Add ParticleNet to NanoAOD #31096

hqucms · 2020-08-07T18:10:09Z

PR description:

This PR adds the ParticleNet tagger to NanoAOD. The following scores will be included in NanoAOD:

ParticleNet: TvsQCD, WvsQCD, ZvsQCD, HbbvsQCD, HccvsQCD, H4qvsQCD, QCD
ParticleNet-MD: Xbb, Xcc, Xqq, QCD

The ParticleNet tagger needs to run in the NanoAOD sequence until we have the tagger stored in MiniAOD. The updated training [V01] should be used for both UL and EOY samples.

FYI @camclean @alefisico

cmsbuild · 2020-08-07T18:10:34Z

The code-checks are being triggered in jenkins.

cmsbuild · 2020-08-07T18:17:21Z

+code-checks

Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-31096/17641

This PR adds an extra 32KB to repository
There are other open Pull requests which might conflict with changes you have proposed:
- File PhysicsTools/NanoAOD/python/nanoDQM_cfi.py modified in PR(s): Enabling re-application of Type1 Corrections for PuppiMET and adding PUPPI MET Uncertainties #30922, Add the anti-electron-in-deadECal tauID to NanoAOD #31077
- File PhysicsTools/NanoAOD/python/nano_cff.py modified in PR(s): GEN-only NanoAOD configs (NanoGEN) and cmsDriver support #30306, Enabling re-application of Type1 Corrections for PuppiMET and adding PUPPI MET Uncertainties #30922

cmsbuild · 2020-08-07T18:17:43Z

A new Pull Request was created by @hqucms (Huilin Qu) for master.

It involves the following packages:

PhysicsTools/NanoAOD

@gouskos, @cmsbuild, @fgolf, @mariadalfonso, @santocch, @peruzzim can you please review it and eventually sign? Thanks.
@gpetruc this is something you requested to watch as well.
@silviodonato, @dpiparo, @qliphy you are the release manager for this.

cms-bot commands are listed here

slava77 · 2020-08-07T19:01:08Z

@cmsbuild please test

cmsbuild · 2020-08-07T19:01:29Z

The tests are being triggered in jenkins.

CMSSW_11_2_X_2020-08-07-1100/slc7_amd64_gcc820: https://cmssdt.cern.ch/jenkins/job/ib-run-pr-tests/8657/console Started: 2020/08/07 21:04

cmsbuild · 2020-08-07T20:17:39Z

+1
Tested at: 872f4c7
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-c69aaa/8657/summary.html
CMSSW: CMSSW_11_2_X_2020-08-07-1100
SCRAM_ARCH: slc7_amd64_gcc820

cmsbuild · 2020-08-07T20:17:41Z

Comparison job queued.

mariadalfonso · 2020-08-07T20:52:21Z

This PR add 9 floats for a total of 37 floats of ID for the AK8 ?

cmssw/PhysicsTools/NanoAOD/python/jets_cff.py

Lines 408 to 439 in 872f4c7

    
           btagHbb = Var("bDiscriminator('pfBoostedDoubleSecondaryVertexAK8BJetTags')",float,doc="Higgs to BB tagger discriminator",precision=10), 
        
           btagDDBvL_noMD = Var("bDiscriminator('pfDeepDoubleBvLJetTags:probHbb')",float,doc="DeepDoubleX discriminator (no mass-decorrelation) for H(Z)->bb vs QCD",precision=10), 
        
           btagDDCvL_noMD = Var("bDiscriminator('pfDeepDoubleCvLJetTags:probHcc')",float,doc="DeepDoubleX discriminator (no mass-decorrelation) for H(Z)->cc vs QCD",precision=10), 
        
           btagDDCvB_noMD = Var("bDiscriminator('pfDeepDoubleCvBJetTags:probHcc')",float,doc="DeepDoubleX discriminator (no mass-decorrelation) for H(Z)->cc vs H(Z)->bb",precision=10), 
        
           btagDDBvL = Var("bDiscriminator('pfMassIndependentDeepDoubleBvLJetTags:probHbb')",float,doc="DeepDoubleX (mass-decorrelated) discriminator for H(Z)->bb vs QCD",precision=10), 
        
           btagDDCvL = Var("bDiscriminator('pfMassIndependentDeepDoubleCvLJetTags:probHcc')",float,doc="DeepDoubleX (mass-decorrelated) discriminator for H(Z)->cc vs QCD",precision=10), 
        
           btagDDCvB = Var("bDiscriminator('pfMassIndependentDeepDoubleCvBJetTags:probHcc')",float,doc="DeepDoubleX (mass-decorrelated) discriminator for H(Z)->cc vs H(Z)->bb",precision=10), 
        
           deepTag_TvsQCD = Var("bDiscriminator('pfDeepBoostedDiscriminatorsJetTags:TvsQCD')",float,doc="DeepBoostedJet tagger top vs QCD discriminator",precision=10), 
        
           deepTag_WvsQCD = Var("bDiscriminator('pfDeepBoostedDiscriminatorsJetTags:WvsQCD')",float,doc="DeepBoostedJet tagger W vs QCD discriminator",precision=10), 
        
           deepTag_ZvsQCD = Var("bDiscriminator('pfDeepBoostedDiscriminatorsJetTags:ZvsQCD')",float,doc="DeepBoostedJet tagger Z vs QCD discriminator",precision=10), 
        
           deepTag_H = Var("bDiscriminator('pfDeepBoostedJetTags:probHbb')+bDiscriminator('pfDeepBoostedJetTags:probHcc')+bDiscriminator('pfDeepBoostedJetTags:probHqqqq')",float,doc="DeepBoostedJet tagger H(bb,cc,4q) sum",precision=10), 
        
           deepTag_QCD = Var("bDiscriminator('pfDeepBoostedJetTags:probQCDbb')+bDiscriminator('pfDeepBoostedJetTags:probQCDcc')+bDiscriminator('pfDeepBoostedJetTags:probQCDb')+bDiscriminator('pfDeepBoostedJetTags:probQCDc')+bDiscriminator('pfDeepBoostedJetTags:probQCDothers')",float,doc="DeepBoostedJet tagger QCD(bb,cc,b,c,others) sum",precision=10), 
        
           deepTag_QCDothers = Var("bDiscriminator('pfDeepBoostedJetTags:probQCDothers')",float,doc="DeepBoostedJet tagger QCDothers value",precision=10), 
        
           deepTagMD_TvsQCD = Var("bDiscriminator('pfMassDecorrelatedDeepBoostedDiscriminatorsJetTags:TvsQCD')",float,doc="Mass-decorrelated DeepBoostedJet tagger top vs QCD discriminator",precision=10), 
        
           deepTagMD_WvsQCD = Var("bDiscriminator('pfMassDecorrelatedDeepBoostedDiscriminatorsJetTags:WvsQCD')",float,doc="Mass-decorrelated DeepBoostedJet tagger W vs QCD discriminator",precision=10), 
        
           deepTagMD_ZvsQCD = Var("bDiscriminator('pfMassDecorrelatedDeepBoostedDiscriminatorsJetTags:ZvsQCD')",float,doc="Mass-decorrelated DeepBoostedJet tagger Z vs QCD discriminator",precision=10), 
        
           deepTagMD_ZHbbvsQCD = Var("bDiscriminator('pfMassDecorrelatedDeepBoostedDiscriminatorsJetTags:ZHbbvsQCD')",float,doc="Mass-decorrelated DeepBoostedJet tagger Z/H->bb vs QCD discriminator",precision=10), 
        
           deepTagMD_ZbbvsQCD = Var("bDiscriminator('pfMassDecorrelatedDeepBoostedDiscriminatorsJetTags:ZbbvsQCD')",float,doc="Mass-decorrelated DeepBoostedJet tagger Z->bb vs QCD discriminator",precision=10), 
        
           deepTagMD_HbbvsQCD = Var("bDiscriminator('pfMassDecorrelatedDeepBoostedDiscriminatorsJetTags:HbbvsQCD')",float,doc="Mass-decorrelated DeepBoostedJet tagger H->bb vs QCD discriminator",precision=10), 
        
           deepTagMD_ZHccvsQCD = Var("bDiscriminator('pfMassDecorrelatedDeepBoostedDiscriminatorsJetTags:ZHccvsQCD')",float,doc="Mass-decorrelated DeepBoostedJet tagger Z/H->cc vs QCD discriminator",precision=10), 
        
           deepTagMD_H4qvsQCD = Var("bDiscriminator('pfMassDecorrelatedDeepBoostedDiscriminatorsJetTags:H4qvsQCD')",float,doc="Mass-decorrelated DeepBoostedJet tagger H->4q vs QCD discriminator",precision=10), 
        
           deepTagMD_bbvsLight = Var("bDiscriminator('pfMassDecorrelatedDeepBoostedDiscriminatorsJetTags:bbvsLight')",float,doc="Mass-decorrelated DeepBoostedJet tagger Z/H/gluon->bb vs light flavour discriminator",precision=10), 
        
           deepTagMD_ccvsLight = Var("bDiscriminator('pfMassDecorrelatedDeepBoostedDiscriminatorsJetTags:ccvsLight')",float,doc="Mass-decorrelated DeepBoostedJet tagger Z/H/gluon->cc vs light flavour discriminator",precision=10), 
        
           particleNet_TvsQCD = Var("bDiscriminator('pfParticleNetDiscriminatorsJetTags:TvsQCD')",float,doc="ParticleNet tagger top vs QCD discriminator",precision=10), 
        
           particleNet_WvsQCD = Var("bDiscriminator('pfParticleNetDiscriminatorsJetTags:WvsQCD')",float,doc="ParticleNet tagger W vs QCD discriminator",precision=10), 
        
           particleNet_ZvsQCD = Var("bDiscriminator('pfParticleNetDiscriminatorsJetTags:ZvsQCD')",float,doc="ParticleNet tagger Z vs QCD discriminator",precision=10), 
        
           particleNet_HbbvsQCD = Var("bDiscriminator('pfParticleNetDiscriminatorsJetTags:HbbvsQCD')",float,doc="ParticleNet tagger H(->bb) vs QCD discriminator",precision=10), 
        
           particleNet_QCD = Var("bDiscriminator('pfParticleNetJetTags:probQCDbb')+bDiscriminator('pfParticleNetJetTags:probQCDcc')+bDiscriminator('pfParticleNetJetTags:probQCDb')+bDiscriminator('pfParticleNetJetTags:probQCDc')+bDiscriminator('pfParticleNetJetTags:probQCDothers')",float,doc="ParticleNet tagger QCD(bb,cc,b,c,others) sum",precision=10), 
        
           particleNetMD_Xbb = Var("bDiscriminator('pfMassDecorrelatedParticleNetJetTags:probXbb')",float,doc="Mass-decorrelated ParticleNet tagger raw X->bb score. For X->bb vs QCD tagging, use Xbb/(Xbb+QCD)",precision=10), 
        
           particleNetMD_Xcc = Var("bDiscriminator('pfMassDecorrelatedParticleNetJetTags:probXcc')",float,doc="Mass-decorrelated ParticleNet tagger raw X->cc score. For X->cc vs QCD tagging, use Xcc/(Xcc+QCD)",precision=10), 
        
           particleNetMD_Xqq = Var("bDiscriminator('pfMassDecorrelatedParticleNetJetTags:probXqq')",float,doc="Mass-decorrelated ParticleNet tagger raw X->qq (uds) score. For X->qq vs QCD tagging, use Xqq/(Xqq+QCD). For W vs QCD tagging, use (Xcc+Xqq)/(Xcc+Xqq+QCD)",precision=10), 
        
           particleNetMD_QCD = Var("bDiscriminator('pfMassDecorrelatedParticleNetJetTags:probQCDbb')+bDiscriminator('pfMassDecorrelatedParticleNetJetTags:probQCDcc')+bDiscriminator('pfMassDecorrelatedParticleNetJetTags:probQCDb')+bDiscriminator('pfMassDecorrelatedParticleNetJetTags:probQCDc')+bDiscriminator('pfMassDecorrelatedParticleNetJetTags:probQCDothers')",float,doc="Mass-decorrelated ParticleNet tagger raw QCD score",precision=10),

cmssw/PhysicsTools/NanoAOD/python/jets_cff.py

Lines 398 to 403 in 872f4c7

    
           tau1 = Var("userFloat('NjettinessAK8Puppi:tau1')",float, doc="Nsubjettiness (1 axis)",precision=10), 
        
           tau2 = Var("userFloat('NjettinessAK8Puppi:tau2')",float, doc="Nsubjettiness (2 axis)",precision=10), 
        
           tau3 = Var("userFloat('NjettinessAK8Puppi:tau3')",float, doc="Nsubjettiness (3 axis)",precision=10), 
        
           tau4 = Var("userFloat('NjettinessAK8Puppi:tau4')",float, doc="Nsubjettiness (4 axis)",precision=10), 
        
           n2b1 = Var("userFloat('ak8PFJetsPuppiSoftDropValueMap:nb1AK8PuppiSoftDropN2')", float, doc="N2 with beta=1", precision=10), 
        
           n3b1 = Var("userFloat('ak8PFJetsPuppiSoftDropValueMap:nb1AK8PuppiSoftDropN3')", float, doc="N3 with beta=1", precision=10),

Are the SF available for all these ?

mariadalfonso · 2020-08-07T21:13:35Z

PhysicsTools/NanoAOD/python/nano_cff.py

@@ -313,18 +317,21 @@ def nanoAOD_customizeCommon(process):
        nanoAOD_addDeepBTag_switch = cms.untracked.bool(False),
        nanoAOD_addDeepBoostedJet_switch = cms.untracked.bool(True), # will deactivate this in future miniAOD releases
        nanoAOD_addDeepDoubleX_switch = cms.untracked.bool(True), 
+        nanoAOD_addParticleNet_switch = cms.untracked.bool(True),


do you need to re-run the particleNet also when is available in the mini ?
For the re-mini we can use the one stored in the miniAOD ?
For the old samples [ run2_nanoAOD_94X2016, run2_nanoAOD_94XMiniAODv1, run2_nanoAOD_94XMiniAODv2, run2_nanoAOD_102Xv1, run2_nanoAOD_106Xv1 ] indeed we need to re-run.

do you need to re-run the particleNet also when is available in the mini ?

No. We can use the ones stored in MiniAOD once they are available (e.g., in UL re-mini).

ok. good the taggers are already available in master version.

--> for master:
nanoAOD_produceParticleNet_switch = cms.untracked.bool(False)
if run2_nanoAOD_106Xv1 + anyOld:
nanoAOD_produceParticleNet_switch = cms.untracked.bool(True)
add deepParticleNet

for 10_6:
if NOT run2_miniAOD_devel:
nanoAOD_produceParticleNet_switch = cms.untracked.bool(True)
add ParticleNet

probably same logic should be applied to all the previous tagger

ok. good the taggers are already available in master version.

--> for master:
nanoAOD_produceParticleNet_switch = cms.untracked.bool(False)
if run2_nanoAOD_106Xv1 + anyOld:
nanoAOD_produceParticleNet_switch = cms.untracked.bool(True)
add deepParticleNet

for 10_6:
if NOT run2_miniAOD_devel:
nanoAOD_produceParticleNet_switch = cms.untracked.bool(True)
add ParticleNet

probably same logic should be applied to all the previous tagger

Yes indeed. Shall I change this or would you prefer to do it centrally afterwards?

should be done here and not afterwards

should be done here and not afterwards

Done in 2c7b9ae.

hqucms · 2020-08-07T21:18:49Z

@mariadalfonso
SFs will be available for ParticleNet TvsQCD, WvsQCD and all the ParticleNet-MD scores. The long-term plan is to replace most of the DeepAK8 taggers by their ParticleNet counterparts, but depending on the production plans I guess the DeepAK8 taggers will still be needed by ongoing analyses.

Also given that on average the number of high-pt AK8 jets in typical events (e.g., ttbar) is <<1, the overall space increase should be quite small.

cmsbuild · 2020-08-07T21:58:06Z

Comparison is ready
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-c69aaa/8657/summary.html

Comparison Summary:

No significant changes to the logs found
Reco comparison results: 25 differences found in the comparisons
DQMHistoTests: Total files compared: 35
DQMHistoTests: Total histograms compared: 2612401
DQMHistoTests: Total failures: 1
DQMHistoTests: Total nulls: 0
DQMHistoTests: Total successes: 2612352
DQMHistoTests: Total skipped: 48
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: 1.155 KiB( 34 files compared)
DQMHistoSizes: changed ( 1325.7 ): 1.155 KiB Physics/NanoAODDQM
Checked 149 log files, 22 edm output root files, 35 DQM output files

cmsbuild · 2020-08-17T10:41:01Z

The tests are being triggered in jenkins.
Test Parameters:

MATRIX_EXTRAS = 1325.7,1325.6,136.8522,136.8521,1325.8,1325.81,136.7722,10224.15,1325.61,1329.1,136.7952
CMSSW_11_2_X_2020-08-16-2300/slc7_amd64_gcc820: https://cmssdt.cern.ch/jenkins/job/ib-run-pr-tests/8788/console Started: 2020/08/17 12:42

cmsbuild · 2020-08-17T12:03:03Z

+1
Tested at: 2c7b9ae
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-c69aaa/8788/summary.html
CMSSW: CMSSW_11_2_X_2020-08-16-2300
SCRAM_ARCH: slc7_amd64_gcc820

cmsbuild · 2020-08-17T12:03:06Z

Comparison job queued.

cmsbuild · 2020-08-17T13:29:50Z

Comparison is ready
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-c69aaa/8788/summary.html

@slava77 comparisons for the following workflows were not done due to missing matrix map:

/data/cmsbld/jenkins/workspace/compare-root-files-short-matrix/data/PR-c69aaa/10224.15_TTbar_13+2017PU_JMENano+TTbar_13TeV_TuneCUETP8M1_GenSim+DigiPU+RecoPU+HARVESTPU+Nano
/data/cmsbld/jenkins/workspace/compare-root-files-short-matrix/data/PR-c69aaa/1325.61_TTbar_13_106Xv1NanoAODINPUT+TTbar_13_106Xv1NanoAODINPUT+NANOAODMC2017_106XMiniAODv1
/data/cmsbld/jenkins/workspace/compare-root-files-short-matrix/data/PR-c69aaa/1325.81_TTbar_13_106Xv1NanoAODINPUT+TTbar_13_106Xv1NanoAODINPUT+NANOEDMMC2017_106XMiniAODv1+HARVESTNANOAODMC2017_106XMiniAODv1
/data/cmsbld/jenkins/workspace/compare-root-files-short-matrix/data/PR-c69aaa/136.8522_RunJetHT2018A_nanoUL+RunJetHT2018A_nanoUL+NANOEDM2018_106Xv1+HARVESTNANOAOD2018_106Xv1

Comparison Summary:

No significant changes to the logs found
Reco comparison results: 532 differences found in the comparisons
DQMHistoTests: Total files compared: 35
DQMHistoTests: Total histograms compared: 2608246
DQMHistoTests: Total failures: 1
DQMHistoTests: Total nulls: 0
DQMHistoTests: Total successes: 2608197
DQMHistoTests: Total skipped: 48
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: 1.417 KiB( 34 files compared)
DQMHistoSizes: changed ( 1325.7 ): 1.417 KiB Physics/NanoAODDQM
Checked 149 log files, 22 edm output root files, 35 DQM output files

santocch · 2020-08-18T06:42:15Z

+1

mariadalfonso · 2020-08-21T12:08:40Z

@mariadalfonso
SFs will be available for ParticleNet TvsQCD, WvsQCD and all the ParticleNet-MD scores. The long-term plan is to replace most of the DeepAK8 taggers by their ParticleNet counterparts, but depending on the production plans I guess the DeepAK8 taggers will still be needed by ongoing analyses.
Also given that on average the number of high-pt AK8 jets in typical events (e.g., ttbar) is <<1, the overall space increase should be quite small.

Can you quote separately the increase in space in mini and nano ? ttbar events are fine.

@qliphy
Do you have some news on this ?

qliphy · 2020-08-21T12:18:42Z

@mariadalfonso
SFs will be available for ParticleNet TvsQCD, WvsQCD and all the ParticleNet-MD scores. The long-term plan is to replace most of the DeepAK8 taggers by their ParticleNet counterparts, but depending on the production plans I guess the DeepAK8 taggers will still be needed by ongoing analyses.
Also given that on average the number of high-pt AK8 jets in typical events (e.g., ttbar) is <<1, the overall space increase should be quite small.

Can you quote separately the increase in space in mini and nano ? ttbar events are fine.

@qliphy
Do you have some news on this ?

Maybe this is for @hqucms ?

hqucms · 2020-08-25T16:53:13Z

Can you quote separately the increase in space in mini and nano ? ttbar events are fine.

@mariadalfonso

Increase in Mini is negligible (1 out of 110 b-tag discriminants per ak8 jet).
Increase in Nano is topology dependent -- for ttbar the increase is ~0.01kb/evt [1].

[1] before: http://hqu.web.cern.ch/hqu/dev/pr31096-pre.html
after: http://hqu.web.cern.ch/hqu/dev/pr31096-post.html

mariadalfonso · 2020-08-25T19:54:29Z

+xpog

This PR add the particleNet in nano EOY, UL and master.
For the DeepAK8 this PR deactivates the recomputation for ULmini and mini made with master since it's already available in miniAOD while it still recompute the recipe for the EOY.

cmsbuild · 2020-08-25T19:54:54Z

This pull request is fully signed and it will be integrated in one of the next master IBs (tests are also fine). This pull request will now be reviewed by the release team before it's merged. @silviodonato, @dpiparo, @qliphy (and backports should be raised in the release meeting by the corresponding L2)

mariadalfonso · 2020-08-25T19:56:54Z

@hqucms please consider making the backport to 10_6

qliphy · 2020-08-26T01:24:01Z

+1

Add ParticleNet to NanoAOD.

872f4c7

cmsbuild added this to the CMSSW_11_2_X milestone Aug 7, 2020

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cmsbuild added tests-started and removed tests-pending labels Aug 7, 2020

cmsbuild added tests-approved and removed tests-started labels Aug 7, 2020

mariadalfonso mentioned this pull request Aug 7, 2020

features for V8 nanoAOD cms-nanoAOD/cmssw#533

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mariadalfonso reviewed Aug 7, 2020

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Add Hcc and H4q for completeness.

1532c62

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cmsbuild mentioned this pull request Aug 24, 2020

Remove duplicate ECF variables #31213

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[10_6_X] Add ParticleNet to NanoAOD #31244

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Add ParticleNet to NanoAOD #31096

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Add ParticleNet to NanoAOD #31096

Add ParticleNet to NanoAOD #31096

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