0 -> 86591 bytes ...libeHistoWrite_Data2023C-22Sep2023_v2.root | Bin 0 -> 68928 bytes ...libeHistoWrite_Data2023C-22Sep2023_v3.root | Bin 0 -> 71885 bytes ...libeHistoWrite_Data2023C-22Sep2023_v4.root | Bin 0 -> 98596 bytes .../calibeHistoWrite_MC2023_Summer23.root | Bin 0 -> 103798 bytes ...libeHistoWrite_Data2023D-22Sep2023_v1.root | Bin 0 -> 93469 bytes ...libeHistoWrite_Data2023D-22Sep2023_v2.root | Bin 0 -> 70134 bytes .../calibeHistoWrite_MC2023_Summer23BPix.root | Bin 0 -> 101073 bytes .../PU/Summer23/puwei_Summer23.histo.root | Bin 0 -> 5504 bytes .../puwei_Summer23BPix.histo.root | Bin 0 -> 5520 bytes .../utils/AK4_parameters.py | 17 +++++- src/BTVNanoCommissioning/utils/correction.py | 4 +- .../utils/histogrammer.py | 4 +- .../workflows/ctag_DY_valid_sf.py | 21 +++++--- .../workflows/ctag_Wc_valid_sf.py | 49 +++++++++++------- .../workflows/ctag_dileptt_valid_sf.py | 49 +++++++++++------- .../workflows/ctag_eDY_valid_sf.py | 21 +++++--- .../workflows/ctag_eWc_valid_sf.py | 47 +++++++++++------ .../workflows/ctag_edileptt_valid_sf.py | 49 +++++++++++------- .../workflows/ctag_emdileptt_valid_sf.py | 49 +++++++++++------- .../workflows/ctag_ettsemilep_valid_sf.py | 47 +++++++++++------ .../workflows/ctag_semileptt_valid_sf.py | 47 +++++++++++------ src/BTVNanoCommissioning/workflows/example.py | 18 ++++--- .../workflows/ttbar_validation.py | 15 +++--- .../workflows/ttdilep_valid_sf.py | 35 +++++++++---- .../workflows/ttsemilep_valid_sf.py | 27 ++++++---- .../workflows/validation.py | 15 +++--- 30 files changed, 336 insertions(+), 183 deletions(-) create mode 100644 src/BTVNanoCommissioning/data/JPCalib/Summer23/calibeHistoWrite_Data2023B-22Sep2023.root create mode 100644 src/BTVNanoCommissioning/data/JPCalib/Summer23/calibeHistoWrite_Data2023C-22Sep2023_v1.root create mode 100644 src/BTVNanoCommissioning/data/JPCalib/Summer23/calibeHistoWrite_Data2023C-22Sep2023_v2.root create mode 100644 src/BTVNanoCommissioning/data/JPCalib/Summer23/calibeHistoWrite_Data2023C-22Sep2023_v3.root create mode 100644 src/BTVNanoCommissioning/data/JPCalib/Summer23/calibeHistoWrite_Data2023C-22Sep2023_v4.root create mode 100644 src/BTVNanoCommissioning/data/JPCalib/Summer23/calibeHistoWrite_MC2023_Summer23.root create mode 100644 src/BTVNanoCommissioning/data/JPCalib/Summer23BPix/calibeHistoWrite_Data2023D-22Sep2023_v1.root create mode 100644 src/BTVNanoCommissioning/data/JPCalib/Summer23BPix/calibeHistoWrite_Data2023D-22Sep2023_v2.root create mode 100644 src/BTVNanoCommissioning/data/JPCalib/Summer23BPix/calibeHistoWrite_MC2023_Summer23BPix.root create mode 100644 src/BTVNanoCommissioning/data/PU/Summer23/puwei_Summer23.histo.root create mode 100644 src/BTVNanoCommissioning/data/PU/Summer23BPix/puwei_Summer23BPix.histo.root diff --git a/condor/execute.sh b/condor/execute.sh index 5da7a440..04b0eda1 100755 --- a/condor/execute.sh +++ b/condor/execute.sh @@ -62,7 +62,10 @@ OPTS="--wf ${ARGS[workflow]} --year ${ARGS[year]} --campaign ${ARGS[campaign]} - if [ "${ARGS[voms]}" != "null" ]; then OPTS="$OPTS --voms ${ARGS[voms]}" fi -for key in isSyst isArray noHist overwrite skipbadfiles; do +if [ "${ARGS[isSyst]}" != "null" ]; then + OPTS="$OPTS --isSyst ${ARGS[isSyst]}" +fi +for key in isArray noHist overwrite skipbadfiles; do if [ "${ARGS[$key]}" == true ]; then OPTS="$OPTS --$key" fi diff --git a/src/BTVNanoCommissioning/data/JME/Summer22Run3/jec_compiled.pkl.gz b/src/BTVNanoCommissioning/data/JME/Summer22Run3/jec_compiled.pkl.gz index 492d281c04dd795e5c2737653848f7a77c6f503c..4d76e409268b6734861d5bbf54314dfb65359643 100644 GIT binary patch literal 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z5VQ!L;CGgILm`HjeV`Df%qAy7&!+ozg}-{$HO)J8q$V{R@-g*`T=N*)U}A4}uvPrN;3E%V_{!F_Qlf7Bq?^v|i^1FZ6L z-5<8acIa^ogB6_bxg1lya_&tZb>1AKFwCNIAwOayH`@7p8~ST{gVYBqE6Ah{<5FAT z$d>E~;dAt;oNT7mrz4ZS)|D zhCVNU`mwLVVf|j-IvwujyC=&a%6|N~yjYPZTsf8T-hYJs&Dr|J_x093<^Mb_pDZR8 z7=qMVhl;UsQTcfzZzEu2EB*EACHT<=(jF)fg5?+jWB+nCDx+;J9~ponDB#4(B# z)^gThkwh4PCUcZ8=EY1q_QY9oMZl z*=B8Vm$LCXcewsJZqZhft6BSX^zDz^+FDxQkG_*-*c*1Y@dX*O^Dw+P&f*}Klt_01 za!!3~@UdzUIvtd+6Qp^Cdr62}wOWF80Ub9@!tfh!aML8jw(oAd!9QpcVt)i;4eo#M n=KbUL%m2$RW4G75sh;Hjs=sNZVx7%DsUB;D=u!jkJqP>`rWfvc literal 0 HcmV?d00001 diff --git a/src/BTVNanoCommissioning/utils/AK4_parameters.py b/src/BTVNanoCommissioning/utils/AK4_parameters.py index d5de02ab..e7f9ca03 100644 --- a/src/BTVNanoCommissioning/utils/AK4_parameters.py +++ b/src/BTVNanoCommissioning/utils/AK4_parameters.py @@ -81,18 +81,31 @@ }, "Summer23": { "lumiMask": "Cert_Collisions2023_366442_370790_Golden.json", - # "PU": "puweight_Summer22EERun3-80p0mb.histo.root", # 69.2mb + "PU": "puwei_Summer23.histo.root", # "JME": "jec_compiled.pkl.gz", "jetveto": { "Run2023BC jetvetomap": "jetveto2023BC.histo.root" }, # this is from Mikko https://indico.cern.ch/event/1315421/contributions/5532963/attachments/2697975/4683826/2023_08_16_jetvetomaps_v3.pdf + "JPCalib": { + "Run2023B-22Sep2023-v1": "calibeHistoWrite_Data2023B-22Sep2023.root", + "Run2023C-22Sep2023-v1": "calibeHistoWrite_Data2023C-22Sep2023_v1.root", + "Run2023C-22Sep2023-v2": "calibeHistoWrite_Data2023C-22Sep2023_v2.root", + "Run2023C-22Sep2023-v3": "calibeHistoWrite_Data2023C-22Sep2023_v3.root", + "Run2023C-22Sep2023-v4": "calibeHistoWrite_Data2023C-22Sep2023_v4.root", + "MC": "calibeHistoWrite_MC2023_Summer23.root", + }, }, "Summer23BPix": { "lumiMask": "Cert_Collisions2023_366442_370790_Golden.json", - # "PU": "puweight_Summer22EERun3-80p0mb.histo.root", # 69.2mb + "PU": "puwei_Summer23BPix.histo.root", # "JME": "jec_compiled.pkl.gz", "jetveto": { "Run2023D jetvetomap_bpix": "jetveto2023D.histo.root" }, # this is from Mikko https://indico.cern.ch/event/1315421/contributions/5532963/attachments/2697975/4683826/2023_08_16_jetvetomaps_v3.pdf + "JPCalib": { + "Run2023D-22Sep2023-v1": "calibeHistoWrite_Data2023D-22Sep2023_v1.root", + "Run2023D-22Sep2023-v2": "calibeHistoWrite_Data2023D-22Sep2023_v2.root", + "MC": "calibeHistoWrite_MC2023_Summer23BPix.root", + }, }, } diff --git a/src/BTVNanoCommissioning/utils/correction.py b/src/BTVNanoCommissioning/utils/correction.py index f4cd9752..1dcef304 100644 --- a/src/BTVNanoCommissioning/utils/correction.py +++ b/src/BTVNanoCommissioning/utils/correction.py @@ -46,9 +46,7 @@ def load_SF(campaign, syst=False): ] elif str(filename).endswith(".json.gz"): correct_map["PU"] = correctionlib.CorrectionSet.from_file( - importlib.resources.path( - f"BTVNanoCommissioning.data.PU.{campaign}", filename - ) + str(filename) ) elif str(filename).endswith(".histo.root"): ext = extractor() diff --git a/src/BTVNanoCommissioning/utils/histogrammer.py b/src/BTVNanoCommissioning/utils/histogrammer.py index cc0f19f0..1be5f167 100644 --- a/src/BTVNanoCommissioning/utils/histogrammer.py +++ b/src/BTVNanoCommissioning/utils/histogrammer.py @@ -28,8 +28,8 @@ def histogrammer(events, workflow): ptratio_axis = Hist.axis.Regular(50, 0, 1, name="ratio", label="ratio") n_axis = Hist.axis.Integer(0, 10, name="n", label="N obj") osss_axis = Hist.axis.IntCategory([1, -1], name="osss", label="OS(+)/SS(-)") - _hist_dict["npvs"] = Hist.Hist(npvs_axis, Hist.storage.Weight()) - _hist_dict["pu"] = Hist.Hist(npvs_axis, Hist.storage.Weight()) + _hist_dict["npvs"] = Hist.Hist(syst_axis, npvs_axis, Hist.storage.Weight()) + _hist_dict["pu"] = Hist.Hist(syst_axis, npvs_axis, Hist.storage.Weight()) ### Workflow specific if "example" == workflow: obj_list = [ diff --git a/src/BTVNanoCommissioning/workflows/ctag_DY_valid_sf.py b/src/BTVNanoCommissioning/workflows/ctag_DY_valid_sf.py index 30ba1261..9df1a125 100644 --- a/src/BTVNanoCommissioning/workflows/ctag_DY_valid_sf.py +++ b/src/BTVNanoCommissioning/workflows/ctag_DY_valid_sf.py @@ -102,10 +102,11 @@ def process_shift(self, events, shift_name): **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # @@ -381,9 +382,17 @@ def process_shift(self, events, shift_name): output["z_eta"].fill(syst, flatten(sz.eta), weight=weight) output["z_phi"].fill(syst, flatten(sz.phi), weight=weight) output["z_mass"].fill(syst, flatten(sz.mass), weight=weight) - output["npvs"].fill(events[event_level].PV.npvs, weight=weight) + output["npvs"].fill( + syst, + ak.values_astype(events[event_level].PV.npvs, np.uint8), + weight=weight, + ) if not isRealData: - output["pu"].fill(events[event_level].Pileup.nTrueInt, weight=weight) + output["pu"].fill( + syst, + ak.values_astype(events[event_level].Pileup.nTrueInt, np.uint8), + weight=weight, + ) ####################### # Create root files # ####################### diff --git a/src/BTVNanoCommissioning/workflows/ctag_Wc_valid_sf.py b/src/BTVNanoCommissioning/workflows/ctag_Wc_valid_sf.py index a2d4743f..a6477e2c 100644 --- a/src/BTVNanoCommissioning/workflows/ctag_Wc_valid_sf.py +++ b/src/BTVNanoCommissioning/workflows/ctag_Wc_valid_sf.py @@ -106,10 +106,11 @@ def process_shift(self, events, shift_name): **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # #################### @@ -375,7 +376,7 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(ak.broadcast_arrays(osss, sjets["pt"])[0]), flatten(sjets[histname]), weight=flatten( @@ -391,7 +392,11 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(ak.broadcast_arrays(smflav, spfcands["pt"])[0]), + flatten( + ak.broadcast_arrays( + ak.values_astype(smflav, np.uint8), spfcands["pt"] + )[0] + ), flatten(ak.broadcast_arrays(osss, spfcands["pt"])[0]), flatten(spfcands[histname.replace("PFCands_", "")]), weight=flatten( @@ -404,7 +409,7 @@ def process_shift(self, events, shift_name): elif "jet_" in histname and "mu" not in histname: h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(ak.broadcast_arrays(osss, sjets["pt"])[0]), flatten(sjets[histname.replace("jet_", "")]), weight=flatten(ak.broadcast_arrays(weight, sjets["pt"])[0]), @@ -422,7 +427,7 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), osss, flatten(ssmu[histname.replace("soft_l_", "")]), weight=weight, @@ -430,7 +435,7 @@ def process_shift(self, events, shift_name): elif "mujet_" in histname: h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), osss, flatten(smuon_jet[histname.replace("mujet_", "")]), weight=weight, @@ -444,7 +449,7 @@ def process_shift(self, events, shift_name): continue h.fill( syst="noSF", - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), osss=osss, discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weights.partial_weight(exclude=exclude_btv), @@ -452,7 +457,7 @@ def process_shift(self, events, shift_name): if not isRealData and "btag" in self.SF_map.keys(): h.fill( syst=syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), osss=osss, discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weight, @@ -462,7 +467,7 @@ def process_shift(self, events, shift_name): histname = histname.replace("Trans", "").replace(f"_{i}", "") h.fill( syst="noSF", - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), osss=osss, discr=1.0 / np.tanh(smuon_jet[histname]), weight=weights.partial_weight(exclude=exclude_btv), @@ -473,28 +478,28 @@ def process_shift(self, events, shift_name): output["nsoftmu"].fill(syst, osss, nsoftmu, weight=weight) output["hl_ptratio"].fill( syst, - flav=genflavor[:, 0], + flav=ak.values_astype(genflavor[:, 0], np.uint8), osss=osss, ratio=shmu.pt / sjets[:, 0].pt, weight=weight, ) output["soft_l_ptratio"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), osss=osss, ratio=ssmu.pt / smuon_jet.pt, weight=weight, ) output["dr_lmujetsmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), osss=osss, dr=smuon_jet.delta_r(ssmu), weight=weight, ) output["dr_lmujethmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), osss=osss, dr=smuon_jet.delta_r(shmu), weight=weight, @@ -512,9 +517,17 @@ def process_shift(self, events, shift_name): output["w_mass"].fill(syst, osss, flatten(sw.mass), weight=weight) output["MET_pt"].fill(syst, osss, flatten(smet.pt), weight=weight) output["MET_phi"].fill(syst, osss, flatten(smet.phi), weight=weight) - output["npvs"].fill(events[event_level].PV.npvs, weight=weight) + output["npvs"].fill( + syst, + ak.values_astype(events[event_level].PV.npvs, np.uint8), + weight=weight, + ) if not isRealData: - output["pu"].fill(events[event_level].Pileup.nTrueInt, weight=weight) + output["pu"].fill( + syst, + ak.values_astype(events[event_level].Pileup.nTrueInt, np.uint8), + weight=weight, + ) ####################### # Create root files # ####################### diff --git a/src/BTVNanoCommissioning/workflows/ctag_dileptt_valid_sf.py b/src/BTVNanoCommissioning/workflows/ctag_dileptt_valid_sf.py index e9cd7758..cd544877 100644 --- a/src/BTVNanoCommissioning/workflows/ctag_dileptt_valid_sf.py +++ b/src/BTVNanoCommissioning/workflows/ctag_dileptt_valid_sf.py @@ -107,10 +107,11 @@ def process_shift(self, events, shift_name): **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # @@ -337,7 +338,7 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname]), weight=flatten( ak.broadcast_arrays( @@ -352,7 +353,11 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(ak.broadcast_arrays(smflav, spfcands["pt"])[0]), + flatten( + ak.broadcast_arrays( + ak.values_astype(smflav, np.uint8), spfcands["pt"] + )[0] + ), flatten(spfcands[histname.replace("PFCands_", "")]), weight=flatten( ak.broadcast_arrays( @@ -364,7 +369,7 @@ def process_shift(self, events, shift_name): elif "jet_" in histname and "mu" not in histname: h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname.replace("jet_", "")]), weight=flatten(ak.broadcast_arrays(weight, sjets["pt"])[0]), ) @@ -383,14 +388,14 @@ def process_shift(self, events, shift_name): elif "soft_l" in histname and not "ptratio" in histname: h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), flatten(softmu0[histname.replace("soft_l_", "")]), weight=weight, ) elif "lmujet_" in histname: h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), flatten(smuon_jet[histname.replace("lmujet_", "")]), weight=weight, ) @@ -403,14 +408,14 @@ def process_shift(self, events, shift_name): continue h.fill( syst="noSF", - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weights.partial_weight(exclude=exclude_btv), ) if not isRealData and "btag" in self.SF_map.keys(): h.fill( syst=syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weight, ) @@ -420,31 +425,31 @@ def process_shift(self, events, shift_name): output["nsoftmu"].fill(syst, nsoftmu, weight=weight) output["hl_ptratio"].fill( syst, - flav=genflavor[:, 0], + flav=ak.values_astype(genflavor[:, 0], np.uint8), ratio=isomu0.pt / sjets[:, 0].pt, weight=weight, ) output["sl_ptratio"].fill( syst, - flav=genflavor[:, 0], + flav=ak.values_astype(genflavor[:, 0], np.uint8), ratio=isomu1.pt / sjets[:, 0].pt, weight=weight, ) output["soft_l_ptratio"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), ratio=softmu0.pt / smuon_jet.pt, weight=weight, ) output["dr_lmujetsmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), dr=smuon_jet.delta_r(softmu0), weight=weight, ) output["dr_lmujethmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), dr=smuon_jet.delta_r(isomu0), weight=weight, ) @@ -455,9 +460,17 @@ def process_shift(self, events, shift_name): output["z_mass"].fill(syst, flatten(sz.mass), weight=weight) output["MET_pt"].fill(syst, flatten(smet.pt), weight=weight) output["MET_phi"].fill(syst, flatten(smet.phi), weight=weight) - output["npvs"].fill(events[event_level].PV.npvs, weight=weight) + output["npvs"].fill( + syst, + ak.values_astype(events[event_level].PV.npvs, np.uint8), + weight=weight, + ) if not isRealData: - output["pu"].fill(events[event_level].Pileup.nTrueInt, weight=weight) + output["pu"].fill( + syst, + ak.values_astype(events[event_level].Pileup.nTrueInt, np.uint8), + weight=weight, + ) ####################### # Create root files # ####################### diff --git a/src/BTVNanoCommissioning/workflows/ctag_eDY_valid_sf.py b/src/BTVNanoCommissioning/workflows/ctag_eDY_valid_sf.py index 68bb4525..d3b9bd22 100644 --- a/src/BTVNanoCommissioning/workflows/ctag_eDY_valid_sf.py +++ b/src/BTVNanoCommissioning/workflows/ctag_eDY_valid_sf.py @@ -100,10 +100,11 @@ def process_shift(self, events, shift_name): **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # #################### @@ -381,9 +382,17 @@ def process_shift(self, events, shift_name): output["z_eta"].fill(syst, flatten(sz.eta), weight=weight) output["z_phi"].fill(syst, flatten(sz.phi), weight=weight) output["z_mass"].fill(syst, flatten(sz.mass), weight=weight) - output["npvs"].fill(events[event_level].PV.npvs, weight=weight) + output["npvs"].fill( + syst, + ak.values_astype(events[event_level].PV.npvs, np.uint8), + weight=weight, + ) if not isRealData: - output["pu"].fill(events[event_level].Pileup.nTrueInt, weight=weight) + output["pu"].fill( + syst, + ak.values_astype(events[event_level].Pileup.nTrueInt, np.uint8), + weight=weight, + ) ####################### # Create root files # ####################### diff --git a/src/BTVNanoCommissioning/workflows/ctag_eWc_valid_sf.py b/src/BTVNanoCommissioning/workflows/ctag_eWc_valid_sf.py index 0398482b..35d7e55e 100644 --- a/src/BTVNanoCommissioning/workflows/ctag_eWc_valid_sf.py +++ b/src/BTVNanoCommissioning/workflows/ctag_eWc_valid_sf.py @@ -106,10 +106,11 @@ def process_shift(self, events, shift_name): **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # #################### @@ -360,7 +361,7 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(ak.broadcast_arrays(osss, sjets["pt"])[0]), flatten(sjets[histname]), weight=flatten( @@ -376,7 +377,11 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(ak.broadcast_arrays(smflav, spfcands["pt"])[0]), + flatten( + ak.broadcast_arrays( + ak.values_astype(smflav, np.uint8), spfcands["pt"] + )[0] + ), flatten(ak.broadcast_arrays(osss, spfcands["pt"])[0]), flatten(spfcands[histname.replace("PFCands_", "")]), weight=flatten( @@ -389,7 +394,7 @@ def process_shift(self, events, shift_name): elif "jet_" in histname and "mu" not in histname: h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(ak.broadcast_arrays(osss, sjets["pt"])[0]), flatten(sjets[histname.replace("jet_", "")]), weight=flatten(ak.broadcast_arrays(weight, sjets["pt"])[0]), @@ -407,7 +412,7 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), osss, flatten(ssmu[histname.replace("soft_l_", "")]), weight=weight, @@ -415,7 +420,7 @@ def process_shift(self, events, shift_name): elif "mujet_" in histname: h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), osss, flatten(smuon_jet[histname.replace("mujet_", "")]), weight=weight, @@ -429,7 +434,7 @@ def process_shift(self, events, shift_name): continue h.fill( syst="noSF", - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), osss=osss, discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weights.partial_weight(exclude=exclude_btv), @@ -437,7 +442,7 @@ def process_shift(self, events, shift_name): if not isRealData and "btag" in self.SF_map.keys(): h.fill( syst=syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), osss=osss, discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weight, @@ -448,28 +453,28 @@ def process_shift(self, events, shift_name): output["nsoftmu"].fill(syst, osss, nsoftmu, weight=weight) output["hl_ptratio"].fill( syst, - flav=genflavor[:, 0], + flav=ak.values_astype(genflavor[:, 0], np.uint8), osss=osss, ratio=shmu.pt / sjets[:, 0].pt, weight=weight, ) output["soft_l_ptratio"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), osss=osss, ratio=ssmu.pt / smuon_jet.pt, weight=weight, ) output["dr_lmujetsmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), osss=osss, dr=smuon_jet.delta_r(ssmu), weight=weight, ) output["dr_lmujethmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), osss=osss, dr=smuon_jet.delta_r(shmu), weight=weight, @@ -487,9 +492,17 @@ def process_shift(self, events, shift_name): output["w_mass"].fill(syst, osss, flatten(sw.mass), weight=weight) output["MET_pt"].fill(syst, osss, flatten(smet.pt), weight=weight) output["MET_phi"].fill(syst, osss, flatten(smet.phi), weight=weight) - output["npvs"].fill(events[event_level].PV.npvs, weight=weight) + output["npvs"].fill( + syst, + ak.values_astype(events[event_level].PV.npvs, np.uint8), + weight=weight, + ) if not isRealData: - output["pu"].fill(events[event_level].Pileup.nTrueInt, weight=weight) + output["pu"].fill( + syst, + ak.values_astype(events[event_level].Pileup.nTrueInt, np.uint8), + weight=weight, + ) ####################### # Create root files # ####################### diff --git a/src/BTVNanoCommissioning/workflows/ctag_edileptt_valid_sf.py b/src/BTVNanoCommissioning/workflows/ctag_edileptt_valid_sf.py index 5afc90a7..6cf27da8 100644 --- a/src/BTVNanoCommissioning/workflows/ctag_edileptt_valid_sf.py +++ b/src/BTVNanoCommissioning/workflows/ctag_edileptt_valid_sf.py @@ -105,10 +105,11 @@ def process_shift(self, events, shift_name): "sumw": processor.defaultdict_accumulator(float), **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # #################### @@ -333,7 +334,7 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname]), weight=flatten( ak.broadcast_arrays( @@ -348,7 +349,11 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(ak.broadcast_arrays(smflav, spfcands["pt"])[0]), + flatten( + ak.broadcast_arrays( + ak.values_astype(smflav, np.uint8), spfcands["pt"] + )[0] + ), flatten(spfcands[histname.replace("PFCands_", "")]), weight=flatten( ak.broadcast_arrays( @@ -360,7 +365,7 @@ def process_shift(self, events, shift_name): elif "jet_" in histname and "mu" not in histname: h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname.replace("jet_", "")]), weight=flatten(ak.broadcast_arrays(weight, sjets["pt"])[0]), ) @@ -379,14 +384,14 @@ def process_shift(self, events, shift_name): elif "soft_l" in histname and not "ptratio" in histname: h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), flatten(softmu0[histname.replace("soft_l_", "")]), weight=weight, ) elif "lmujet_" in histname: h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), flatten(smuon_jet[histname.replace("lmujet_", "")]), weight=weight, ) @@ -399,14 +404,14 @@ def process_shift(self, events, shift_name): continue h.fill( syst="noSF", - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weights.partial_weight(exclude=exclude_btv), ) if not isRealData and "btag" in self.SF_map.keys(): h.fill( syst=syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weight, ) @@ -416,31 +421,31 @@ def process_shift(self, events, shift_name): output["nsoftmu"].fill(syst, nsoftmu, weight=weight) output["hl_ptratio"].fill( syst, - flav=genflavor[:, 0], + flav=ak.values_astype(genflavor[:, 0], np.uint8), ratio=isomu0.pt / sjets[:, 0].pt, weight=weight, ) output["sl_ptratio"].fill( syst, - flav=genflavor[:, 0], + flav=ak.values_astype(genflavor[:, 0], np.uint8), ratio=isomu1.pt / sjets[:, 0].pt, weight=weight, ) output["soft_l_ptratio"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), ratio=softmu0.pt / smuon_jet.pt, weight=weight, ) output["dr_lmujetsmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), dr=smuon_jet.delta_r(softmu0), weight=weight, ) output["dr_lmujethmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), dr=smuon_jet.delta_r(isomu0), weight=weight, ) @@ -451,9 +456,17 @@ def process_shift(self, events, shift_name): output["z_mass"].fill(syst, flatten(sz.mass), weight=weight) output["MET_pt"].fill(syst, flatten(smet.pt), weight=weight) output["MET_phi"].fill(syst, flatten(smet.phi), weight=weight) - output["npvs"].fill(events[event_level].PV.npvs, weight=weight) + output["npvs"].fill( + syst, + ak.values_astype(events[event_level].PV.npvs, np.uint8), + weight=weight, + ) if not isRealData: - output["pu"].fill(events[event_level].Pileup.nTrueInt, weight=weight) + output["pu"].fill( + syst, + ak.values_astype(events[event_level].Pileup.nTrueInt, np.uint8), + weight=weight, + ) ####################### # Create root files # ####################### diff --git a/src/BTVNanoCommissioning/workflows/ctag_emdileptt_valid_sf.py b/src/BTVNanoCommissioning/workflows/ctag_emdileptt_valid_sf.py index 5cb385b8..05382a38 100644 --- a/src/BTVNanoCommissioning/workflows/ctag_emdileptt_valid_sf.py +++ b/src/BTVNanoCommissioning/workflows/ctag_emdileptt_valid_sf.py @@ -106,10 +106,11 @@ def process_shift(self, events, shift_name): **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # #################### @@ -380,7 +381,7 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname]), weight=flatten( ak.broadcast_arrays( @@ -395,7 +396,11 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(ak.broadcast_arrays(smflav, spfcands["pt"])[0]), + flatten( + ak.broadcast_arrays( + ak.values_astype(smflav, np.uint8), spfcands["pt"] + )[0] + ), flatten(spfcands[histname.replace("PFCands_", "")]), weight=flatten( ak.broadcast_arrays( @@ -407,7 +412,7 @@ def process_shift(self, events, shift_name): elif "jet_" in histname and "mu" not in histname: h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname.replace("jet_", "")]), weight=flatten(ak.broadcast_arrays(weight, sjets["pt"])[0]), ) @@ -426,14 +431,14 @@ def process_shift(self, events, shift_name): elif "soft_l" in histname and not "ptratio" in histname: h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), flatten(softmu0[histname.replace("soft_l_", "")]), weight=weight, ) elif "lmujet_" in histname: h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), flatten(smuon_jet[histname.replace("lmujet_", "")]), weight=weight, ) @@ -453,14 +458,14 @@ def process_shift(self, events, shift_name): h.fill( syst="noSF", - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weights.partial_weight(exclude=exclude_btv), ) if not isRealData and "btag" in self.SF_map.keys(): h.fill( syst=syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weight, ) @@ -470,31 +475,31 @@ def process_shift(self, events, shift_name): output["nsoftmu"].fill(syst, nsoftmu, weight=weight) output["hl_ptratio"].fill( syst, - flav=genflavor[:, 0], + flav=ak.values_astype(genflavor[:, 0], np.uint8), ratio=isomu0.pt / sjets[:, 0].pt, weight=weight, ) output["sl_ptratio"].fill( syst, - flav=genflavor[:, 0], + flav=ak.values_astype(genflavor[:, 0], np.uint8), ratio=isomu1.pt / sjets[:, 0].pt, weight=weight, ) output["soft_l_ptratio"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), ratio=softmu0.pt / smuon_jet.pt, weight=weight, ) output["dr_lmujetsmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), dr=smuon_jet.delta_r(softmu0), weight=weight, ) output["dr_lmujethmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), dr=smuon_jet.delta_r(isomu0), weight=weight, ) @@ -505,9 +510,17 @@ def process_shift(self, events, shift_name): output["z_mass"].fill(syst, flatten(sz.mass), weight=weight) output["MET_pt"].fill(syst, flatten(smet.pt), weight=weight) output["MET_phi"].fill(syst, flatten(smet.phi), weight=weight) - output["npvs"].fill(events[event_level].PV.npvs, weight=weight) + output["npvs"].fill( + syst, + ak.values_astype(events[event_level].PV.npvs, np.uint8), + weight=weight, + ) if not isRealData: - output["pu"].fill(events[event_level].Pileup.nTrueInt, weight=weight) + output["pu"].fill( + syst, + ak.values_astype(events[event_level].Pileup.nTrueInt, np.uint8), + weight=weight, + ) ####################### # Create root files # ####################### diff --git a/src/BTVNanoCommissioning/workflows/ctag_ettsemilep_valid_sf.py b/src/BTVNanoCommissioning/workflows/ctag_ettsemilep_valid_sf.py index 0fd4cdd7..101a1957 100644 --- a/src/BTVNanoCommissioning/workflows/ctag_ettsemilep_valid_sf.py +++ b/src/BTVNanoCommissioning/workflows/ctag_ettsemilep_valid_sf.py @@ -108,10 +108,11 @@ def process_shift(self, events, shift_name): **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # @@ -375,7 +376,7 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname]), weight=flatten( ak.broadcast_arrays( @@ -386,7 +387,7 @@ def process_shift(self, events, shift_name): elif "jet_" in histname and "mu" not in histname: h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname.replace("jet_", "")]), weight=flatten( ak.broadcast_arrays( @@ -406,14 +407,14 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), flatten(ssmu[histname.replace("soft_l_", "")]), weight=weight, ) elif "mujet_" in histname: h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), flatten(smuon_jet[histname.replace("mujet_", "")]), weight=weight, ) @@ -424,7 +425,11 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(ak.broadcast_arrays(smflav, spfcands["pt"])[0]), + flatten( + ak.broadcast_arrays( + ak.values_astype(smflav, np.uint8), spfcands["pt"] + )[0] + ), flatten(spfcands[histname.replace("PFCands_", "")]), weight=flatten( ak.broadcast_arrays( @@ -442,14 +447,14 @@ def process_shift(self, events, shift_name): continue h.fill( syst="noSF", - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weights.partial_weight(exclude=exclude_btv), ) if not isRealData and "btag" in self.SF_map.keys(): h.fill( syst=syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weight, ) @@ -458,25 +463,25 @@ def process_shift(self, events, shift_name): output["nsoftmu"].fill(syst, nsoftmu, weight=weight) output["hl_ptratio"].fill( syst, - flav=genflavor[:, 0], + flav=ak.values_astype(genflavor[:, 0], np.uint8), ratio=shmu.pt / sjets[:, 0].pt, weight=weight, ) output["soft_l_ptratio"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), ratio=ssmu.pt / smuon_jet.pt, weight=weight, ) output["dr_lmujetsmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), dr=smuon_jet.delta_r(ssmu), weight=weight, ) output["dr_lmujethmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), dr=smuon_jet.delta_r(shmu), weight=weight, ) @@ -491,9 +496,17 @@ def process_shift(self, events, shift_name): output["w_mass"].fill(syst, flatten(sw.mass), weight=weight) output["MET_pt"].fill(syst, flatten(smet.pt), weight=weight) output["MET_phi"].fill(syst, flatten(smet.phi), weight=weight) - output["npvs"].fill(events[event_level].PV.npvs, weight=weight) + output["npvs"].fill( + syst, + ak.values_astype(events[event_level].PV.npvs, np.uint8), + weight=weight, + ) if not isRealData: - output["pu"].fill(events[event_level].Pileup.nTrueInt, weight=weight) + output["pu"].fill( + syst, + ak.values_astype(events[event_level].Pileup.nTrueInt, np.uint8), + weight=weight, + ) ####################### # Create root files # ####################### diff --git a/src/BTVNanoCommissioning/workflows/ctag_semileptt_valid_sf.py b/src/BTVNanoCommissioning/workflows/ctag_semileptt_valid_sf.py index 91e2417c..df1c1bfe 100644 --- a/src/BTVNanoCommissioning/workflows/ctag_semileptt_valid_sf.py +++ b/src/BTVNanoCommissioning/workflows/ctag_semileptt_valid_sf.py @@ -106,10 +106,11 @@ def process_shift(self, events, shift_name): **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) ############### # Event level # @@ -391,7 +392,7 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname]), weight=flatten( ak.broadcast_arrays( @@ -402,7 +403,7 @@ def process_shift(self, events, shift_name): elif "jet_" in histname and "mu" not in histname: h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname.replace("jet_", "")]), weight=flatten( ak.broadcast_arrays( @@ -422,14 +423,14 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), flatten(ssmu[histname.replace("soft_l_", "")]), weight=weight, ) elif "mujet_" in histname: h.fill( syst, - smflav, + ak.values_astype(smflav, np.uint8), flatten(smuon_jet[histname.replace("mujet_", "")]), weight=weight, ) @@ -440,7 +441,11 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(ak.broadcast_arrays(smflav, spfcands["pt"])[0]), + flatten( + ak.broadcast_arrays( + ak.values_astype(smflav, np.uint8), spfcands["pt"] + )[0] + ), flatten(spfcands[histname.replace("PFCands_", "")]), weight=flatten( ak.broadcast_arrays( @@ -458,14 +463,14 @@ def process_shift(self, events, shift_name): continue h.fill( syst="noSF", - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weights.partial_weight(exclude=exclude_btv), ) if not isRealData and "btag" in self.SF_map.keys(): h.fill( syst=syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), discr=smuon_jet[histname.replace(f"_{i}", "")], weight=weight, ) @@ -474,25 +479,25 @@ def process_shift(self, events, shift_name): output["nsoftmu"].fill(syst, nsoftmu, weight=weight) output["hl_ptratio"].fill( syst, - flav=genflavor[:, 0], + flav=ak.values_astype(genflavor[:, 0], np.uint8), ratio=shmu.pt / sjets[:, 0].pt, weight=weight, ) output["soft_l_ptratio"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), ratio=ssmu.pt / smuon_jet.pt, weight=weight, ) output["dr_lmujetsmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), dr=smuon_jet.delta_r(ssmu), weight=weight, ) output["dr_lmujethmu"].fill( syst, - flav=smflav, + flav=ak.values_astype(smflav, np.uint8), dr=smuon_jet.delta_r(shmu), weight=weight, ) @@ -507,9 +512,17 @@ def process_shift(self, events, shift_name): output["w_mass"].fill(syst, flatten(sw.mass), weight=weight) output["MET_pt"].fill(syst, flatten(smet.pt), weight=weight) output["MET_phi"].fill(syst, flatten(smet.phi), weight=weight) - output["npvs"].fill(events[event_level].PV.npvs, weight=weight) + output["npvs"].fill( + syst, + ak.values_astype(events[event_level].PV.npvs, np.uint8), + weight=weight, + ) if not isRealData: - output["pu"].fill(events[event_level].Pileup.nTrueInt, weight=weight) + output["pu"].fill( + syst, + ak.values_astype(events[event_level].Pileup.nTrueInt, np.uint8), + weight=weight, + ) ####################### # Create root files # ####################### diff --git a/src/BTVNanoCommissioning/workflows/example.py b/src/BTVNanoCommissioning/workflows/example.py index 43902f94..2455d1ac 100644 --- a/src/BTVNanoCommissioning/workflows/example.py +++ b/src/BTVNanoCommissioning/workflows/example.py @@ -110,10 +110,11 @@ def process_shift(self, events, shift_name): "sumw": processor.defaultdict_accumulator(float), **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # #################### @@ -245,12 +246,17 @@ def process_shift(self, events, shift_name): # fill the histogram (check axis defintion in histogrammer and following the order) output["jet_pt"].fill( - syst, flatten(genflavor[:, 0]), flatten(sjets[:, 0].pt), weight=weight + syst, + flatten(ak.values_astype(genflavor[:, 0], np.uint8)), + flatten(sjets[:, 0].pt), + weight=weight, ) output["mu_pt"].fill(syst, flatten(smu[:, 0].pt), weight=weight) output["dr_mujet"].fill( syst, - flatten(genflavor[:, 0]), # the fill content should always flat arrays + flatten( + ak.values_astype(genflavor[:, 0], np.uint8) + ), # the fill content should always flat arrays flatten(sjets[:, 0].delta_r(smu[:, 0])), weight=weight, ) diff --git a/src/BTVNanoCommissioning/workflows/ttbar_validation.py b/src/BTVNanoCommissioning/workflows/ttbar_validation.py index 0a97bc63..4ac77ff3 100644 --- a/src/BTVNanoCommissioning/workflows/ttbar_validation.py +++ b/src/BTVNanoCommissioning/workflows/ttbar_validation.py @@ -104,10 +104,11 @@ def process_shift(self, events, shift_name): "sumw": processor.defaultdict_accumulator(float), **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # @@ -239,7 +240,7 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname]), weight=flatten( ak.broadcast_arrays( @@ -254,7 +255,7 @@ def process_shift(self, events, shift_name): jet = sjets[:, i] h.fill( syst, - flatten(genflavor[:, i]), + flatten(ak.values_astype(genflavor[:, i], np.uint8)), flatten(jet[histname.replace(f"jet{i}_", "")]), weight=weight, ) @@ -273,7 +274,7 @@ def process_shift(self, events, shift_name): output["dr_mujet0"].fill( syst, - flatten(genflavor[:, 0]), + flatten(ak.values_astype(genflavor[:, 0], np.uint8)), flatten(sjets[:, 0].delta_r(smu)), weight=weight, ) diff --git a/src/BTVNanoCommissioning/workflows/ttdilep_valid_sf.py b/src/BTVNanoCommissioning/workflows/ttdilep_valid_sf.py index 01b713d9..9a8e5279 100644 --- a/src/BTVNanoCommissioning/workflows/ttdilep_valid_sf.py +++ b/src/BTVNanoCommissioning/workflows/ttdilep_valid_sf.py @@ -113,10 +113,11 @@ def process_shift(self, events, shift_name): "sumw": processor.defaultdict_accumulator(float), **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # #################### @@ -317,7 +318,7 @@ def process_shift(self, events, shift_name): continue h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname]), weight=flatten( ak.broadcast_arrays( @@ -358,14 +359,18 @@ def process_shift(self, events, shift_name): ): h.fill( "noSF", - flav=flatten(genflavor[:, i]), + flav=flatten( + ak.values_astype(genflavor[:, i], np.uint8) + ), discr=flatten(sel_jet[histname.replace(f"_{i}", "")]), weight=weights.partial_weight(exclude=exclude_btv), ) if not isRealData and "btag" in self.SF_map.keys(): h.fill( syst=syst, - flav=flatten(genflavor[:, i]), + flav=flatten( + ak.values_astype(genflavor[:, i], np.uint8) + ), discr=flatten( sel_jet[histname.replace(f"_{i}", "")] ), @@ -389,7 +394,7 @@ def process_shift(self, events, shift_name): if str(i) in histname: h.fill( syst, - flatten(genflavor[:, i]), + flatten(ak.values_astype(genflavor[:, i], np.uint8)), flatten(sel_jet[histname.replace(f"jet{i}_", "")]), weight=weight, ) @@ -397,14 +402,22 @@ def process_shift(self, events, shift_name): for i in range(2): output[f"dr_mujet{i}"].fill( syst, - flav=flatten(genflavor[:, i]), + flav=flatten(ak.values_astype(genflavor[:, i], np.uint8)), dr=flatten(smu.delta_r(sjets[:, i])), weight=weight, ) output["njet"].fill(syst, nseljet, weight=weight) - output["npvs"].fill(events[event_level].PV.npvs, weight=weight) + output["npvs"].fill( + syst, + ak.values_astype(events[event_level].PV.npvs, np.uint8), + weight=weight, + ) if not isRealData: - output["pu"].fill(events[event_level].Pileup.nTrueInt, weight=weight) + output["pu"].fill( + syst, + ak.values_astype(events[event_level].Pileup.nTrueInt, np.uint8), + weight=weight, + ) ####################### # Create root files # ####################### diff --git a/src/BTVNanoCommissioning/workflows/ttsemilep_valid_sf.py b/src/BTVNanoCommissioning/workflows/ttsemilep_valid_sf.py index 0814e521..0b67bc15 100644 --- a/src/BTVNanoCommissioning/workflows/ttsemilep_valid_sf.py +++ b/src/BTVNanoCommissioning/workflows/ttsemilep_valid_sf.py @@ -103,10 +103,11 @@ def process_shift(self, events, shift_name): **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # #################### @@ -288,7 +289,7 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname]), weight=flatten( ak.broadcast_arrays( @@ -355,7 +356,7 @@ def process_shift(self, events, shift_name): if str(i) in histname: h.fill( syst, - flatten(genflavor[:, i]), + flatten(ak.values_astype(genflavor[:, i], np.uint8)), flatten(sel_jet[histname.replace(f"jet{i}_", "")]), weight=weight, ) @@ -363,16 +364,24 @@ def process_shift(self, events, shift_name): for i in range(4): output[f"dr_mujet{i}"].fill( syst, - flav=flatten(genflavor[:, i]), + flav=flatten(ak.values_astype(genflavor[:, i], np.uint8)), dr=flatten(smu.delta_r(sjets[:, i])), weight=weight, ) output["njet"].fill(syst, nseljet, weight=weight) output["MET_pt"].fill(syst, flatten(smet.pt), weight=weight) output["MET_phi"].fill(syst, flatten(smet.phi), weight=weight) - output["npvs"].fill(events[event_level].PV.npvs, weight=weight) + output["npvs"].fill( + syst, + ak.values_astype(events[event_level].PV.npvs, np.uint8), + weight=weight, + ) if not isRealData: - output["pu"].fill(events[event_level].Pileup.nTrueInt, weight=weight) + output["pu"].fill( + syst, + ak.values_astype(events[event_level].Pileup.nTrueInt, np.uint8), + weight=weight, + ) ####################### # Create root files # ####################### diff --git a/src/BTVNanoCommissioning/workflows/validation.py b/src/BTVNanoCommissioning/workflows/validation.py index 9a191682..7d571c2d 100644 --- a/src/BTVNanoCommissioning/workflows/validation.py +++ b/src/BTVNanoCommissioning/workflows/validation.py @@ -113,10 +113,11 @@ def process_shift(self, events, shift_name): **_hist_event_dict, } - if isRealData: - output["sumw"] = len(events) - else: - output["sumw"] = ak.sum(events.genWeight) + if shift_name is None: + if isRealData: + output["sumw"] = len(events) + else: + output["sumw"] = ak.sum(events.genWeight) #################### # Selections # @@ -254,7 +255,7 @@ def process_shift(self, events, shift_name): ): h.fill( syst, - flatten(genflavor), + flatten(ak.values_astype(genflavor, np.uint8)), flatten(sjets[histname]), weight=flatten( ak.broadcast_arrays( @@ -348,7 +349,7 @@ def process_shift(self, events, shift_name): jet = sjets[:, i] h.fill( syst, - flatten(genflavor[:, i]), + flatten(ak.values_astype(genflavor[:, i], np.uint8)), flatten(jet[histname.replace(f"jet{i}_", "")]), weight=weight, ) @@ -360,7 +361,7 @@ def process_shift(self, events, shift_name): jet = sjets[:, i] h.fill( "noSF", - flav=flatten(genflavor[:, i]), + flav=flatten(ak.values_astype(genflavor[:, i], np.uint8)), discr=jet[histname.replace(f"_{i}", "")], weight=weight, )