TICLv5 : Superclustering DNN #45333

tcuisset · 2024-06-27T15:23:59Z

PR description:

This PR brings a new electron superclustering setup for TICLv5. Superclusters can be built either using a DNN or the Mustache algorithm.

Changes :

PCA cleaning algorithm (slides)
Superclustering DNN (TracksterLinkingBySuperClusteringDNN), with EDAnalyzer for producing training samples (SuperclusteringSampleDumper)
Superclustering with Mustache inside TICL (TracksterLinkingbySuperClusteringMustache)
Producer to convert superclusters as tracksters to Egamma dataformats and feeding it to electron chain, with energy regression (EGammaSuperclusterProducer)
refactored TICLDumper to make it better configurable

Adds three process modifiers to choose between old PF-based Mustache superclustering, new TICL-based Mustache, and DNN-based superclustering.

No significant changes are expected to workflows that do not enable ticl_v5 modifier (off by default), though some very small changes are due to a change from double to float in trackster PCA calculation . For ticl_v5 workflows changes in electron reconstruction are expected.

Presentation : TICL meeting

This PR depends on cms-data : cms-data/RecoHGCal-TICL#5

PR validation:

Tested using runTheMatrix workflows :

29691.203 SingleElectronPt15Eta1p7_2p7_2026D110 + ticl_v5
29691.204 SingleElectronPt15Eta1p7_2p7_2026D110 + ticl_v5_mustache
29691.205 SingleElectronPt15Eta1p7_2p7_2026D110 + ticl_v5_mustache_pf
29646.204 ZEE_14TeV_TuneCP5_2026D110 + ticl_v5_mustache
29646.205 ZEE_14TeV_TuneCP5_2026D110 + ticl_v5_mustache_pf

and also 29846.204,29846.205,29891.203,29891.204,29891.205

cmsbuild · 2024-06-27T15:24:29Z

cms-bot internal usage

cmsbuild · 2024-06-27T15:28:52Z

+code-checks

Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-45333/40749

This PR adds an extra 156KB to repository
There are other open Pull requests which might conflict with changes you have proposed:
- File Configuration/PyReleaseValidation/README.md modified in PR(s): Add run3 tracking low pu era #33532, Aggiornamento efficienze singola traccia #45326
- File Configuration/PyReleaseValidation/python/upgradeWorkflowComponents.py modified in PR(s): Add run3 tracking low pu era #33532, Alpaka implementation of Hcal Local Reconstruction (Mahi) #44910, CMSSW Integration of LST #45117, Aggiornamento efficienze singola traccia #45326
- File RecoHGCal/TICL/plugins/TICLCandidateProducer.cc modified in PR(s): TICLv5: do not use trajectories to compute the track path length #45283
- File RecoHGCal/TICL/python/customiseForTICLv5_cff.py modified in PR(s): TICLv5: do not use trajectories to compute the track path length #45283
- File RecoHGCal/TICL/python/iterativeTICL_cff.py modified in PR(s): Remove Passthrough Pattern Recognition from TICLv4 #45272, TICLv5: do not use trajectories to compute the track path length #45283

cmsbuild · 2024-06-27T15:29:12Z

A new Pull Request was created by @tcuisset for master.

It involves the following packages:

CommonTools/RecoAlgos (reconstruction)
Configuration/ProcessModifiers (operations)
Configuration/PyReleaseValidation (upgrade, pdmv)
DataFormats/HGCalReco (upgrade, reconstruction)
RecoHGCal/Configuration (upgrade, reconstruction)
RecoHGCal/TICL (upgrade, reconstruction)
SimCalorimetry/HGCalAssociatorProducers (upgrade, simulation)
Validation/Configuration (simulation, dqm)
Validation/HGCalValidation (dqm)

@AdrianoDee, @antoniovagnerini, @antoniovilela, @civanch, @cmsbuild, @davidlange6, @fabiocos, @jfernan2, @kskovpen, @mandrenguyen, @mdhildreth, @miquork, @nothingface0, @rappoccio, @rvenditti, @srimanob, @subirsarkar, @sunilUIET, @syuvivida, @tjavaid can you please review it and eventually sign? Thanks.
@Martin-Grunewald, @abbiendi, @ahinzmann, @apsallid, @bsunanda, @cseez, @fabiocos, @felicepantaleo, @forthommel, @gkasieczka, @hatakeyamak, @jdolen, @jhgoh, @lecriste, @lgray, @makortel, @missirol, @mmusich, @pfs, @rappoccio, @rovere, @sameasy, @sethzenz, @slomeo, @sobhatta, @vandreev11, @youyingli this is something you requested to watch as well.
@antoniovilela, @rappoccio, @sextonkennedy you are the release manager for this.

cms-bot commands are listed here

felicepantaleo · 2024-06-27T16:27:30Z

test parameters:

workflow_opts= -w upgrade
workflow = 29888.203,29688.203

felicepantaleo · 2024-06-27T16:28:00Z

@cmsbuild please test

cmsbuild · 2024-06-27T18:56:25Z

-1

Failed Tests: RelVals
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-d1a85e/40131/summary.html
COMMIT: e8b0e18
CMSSW: CMSSW_14_1_X_2024-06-27-1100/el8_amd64_gcc12
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/45333/40131/install.sh to create a dev area with all the needed externals and cmssw changes.

DAS Queries: The DAS query tests failed, see the summary page for details.

RelVals

29700.0

----- Begin Fatal Exception 27-Jun-2024 19:42:59 CEST-----------------------
An exception of category 'ConfigFileReadError' occurred while
   [0] Processing the python configuration file named step3_RAW2DIGI_RECO_RECOSIM_PAT_VALIDATION_DQM.py
Exception Message:
 unknown python problem occurred.
RuntimeError: An exception of category 'FileInPathError' occurred.
Exception Message:
edm::FileInPath unable to find file RecoHGCal/TICL/data/superclustering/regression_v1.onnx anywhere in the search path.
The search path is defined by: CMSSW_SEARCH_PATH
${CMSSW_SEARCH_PATH} is: /cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/45333/40131/CMSSW_14_1_X_2024-06-27-1100/poison:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/45333/40131/CMSSW_14_1_X_2024-06-27-1100/src:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/45333/40131/CMSSW_14_1_X_2024-06-27-1100/external/el8_amd64_gcc12/data:/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/poison:/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src:/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/external/el8_amd64_gcc12/data
Current directory is: /data/cmsbld/jenkins/workspace/ib-run-pr-relvals/matrix-results/29700.0_CloseByPGun_CE_H_Coarse_Scint+2026D110


At:
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Types.py(1001): insertInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Mixins.py(385): insertContentsInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Mixins.py(520): insertInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Modules.py(161): insertInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Config.py(1217): _insertManyInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Config.py(1490): fillProcessDesc
  <string>(2): <module>

----- End Fatal Exception -------------------------------------------------

29696.0

----- Begin Fatal Exception 27-Jun-2024 19:42:59 CEST-----------------------
An exception of category 'ConfigFileReadError' occurred while
   [0] Processing the python configuration file named step3_RAW2DIGI_RECO_RECOSIM_PAT_VALIDATION_DQM.py
Exception Message:
 unknown python problem occurred.
RuntimeError: An exception of category 'FileInPathError' occurred.
Exception Message:
edm::FileInPath unable to find file RecoHGCal/TICL/data/superclustering/regression_v1.onnx anywhere in the search path.
The search path is defined by: CMSSW_SEARCH_PATH
${CMSSW_SEARCH_PATH} is: /cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/45333/40131/CMSSW_14_1_X_2024-06-27-1100/poison:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/45333/40131/CMSSW_14_1_X_2024-06-27-1100/src:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/45333/40131/CMSSW_14_1_X_2024-06-27-1100/external/el8_amd64_gcc12/data:/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/poison:/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src:/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/external/el8_amd64_gcc12/data
Current directory is: /data/cmsbld/jenkins/workspace/ib-run-pr-relvals/matrix-results/29696.0_CloseByPGun_CE_E_Front_120um+2026D110


At:
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Types.py(1001): insertInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Mixins.py(385): insertContentsInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Mixins.py(520): insertInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Modules.py(161): insertInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Config.py(1217): _insertManyInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Config.py(1490): fillProcessDesc
  <string>(2): <module>

----- End Fatal Exception -------------------------------------------------

29634.0

----- Begin Fatal Exception 27-Jun-2024 19:45:49 CEST-----------------------
An exception of category 'ConfigFileReadError' occurred while
   [0] Processing the python configuration file named step3_RAW2DIGI_RECO_RECOSIM_PAT_VALIDATION_DQM.py
Exception Message:
 unknown python problem occurred.
RuntimeError: An exception of category 'FileInPathError' occurred.
Exception Message:
edm::FileInPath unable to find file RecoHGCal/TICL/data/superclustering/regression_v1.onnx anywhere in the search path.
The search path is defined by: CMSSW_SEARCH_PATH
${CMSSW_SEARCH_PATH} is: /cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/45333/40131/CMSSW_14_1_X_2024-06-27-1100/poison:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/45333/40131/CMSSW_14_1_X_2024-06-27-1100/src:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/45333/40131/CMSSW_14_1_X_2024-06-27-1100/external/el8_amd64_gcc12/data:/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/poison:/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src:/cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/external/el8_amd64_gcc12/data
Current directory is: /data/cmsbld/jenkins/workspace/ib-run-pr-relvals/matrix-results/29634.0_TTbar_14TeV+2026D110


At:
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Types.py(1001): insertInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Mixins.py(385): insertContentsInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Mixins.py(520): insertInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Modules.py(161): insertInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Config.py(1217): _insertManyInto
  /cvmfs/cms-ib.cern.ch/sw/x86_64/nweek-02843/el8_amd64_gcc12/cms/cmssw-patch/CMSSW_14_1_X_2024-06-27-1100/src/FWCore/ParameterSet/python/Config.py(1490): fillProcessDesc
  <string>(2): <module>

----- End Fatal Exception -------------------------------------------------

Expand to see more relval errors ...

rovere · 2024-06-28T08:17:14Z

@cmsbuild please test with cms-data/RecoHGCal-TICL#5

cmsbuild · 2024-06-28T12:37:56Z

-1

Failed Tests: RelVals
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-d1a85e/40141/summary.html
COMMIT: e8b0e18
CMSSW: CMSSW_14_1_X_2024-06-27-2300/el8_amd64_gcc12
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/45333/40141/install.sh to create a dev area with all the needed externals and cmssw changes.

DAS Queries: The DAS query tests failed, see the summary page for details.

RelVals

29696.0

----- Begin Fatal Exception 28-Jun-2024 12:01:27 CEST-----------------------
An exception of category 'ProductNotFound' occurred while
   [0] Processing  Event run: 1 lumi: 1 event: 1 stream: 0
   [1] Running path 'dqmofflineOnPAT_1_step'
   [2] Prefetching for module SingleTopTChannelLeptonDQM_miniAOD/'singleTopElectronMediumDQM_miniAOD'
   [3] Prefetching for module PATMuonSlimmer/'slimmedMuons'
   [4] Prefetching for module PATMuonSelector/'selectedPatMuons'
   [5] Prefetching for module PATMuonProducer/'patMuons'
   [6] Prefetching for module MuonProducer/'muons'
   [7] Prefetching for module PFCandidateListMerger/'particleFlowTmp'
   [8] Prefetching for module PFProducer/'particleFlowTmpBarrel'
   [9] Prefetching for module PFBlockProducer/'particleFlowBlock'
   [10] Prefetching for module PFElecTkProducer/'pfTrackElec'
   [11] Prefetching for module GsfTrackProducer/'electronGsfTracks'
   [12] Prefetching for module CkfTrackCandidateMaker/'electronCkfTrackCandidates'
   [13] Prefetching for module ElectronSeedMerger/'electronMergedSeeds'
   [14] Prefetching for module ElectronSeedProducer/'ecalDrivenElectronSeeds'
   [15] Calling method for module EGammaSuperclusterProducer/'particleFlowSuperClusterHGCal'
Exception Message:
Principal::getByToken: Found zero products matching all criteria
Looking for type: std::vector<ticl::Trackster>
Looking for module label: ticlTracksterLinksSuperclusteringDNN
Looking for productInstanceName: 

   Additional Info:
      [a] If you wish to continue processing events after a ProductNotFound exception,
add "TryToContinue = cms.untracked.vstring('ProductNotFound')" to the "options" PSet in the configuration.

----- End Fatal Exception -------------------------------------------------

29700.0

----- Begin Fatal Exception 28-Jun-2024 12:01:34 CEST-----------------------
An exception of category 'ProductNotFound' occurred while
   [0] Processing  Event run: 1 lumi: 1 event: 1 stream: 0
   [1] Running path 'dqmofflineOnPAT_1_step'
   [2] Prefetching for module SingleTopTChannelLeptonDQM_miniAOD/'singleTopElectronMediumDQM_miniAOD'
   [3] Prefetching for module PATMuonSlimmer/'slimmedMuons'
   [4] Prefetching for module PATMuonSelector/'selectedPatMuons'
   [5] Prefetching for module PATMuonProducer/'patMuons'
   [6] Prefetching for module MuonProducer/'muons'
   [7] Prefetching for module PFCandidateListMerger/'particleFlowTmp'
   [8] Prefetching for module PFProducer/'particleFlowTmpBarrel'
   [9] Prefetching for module PFBlockProducer/'particleFlowBlock'
   [10] Prefetching for module PFElecTkProducer/'pfTrackElec'
   [11] Prefetching for module GsfTrackProducer/'electronGsfTracks'
   [12] Prefetching for module CkfTrackCandidateMaker/'electronCkfTrackCandidates'
   [13] Prefetching for module ElectronSeedMerger/'electronMergedSeeds'
   [14] Prefetching for module ElectronSeedProducer/'ecalDrivenElectronSeeds'
   [15] Calling method for module EGammaSuperclusterProducer/'particleFlowSuperClusterHGCal'
Exception Message:
Principal::getByToken: Found zero products matching all criteria
Looking for type: std::vector<ticl::Trackster>
Looking for module label: ticlTracksterLinksSuperclusteringDNN
Looking for productInstanceName: 

   Additional Info:
      [a] If you wish to continue processing events after a ProductNotFound exception,
add "TryToContinue = cms.untracked.vstring('ProductNotFound')" to the "options" PSet in the configuration.

----- End Fatal Exception -------------------------------------------------

29634.0

----- Begin Fatal Exception 28-Jun-2024 12:04:37 CEST-----------------------
An exception of category 'ProductNotFound' occurred while
   [0] Processing  Event run: 1 lumi: 1 event: 1 stream: 0
   [1] Running path 'dqmofflineOnPAT_1_step'
   [2] Prefetching for module SingleTopTChannelLeptonDQM_miniAOD/'singleTopElectronMediumDQM_miniAOD'
   [3] Prefetching for module PATMuonSlimmer/'slimmedMuons'
   [4] Prefetching for module PATMuonSelector/'selectedPatMuons'
   [5] Prefetching for module PATMuonProducer/'patMuons'
   [6] Prefetching for module MuonProducer/'muons'
   [7] Prefetching for module PFCandidateListMerger/'particleFlowTmp'
   [8] Prefetching for module PFProducer/'particleFlowTmpBarrel'
   [9] Prefetching for module PFBlockProducer/'particleFlowBlock'
   [10] Prefetching for module PFElecTkProducer/'pfTrackElec'
   [11] Prefetching for module GsfTrackProducer/'electronGsfTracks'
   [12] Prefetching for module CkfTrackCandidateMaker/'electronCkfTrackCandidates'
   [13] Prefetching for module ElectronSeedMerger/'electronMergedSeeds'
   [14] Prefetching for module ElectronSeedProducer/'ecalDrivenElectronSeeds'
   [15] Calling method for module EGammaSuperclusterProducer/'particleFlowSuperClusterHGCal'
Exception Message:
Principal::getByToken: Found zero products matching all criteria
Looking for type: std::vector<ticl::Trackster>
Looking for module label: ticlTracksterLinksSuperclusteringDNN
Looking for productInstanceName: 

   Additional Info:
      [a] If you wish to continue processing events after a ProductNotFound exception,
add "TryToContinue = cms.untracked.vstring('ProductNotFound')" to the "options" PSet in the configuration.

----- End Fatal Exception -------------------------------------------------

Expand to see more relval errors ...

tjavaid · 2024-08-13T07:43:10Z

+1

spurious differences seen from unstable WF 12834.7 (open issue spurious differences in outputs of Run-3 wfs *.7 #39803 )

antoniovilela · 2024-08-20T14:01:58Z

+operations

cmsbuild · 2024-08-20T14:02:24Z

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. @mandrenguyen, @sextonkennedy, @rappoccio, @antoniovilela (and backports should be raised in the release meeting by the corresponding L2)
Notice This PR was tested with additional Pull Request(s), please also merge them if necessary: cms-data/RecoHGCal-TICL#5

antoniovilela · 2024-08-20T14:05:39Z

cms-data/RecoHGCal-TICL#5 merged.
cmsdist tag PR: cms-sw/cmsdist#9370

antoniovilela · 2024-08-20T14:06:05Z

+1

cmsbuild added this to the CMSSW_14_1_X milestone Jun 27, 2024

cmsbuild added reconstruction-pending simulation-pending dqm-pending operations-pending pending-signatures tests-pending orp-pending pdmv-pending upgrade-pending code-checks-pending labels Jun 27, 2024

cmsbuild added code-checks-approved and removed code-checks-pending labels Jun 27, 2024

cmsbuild added tests-started and removed tests-pending labels Jun 27, 2024

cmsbuild added tests-rejected and removed tests-started labels Jun 27, 2024

cmsbuild mentioned this pull request Jun 27, 2024

Alpaka implementation of Hcal Local Reconstruction (Mahi) #44910

Merged

cmsbuild added requires-external tests-started and removed tests-rejected labels Jun 28, 2024

tcuisset mentioned this pull request Jun 28, 2024

TICLv5 : Superclustering DNN network & regression network cms-data/RecoHGCal-TICL#5

Merged

cmsbuild added upgrade-approved and removed upgrade-pending labels Aug 5, 2024

cmsbuild added dqm-approved and removed dqm-pending labels Aug 13, 2024

cmsbuild added operations-approved fully-signed and removed operations-pending pending-signatures labels Aug 20, 2024

cmsbuild added orp-approved and removed orp-pending labels Aug 20, 2024

cmsbuild merged commit 668904d into cms-sw:master Aug 20, 2024
18 checks passed

RSalvatico mentioned this pull request Sep 17, 2024

Enable DNN supercluster in Phase2 HLT #46010

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TICLv5 : Superclustering DNN #45333

TICLv5 : Superclustering DNN #45333

tcuisset commented Jun 27, 2024 •

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TICLv5 : Superclustering DNN #45333

TICLv5 : Superclustering DNN #45333

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tcuisset commented Jun 27, 2024 • edited Loading

PR description:

PR validation:

cmsbuild commented Jun 27, 2024 • edited Loading

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cmsbuild commented Jun 27, 2024

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cmsbuild commented Jun 27, 2024

RelVals

rovere commented Jun 28, 2024

cmsbuild commented Jun 28, 2024

RelVals

tjavaid commented Aug 13, 2024

antoniovilela commented Aug 20, 2024

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tcuisset commented Jun 27, 2024 •

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