Tensorflow-based integration of new DeepFlavour tagger #19893

pablodecm · 2017-07-24T22:51:28Z

This pull request integrates the new DeepFlavour tagger, using the library CMSSW-DNN by @riga (the required part is also included) and adds it to the standard sequences. You can find an overview of the reason and design behind this PR in this BTV WG presentation.

PAT vs reference training framework (latest version)

Here are some checks of compatibility of CMSSW pat-based discriminators computed using the producers develop for this PR with the output from the training framework (DeepJet) as 2D histograms for 1000 of a ttbar RelVal sample

You can find the results for the rest of the flavour labels here. The agreement is of the order of float precision level.

PAT vs RECO comparisons (latest version)

MINIAOD/RECO comparisons (features can be potentially different and the model is trained with MINIAOD), early investigations showed worrying disagreement, especially given that this sequence will run on RECO by default. Latest changes reduce the disagreement.

cmsbuild · 2017-07-24T22:51:53Z

A new Pull Request was created by @pablodecm (Pablo de Castro) for master.

It involves the following packages:

DataFormats/DeepFormats
PhysicsTools/PatAlgos
PhysicsTools/TensorflowInterface
RecoBTag/Combined
RecoBTag/Configuration
RecoBTag/DeepFlavour

The following packages do not have a category, yet:

DataFormats/DeepFormats
PhysicsTools/TensorflowInterface
RecoBTag/DeepFlavour
Please create a PR for https://github.com/cms-sw/cms-bot/blob/master/categories.py to assign category

@perrotta, @cmsbuild, @slava77, @monttj, @davidlange6 can you please review it and eventually sign? Thanks.
@TaiSakuma, @gouskos, @imarches, @ahinzmann, @acaudron, @mmarionncern, @rappoccio, @jdolen, @nhanvtran, @gpetruc, @gkasieczka, @schoef, @ferencek, @mverzett, @mariadalfonso, @pvmulder, @seemasharmafnal, @JyothsnaKomaragiri this is something you requested to watch as well.
@davidlange6 you are the release manager for this.

cms-bot commands are listed here

slava77 · 2017-07-24T23:05:20Z

@cmsbuild please test
just to see that this compiles
some renaming/refactoring will be needed from a quick glance

@pablodecm please edit the PR description and add a link to a presentation in BTV
@ferencek please confirm that this code was reviewed by the BTV already

Thank you.

cmsbuild · 2017-07-24T23:05:45Z

The tests are being triggered in jenkins.
https://cmssdt.cern.ch/jenkins/job/ib-any-integration/21723/console Started: 2017/07/25 01:06

cmsbuild · 2017-07-25T00:07:13Z

-1

Tested at: 696dbd4

The following merge commits were also included on top of IB + this PR after doing git cms-merge-topic:
0e387ad
ae36fc2
a1f0a3b
You can see more details here:
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-19893/21723/git-log-recent-commits
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-19893/21723/git-merge-result

You can see the results of the tests here:
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-19893/21723/summary.html

I found follow errors while testing this PR

Failed tests: UnitTests RelVals AddOn

Unit Tests:

I found errors in the following unit tests:

---> test runtestPhysicsToolsPatAlgos had ERRORS

RelVals:

When I ran the RelVals I found an error in the following worklfows:
135.4 step1

runTheMatrix-results/135.4_ZEE_13+ZEEFS_13+HARVESTUP15FS+MINIAODMCUP15FS/step1_ZEE_13+ZEEFS_13+HARVESTUP15FS+MINIAODMCUP15FS.log

5.1 step1

runTheMatrix-results/5.1_TTbar+TTbarFS+HARVESTFS/step1_TTbar+TTbarFS+HARVESTFS.log

4.53 step3

runTheMatrix-results/4.53_RunPhoton2012B+RunPhoton2012B+HLTD+RECODR1reHLT+HARVESTDR1reHLT/step3_RunPhoton2012B+RunPhoton2012B+HLTD+RECODR1reHLT+HARVESTDR1reHLT.log

136.731 step3

runTheMatrix-results/136.731_RunSinglePh2016B+RunSinglePh2016B+HLTDR2_2016+RECODR2_2016reHLT_skimSinglePh_HIPM+HARVESTDR2/step3_RunSinglePh2016B+RunSinglePh2016B+HLTDR2_2016+RECODR2_2016reHLT_skimSinglePh_HIPM+HARVESTDR2.log

136.7611 step2

runTheMatrix-results/136.7611_RunJetHT2016E_reminiaod+RunJetHT2016E_reminiaod+REMINIAOD_data2016+HARVESTDR2_REMINIAOD_data2016/step2_RunJetHT2016E_reminiaod+RunJetHT2016E_reminiaod+REMINIAOD_data2016+HARVESTDR2_REMINIAOD_data2016.log

1000.0 step2

runTheMatrix-results/1000.0_RunMinBias2011A+RunMinBias2011A+TIER0+SKIMD+HARVESTDfst2+ALCASPLIT/step2_RunMinBias2011A+RunMinBias2011A+TIER0+SKIMD+HARVESTDfst2+ALCASPLIT.log

1306.0 step3

runTheMatrix-results/1306.0_SingleMuPt1_UP15+SingleMuPt1_UP15+DIGIUP15+RECOUP15+HARVESTUP15/step3_SingleMuPt1_UP15+SingleMuPt1_UP15+DIGIUP15+RECOUP15+HARVESTUP15.log

1001.0 step2

runTheMatrix-results/1001.0_RunMinBias2011A+RunMinBias2011A+TIER0EXP+ALCAEXP+ALCAHARVD1+ALCAHARVD2+ALCAHARVD3+ALCAHARVD4+ALCAHARVD5/step2_RunMinBias2011A+RunMinBias2011A+TIER0EXP+ALCAEXP+ALCAHARVD1+ALCAHARVD2+ALCAHARVD3+ALCAHARVD4+ALCAHARVD5.log

1330.0 step3

runTheMatrix-results/1330.0_ZMM_13+ZMM_13+DIGIUP15+RECOUP15+HARVESTUP15/step3_ZMM_13+ZMM_13+DIGIUP15+RECOUP15+HARVESTUP15.log

9.0 step3

runTheMatrix-results/9.0_Higgs200ChargedTaus+Higgs200ChargedTaus+DIGI+RECO+HARVEST/step3_Higgs200ChargedTaus+Higgs200ChargedTaus+DIGI+RECO+HARVEST.log

1003.0 step2

runTheMatrix-results/1003.0_RunMinBias2012A+RunMinBias2012A+RECODDQM+HARVESTDDQM/step2_RunMinBias2012A+RunMinBias2012A+RECODDQM+HARVESTDDQM.log

25.0 step3

runTheMatrix-results/25.0_TTbar+TTbar+DIGI+RECOAlCaCalo+HARVEST+ALCATT/step3_TTbar+TTbar+DIGI+RECOAlCaCalo+HARVEST+ALCATT.log

50202.0 step3

runTheMatrix-results/50202.0_TTbar_13+TTbar_13+DIGIUP15_PU50+RECOUP15_PU50+HARVESTUP15_PU50/step3_TTbar_13+TTbar_13+DIGIUP15_PU50+RECOUP15_PU50+HARVESTUP15_PU50.log

10042.0 step3

runTheMatrix-results/10042.0_ZMM_13+ZMM_13TeV_TuneCUETP8M1_2017_GenSimFull+DigiFull_2017+RecoFull_2017+ALCAFull_2017+HARVESTFull_2017/step3_ZMM_13+ZMM_13TeV_TuneCUETP8M1_2017_GenSimFull+DigiFull_2017+RecoFull_2017+ALCAFull_2017+HARVESTFull_2017.log

25202.0 step3

runTheMatrix-results/25202.0_TTbar_13+TTbar_13+DIGIUP15_PU25+RECOUP15_PU25+HARVESTUP15_PU25/step3_TTbar_13+TTbar_13+DIGIUP15_PU25+RECOUP15_PU25+HARVESTUP15_PU25.log

10024.0 step3

runTheMatrix-results/10024.0_TTbar_13+TTbar_13TeV_TuneCUETP8M1_2017_GenSimFull+DigiFull_2017+RecoFull_2017+ALCAFull_2017+HARVESTFull_2017/step3_TTbar_13+TTbar_13TeV_TuneCUETP8M1_2017_GenSimFull+DigiFull_2017+RecoFull_2017+ALCAFull_2017+HARVESTFull_2017.log

10824.0 step3

runTheMatrix-results/10824.0_TTbar_13+TTbar_13TeV_TuneCUETP8M1_2018_GenSimFull+DigiFull_2018+RecoFull_2018+ALCAFull_2018+HARVESTFull_2018/step3_TTbar_13+TTbar_13TeV_TuneCUETP8M1_2018_GenSimFull+DigiFull_2018+RecoFull_2018+ALCAFull_2018+HARVESTFull_2018.log

20034.0 step3

runTheMatrix-results/20034.0_TTbar_14TeV+TTbar_14TeV_TuneCUETP8M1_2023D17_GenSimHLBeamSpotFull14+DigiFullTrigger_2023D17+RecoFullGlobal_2023D17+HARVESTFullGlobal_2023D17/step3_TTbar_14TeV+TTbar_14TeV_TuneCUETP8M1_2023D17_GenSimHLBeamSpotFull14+DigiFullTrigger_2023D17+RecoFullGlobal_2023D17+HARVESTFullGlobal_2023D17.log

20434.0 step3

runTheMatrix-results/20434.0_TTbar_14TeV+TTbar_14TeV_TuneCUETP8M1_2023D19_GenSimHLBeamSpotFull14+DigiFullTrigger_2023D19+RecoFullGlobal_2023D19+HARVESTFullGlobal_2023D19/step3_TTbar_14TeV+TTbar_14TeV_TuneCUETP8M1_2023D19_GenSimHLBeamSpotFull14+DigiFullTrigger_2023D19+RecoFullGlobal_2023D19+HARVESTFullGlobal_2023D19.log

AddOn:

I found errors in the following addon tests:

cmsDriver.py TTbar_8TeV_TuneCUETP8M1_cfi --conditions auto:run1_mc --fast -n 100 --eventcontent AODSIM,DQM --relval 100000,1000 -s GEN,SIM,RECOBEFMIX,DIGI:pdigi_valid,L1,DIGI2RAW,L1Reco,RECO,EI,VALIDATION --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --datatier GEN-SIM-DIGI-RECO,DQMIO --beamspot Realistic8TeVCollision : FAILED - time: date Tue Jul 25 01:45:24 2017-date Tue Jul 25 01:43:34 2017 s - exit: 16896
cmsRun /build/cmsbld/jenkins-workarea/workspace/ib-any-integration/CMSSW_9_3_X_2017-07-24-1100/src/PhysicsTools/PatAlgos/test/IntegrationTest_cfg.py : FAILED - time: date Tue Jul 25 01:44:11 2017-date Tue Jul 25 01:43:35 2017 s - exit: 17920
cmsDriver.py RelVal -s HLT:Fake2,RAW2DIGI,L1Reco,RECO --data --scenario=pp -n 10 --conditions auto:run2_data_Fake2 --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --era Run2_2016 --processName=HLTRECO --filein file:RelVal_Raw_Fake2_DATA.root --fileout file:RelVal_Raw_Fake2_DATA_HLT_RECO.root : FAILED - time: date Tue Jul 25 01:46:02 2017-date Tue Jul 25 01:43:38 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:2e34_v2,RAW2DIGI,L1Reco,RECO --mc --scenario=pp -n 10 --conditions auto:run2_mc_2e34_v2 --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --era Run2_2017 --processName=HLTRECO --filein file:RelVal_Raw_2e34_v2_MC.root --fileout file:RelVal_Raw_2e34_v2_MC_HLT_RECO.root : FAILED - time: date Tue Jul 25 01:57:47 2017-date Tue Jul 25 01:43:43 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:PRef,RAW2DIGI,L1Reco,RECO --data --scenario=pp -n 10 --conditions auto:run2_data_PRef --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --era Run2_2017 --processName=HLTRECO --filein file:RelVal_Raw_PRef_DATA.root --fileout file:RelVal_Raw_PRef_DATA_HLT_RECO.root : FAILED - time: date Tue Jul 25 02:03:03 2017-date Tue Jul 25 01:43:48 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:GRun,RAW2DIGI,L1Reco,RECO --mc --scenario=pp -n 10 --conditions auto:run2_mc_GRun --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --era Run2_2017 --processName=HLTRECO --filein file:RelVal_Raw_GRun_MC.root --fileout file:RelVal_Raw_GRun_MC_HLT_RECO.root : FAILED - time: date Tue Jul 25 01:56:17 2017-date Tue Jul 25 01:43:58 2017 s - exit: 16896
cmsDriver.py TTbar_13TeV_TuneCUETP8M1_cfi --conditions auto:run2_mc --fast -n 100 --eventcontent AODSIM,DQM --relval 100000,1000 -s GEN,SIM,RECOBEFMIX,DIGI:pdigi_valid,L1,DIGI2RAW,L1Reco,RECO,EI,VALIDATION --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --datatier GEN-SIM-DIGI-RECO,DQMIO --beamspot NominalCollision2015 --era Run2_25ns : FAILED - time: date Tue Jul 25 01:46:03 2017-date Tue Jul 25 01:44:02 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:PIon,RAW2DIGI,L1Reco,RECO --mc --scenario=pp -n 10 --conditions auto:run2_mc_PIon --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --era Run2_2017 --processName=HLTRECO --filein file:RelVal_Raw_PIon_MC.root --fileout file:RelVal_Raw_PIon_MC_HLT_RECO.root : FAILED - time: date Tue Jul 25 01:55:01 2017-date Tue Jul 25 01:44:15 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:PRef,RAW2DIGI,L1Reco,RECO --mc --scenario=pp -n 10 --conditions auto:run2_mc_PRef --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --era Run2_2017 --processName=HLTRECO --filein file:RelVal_Raw_PRef_MC.root --fileout file:RelVal_Raw_PRef_MC_HLT_RECO.root : FAILED - time: date Tue Jul 25 02:00:19 2017-date Tue Jul 25 01:45:27 2017 s - exit: 16896
cmsDriver.py TTbar_13TeV_TuneCUETP8M1_cfi --conditions auto:run2_mc --fast -n 100 --eventcontent AODSIM,DQM --relval 100000,1000 -s GEN,SIM,RECOBEFMIX,DIGI:pdigi_valid,L1,DIGI2RAW,L1Reco,RECO,EI,VALIDATION --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --datatier GEN-SIM-DIGI-RECO,DQMIO --beamspot NominalCollision2015 --era Run2_2016 : FAILED - time: date Tue Jul 25 01:50:37 2017-date Tue Jul 25 01:46:08 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:PIon,RAW2DIGI,L1Reco,RECO --data --scenario=pp -n 10 --conditions auto:run2_data_PIon --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --era Run2_2017 --processName=HLTRECO --filein file:RelVal_Raw_PIon_DATA.root --fileout file:RelVal_Raw_PIon_DATA_HLT_RECO.root : FAILED - time: date Tue Jul 25 01:52:36 2017-date Tue Jul 25 01:46:10 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:Fake,RAW2DIGI,L1Reco,RECO --mc --scenario=pp -n 10 --conditions auto:run1_mc_Fake --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --processName=HLTRECO --filein file:RelVal_Raw_Fake_MC.root --fileout file:RelVal_Raw_Fake_MC_HLT_RECO.root : FAILED - time: date Tue Jul 25 02:00:53 2017-date Tue Jul 25 01:50:43 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:Fake2,RAW2DIGI,L1Reco,RECO --mc --scenario=pp -n 10 --conditions auto:run2_mc_Fake2 --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --era Run2_2016 --processName=HLTRECO --filein file:RelVal_Raw_Fake2_MC.root --fileout file:RelVal_Raw_Fake2_MC_HLT_RECO.root : FAILED - time: date Tue Jul 25 02:02:10 2017-date Tue Jul 25 01:53:29 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:Fake1,RAW2DIGI,L1Reco,RECO --mc --scenario=pp -n 10 --conditions auto:run2_mc_Fake1 --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --era Run2_25ns --processName=HLTRECO --filein file:RelVal_Raw_Fake1_MC.root --fileout file:RelVal_Raw_Fake1_MC_HLT_RECO.root : FAILED - time: date Tue Jul 25 02:02:26 2017-date Tue Jul 25 01:55:04 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:Fake,RAW2DIGI,L1Reco,RECO --data --scenario=pp -n 10 --conditions auto:run1_data_Fake --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --processName=HLTRECO --filein file:RelVal_Raw_Fake_DATA.root --fileout file:RelVal_Raw_Fake_DATA_HLT_RECO.root : FAILED - time: date Tue Jul 25 02:00:53 2017-date Tue Jul 25 01:56:56 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:GRun,RAW2DIGI,L1Reco,RECO --data --scenario=pp -n 10 --conditions auto:run2_data_GRun --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --era Run2_2017 --processName=HLTRECO --filein file:RelVal_Raw_GRun_DATA.root --fileout file:RelVal_Raw_GRun_DATA_HLT_RECO.root : FAILED - time: date Tue Jul 25 02:04:02 2017-date Tue Jul 25 01:57:48 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:Fake1,RAW2DIGI,L1Reco,RECO --data --scenario=pp -n 10 --conditions auto:run2_data_Fake1 --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --era Run2_25ns --processName=HLTRECO --filein file:RelVal_Raw_Fake1_DATA.root --fileout file:RelVal_Raw_Fake1_DATA_HLT_RECO.root : FAILED - time: date Tue Jul 25 02:02:30 2017-date Tue Jul 25 02:00:22 2017 s - exit: 16896
cmsDriver.py RelVal -s HLT:2e34_v2,RAW2DIGI,L1Reco,RECO --data --scenario=pp -n 10 --conditions auto:run2_data_2e34_v2 --relval 9000,50 --datatier "RAW-HLT-RECO" --eventcontent FEVTDEBUGHLT --customise=HLTrigger/Configuration/CustomConfigs.L1THLT --era Run2_2017 --processName=HLTRECO --filein file:RelVal_Raw_2e34_v2_DATA.root --fileout file:RelVal_Raw_2e34_v2_DATA_HLT_RECO.root : FAILED - time: date Tue Jul 25 02:04:51 2017-date Tue Jul 25 02:00:53 2017 s - exit: 16896

The following merge commits were also included on top of IB + this PR after doing git cms-merge-topic:
0e387ad
ae36fc2
a1f0a3b
You can see more details here:
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-19893/21723/git-log-recent-commits
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-19893/21723/git-merge-result

cmsbuild · 2017-07-25T00:07:15Z

Comparison not run due to runTheMatrix errors (RelVals and Igprof tests were also skipped)

cmsbuild · 2017-07-25T10:37:56Z

Pull request #19893 was updated. @perrotta, @cmsbuild, @slava77, @monttj, @davidlange6 can you please check and sign again.

slava77 · 2017-07-25T15:09:55Z

@pablodecm
please confirm that runTheMatrix.py -l limited -i all runs now
http://cms-sw.github.io/PRWorkflow

pablodecm · 2017-07-26T07:56:06Z

@slava77 I confirm that runTheMatrix.py -l limited -i all runs after the latest configuration changes which deactivate this tagger by default in PAT until it is available in the RelVals and it is also now configured to not run in PUPPI jets. Also runtestPhysicsToolsPatAlgos runs now.

slava77 · 2017-07-26T12:19:35Z

@cmsbuild please test
after it was confirmed that the code runs locally

cmsbuild · 2017-07-26T12:19:56Z

The tests are being triggered in jenkins.
https://cmssdt.cern.ch/jenkins/job/ib-any-integration/21781/console Started: 2017/07/26 14:21

cmsbuild · 2018-01-22T14:22:31Z

The tests are being triggered in jenkins.
https://cmssdt.cern.ch/jenkins/job/ib-any-integration/25548/console Started: 2018/01/22 15:24

cmsbuild · 2018-01-22T17:55:15Z

+1
Tested at: 43a1adb
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-19893/25548/summary.html

cmsbuild · 2018-01-22T17:55:18Z

Comparison job queued.

cmsbuild · 2018-01-22T19:13:29Z

Comparison is ready
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-19893/25548/summary.html

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

/build/cmsbld/jenkins/workspace/compare-root-files-short-matrix/results/JR-comparison/PR-19893/1325.7_TTbar_13_94XNanoAODINPUT+TTbar_13_94XNanoAODINPUT+NANOEDMMC2017

Comparison Summary:

No significant changes to the logs found
Reco comparison results: 16 differences found in the comparisons
DQMHistoTests: Total files compared: 26
DQMHistoTests: Total histograms compared: 2467599
DQMHistoTests: Total failures: 44
DQMHistoTests: Total nulls: 0
DQMHistoTests: Total successes: 2467386
DQMHistoTests: Total skipped: 169
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: 0.970000000096 KiB( 22 files compared)
Checked 110 log files, 9 edm output root files, 26 DQM output files

fabiocos · 2018-01-25T10:31:41Z

+1

fabiocos · 2018-01-25T10:32:33Z

merge

Adresses some comments in the review of cms-sw#19893.

Adresses some of the comments in cms-sw#19893.

Adresses some comments in the review of cms-sw#19893.

Adresses some of the comments in cms-sw#19893.

cmsbuild added this to the CMSSW_9_3_X milestone Jul 24, 2017

cmsbuild added analysis-pending comparison-pending new-package-pending orp-pending pending-signatures reconstruction-pending tests-pending labels Jul 24, 2017

cmsbuild added tests-started and removed tests-pending labels Jul 24, 2017

cmsbuild added comparison-notrun tests-rejected comparison-pending tests-pending and removed comparison-pending tests-started comparison-notrun tests-rejected labels Jul 25, 2017

cmsbuild added tests-started and removed tests-pending labels Jul 26, 2017

cmsbuild added the comparison-pending label Jan 22, 2018

cmsbuild added tests-pending tests-started and removed tests-pending labels Jan 22, 2018

cmsbuild added tests-approved and removed tests-started labels Jan 22, 2018

cmsbuild added comparison-available and removed comparison-pending labels Jan 22, 2018

arizzi mentioned this pull request Jan 23, 2018

features needed for 94X re-miniAOD #21864

Closed

15 tasks

smuzaffar modified the milestones: CMSSW_10_0_X, CMSSW_10_1_X Jan 24, 2018

pablodecm mentioned this pull request Jan 24, 2018

Update cms-data/RecoBTag-Combined to V01-00-08 in 94X IBs cms-sw/cmsdist#3687

Closed

cmsbuild added orp-approved and removed orp-pending labels Jan 25, 2018

cmsbuild merged commit bfe3fba into cms-sw:master Jan 25, 2018

jmduarte pushed a commit to jmduarte/cmssw that referenced this pull request Jan 25, 2018

Style fix: uppercase members from DeepNTuples

267259d

Adresses some comments in the review of cms-sw#19893.

jmduarte pushed a commit to jmduarte/cmssw that referenced this pull request Jan 25, 2018

Style fix: btagbtv namespace and remove spurious ;

8c6d733

Adresses some of the comments in cms-sw#19893.

This was referenced Jan 26, 2018

Backport eigen and tensorflow-sources from 10_1_X to 9_4_X cms-sw/cmsdist#3689

Merged

Update RecoBTag-Combined with new data files cms-sw/cmsdist#3688

Merged

pablodecm added a commit to pablodecm/cmssw that referenced this pull request Jan 30, 2018

Style fix: uppercase members from DeepNTuples

638b1be

Adresses some comments in the review of cms-sw#19893.

pablodecm added a commit to pablodecm/cmssw that referenced this pull request Jan 30, 2018

Style fix: btagbtv namespace and remove spurious ;

e4e1b5c

Adresses some of the comments in cms-sw#19893.

pablodecm mentioned this pull request Jan 30, 2018

Backport to 9_4_X of DeepFlavour and TF API #22042

Merged

jmduarte mentioned this pull request Apr 22, 2018

TensorFlow-based DeepDoubleB tagger integration #23033

Merged

makortel mentioned this pull request Mar 2, 2020

Writing an ESProducer to create a record holding a tensorflow::Session object #28912

Closed

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Tensorflow-based integration of new DeepFlavour tagger #19893

Tensorflow-based integration of new DeepFlavour tagger #19893

pablodecm commented Jul 24, 2017 •

edited

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slava77 commented Jul 24, 2017

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Tensorflow-based integration of new DeepFlavour tagger #19893

Tensorflow-based integration of new DeepFlavour tagger #19893

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pablodecm commented Jul 24, 2017 • edited Loading

PAT vs reference training framework (latest version)

PAT vs RECO comparisons (latest version)

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