Add Unified ParT to tau NanoAOD #44691

lucasrussell01 · 2024-04-10T13:21:16Z

PR description:

This PR adds Unified ParT information to taus stored in NanoAOD.
-> These changes require the PRs from @AlexDeMoor to be merged #44641, based on the model in cms-data/RecoBTag-Combined#57

Added (for PUPPI jets):

UnifiedParT discriminators vs jets, electrons and muons,
Decay mode corresponding with the UnifiedParT tau node with the highest score,
Correction for tau pt,
Charge assignment confidence (signed),
UnifiedParT scores for individual decay-modes (normalised to the sum of the scores for all tau nodes).

Corresponding ParticleNet 2023 variables are stored for CHS jets.

Performance of UParT is described in: https://indico.cern.ch/event/1403350/contributions/5899772/attachments/2832957/4949984/UParT%202024%20-%20final%20results.pdf

Backport PR is here: #44723

PR validation:

Tested successfully with NanoAOD workflow using CMSSW_14_0 RELVAL file, with pending PR UnifiedParT changes and model merged.

Distributions of UParT and PNet for taus compared here:
https://indico.cern.ch/event/1401414/contributions/5891063/attachments/2838625/4961188/UParT_Integration.pdf

cmsbuild · 2024-04-10T13:21:39Z

cms-bot internal usage

cmsbuild · 2024-04-10T13:27:14Z

-code-checks

Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-44691/39893

This PR adds an extra 44KB 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): Introduce Unified Particle Transformer AK4 jet tagger #44641
- File PhysicsTools/NanoAOD/python/nano_cff.py modified in PR(s): Add reduced lepton time-life info to NanoAOD #44637, Introduce Unified Particle Transformer AK4 jet tagger #44641, Modify tau sequences to not pull payloads from outside GT #44685
- File PhysicsTools/NanoAOD/python/taus_cff.py modified in PR(s): Explicit lazy parsing in SimpleFlatTableProducer #44575, Modify tau sequences to not pull payloads from outside GT #44685

Code check has found code style and quality issues which could be resolved by applying following patch(s)

code-format:
https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-44691/39893/code-format.patch
e.g. curl -k https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-44691/39893/code-format.patch | patch -p1
You can also run scram build code-format to apply code format directly

cmsbuild · 2024-04-10T13:37:11Z

-code-checks

Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-44691/39894

This PR adds an extra 48KB 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): Introduce Unified Particle Transformer AK4 jet tagger #44641
- File PhysicsTools/NanoAOD/python/nano_cff.py modified in PR(s): Add reduced lepton time-life info to NanoAOD #44637, Introduce Unified Particle Transformer AK4 jet tagger #44641, Modify tau sequences to not pull payloads from outside GT #44685
- File PhysicsTools/NanoAOD/python/taus_cff.py modified in PR(s): Explicit lazy parsing in SimpleFlatTableProducer #44575, Modify tau sequences to not pull payloads from outside GT #44685

Code check has found code style and quality issues which could be resolved by applying following patch(s)

code-format:
https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-44691/39894/code-format.patch
e.g. curl -k https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-44691/39894/code-format.patch | patch -p1
You can also run scram build code-format to apply code format directly

cmsbuild · 2024-04-10T14:22:54Z

+code-checks

Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-44691/39897

This PR adds an extra 52KB 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): Introduce Unified Particle Transformer AK4 jet tagger #44641
- File PhysicsTools/NanoAOD/python/nano_cff.py modified in PR(s): Add reduced lepton time-life info to NanoAOD #44637, Introduce Unified Particle Transformer AK4 jet tagger #44641, Modify tau sequences to not pull payloads from outside GT #44685
- File PhysicsTools/NanoAOD/python/taus_cff.py modified in PR(s): Explicit lazy parsing in SimpleFlatTableProducer #44575, Modify tau sequences to not pull payloads from outside GT #44685

cmsbuild · 2024-04-10T14:23:14Z

A new Pull Request was created by @lucasrussell01 for master.

It involves the following packages:

PhysicsTools/NanoAOD (xpog)
PhysicsTools/PatAlgos (reconstruction, xpog)

@mandrenguyen, @hqucms, @jfernan2, @vlimant, @cmsbuild can you please review it and eventually sign? Thanks.
@mmarionncern, @emilbols, @AlexDeMoor, @mariadalfonso, @hatakeyamak, @demuller, @jdolen, @jdamgov, @schoef, @AnnikaStein, @Senphy, @ahinzmann, @mbluj, @Ming-Yan, @gkasieczka, @rappoccio, @azotz, @JyothsnaKomaragiri, @andrzejnovak, @nhanvtran, @gouskos, @seemasharmafnal, @gpetruc this is something you requested to watch as well.
@sextonkennedy, @antoniovilela, @rappoccio you are the release manager for this.

cms-bot commands are listed here

hqucms · 2024-04-16T14:31:24Z

Thank you @lucasrussell01 !
For the performance, I was more looking for some studies performed within the TAU POG, particularly with the implementations in this PR. Could you or the @cms-sw/tau-pog-l2 point them to us?

@hqucms What in particular would you like to see?
We checked the nano outputs visually, can produce some histograms of the added variables in Nano if you like.

OK that would be good. Could you please plot both PNet and UParT so we can have also a qualitative comparison?

Hi @hqucms,

Some plots and brief comments are available here: https://indico.cern.ch/event/1401414/contributions/5891063/attachments/2838625/4961188/UParT_Integration.pdf

I will add this to the PR description.

Thanks a lot @lucasrussell01 , that's very useful to have!

Can you also update the backport PR so we can start testing it?

lucasrussell01 · 2024-04-16T14:36:40Z

Hi @mandrenguyen @hqucms @vlimant @jfernan2, just to quickly discuss these failed tests.

It seems that the RelVal errors are related to the fact that testing needs to be done with the changes in #44641 merged - as otherwise RecoBTag.ONNXRuntime.pfUnifiedParticleTransformerAK4JetTags_cfi doesn't exist. Also am I correct in thinking the the failed unit test is a general problem, and not related to this PR?

Please let me know if you need anything from our side to move forward :)

Thank you @lucasrussell01 !
For the performance, I was more looking for some studies performed within the TAU POG, particularly with the implementations in this PR. Could you or the @cms-sw/tau-pog-l2 point them to us?

@hqucms What in particular would you like to see?
We checked the nano outputs visually, can produce some histograms of the added variables in Nano if you like.

OK that would be good. Could you please plot both PNet and UParT so we can have also a qualitative comparison?

Hi @hqucms,
Some plots and brief comments are available here: https://indico.cern.ch/event/1401414/contributions/5891063/attachments/2838625/4961188/UParT_Integration.pdf
I will add this to the PR description.

Thanks a lot @lucasrussell01 , that's very useful to have!

Can you also update the backport PR so we can start testing it?

@hqucms Should be done now - thanks!

cmsbuild · 2024-04-16T18:49:30Z

-1

Failed Tests: UnitTests
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-73a430/38869/summary.html
COMMIT: a02009c
CMSSW: CMSSW_14_1_X_2024-04-16-1100/el8_amd64_gcc12
Additional Tests: NANO
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/44691/38869/install.sh to create a dev area with all the needed externals and cmssw changes.

The following merge commits were also included on top of IB + this PR after doing git cms-merge-topic:

You can see more details here:
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-73a430/38869/git-recent-commits.json
https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-73a430/38869/git-merge-result

Unit Tests

I found 1 errors in the following unit tests:

---> test runtestPhysicsToolsPatAlgos had ERRORS

Comparison Summary

Summary:

You potentially added 10 lines to the logs
ROOTFileChecks: Some differences in event products or their sizes found
Reco comparison results: 936 differences found in the comparisons
DQMHistoTests: Total files compared: 48
DQMHistoTests: Total histograms compared: 3319227
DQMHistoTests: Total failures: 231
DQMHistoTests: Total nulls: 0
DQMHistoTests: Total successes: 3318976
DQMHistoTests: Total skipped: 20
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: 45.55500000000001 KiB( 47 files compared)
DQMHistoSizes: changed ( 11634.0,... ): 3.894 KiB Physics/NanoAODDQM
DQMHistoSizes: changed ( 13234.0,... ): 2.033 KiB Physics/NanoAODDQM
Checked 202 log files, 165 edm output root files, 48 DQM output files
TriggerResults: no differences found

NANO Comparison Summary

Summary:

You potentially added 5 lines to the logs
ROOTFileChecks: Some differences in event products or their sizes found
Reco comparison results: 63 differences found in the comparisons
DQMHistoTests: Total files compared: 15
DQMHistoTests: Total histograms compared: 16456
DQMHistoTests: Total failures: 35
DQMHistoTests: Total nulls: 0
DQMHistoTests: Total successes: 16421
DQMHistoTests: Total skipped: 0
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: 41.489 KiB( 14 files compared)
DQMHistoSizes: changed ( 2500.001,... ): 3.894 KiB Physics/NanoAODDQM
DQMHistoSizes: changed ( 2500.011,... ): 2.033 KiB Physics/NanoAODDQM
Checked 55 log files, 32 edm output root files, 15 DQM output files

Nano size comparison Summary:

Sample	kb/ev	ref kb/ev	diff kb/ev	ev/s/thd	ref ev/s/thd	diff rate	mem/thd	ref mem/thd
2500.0	2.783	2.695	0.088 ( +3.3% )	3.52	4.43	-20.4%	2.252	2.237
2500.001	2.897	2.805	0.092 ( +3.3% )	3.17	4.00	-20.6%	2.776	2.650
2500.002	2.843	2.753	0.090 ( +3.3% )	3.24	4.08	-20.5%	2.671	2.648
2500.01	1.446	1.386	0.061 ( +4.4% )	6.06	7.99	-24.1%	2.315	2.272
2500.011	1.906	1.823	0.083 ( +4.5% )	3.32	4.43	-25.1%	2.481	2.418
2500.012	1.761	1.687	0.074 ( +4.4% )	4.86	6.25	-22.3%	2.467	2.351
2500.1	2.354	2.339	0.015 ( +0.6% )	4.53	4.51	+0.5%	2.071	2.066
2500.2	2.459	2.443	0.015 ( +0.6% )	5.11	5.20	-1.7%	1.982	1.979
2500.21	1.286	1.274	0.012 ( +0.9% )	3.49	3.51	-0.5%	2.271	2.262
2500.211	1.668	1.653	0.015 ( +0.9% )	3.17	3.10	+2.5%	2.351	2.365
2500.3	2.229	2.214	0.015 ( +0.7% )	9.76	9.73	+0.2%	1.974	1.968
2500.301	2.833	2.815	0.019 ( +0.7% )	8.27	8.38	-1.3%	1.959	1.952
2500.31	7.164	7.164	0.000 ( +0.0% )	1.31	1.43	-8.0%	1.707	1.708
2500.311	1.568	1.568	0.000 ( +0.0% )	6.65	6.98	-4.6%	1.056	1.058
2500.312	540.457	540.457	0.000 ( +0.0% )	0.53	0.53	-0.4%	1.595	1.599
2500.313	817.694	817.694	0.000 ( +0.0% )	0.72	0.74	-2.6%	1.587	1.585
2500.32	1.350	1.354	-0.004 ( -0.3% )	12.41	12.78	-2.9%	2.367	2.367
2500.321	1.759	1.761	-0.002 ( -0.1% )	8.46	8.92	-5.2%	2.418	2.453
2500.322	1.240	1.240	0.000 ( +0.0% )	9.12	9.23	-1.2%	2.138	2.210
2500.323	7.772	7.772	0.000 ( +0.0% )	3.36	3.45	-2.7%	1.928	1.921
2500.324	1.880	1.882	-0.002 ( -0.1% )	9.06	9.30	-2.6%	2.166	2.202
2500.325	4.167	4.291	-0.124 ( -2.9% )	4.37	4.10	+6.5%	2.169	2.202
2500.326	3.337	3.205	0.131 ( +4.1% )	1.66	1.78	-6.5%	2.278	1.763
2500.327	1.815	1.816	-0.001 ( -0.1% )	9.24	9.37	-1.4%	2.309	2.299
2500.4	2.374	2.388	-0.014 ( -0.6% )	9.28	9.31	-0.4%	1.800	1.728
2500.401	1.891	1.891	0.000 ( +0.0% )	8.31	8.33	-0.3%	1.689	1.690
2500.402	2.950	2.962	-0.012 ( -0.4% )	8.12	8.02	+1.3%	1.802	1.877
2500.403	8.700	8.918	-0.219 ( -2.5% )	3.02	2.80	+7.6%	1.836	1.945
2500.404	5.474	5.272	0.202 ( +3.8% )	1.21	1.32	-7.8%	1.789	1.756
2500.405	2.860	2.872	-0.012 ( -0.4% )	8.16	8.19	-0.3%	1.803	1.901
2500.5	5.194	5.194	0.000 ( +0.0% )	15.87	15.76	+0.7%	1.558	1.491
2500.51	9.120	9.120	0.000 ( +0.0% )	9.47	9.60	-1.4%	1.510	1.514

hqucms · 2024-04-16T18:58:22Z

+1

The failed unit test is also in IB and not related to this PR.
This PR only changes the Tau_ branches in NanoAOD. Other changes in Nano/Mini (bDiscriminators) are from the dependency PR Introduce Unified Particle Transformer AK4 jet tagger #44641.

mandrenguyen · 2024-04-17T12:26:43Z

+reconstruction
This doesn't touch reco, only nanoAOD (despite what tests appear to show), as explained here:
#44691 (comment)

cmsbuild · 2024-04-17T12:27:06Z

This pull request is fully signed and it will be integrated in one of the next master IBs (but tests are reportedly failing). This pull request will now be reviewed by the release team before it's merged. @rappoccio, @sextonkennedy, @antoniovilela (and backports should be raised in the release meeting by the corresponding L2)

hqucms · 2024-04-19T09:56:33Z

type -requires-external

The cms-data PR cms-data/RecoBTag-Combined#57 is already merged.

mandrenguyen · 2024-04-19T10:08:53Z

type tau

hqucms · 2024-04-19T11:14:45Z

@cms-sw/orp-l2 Could you please merge this? Thanks!

antoniovilela · 2024-04-19T12:47:09Z

Thanks

antoniovilela · 2024-04-19T12:47:48Z

ignore tests-rejected with ib-failure

antoniovilela · 2024-04-19T12:48:33Z

externals already merged

antoniovilela · 2024-04-19T12:48:45Z

+1

lucasrussell01 added 6 commits April 9, 2024 15:11

Add unified Tagger variables (CHS and PUPPI)

d35e48d

Update framework for Unified Tagging on CHS jets

414e2b7

Update DQM plotting for UTag

b29db9d

update discriminator configuration

a09afe5

first attempt to read in UParT scores

f2969bd

UParT scores added to hybrid producer

887a733

cmsbuild added this to the CMSSW_14_1_X milestone Apr 10, 2024

cmsbuild added reconstruction-pending pending-signatures tests-pending orp-pending code-checks-pending xpog-pending labels Apr 10, 2024

cmsbuild added code-checks-rejected and removed code-checks-pending labels Apr 10, 2024

Update DQM Plots for UParT

9c5854a

cmsbuild added code-checks-pending and removed code-checks-rejected labels Apr 10, 2024

cmsbuild added code-checks-rejected and removed code-checks-pending labels Apr 10, 2024

UParT Node Selection Formatting

efb5f23

cmsbuild added code-checks-pending and removed code-checks-rejected labels Apr 10, 2024

cmsbuild added code-checks-approved and removed code-checks-pending labels Apr 10, 2024

cmsbuild added tests-rejected and removed tests-started labels Apr 16, 2024

cmsbuild added xpog-approved and removed xpog-pending labels Apr 16, 2024

cmsbuild added reconstruction-approved fully-signed and removed reconstruction-pending pending-signatures labels Apr 17, 2024

cmsbuild mentioned this pull request Apr 19, 2024

Using explicit lazy parsing & concrete data types in SimpleFlatTableProducer #44782

Merged

cmsbuild added the tau label Apr 19, 2024

cmsbuild added tests-approved tests-ib-failure and removed tests-rejected labels Apr 19, 2024

cmsbuild added orp-approved and removed orp-pending labels Apr 19, 2024

cmsbuild merged commit 513d36c into cms-sw:master Apr 19, 2024
13 of 14 checks passed

cmsbuild mentioned this pull request Apr 19, 2024

[Do not merge] Just for testing bot PR label based workflow tests #44784

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Add Unified ParT to tau NanoAOD #44691

Add Unified ParT to tau NanoAOD #44691

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Add Unified ParT to tau NanoAOD #44691

Add Unified ParT to tau NanoAOD #44691

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PR description:

PR validation:

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Unit Tests

Comparison Summary

NANO Comparison Summary

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