Skip to content
New issue

Have a question about this project? Sign up for a free GitHub account to open an issue and contact its maintainers and the community.

Sign up for GitHub

By clicking “Sign up for GitHub”, you agree to our terms of service and privacy statement. We’ll occasionally send you account related emails.

Already on GitHub? Sign in to your account

Jump to bottom

Backport FastSim refiner network for NANO (DeepJet for AK4 CHS Jets) #40828

Merged
merged 7 commits into from
Jun 19, 2023
Merged

Backport FastSim refiner network for NANO (DeepJet for AK4 CHS Jets) #40828

Show file tree
Hide file tree
Changes from all commits
Commits
Show all changes
7 commits
Select commit Hold shift + click to select a range
4b674c9
backporting restructuring of ONNX backend and refinement modules for …
sbein Feb 18, 2023
64d138d
backporting changes from FastSim refinement commit: https://github.co…
sbein Feb 19, 2023
1bc1563
removed CUDA option
sbein Mar 1, 2023
34f1ebe
added NANO steps for Run2 FastSim and a new refinement recipe 135.14 …
sbein Mar 1, 2023
8657ffe
removed comment on local file
sbein Apr 12, 2023
42ac076
removed class BaseMVACache from PR
sbein Apr 12, 2023
843898a
eliminated backend and enum functions
sbein Apr 12, 2023
File filter

Filter by extension

Filter by extension
Conversations
Failed to load comments.
Loading
Jump to
Jump to file
Failed to load files.
Loading
Diff view
Diff view
61 changes: 31 additions & 30 deletions Configuration/PyReleaseValidation/python/relval_standard.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -423,32 +423,33 @@
workflows[5.7] = ['H130GGgluonfusion', ['H130GGgluonfusionFS','HARVESTFS']]

### fastsim_13 TeV ###
workflows[135.1] = ['TTbar_13', ['TTbarFS_13','HARVESTUP15FS','MINIAODMCUP15FS']]
workflows[135.2] = ['SingleMuPt10_UP15', ['SingleMuPt10FS_UP15','HARVESTUP15FS','MINIAODMCUP15FS']]
workflows[135.3] = ['SingleMuPt100_UP15', ['SingleMuPt100FS_UP15','HARVESTUP15FS','MINIAODMCUP15FS']]
workflows[135.4] = ['ZEE_13', ['ZEEFS_13','HARVESTUP15FS','MINIAODMCUP15FS']]
workflows[135.5] = ['ZTT_13',['ZTTFS_13','HARVESTUP15FS','MINIAODMCUP15FS']]
workflows[135.6] = ['QCD_FlatPt_15_3000_13', ['QCDFlatPt153000FS_13','HARVESTUP15FS','MINIAODMCUP15FS']]
workflows[135.7] = ['H125GGgluonfusion_13', ['H125GGgluonfusionFS_13','HARVESTUP15FS','MINIAODMCUP15FS']]
workflows[135.9] = ['ZMM_13',['ZMMFS_13','HARVESTUP15FS','MINIAODMCUP15FS']]
workflows[135.11] = ['SMS-T1tttt_mGl-1500_mLSP-100_13', ['SMS-T1tttt_mGl-1500_mLSP-100FS_13','HARVESTUP15FS','MINIAODMCUP15FS']]
workflows[135.12] = ['QCD_Pt_80_120_13', ['QCD_Pt_80_120FS_13','HARVESTUP15FS','MINIAODMCUP15FS']]
workflows[135.1] = ['TTbar_13', ['TTbarFS_13','HARVESTUP15FS','MINIAODMCUP15FS','NANOAOD2016FS']]
workflows[135.2] = ['SingleMuPt10_UP15', ['SingleMuPt10FS_UP15','HARVESTUP15FS','MINIAODMCUP15FS','NANOAOD2016FS']]
workflows[135.3] = ['SingleMuPt100_UP15', ['SingleMuPt100FS_UP15','HARVESTUP15FS','MINIAODMCUP15FS','NANOAOD2016FS']]
workflows[135.4] = ['ZEE_13', ['ZEEFS_13','HARVESTUP15FS','MINIAODMCUP15FS','NANOAOD2016FS']]
workflows[135.5] = ['ZTT_13',['ZTTFS_13','HARVESTUP15FS','MINIAODMCUP15FS','NANOAOD2016FS']]
workflows[135.6] = ['QCD_FlatPt_15_3000_13', ['QCDFlatPt153000FS_13','HARVESTUP15FS','MINIAODMCUP15FS','NANOAOD2016FS']]
workflows[135.7] = ['H125GGgluonfusion_13', ['H125GGgluonfusionFS_13','HARVESTUP15FS','MINIAODMCUP15FS','NANOAOD2016FS']]
workflows[135.9] = ['ZMM_13',['ZMMFS_13','HARVESTUP15FS','MINIAODMCUP15FS','NANOAOD2016FS']]
workflows[135.11] = ['SMS-T1tttt_mGl-1500_mLSP-100_13', ['SMS-T1tttt_mGl-1500_mLSP-100FS_13','HARVESTUP15FS','MINIAODMCUP15FS','NANOAOD2016FS']]
workflows[135.12] = ['QCD_Pt_80_120_13', ['QCD_Pt_80_120FS_13','HARVESTUP15FS','MINIAODMCUP15FS','NANOAOD2016FS']]
workflows[135.13] = ['TTbar_13', ['TTbarFS_13_trackingOnlyValidation','HARVESTUP15FS_trackingOnly']]
workflows[135.14] = ['TTbar_13', ['TTbarFS_13','HARVESTUP15FS','MINIAODMCUP15FS','NANOAOD2016FSrefine']]

### MinBias fastsim_13 TeV for mixing ###
workflows[135.8] = ['',['MinBiasFS_13_ForMixing']]

### Phase1 FastSim 13TeV ###
workflows[2017.1] = ['TTbar_13_UP17', ['TTbarFS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS']]
workflows[2017.2] = ['SingleMuPt10_UP17', ['SingleMuPt10FS_UP17','HARVESTUP17FS','MINIAODMCUP17FS']]
workflows[2017.3] = ['SingleMuPt100_UP17', ['SingleMuPt100FS_UP17','HARVESTUP17FS','MINIAODMCUP17FS']]
workflows[2017.4] = ['ZEE_13_UP17', ['ZEEFS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS']]
workflows[2017.5] = ['ZTT_13_UP17',['ZTTFS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS']]
workflows[2017.6] = ['QCD_FlatPt_15_3000_13_UP17', ['QCDFlatPt153000FS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS']]
workflows[2017.7] = ['H125GGgluonfusion_13_UP17', ['H125GGgluonfusionFS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS']]
workflows[2017.9] = ['ZMM_13_UP17',['ZMMFS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS']]
workflows[2017.11] = ['SMS-T1tttt_mGl-1500_mLSP-100_13_UP17', ['SMS-T1tttt_mGl-1500_mLSP-100FS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS']]
workflows[2017.12] = ['QCD_Pt_80_120_13_UP17', ['QCD_Pt_80_120FS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS']]
workflows[2017.1] = ['TTbar_13_UP17', ['TTbarFS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS','NANOAOD2017FS']]
workflows[2017.2] = ['SingleMuPt10_UP17', ['SingleMuPt10FS_UP17','HARVESTUP17FS','MINIAODMCUP17FS','NANOAOD2017FS']]
workflows[2017.3] = ['SingleMuPt100_UP17', ['SingleMuPt100FS_UP17','HARVESTUP17FS','MINIAODMCUP17FS','NANOAOD2017FS']]
workflows[2017.4] = ['ZEE_13_UP17', ['ZEEFS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS','NANOAOD2017FS']]
workflows[2017.5] = ['ZTT_13_UP17',['ZTTFS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS','NANOAOD2017FS']]
workflows[2017.6] = ['QCD_FlatPt_15_3000_13_UP17', ['QCDFlatPt153000FS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS','NANOAOD2017FS']]
workflows[2017.7] = ['H125GGgluonfusion_13_UP17', ['H125GGgluonfusionFS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS','NANOAOD2017FS']]
workflows[2017.9] = ['ZMM_13_UP17',['ZMMFS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS','NANOAOD2017FS']]
workflows[2017.11] = ['SMS-T1tttt_mGl-1500_mLSP-100_13_UP17', ['SMS-T1tttt_mGl-1500_mLSP-100FS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS','NANOAOD2017FS']]
workflows[2017.12] = ['QCD_Pt_80_120_13_UP17', ['QCD_Pt_80_120FS_13_UP17','HARVESTUP17FS','MINIAODMCUP17FS','NANOAOD2017FS']]
workflows[2017.13] = ['TTbar_13_UP17', ['TTbarFS_13_trackingOnlyValidation_UP17','HARVESTUP17FS_trackingOnly']]

### MinBias fastsim_13 TeV for mixing ###
Expand All @@ -458,16 +459,16 @@
workflows[2018.8] = ['',['MinBiasFS_13_UP18_ForMixing']]

### Phase1 FastSim 13TeV, 2018 ###
workflows[2018.1] = ['TTbar_13_UP18', ['TTbarFS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS']]
workflows[2018.2] = ['SingleMuPt10_UP18', ['SingleMuPt10FS_UP18','HARVESTUP18FS','MINIAODMCUP18FS']]
workflows[2018.3] = ['SingleMuPt100_UP18', ['SingleMuPt100FS_UP18','HARVESTUP18FS','MINIAODMCUP18FS']]
workflows[2018.4] = ['ZEE_13_UP18', ['ZEEFS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS']]
workflows[2018.5] = ['ZTT_13_UP18',['ZTTFS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS']]
workflows[2018.6] = ['QCD_FlatPt_15_3000_13_UP18', ['QCDFlatPt153000FS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS']]
workflows[2018.7] = ['H125GGgluonfusion_13_UP18', ['H125GGgluonfusionFS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS']]
workflows[2018.9] = ['ZMM_13_UP18',['ZMMFS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS']]
workflows[2018.11] = ['SMS-T1tttt_mGl-1500_mLSP-100_13_UP18', ['SMS-T1tttt_mGl-1500_mLSP-100FS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS']]
workflows[2018.12] = ['QCD_Pt_80_120_13_UP18', ['QCD_Pt_80_120FS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS']]
workflows[2018.1] = ['TTbar_13_UP18', ['TTbarFS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS','NANOAOD2018FS']]
workflows[2018.2] = ['SingleMuPt10_UP18', ['SingleMuPt10FS_UP18','HARVESTUP18FS','MINIAODMCUP18FS','NANOAOD2018FS']]
workflows[2018.3] = ['SingleMuPt100_UP18', ['SingleMuPt100FS_UP18','HARVESTUP18FS','MINIAODMCUP18FS','NANOAOD2018FS']]
workflows[2018.4] = ['ZEE_13_UP18', ['ZEEFS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS','NANOAOD2018FS']]
workflows[2018.5] = ['ZTT_13_UP18',['ZTTFS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS','NANOAOD2018FS']]
workflows[2018.6] = ['QCD_FlatPt_15_3000_13_UP18', ['QCDFlatPt153000FS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS','NANOAOD2018FS']]
workflows[2018.7] = ['H125GGgluonfusion_13_UP18', ['H125GGgluonfusionFS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS','NANOAOD2018FS']]
workflows[2018.9] = ['ZMM_13_UP18',['ZMMFS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS','NANOAOD2018FS']]
workflows[2018.11] = ['SMS-T1tttt_mGl-1500_mLSP-100_13_UP18', ['SMS-T1tttt_mGl-1500_mLSP-100FS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS','NANOAOD2018FS']]
workflows[2018.12] = ['QCD_Pt_80_120_13_UP18', ['QCD_Pt_80_120FS_13_UP18','HARVESTUP18FS','MINIAODMCUP18FS','NANOAOD2018FS']]
workflows[2018.13] = ['TTbar_13_UP18', ['TTbarFS_13_trackingOnlyValidation_UP18','HARVESTUP18FS_trackingOnly']]

### standard set ###
Expand Down
10 changes: 10 additions & 0 deletions Configuration/PyReleaseValidation/python/relval_steps.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -2953,11 +2953,15 @@ def gen2018HiMix(fragment,howMuch):

steps['NANOAODMC2017_106XMiniAODv1'] = merge([{'--era': 'Run2_2017,run2_nanoAOD_106Xv1'}, steps['NANOAODMC2017'] ])



steps['NANOEDMMC2017'] = merge([{'--conditions': 'auto:phase1_2017_realistic', '--era': 'Run2_2017'}, stepNanoEDMMC ])
steps['NANOEDMMC2017_94XMiniAODv1'] = merge([{'--era': 'Run2_2017,run2_nanoAOD_94XMiniAODv1'}, steps['NANOEDMMC2017'] ])
steps['NANOEDMMC2017_94XMiniAODv2'] = merge([{'--era': 'Run2_2017,run2_nanoAOD_94XMiniAODv2'}, steps['NANOEDMMC2017'] ])
steps['NANOEDMMC2017_106XMiniAODv1'] = merge([{'--era': 'Run2_2017,run2_nanoAOD_106Xv1'}, steps['NANOEDMMC2017'] ])
steps['NANOEDMMC2016_80X'] = merge([{'--conditions': 'auto:run2_mc', '--era': 'Run2_2016,run2_miniAOD_80XLegacy'}, steps['NANOEDMMC2017'] ])
steps['NANOEDMMC2016_PROD'] = merge([{'--conditions': 'auto:run2_mc', '--era': 'Run2_2016', '--filein':'file:step3_inMINIAODSIM.root'}, stepNanoEDMMCProd ])
steps['NANOEDMMC2017_PROD'] = merge([{'--conditions': 'auto:phase1_2017_realistic', '--era': 'Run2_2017', '--filein':'file:step3_inMINIAODSIM.root'}, stepNanoEDMMCProd ])
steps['NANOEDMMC2018_PROD'] = merge([{'--conditions': 'auto:phase1_2018_realistic', '--era': 'Run2_2018', '--filein':'file:step3_inMINIAODSIM.root'}, stepNanoEDMMCProd ])

steps['NANOEDM2017'] = merge([{'--conditions': 'auto:run2_data_relval', '--era': 'Run2_2017'}, stepNanoEDMData ])
Expand All @@ -2969,6 +2973,12 @@ def gen2018HiMix(fragment,howMuch):
steps['NANOEDM2018_106Xv1'] = merge([ {'--era': 'Run2_2018,run2_nanoAOD_106Xv1'}, steps['NANOEDM2018'] ])
steps['NANOEDM2018_106Xv2'] = merge([ {'--era': 'Run2_2018,run2_nanoAOD_106Xv2'}, steps['NANOEDM2018'] ])

steps['NANOAOD2016FS'] = merge([{'--filein':'file:step3.root','--fast':''}, steps['NANOEDMMC2016_PROD']])
steps['NANOAOD2017FS'] = merge([{'--filein':'file:step3.root','--fast':'','--era':'Run2_2017_FastSim'}, steps['NANOEDMMC2017_PROD']])
steps['NANOAOD2018FS'] = merge([{'--filein':'file:step3.root','--fast':'','--era':'Run2_2018_FastSim'}, steps['NANOEDMMC2018_PROD']])
steps['NANOAOD2016FSrefine'] = merge([{'--customise':'PhysicsTools/NanoAOD/jets_cff.nanoAOD_refineFastSim_bTagDeepFlav'}, steps['NANOAOD2016FS']])


steps['HARVESTNANOAODMC2017']=merge([{'-s':'HARVESTING:@nanoAODDQM','--conditions': 'auto:phase1_2017_realistic','--era': 'Run2_2017'},steps['HARVESTUP15']])
steps['HARVESTNANOAODMC2017_94XMiniAODv1']=merge([{'--era': 'Run2_2017,run2_nanoAOD_94XMiniAODv1'},steps['HARVESTNANOAODMC2017']])
steps['HARVESTNANOAODMC2017_94XMiniAODv2']=merge([{'--era': 'Run2_2017,run2_nanoAOD_94XMiniAODv2'},steps['HARVESTNANOAODMC2017']])
Expand Down
2 changes: 1 addition & 1 deletion PhysicsTools/NanoAOD/plugins/BJetEnergyRegressionMVA.cc
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -25,7 +25,7 @@
#include "RecoVertex/VertexPrimitives/interface/ConvertToFromReco.h"
#include "RecoVertex/VertexPrimitives/interface/VertexState.h"

#include "PhysicsTools/PatAlgos/plugins/BaseMVAValueMapProducer.h"
#include "PhysicsTools/PatAlgos/interface/BaseMVAValueMapProducer.h"
#include <vector>

class BJetEnergyRegressionMVA : public BaseMVAValueMapProducer<pat::Jet> {
Expand Down
2 changes: 1 addition & 1 deletion PhysicsTools/NanoAOD/plugins/BuildFile.xml
View file
Open in desktop
Original file line number Diff line number Diff line change
@@ -1,4 +1,3 @@
<use name="PhysicsTools/TensorFlow"/>
<use name="FWCore/Framework"/>
<use name="FWCore/ParameterSet"/>
<use name="FWCore/ServiceRegistry"/>
Expand All @@ -14,6 +13,7 @@
<use name="RecoVertex/VertexPrimitives"/>
<use name="DataFormats/L1TGlobal"/>
<use name="IOPool/Provenance"/>
<use name="PhysicsTools/PatAlgos"/>
<use name="DQMServices/Core"/>
<use name="CondFormats/BTauObjects"/>
<use name="CondTools/BTau"/>
Expand Down
60 changes: 60 additions & 0 deletions PhysicsTools/NanoAOD/python/jets_cff.py
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -531,6 +531,66 @@
run2_jme_2017.toModify( cjetNN,outputFormulas = cms.vstring(["at(0)*0.24718524515628815+0.9927206635475159","0.5*(at(2)-at(1))*0.24718524515628815"]))


#
# ML-based FastSim refinement
#
from Configuration.Eras.Modifier_fastSim_cff import fastSim
def nanoAOD_refineFastSim_bTagDeepFlav(process):
rappoccio marked this conversation as resolved.
Show resolved Hide resolved


fastSim.toModify( process.jetTable.variables,
btagDeepFlavBunrefined = process.jetTable.variables.btagDeepFlavB.clone(),
btagDeepFlavCvBunrefined = process.jetTable.variables.btagDeepFlavCvB.clone(),
btagDeepFlavCvLunrefined = process.jetTable.variables.btagDeepFlavCvL.clone(),
btagDeepFlavQGunrefined = process.jetTable.variables.btagDeepFlavQG.clone(),
)

fastSim.toModify( process.jetTable.variables,
btagDeepFlavB = None,
btagDeepFlavCvB = None,
btagDeepFlavCvL = None,
btagDeepFlavQG = None,
)

fastSim.toModify( process.jetTable.externalVariables,
btagDeepFlavB = ExtVar(cms.InputTag("btagDeepFlavRefineNN:btagDeepFlavBrefined"), float, doc="DeepJet b+bb+lepb tag discriminator", precision=10),
btagDeepFlavCvB = ExtVar(cms.InputTag("btagDeepFlavRefineNN:btagDeepFlavCvBrefined"), float, doc="DeepJet c vs b+bb+lepb discriminator", precision=10),
btagDeepFlavCvL = ExtVar(cms.InputTag("btagDeepFlavRefineNN:btagDeepFlavCvLrefined"), float, doc="DeepJet c vs uds+g discriminator", precision=10),
btagDeepFlavQG = ExtVar(cms.InputTag("btagDeepFlavRefineNN:btagDeepFlavQGrefined"), float, doc="DeepJet g vs uds discriminator", precision=10),
)

process.btagDeepFlavRefineNN= cms.EDProducer("JetBaseMVAValueMapProducer",
backend = cms.string("ONNX"),
batch_eval = cms.bool(True),
disableONNXGraphOpt = cms.bool(True),

src = cms.InputTag("linkedObjects","jets"),

weightFile=cms.FileInPath("PhysicsTools/NanoAOD/data/btagDeepFlavRefineNN_CHS.onnx"),
name = cms.string("btagDeepFlavRefineNN"),

isClassifier = cms.bool(False),
variablesOrder = cms.vstring(["GenJet_pt","GenJet_eta","Jet_hadronFlavour",
"Jet_btagDeepFlavB","Jet_btagDeepFlavCvB","Jet_btagDeepFlavCvL","Jet_btagDeepFlavQG"]),
variables = cms.PSet(
GenJet_pt = cms.string("?genJetFwdRef().backRef().isNonnull()?genJetFwdRef().backRef().pt():pt"),
GenJet_eta = cms.string("?genJetFwdRef().backRef().isNonnull()?genJetFwdRef().backRef().eta():eta"),
Jet_hadronFlavour = cms.string("hadronFlavour()"),
Jet_btagDeepFlavB = cms.string("bDiscriminator('pfDeepFlavourJetTags:probb')+bDiscriminator('pfDeepFlavourJetTags:probbb')+bDiscriminator('pfDeepFlavourJetTags:problepb')"),
Jet_btagDeepFlavCvB = cms.string("?(bDiscriminator('pfDeepFlavourJetTags:probc')+bDiscriminator('pfDeepFlavourJetTags:probb')+bDiscriminator('pfDeepFlavourJetTags:probbb')+bDiscriminator('pfDeepFlavourJetTags:problepb'))>0?bDiscriminator('pfDeepFlavourJetTags:probc')/(bDiscriminator('pfDeepFlavourJetTags:probc')+bDiscriminator('pfDeepFlavourJetTags:probb')+bDiscriminator('pfDeepFlavourJetTags:probbb')+bDiscriminator('pfDeepFlavourJetTags:problepb')):-1"),
Jet_btagDeepFlavCvL = cms.string("?(bDiscriminator('pfDeepFlavourJetTags:probc')+bDiscriminator('pfDeepFlavourJetTags:probuds')+bDiscriminator('pfDeepFlavourJetTags:probg'))>0?bDiscriminator('pfDeepFlavourJetTags:probc')/(bDiscriminator('pfDeepFlavourJetTags:probc')+bDiscriminator('pfDeepFlavourJetTags:probuds')+bDiscriminator('pfDeepFlavourJetTags:probg')):-1"),
Jet_btagDeepFlavQG = cms.string("?(bDiscriminator('pfDeepFlavourJetTags:probg')+bDiscriminator('pfDeepFlavourJetTags:probuds'))>0?bDiscriminator('pfDeepFlavourJetTags:probg')/(bDiscriminator('pfDeepFlavourJetTags:probg')+bDiscriminator('pfDeepFlavourJetTags:probuds')):-1"),
),
inputTensorName = cms.string("input"),
outputTensorName = cms.string("output"),
outputNames = cms.vstring(["btagDeepFlavBrefined","btagDeepFlavCvBrefined","btagDeepFlavCvLrefined","btagDeepFlavQGrefined"]),
outputFormulas = cms.vstring(["at(0)","at(1)","at(2)","at(3)"]),
)

fastSim.toModify(process.jetTables, process.jetTables.insert(0,process.btagDeepFlavRefineNN))

return process


subJetTable = cms.EDProducer("SimpleCandidateFlatTableProducer",
src = cms.InputTag("slimmedJetsAK8PFPuppiSoftDropPacked","SubJets"),
Expand Down
4 changes: 2 additions & 2 deletions PhysicsTools/ONNXRuntime/interface/ONNXRuntime.h
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -21,14 +21,14 @@
namespace cms::Ort {

typedef std::vector<std::vector<float>> FloatArrays;

class ONNXRuntime {
public:
ONNXRuntime(const std::string& model_path, const ::Ort::SessionOptions* session_options = nullptr);
ONNXRuntime(const ONNXRuntime&) = delete;
ONNXRuntime& operator=(const ONNXRuntime&) = delete;
~ONNXRuntime();

// Run inference and get outputs
// input_names: list of the names of the input nodes.
// input_values: list of input arrays for each input node. The order of `input_values` must match `input_names`.
Expand Down
3 changes: 3 additions & 0 deletions PhysicsTools/PatAlgos/BuildFile.xml
View file
Open in desktop
Original file line number Diff line number Diff line change
Expand Up @@ -18,6 +18,9 @@
<use name="PhysicsTools/PatUtils"/>
<use name="PhysicsTools/Utilities"/>
<use name="PhysicsTools/IsolationAlgos"/>
<use name="PhysicsTools/PatUtils"/>
<use name="PhysicsTools/TensorFlow"/>
<use name="PhysicsTools/ONNXRuntime"/>
<use name="Geometry/CaloTopology"/>
<use name="RecoEgamma/EgammaTools"/>
<use name="RecoTracker/DeDx"/>
Expand Down
Loading