[106X] Add ParticleNet mass regression #33588

hqucms · 2021-04-30T10:52:27Z

PR description:

Backport of #33483 for NanoAODv9.
Changes w.r.t #33483 for NanoAODv9 are made to respect the no-change policy for MiniAOD and NanoAOD v8.

~~Requires: cms-data/RecoBTag-Combined#44 (DNN model)~~
Requires: cms-data/RecoBTag-Combined#45 (DNN model)

PR validation:

Tested w/ NanoAOD workflows 1325.81 (no change) and 136.8523 (the new FatJet_particleNet_mass is added).

cmsbuild · 2021-04-30T10:52:49Z

A new Pull Request was created by @hqucms (Huilin Qu) for CMSSW_10_6_X.

It involves the following packages:

PhysicsTools/NanoAOD
PhysicsTools/PatAlgos
RecoBTag/ONNXRuntime

@perrotta, @gouskos, @cmsbuild, @fgolf, @slava77, @jpata, @mariadalfonso can you please review it and eventually sign? Thanks.
@rappoccio, @gouskos, @jdolen, @swertz, @JyothsnaKomaragiri, @ahinzmann, @schoef, @emilbols, @swozniewski, @jdamgov, @mbluj, @nhanvtran, @gkasieczka, @clelange, @hatakeyamak, @ferencek, @gpetruc, @andrzejnovak, @mariadalfonso, @seemasharmafnal, @mmarionncern 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

jpata · 2021-05-03T10:27:07Z

test parameters:

pull_requests: Add AK8 ParticleNet mass regression model cms-data/RecoBTag-Combined#44

jpata · 2021-05-03T10:33:10Z

@cmsbuild please test

jpata · 2021-05-03T10:41:25Z

@hqucms

In 10_6_X, RecoBTag/Combined is on V01-07-01: https://github.com/cms-sw/cmsdist/blob/IB/CMSSW_10_6_X%2Fgcc820/data/cmsswdata.txt#L10

Therefore, cms-data/RecoBTag-Combined#44 must also be backported against the branch
https://github.com/cms-data/RecoBTag-Combined/tree/CMSSW_10_6_X (V01-07-01 + diffs from cms-data/RecoBTag-Combined#44), so that the data tag can be updated in cms-sw/cmssw/10_6_X.

cmsbuild · 2021-05-03T12:28:11Z

-1

Failed Tests: UnitTests RelVals RelVals-INPUT
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-6d796f/14797/summary.html
COMMIT: 6035382
CMSSW: CMSSW_10_6_X_2021-05-03-1100/slc7_amd64_gcc700
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/33588/14797/install.sh to create a dev area with all the needed externals and cmssw changes.

Unit Tests

I found errors in the following unit tests:

---> test runtestPhysicsToolsNanoAOD had ERRORS

RelVals

136.8523

----- Begin Fatal Exception 03-May-2021 13:34:17 CEST-----------------------
An exception of category 'ConfigFileReadError' occurred while
   [0] Processing the python configuration file named step2_NANO_DQM.py
Exception Message:
 unknown python problem occurred.
RuntimeError: An exception of category 'FileInPathError' occurred.
Exception Message:
edm::FileInPath unable to find file RecoBTag/Combined/data/ParticleNetAK8/MassRegression/V01/particle-net.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/33588/14797/CMSSW_10_6_X_2021-05-03-1100/poison:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/33588/14797/CMSSW_10_6_X_2021-05-03-1100/src:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/33588/14797/CMSSW_10_6_X_2021-05-03-1100/external/slc7_amd64_gcc700/data:/cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/poison:/cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/src:/cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/external/slc7_amd64_gcc700/data
Current directory is: /data/cmsbld/jenkins/workspace/ib-run-pr-relvals/runTheMatrix-results/136.8523_RunJetHT2018C_nanoULremini+RunJetHT2018C_nanoULremini+NANOEDM2018_106Xv2+HARVESTNANOAOD2018_106Xv2


At:
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Types.py(639): insertInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Mixins.py(356): insertContentsInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Mixins.py(482): insertInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Modules.py(162): insertInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Config.py(900): _insertManyInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Config.py(1102): fillProcessDesc
  <string>(2): <module>

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

10824.0

----- Begin Fatal Exception 03-May-2021 14:04:27 CEST-----------------------
An exception of category 'ConfigFileReadError' occurred while
   [0] Processing the python configuration file named step6_NANO.py
Exception Message:
 unknown python problem occurred.
RuntimeError: An exception of category 'FileInPathError' occurred.
Exception Message:
edm::FileInPath unable to find file RecoBTag/Combined/data/ParticleNetAK8/MassRegression/V01/particle-net.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/33588/14797/CMSSW_10_6_X_2021-05-03-1100/poison:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/33588/14797/CMSSW_10_6_X_2021-05-03-1100/src:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/33588/14797/CMSSW_10_6_X_2021-05-03-1100/external/slc7_amd64_gcc700/data:/cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/poison:/cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/src:/cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/external/slc7_amd64_gcc700/data
Current directory is: /data/cmsbld/jenkins/workspace/ib-run-pr-relvals/runTheMatrix-results/10824.0_TTbar_13+TTbar_13TeV_TuneCUETP8M1_2018_GenSimFull+DigiFull_2018+RecoFull_2018+HARVESTFull_2018+ALCAFull_2018+NanoFull_2018


At:
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Types.py(639): insertInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Mixins.py(356): insertContentsInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Mixins.py(482): insertInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Modules.py(162): insertInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Config.py(900): _insertManyInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Config.py(1102): fillProcessDesc
  <string>(2): <module>

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

RelVals-INPUT

136.7952136.7952_RunJetHT2017C_94Xv2NanoAODINPUT+RunJetHT2017C_94Xv2NanoAODINPUT+NANOEDM2017_94XMiniAODv2+HARVESTNANOAOD2017_94XMiniAODv2/step2_RunJetHT2017C_94Xv2NanoAODINPUT+RunJetHT2017C_94Xv2NanoAODINPUT+NANOEDM2017_94XMiniAODv2+HARVESTNANOAOD2017_94XMiniAODv2.log
136.8521136.8521_RunJetHT2018A_nano+RunJetHT2018A_nano+NANOEDM2018_102Xv1+HARVESTNANOAOD2018_102Xv1/step2_RunJetHT2018A_nano+RunJetHT2018A_nano+NANOEDM2018_102Xv1+HARVESTNANOAOD2018_102Xv1.log
136.8523136.8523_RunJetHT2018C_nanoULremini+RunJetHT2018C_nanoULremini+NANOEDM2018_106Xv2+HARVESTNANOAOD2018_106Xv2/step2_RunJetHT2018C_nanoULremini+RunJetHT2018C_nanoULremini+NANOEDM2018_106Xv2+HARVESTNANOAOD2018_106Xv2.log

Expand to see more relval errors ...

hqucms · 2021-05-03T13:20:35Z

@hqucms

In 10_6_X, RecoBTag/Combined is on V01-07-01: https://github.com/cms-sw/cmsdist/blob/IB/CMSSW_10_6_X%2Fgcc820/data/cmsswdata.txt#L10

Therefore, cms-data/RecoBTag-Combined#44 must also be backported against the branch
https://github.com/cms-data/RecoBTag-Combined/tree/CMSSW_10_6_X (V01-07-01 + diffs from cms-data/RecoBTag-Combined#44), so that the data tag can be updated in cms-sw/cmssw/10_6_X.

@jpata OK I see:) I just made another PR for 10_6_X: cms-data/RecoBTag-Combined#45

jpata · 2021-05-03T13:22:43Z

test parameters:

pull_requests: [10_6_X] Add AK8 ParticleNet mass regression model cms-data/RecoBTag-Combined#45

jpata · 2021-05-03T13:24:18Z

@cmsbuild please test

cmsbuild · 2021-05-03T14:40:56Z

-1

Failed Tests: UnitTests RelVals RelVals-INPUT
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-6d796f/14802/summary.html
COMMIT: 6035382
CMSSW: CMSSW_10_6_X_2021-05-03-1100/slc7_amd64_gcc700
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/33588/14802/install.sh to create a dev area with all the needed externals and cmssw changes.

Unit Tests

I found errors in the following unit tests:

---> test runtestPhysicsToolsNanoAOD had ERRORS

RelVals

136.8523

----- Begin Fatal Exception 03-May-2021 15:45:20 CEST-----------------------
An exception of category 'ConfigFileReadError' occurred while
   [0] Processing the python configuration file named step2_NANO_DQM.py
Exception Message:
 unknown python problem occurred.
RuntimeError: An exception of category 'FileInPathError' occurred.
Exception Message:
edm::FileInPath unable to find file RecoBTag/Combined/data/ParticleNetAK8/MassRegression/V01/particle-net.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/33588/14802/CMSSW_10_6_X_2021-05-03-1100/poison:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/33588/14802/CMSSW_10_6_X_2021-05-03-1100/src:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/33588/14802/CMSSW_10_6_X_2021-05-03-1100/external/slc7_amd64_gcc700/data:/cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/poison:/cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/src:/cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/external/slc7_amd64_gcc700/data
Current directory is: /data/cmsbld/jenkins/workspace/ib-run-pr-relvals/runTheMatrix-results/136.8523_RunJetHT2018C_nanoULremini+RunJetHT2018C_nanoULremini+NANOEDM2018_106Xv2+HARVESTNANOAOD2018_106Xv2


At:
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Types.py(639): insertInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Mixins.py(356): insertContentsInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Mixins.py(482): insertInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Modules.py(162): insertInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Config.py(900): _insertManyInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Config.py(1102): fillProcessDesc
  <string>(2): <module>

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

10824.0

----- Begin Fatal Exception 03-May-2021 16:15:10 CEST-----------------------
An exception of category 'ConfigFileReadError' occurred while
   [0] Processing the python configuration file named step6_NANO.py
Exception Message:
 unknown python problem occurred.
RuntimeError: An exception of category 'FileInPathError' occurred.
Exception Message:
edm::FileInPath unable to find file RecoBTag/Combined/data/ParticleNetAK8/MassRegression/V01/particle-net.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/33588/14802/CMSSW_10_6_X_2021-05-03-1100/poison:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/33588/14802/CMSSW_10_6_X_2021-05-03-1100/src:/cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/33588/14802/CMSSW_10_6_X_2021-05-03-1100/external/slc7_amd64_gcc700/data:/cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/poison:/cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/src:/cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/external/slc7_amd64_gcc700/data
Current directory is: /data/cmsbld/jenkins/workspace/ib-run-pr-relvals/runTheMatrix-results/10824.0_TTbar_13+TTbar_13TeV_TuneCUETP8M1_2018_GenSimFull+DigiFull_2018+RecoFull_2018+HARVESTFull_2018+ALCAFull_2018+NanoFull_2018


At:
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Types.py(639): insertInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Mixins.py(356): insertContentsInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Mixins.py(482): insertInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Modules.py(162): insertInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Config.py(900): _insertManyInto
  /cvmfs/cms-ib.cern.ch/week1/slc7_amd64_gcc700/cms/cmssw-patch/CMSSW_10_6_X_2021-05-03-1100/python/FWCore/ParameterSet/Config.py(1102): fillProcessDesc
  <string>(2): <module>

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

RelVals-INPUT

136.7952136.7952_RunJetHT2017C_94Xv2NanoAODINPUT+RunJetHT2017C_94Xv2NanoAODINPUT+NANOEDM2017_94XMiniAODv2+HARVESTNANOAOD2017_94XMiniAODv2/step2_RunJetHT2017C_94Xv2NanoAODINPUT+RunJetHT2017C_94Xv2NanoAODINPUT+NANOEDM2017_94XMiniAODv2+HARVESTNANOAOD2017_94XMiniAODv2.log
136.8521136.8521_RunJetHT2018A_nano+RunJetHT2018A_nano+NANOEDM2018_102Xv1+HARVESTNANOAOD2018_102Xv1/step2_RunJetHT2018A_nano+RunJetHT2018A_nano+NANOEDM2018_102Xv1+HARVESTNANOAOD2018_102Xv1.log
136.8523136.8523_RunJetHT2018C_nanoULremini+RunJetHT2018C_nanoULremini+NANOEDM2018_106Xv2+HARVESTNANOAOD2018_106Xv2/step2_RunJetHT2018C_nanoULremini+RunJetHT2018C_nanoULremini+NANOEDM2018_106Xv2+HARVESTNANOAOD2018_106Xv2.log

Expand to see more relval errors ...

hqucms · 2021-05-03T14:56:48Z

@jpata It seems the cms-data PR is not included in the test?

jpata · 2021-05-04T07:04:29Z

weird, I'm not sure why the data PR was not accepted properly?

hqucms · 2021-05-04T09:14:08Z

test parameters:

pull_requests: cms-data/RecoBTag-Combined#45

Should it be pull_request = ...?

jpata · 2021-05-04T10:04:40Z

Should it be pull_request = ...?

According to http://cms-sw.github.io/cms-bot-cmssw-cmds.html, the thumbs up from the bot (and past experience), it's fine.
On the other hand, looking at the PR checks "test_parameters", there's something confusing:

831256303:ERRORS: format:'pull_requests: cms-data/RecoBTag-Comb

and this cannot be expanded to look at further details.

@smuzaffar could you help us dig into details here?

smuzaffar · 2021-05-04T10:11:24Z

@jpata , it should be with = , I will check why bot did a thumbs up but added an error in the status

smuzaffar · 2021-05-04T10:20:45Z

test parameters:

pull_requests = [10_6_X] Add AK8 ParticleNet mass regression model cms-data/RecoBTag-Combined#45

smuzaffar · 2021-05-04T10:22:57Z

please test

bot now properly thumbs down if test parameter is wrong

jpata · 2021-05-04T10:26:02Z

I see, it was : vs =, not pull_request vs pull_requests. This often trips me up. Thanks for checking!

cmsbuild · 2021-05-04T15:57:29Z

+1

Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-6d796f/14839/summary.html
COMMIT: 6035382
CMSSW: CMSSW_10_6_X_2021-05-04-1100/slc7_amd64_gcc700
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/33588/14839/install.sh to create a dev area with all the needed externals and cmssw changes.

Comparison Summary

Summary:

No significant changes to the logs found
Reco comparison results: 19 differences found in the comparisons
DQMHistoTests: Total files compared: 35
DQMHistoTests: Total histograms compared: 3215556
DQMHistoTests: Total failures: 1
DQMHistoTests: Total nulls: 0
DQMHistoTests: Total successes: 3215221
DQMHistoTests: Total skipped: 334
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: 0.208 KiB( 34 files compared)
DQMHistoSizes: changed ( 136.8523 ): 0.208 KiB Physics/NanoAODDQM
Checked 143 log files, 29 edm output root files, 35 DQM output files
TriggerResults: no differences found

jpata · 2021-05-06T11:25:48Z

Code changes look OK to me, as far as I can see, the new feature is protected by run2_miniAOD_devel and run2_nanoAOD_devel as required.

The changes only appear in the workflows 10824.0 and 136.8523 - as far as I can tell this is expected, since they are the 2018 development workflows.

Waiting for cms-sw/cmsdist#6881 to be merged before proceeding.

jpata · 2021-05-10T12:28:57Z

+reconstruction

direct backport of Add ParticleNet mass regression #33483, no-change policy is implemented with modifiers
please merge concurrently with Update tag for RecoBTag-Combined to V01-07-01-01-00 cmsdist#6881

qliphy · 2021-05-11T08:22:42Z

cms-sw/cmsdist#6881 is now merged

mariadalfonso · 2021-05-11T21:15:49Z

+xpog

changes inline with master, verified no change in run2_nanoAOD_106Xv1

cmsbuild · 2021-05-11T21:16:10Z

This pull request is fully signed and it will be integrated in one of the next CMSSW_10_6_X IBs (tests are also fine) and once validation in the development release cycle CMSSW_12_0_X is complete. 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)

qliphy · 2021-05-12T00:21:15Z

+1

hqucms added 3 commits April 30, 2021 01:29

Add ParticleNet AK8 jet mass regression.

7661c43

Add ParticleNet mass regression to MiniAOD w/ run2_miniAOD_devel.

e5dfba7

Add ParticleNet mass regression to NanoAOD.

6035382

cmsbuild added this to the CMSSW_10_6_X milestone Apr 30, 2021

cmsbuild added orp-pending pending-signatures reconstruction-pending tests-pending xpog-pending labels Apr 30, 2021

mariadalfonso mentioned this pull request Apr 30, 2021

features for V9 nanoAOD cms-nanoAOD/cmssw#555

Closed

55 tasks

cmsbuild added tests-started and removed tests-pending labels May 3, 2021

cmsbuild added tests-rejected and removed tests-started labels May 3, 2021

cmsbuild added tests-started and removed tests-rejected labels May 3, 2021

cmsbuild added tests-rejected and removed tests-started labels May 3, 2021

cmsbuild added the requires-external label May 4, 2021

cmsbuild added tests-started and removed tests-rejected labels May 4, 2021

cmsbuild added tests-approved and removed tests-started labels May 4, 2021

jpata mentioned this pull request May 5, 2021

[10_6_X] Add AK8 ParticleNet mass regression model cms-data/RecoBTag-Combined#45

Merged

mrodozov mentioned this pull request May 6, 2021

Update tag for RecoBTag-Combined to V01-07-01-01-00 cms-sw/cmsdist#6881

Merged

cmsbuild added reconstruction-approved and removed reconstruction-pending labels May 10, 2021

cmsbuild added fully-signed xpog-approved and removed pending-signatures xpog-pending labels May 11, 2021

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cmsbuild merged commit 2c6e32c into cms-sw:CMSSW_10_6_X May 12, 2021

stalbrec mentioned this pull request Jun 28, 2021

[106X] adding ParticleNet mass regression to TopJets UHH2/UHH2#1573

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portalesHEP mentioned this pull request Mar 18, 2022

Fix gen jet variables, add new jet variables LLRCMS/LLRHiggsTauTau#138

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[106X] Add ParticleNet mass regression #33588

[106X] Add ParticleNet mass regression #33588

hqucms commented Apr 30, 2021 •

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[106X] Add ParticleNet mass regression #33588

[106X] Add ParticleNet mass regression #33588

Conversation

hqucms commented Apr 30, 2021 • edited

PR description:

PR validation:

cmsbuild commented Apr 30, 2021

jpata commented May 3, 2021

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cmsbuild commented May 3, 2021

Unit Tests

RelVals

RelVals-INPUT

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Unit Tests

RelVals

RelVals-INPUT

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Comparison Summary

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hqucms commented Apr 30, 2021 •

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jpata commented May 3, 2021 •

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smuzaffar commented May 4, 2021 •

edited