[10_6_X] Use ONNXRuntime for ParticleNet and update the training for UL

[hqucms]

PR description:

Backport of #30599 and #31036.

This PR updates the ParticleNet tagger to the new training [V01] developed for the UL re-MiniAOD. The training is derived on UL17+UL18 samples and using Puppi tune V14. The new training improves the performance for UL samples and the new Puppi tune. More information can be found in the JME talks [1, 2] and the BTV talk.

Requires:

• Add new ParticleNet training for UL [V01] cms-data/RecoBTag-Combined#34
• [10_6_X] Add Niels Lohmann's JSON for Modern C++ header-only library cmsdist#6139

PR validation:

The CMSSW implementation is compared to the training framework and consistent results are obtained.

[cmsbuild]

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

It involves the following packages:

PhysicsTools/ONNXRuntime
PhysicsTools/PatAlgos
RecoBTag/Configuration
RecoBTag/FeatureTools
RecoBTag/MXNet
RecoBTag/ONNXRuntime

@perrotta, @jpata, @cmsbuild, @santocch, @slava77 can you please review it and eventually sign? Thanks.
@rappoccio, @gouskos, @hatakeyamak, @emilbols, @peruzzim, @seemasharmafnal, @mmarionncern, @ahinzmann, @smoortga, @jdolen, @ferencek, @jdamgov, @nhanvtran, @gkasieczka, @schoef, @andrzejnovak, @clelange, @riga, @JyothsnaKomaragiri, @mverzett, @gpetruc, @mariadalfonso 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

• Backported from Use ONNXRuntime for ParticleNet inference #30599

[slava77]

Requires:

* [cms-data/RecoBTag-Combined#34](https://github.com/cms-data/RecoBTag-Combined/pull/34)

* [cms-sw/cmsdist#6139](https://github.com/cms-sw/cmsdist/pull/6139)

apparently it was supposed to be cms-sw/cmsdist#6145 , which is already merged

[slava77]

test parameters:

• pull_request = update cmsswdata to RecoBTag-Combined to V01-06-00 cmsdist#6159

[slava77]

@cmsbuild please test

[cmsbuild]

The tests are being triggered in jenkins.
Tested with other pull request(s) cms-sw/cmsdist#6159

• CMSSW_10_6_X_2020-08-06-2300/slc7_amd64_gcc700: https://cmssdt.cern.ch/jenkins/job/ib-run-pr-tests/8643/console Started: 2020/08/07 02:16

[cmsbuild]

+1
Tested at: dc54bdf
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-17ea8e/8643/summary.html
CMSSW: CMSSW_10_6_X_2020-08-06-2300
SCRAM_ARCH: slc7_amd64_gcc700

[cmsbuild]

Comparison job queued.

[cmsbuild]

Comparison is ready
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-17ea8e/8643/summary.html

Comparison Summary:

• No significant changes to the logs found
• Reco comparison results: 4 differences found in the comparisons
• DQMHistoTests: Total files compared: 34
• DQMHistoTests: Total histograms compared: 3214618
• DQMHistoTests: Total failures: 2
• DQMHistoTests: Total nulls: 0
• DQMHistoTests: Total successes: 3214282
• DQMHistoTests: Total skipped: 334
• DQMHistoTests: Total Missing objects: 0
• DQMHistoSizes: Histogram memory added: 0.0 KiB( 33 files compared)
• Checked 140 log files, 14 edm output root files, 34 DQM output files

[slava77]

+1

for #31037 dc54bdf

• the combined backport of New ParticleNet training for UL #31036 and Use ONNXRuntime for ParticleNet inference #30599 is correct (the code differences are the same)
• jenkins tests pass (the ParticleNet tagger is not in the standard workflows at least until migrate from run2_miniAOD_devel to run2_miniAOD_UL for miniAOD setup UL workflows #31072 is merged)
• the external update cmsswdata to RecoBTag-Combined to V01-06-00 cmsdist#6159 was merged, apparently to appear in the -2300 IB

[slava77]

@cmsbuild please test

[cmsbuild]

The tests are being triggered in jenkins.
Tested with other pull request(s) cms-sw/cmsdist#6159

• CMSSW_10_6_X_2020-08-10-1100/slc7_amd64_gcc700: https://cmssdt.cern.ch/jenkins/job/ib-run-pr-tests/8690/console Started: 2020/08/10 17:50

[cmsbuild]

+1
Tested at: dc54bdf
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-17ea8e/8690/summary.html
CMSSW: CMSSW_10_6_X_2020-08-10-1100
SCRAM_ARCH: slc7_amd64_gcc700

[cmsbuild]

Comparison job queued.

[cmsbuild]

Comparison is ready
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-17ea8e/8690/summary.html

Comparison Summary:

• No significant changes to the logs found
• Reco comparison results: 74 differences found in the comparisons
• DQMHistoTests: Total files compared: 34
• DQMHistoTests: Total histograms compared: 3214618
• DQMHistoTests: Total failures: 1
• DQMHistoTests: Total nulls: 0
• DQMHistoTests: Total successes: 3214283
• DQMHistoTests: Total skipped: 334
• DQMHistoTests: Total Missing objects: 0
• DQMHistoSizes: Histogram memory added: 0.0 KiB( 33 files compared)
• Checked 140 log files, 14 edm output root files, 34 DQM output files

[slava77]

Reco comparison results: 74 differences found in the comparisons

as expected after #31072 , the UL remini backport now shows differences in the UL remini workflow 136.88811 as expected; the differences are in slimmedJetsAK8 jet tag discriminants.

[slava77]

backport of #30599
backport of #31036

[slava77]

@silviodonato @qliphy
this is missing just the analysis signature.
May I suggest to bypass it here.
Thank you.

[qliphy]

+1

[santocch]

+1