[BTV, NanoAOD] Add UParT discriminants for strange-jet tagging #45684

nurfikri89 · 2024-08-09T18:55:55Z

PR description:

This PR defines the UParT discriminants for strange jet tagging (SvsUDG , SvsCB) and store them in NanoAOD (and JMENano) for AK4 jets. The sum of u, d and g raw scores (UDG) is also stored, which can be used to re-calculate the raw scores. These new branches are for the NanoAODv15 campaign.

The UParT strange jet tagging performance is documented in a recently released DP-note (CMS-DP-2024-066 Figure 4)

PR validation:

passes the usual runTheMatrix test: runTheMatrix.py -l limited -i all --ibeos
ran workflow 141.044_RunJetMET2023D and had checked that the new discriminants and scores are in MiniAOD and NanoAOD

… Fix typo for UParT QvsG doc.

cmsbuild · 2024-08-09T18:56:19Z

cms-bot internal usage

cmsbuild · 2024-08-09T19:00:02Z

+code-checks

Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-45684/41240

cmsbuild · 2024-08-09T19:00:27Z

A new Pull Request was created by @nurfikri89 for master.

It involves the following packages:

PhysicsTools/NanoAOD (xpog)
RecoBTag/ONNXRuntime (reconstruction)

@cmsbuild, @ftorrresd, @hqucms, @jfernan2, @mandrenguyen, @vlimant can you please review it and eventually sign? Thanks.
@AlexDeMoor, @AnnikaStein, @Ming-Yan, @Senphy, @andrzejnovak, @castaned, @demuller, @gpetruc, @missirol this is something you requested to watch as well.
@antoniovilela, @mandrenguyen, @rappoccio, @sextonkennedy you are the release manager for this.

cms-bot commands are listed here

mandrenguyen · 2024-08-09T21:43:57Z

please test

cmsbuild · 2024-08-10T05:34:37Z

+1

Size: This PR adds an extra 52KB to repository
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-42bce6/40854/summary.html
COMMIT: 5451836
CMSSW: CMSSW_14_1_X_2024-08-09-1100/el8_amd64_gcc12
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/45684/40854/install.sh to create a dev area with all the needed externals and cmssw changes.

Comparison Summary

Summary:

You potentially added 3 lines to the logs
ROOTFileChecks: Some differences in event products or their sizes found
Reco comparison results: 298 differences found in the comparisons
DQMHistoTests: Total files compared: 45
DQMHistoTests: Total histograms compared: 3422822
DQMHistoTests: Total failures: 2464
DQMHistoTests: Total nulls: 0
DQMHistoTests: Total successes: 3420338
DQMHistoTests: Total skipped: 20
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: 26.925999999999988 KiB( 44 files compared)
DQMHistoSizes: changed ( 11634.0,... ): 2.170 KiB Physics/NanoAODDQM
DQMHistoSizes: changed ( 13234.0,... ): 1.304 KiB Physics/NanoAODDQM
Checked 196 log files, 165 edm output root files, 45 DQM output files
TriggerResults: no differences found

mandrenguyen · 2024-08-10T14:37:21Z

nurfikri89 is there some documentation of the performance you can add to the PR description?

mandrenguyen · 2024-08-10T14:39:15Z

enable nano
sorry, should have done it the first time

mandrenguyen · 2024-08-10T14:41:10Z

There are some differences in the comparisons that are not obviously expected for me.
Why are SVs now empty, e.g.?
https://cmssdt.cern.ch/SDT/jenkins-artifacts/baseLineComparisons/CMSSW_14_1_X_2024-08-09-1100+42bce6/63954/validateJR/25202.0_TTbar_13/all_NANO_step5/c_nanoaodFlatTable_jetPuppiTable__NANO_obj_floats__nSVs_304.png

nurfikri89 · 2024-08-10T15:43:51Z

nurfikri89 is there some documentation of the performance you can add to the PR description?

@mandrenguyen I have added a link to the DP-note which documents the performance of UParT.

There are some differences in the comparisons that are not obviously expected for me. Why are SVs now empty, e.g.? https://cmssdt.cern.ch/SDT/jenkins-artifacts/baseLineComparisons/CMSSW_14_1_X_2024-08-09-1100+42bce6/63954/validateJR/25202.0_TTbar_13/all_NANO_step5/c_nanoaodFlatTable_jetPuppiTable__NANO_obj_floats__nSVs_304.png

Hmm it is not clear to me also. I will try to take a look at them with a local test on lxplus.

vlimant · 2024-08-12T07:54:59Z

please test
(with nano now)

cmsbuild · 2024-08-12T11:07:03Z

+1

Size: This PR adds an extra 12KB to repository
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-42bce6/40863/summary.html
COMMIT: 5451836
CMSSW: CMSSW_14_1_X_2024-08-11-2300/el8_amd64_gcc12
Additional Tests: NANO
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week0/cms-sw/cmssw/45684/40863/install.sh to create a dev area with all the needed externals and cmssw changes.

Comparison Summary

Summary:

You potentially removed 1 lines from the logs
ROOTFileChecks: Some differences in event products or their sizes found
Reco comparison results: 216 differences found in the comparisons
DQMHistoTests: Total files compared: 45
DQMHistoTests: Total histograms compared: 3422822
DQMHistoTests: Total failures: 3
DQMHistoTests: Total nulls: 0
DQMHistoTests: Total successes: 3422799
DQMHistoTests: Total skipped: 20
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: 26.925999999999988 KiB( 44 files compared)
DQMHistoSizes: changed ( 11634.0,... ): 2.170 KiB Physics/NanoAODDQM
DQMHistoSizes: changed ( 13234.0,... ): 1.304 KiB Physics/NanoAODDQM
Checked 196 log files, 165 edm output root files, 45 DQM output files
TriggerResults: no differences found

NANO Comparison Summary

Summary:

You potentially added 507 lines to the logs
ROOTFileChecks: Some differences in event products or their sizes found
Reco comparison results: 32 differences found in the comparisons
DQMHistoTests: Total files compared: 21
DQMHistoTests: Total histograms compared: 54913
DQMHistoTests: Total failures: 0
DQMHistoTests: Total nulls: 0
DQMHistoTests: Total successes: 54913
DQMHistoTests: Total skipped: 0
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: 19.977999999999998 KiB( 20 files compared)
DQMHistoSizes: changed ( 2500.001,... ): 2.170 KiB Physics/NanoAODDQM
DQMHistoSizes: changed ( 2500.011,... ): 1.304 KiB Physics/NanoAODDQM
Checked 102 log files, 58 edm output root files, 21 DQM output files
TriggerResults: no differences found

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
2500.001	2.825	2.785	0.040 ( +1.4% )	3.33	3.33	+0.0%	6.029	6.024
2500.002	2.941	2.898	0.043 ( +1.5% )	2.97	2.95	+0.8%	6.398	6.363
2500.003	2.886	2.844	0.042 ( +1.5% )	3.08	3.04	+1.5%	6.351	6.342
2500.011	1.477	1.447	0.030 ( +2.0% )	5.83	5.74	+1.6%	2.203	2.396
2500.012	1.945	1.907	0.038 ( +2.0% )	3.15	3.13	+0.5%	2.382	2.585
2500.013	1.794	1.762	0.032 ( +1.8% )	4.56	4.55	+0.1%	2.493	2.478
2500.021	0.022	0.022	0.000 ( +0.0% )	0.96	0.95	+0.6%	2.197	2.195
2500.022	0.022	0.022	0.000 ( +0.0% )	0.95	0.91	+4.0%	2.211	2.193
2500.023	0.022	0.022	0.000 ( +0.0% )	0.93	0.92	+2.1%	2.168	2.144
2500.024	0.022	0.022	0.000 ( +0.0% )	0.69	0.68	+1.8%	2.305	2.314
2500.031	0.035	0.035	0.000 ( +0.0% )	0.88	0.87	+1.2%	2.309	2.280
2500.032	0.036	0.036	0.000 ( +0.0% )	0.90	0.88	+2.0%	2.255	2.227
2500.033	0.037	0.037	0.000 ( +0.0% )	0.81	0.80	+1.9%	2.360	2.322
2500.034	0.036	0.036	0.000 ( +0.0% )	0.81	0.80	+0.9%	2.333	2.308
2500.101	2.648	2.643	0.005 ( +0.2% )	8.90	8.79	+1.3%	6.262	6.271
2500.111	1.330	1.327	0.003 ( +0.2% )	19.69	19.74	-0.3%	1.993	2.123
2500.112	1.735	1.732	0.003 ( +0.2% )	15.15	15.02	+0.9%	2.102	2.083
2500.131	5.194	5.194	0.000 ( +0.0% )	15.48	15.49	-0.0%	1.544	1.497
2500.201	2.479	2.475	0.004 ( +0.1% )	7.49	7.41	+1.1%	5.497	5.450
2500.211	1.599	1.589	0.010 ( +0.7% )	17.42	17.11	+1.8%	2.077	2.061
2500.212	2.041	2.030	0.011 ( +0.5% )	13.69	13.71	-0.2%	2.129	2.093
2500.221	2.006	2.006	0.000 ( +0.0% )	7.85	7.47	+5.2%	2.260	2.230
2500.222	3.076	3.072	0.005 ( +0.1% )	7.66	7.39	+3.7%	2.321	2.300
2500.223	8.889	8.885	0.005 ( +0.1% )	2.79	2.79	+0.1%	2.185	2.312
2500.224	5.557	5.512	0.046 ( +0.8% )	1.10	1.07	+2.6%	1.973	2.127
2500.225	5.577	5.530	0.047 ( +0.8% )	1.02	0.99	+2.9%	1.955	2.059
2500.226	2.975	2.970	0.005 ( +0.2% )	7.58	7.32	+3.6%	2.301	2.292
2500.227	8.972	8.972	0.000 ( +0.0% )	10.23	9.99	+2.4%	1.374	1.391
2500.231	1.407	1.407	0.000 ( +0.0% )	13.67	13.68	-0.1%	1.670	1.945
2500.232	2.156	2.145	0.011 ( +0.5% )	13.48	13.45	+0.2%	2.016	2.005
2500.233	4.678	4.668	0.011 ( +0.2% )	4.67	4.77	-2.1%	1.785	1.753
2500.234	3.334	3.304	0.029 ( +0.9% )	1.48	1.48	+0.1%	1.779	1.781
2500.235	3.344	3.315	0.030 ( +0.9% )	1.38	1.38	+0.0%	1.473	1.796
2500.236	2.093	2.082	0.011 ( +0.5% )	13.60	12.93	+5.1%	1.991	2.023
2500.237	7.977	7.977	0.000 ( +0.0% )	14.55	14.33	+1.5%	1.391	1.389
2500.241	9.405	9.405	0.000 ( +0.0% )	3.97	3.83	+3.8%	1.761	1.882
2500.242	10.331	10.331	0.000 ( +0.0% )	0.90	0.85	+5.6%	1.724	1.254
2500.243	2.712	2.712	0.000 ( +0.0% )	6.94	7.54	-8.0%	1.056	1.056
2500.244	485.976	485.976	0.000 ( +0.0% )	0.56	0.53	+4.8%	1.595	1.280
2500.245	823.224	823.224	0.000 ( +0.0% )	0.75	0.73	+2.4%	1.575	1.523
2500.901	1.749	1.749	0.000 ( +0.0% )	21.40	18.11	+18.2%	1.828	1.791
2500.902	1.598	1.598	0.000 ( +0.0% )	21.59	21.02	+2.7%	1.251	1.749
2500.911	13.931	13.931	0.000 ( +0.0% )	2.87	3.14	-8.6%	1.076	1.035
2500.912	0.310	0.310	0.000 ( +0.0% )	1.60	1.37	+16.7%	0.960	0.965
2500.913	0.110	0.110	0.000 ( +0.0% )	1.18	1.18	+0.2%	0.967	0.960

cmsbuild · 2024-08-27T17:51:09Z

+1

Size: This PR adds an extra 12KB to repository
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-42bce6/41160/summary.html
COMMIT: 5451836
CMSSW: CMSSW_14_1_X_2024-08-27-1100/el8_amd64_gcc12
Additional Tests: NANO
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week0/cms-sw/cmssw/45684/41160/install.sh to create a dev area with all the needed externals and cmssw changes.

Comparison Summary

Summary:

You potentially added 2 lines to the logs
ROOTFileChecks: Some differences in event products or their sizes found
Reco comparison results: 213 differences found in the comparisons
DQMHistoTests: Total files compared: 44
DQMHistoTests: Total histograms compared: 3328202
DQMHistoTests: Total failures: 14
DQMHistoTests: Total nulls: 0
DQMHistoTests: Total successes: 3328168
DQMHistoTests: Total skipped: 20
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: 26.925999999999988 KiB( 43 files compared)
DQMHistoSizes: changed ( 11634.0,... ): 2.170 KiB Physics/NanoAODDQM
DQMHistoSizes: changed ( 13234.0,... ): 1.304 KiB Physics/NanoAODDQM
Checked 191 log files, 161 edm output root files, 44 DQM output files
TriggerResults: no differences found

NANO Comparison Summary

Summary:

You potentially added 1338 lines to the logs
ROOTFileChecks: Some differences in event products or their sizes found
Reco comparison results: 32 differences found in the comparisons
DQMHistoTests: Total files compared: 21
DQMHistoTests: Total histograms compared: 54921
DQMHistoTests: Total failures: 0
DQMHistoTests: Total nulls: 0
DQMHistoTests: Total successes: 54921
DQMHistoTests: Total skipped: 0
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: 19.977999999999998 KiB( 20 files compared)
DQMHistoSizes: changed ( 2500.001,... ): 2.170 KiB Physics/NanoAODDQM
DQMHistoSizes: changed ( 2500.011,... ): 1.304 KiB Physics/NanoAODDQM
Checked 102 log files, 58 edm output root files, 21 DQM output files
TriggerResults: no differences found

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
2500.001	2.828	2.788	0.040 ( +1.4% )	3.34	3.28	+1.8%	6.057	6.673
2500.002	2.944	2.901	0.043 ( +1.5% )	2.97	2.92	+1.6%	6.409	7.029
2500.003	2.890	2.848	0.042 ( +1.5% )	3.09	3.03	+2.2%	6.383	6.993
2500.011	1.480	1.450	0.030 ( +2.1% )	5.73	5.54	+3.4%	2.137	2.403
2500.012	1.947	1.909	0.038 ( +2.0% )	3.15	3.09	+2.2%	2.170	2.594
2500.013	1.797	1.765	0.032 ( +1.8% )	4.54	4.43	+2.6%	2.190	2.501
2500.021	0.022	0.022	0.000 ( +0.0% )	0.84	0.95	-11.5%	2.215	2.375
2500.022	0.022	0.022	0.000 ( +0.0% )	0.84	0.92	-9.1%	2.222	2.370
2500.023	0.022	0.022	0.000 ( +0.2% )	0.81	0.91	-10.8%	2.157	2.239
2500.024	0.022	0.022	0.000 ( +0.0% )	0.64	0.68	-6.4%	2.208	2.464
2500.031	0.035	0.035	0.000 ( +0.0% )	0.80	0.85	-6.2%	2.250	2.427
2500.032	0.036	0.036	0.000 ( +0.0% )	0.80	0.88	-8.2%	2.258	2.403
2500.033	0.037	0.037	0.000 ( +0.0% )	0.73	0.72	+0.6%	2.281	2.483
2500.034	0.036	0.036	0.000 ( +0.0% )	0.74	0.80	-7.5%	2.258	2.460
2500.101	2.650	2.646	0.004 ( +0.2% )	9.04	8.47	+6.7%	6.279	6.939
2500.111	1.332	1.330	0.003 ( +0.2% )	19.14	18.35	+4.3%	2.215	2.213
2500.112	1.738	1.735	0.003 ( +0.2% )	14.74	14.22	+3.6%	2.129	2.304
2500.131	5.194	5.194	0.000 ( +0.0% )	15.83	14.95	+5.9%	1.536	1.552
2500.201	2.482	2.478	0.004 ( +0.1% )	7.70	7.38	+4.4%	6.121	6.216
2500.211	1.602	1.592	0.010 ( +0.6% )	11.44	16.26	-29.7%	2.113	2.289
2500.212	2.044	2.033	0.011 ( +0.5% )	13.43	13.22	+1.6%	2.165	2.389
2500.221	2.006	2.006	0.000 ( +0.0% )	7.63	7.44	+2.5%	2.262	2.437
2500.222	3.076	3.072	0.005 ( +0.1% )	7.53	7.22	+4.3%	2.330	2.523
2500.223	8.893	8.888	0.005 ( +0.1% )	2.80	2.68	+4.4%	2.323	2.541
2500.224	5.561	5.515	0.046 ( +0.8% )	1.12	1.05	+6.2%	2.499	2.576
2500.225	5.580	5.533	0.047 ( +0.8% )	1.01	0.98	+3.9%	2.426	2.606
2500.226	2.978	2.973	0.005 ( +0.2% )	7.44	7.23	+2.9%	2.294	2.522
2500.227	8.972	8.972	0.000 ( +0.0% )	10.14	9.62	+5.4%	1.396	1.494
2500.231	1.407	1.407	0.000 ( +0.0% )	13.16	12.69	+3.7%	1.931	2.196
2500.232	2.156	2.145	0.011 ( +0.5% )	13.28	12.73	+4.4%	1.994	2.288
2500.233	4.681	4.670	0.011 ( +0.2% )	4.88	4.65	+4.8%	2.021	2.307
2500.234	3.336	3.307	0.029 ( +0.9% )	1.49	1.42	+5.0%	2.055	2.327
2500.235	3.347	3.317	0.030 ( +0.9% )	1.39	1.35	+2.6%	2.074	2.345
2500.236	2.096	2.085	0.011 ( +0.5% )	13.14	12.85	+2.3%	2.018	2.279
2500.237	7.977	7.977	0.000 ( +0.0% )	14.35	14.14	+1.5%	1.435	1.572
2500.241	9.405	9.405	0.000 ( +0.0% )	3.85	3.55	+8.4%	1.850	1.959
2500.242	10.331	10.331	0.000 ( +0.0% )	0.91	0.83	+8.9%	1.672	1.724
2500.243	2.712	2.712	0.000 ( +0.0% )	7.24	6.66	+8.7%	1.058	1.059
2500.244	485.976	485.976	0.000 ( +0.0% )	0.56	0.53	+5.8%	1.680	1.668
2500.245	823.224	823.224	0.000 ( +0.0% )	0.74	0.70	+5.6%	1.570	1.666
2500.901	1.749	1.749	0.000 ( +0.0% )	20.78	20.26	+2.6%	1.756	1.830
2500.902	1.598	1.598	0.000 ( +0.0% )	21.78	20.67	+5.3%	1.756	1.757
2500.911	13.931	13.931	0.000 ( +0.0% )	3.18	2.83	+12.3%	1.078	1.079
2500.912	0.437	0.310	0.126 ( +40.7% )	1.22	1.33	-7.7%	0.966	0.970
2500.913	0.110	0.110	0.000 ( +0.0% )	1.17	1.12	+3.7%	0.966	0.974

hqucms · 2024-08-27T21:34:39Z

+1

jfernan2 · 2024-09-02T08:21:46Z

+1

cmsbuild · 2024-09-02T08:22:07Z

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. @antoniovilela, @mandrenguyen, @sextonkennedy, @rappoccio (and backports should be raised in the release meeting by the corresponding L2)

mandrenguyen · 2024-09-03T18:27:51Z

hold
I think we're still waiting for an answer to this:
#45684 (comment)

cmsbuild · 2024-09-03T18:28:11Z

Pull request has been put on hold by @mandrenguyen
They need to issue an unhold command to remove the hold state or L1 can unhold it for all

hqucms · 2024-09-03T18:34:37Z

hold I think we're still waiting for an answer to this: #45684 (comment)

@mandrenguyen I think it's not a real difference, just that the order of variables in the nano flat table changed because of the new variables?

mandrenguyen · 2024-09-03T20:09:52Z

unhold

cmsbuild · 2024-09-03T20:10:12Z

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. @rappoccio, @sextonkennedy, @antoniovilela, @mandrenguyen (and backports should be raised in the release meeting by the corresponding L2)

mandrenguyen · 2024-09-03T20:10:32Z

+1

nurfikri89 added 3 commits August 9, 2024 15:08

Add UParT discriminants for SvsUDG and SvsBC

9502d90

Add UParT discriminants for SvUDG and SvsCB. Add UParT udg raw score.…

2e04917

… Fix typo for UParT QvsG doc.

Add UParT SvsCB, SvUDG, QvG and UDG scores

5451836

cmsbuild added this to the CMSSW_14_1_X milestone Aug 9, 2024

cmsbuild added reconstruction-pending pending-signatures tests-pending orp-pending code-checks-pending xpog-pending labels Aug 9, 2024

cmsbuild added code-checks-approved and removed code-checks-pending labels Aug 9, 2024

cmsbuild added tests-started and removed tests-pending labels Aug 9, 2024

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cmsbuild removed the tests-started label Aug 12, 2024

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cmsbuild added xpog-approved and removed xpog-pending labels Aug 27, 2024

cmsbuild added reconstruction-approved fully-signed and removed reconstruction-pending pending-signatures labels Sep 2, 2024

cmsbuild mentioned this pull request Sep 2, 2024

Minor fixes to variables for lepton MVA #45860

Merged

cmsbuild added pending-signatures hold and removed fully-signed labels Sep 3, 2024

cmsbuild added fully-signed and removed pending-signatures hold labels Sep 3, 2024

cmsbuild added orp-approved and removed orp-pending labels Sep 3, 2024

cmsbuild merged commit 369cd7c into cms-sw:master Sep 3, 2024
13 checks passed

cmsbuild mentioned this pull request Sep 5, 2024

[Do not merge] Testing TF 2.15 GPU cms-sw/cmsdist#9394

Closed

nurfikri89 deleted the from1410pre6_addUPartTStrangeTag branch September 16, 2024 21:18

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[BTV, NanoAOD] Add UParT discriminants for strange-jet tagging #45684

[BTV, NanoAOD] Add UParT discriminants for strange-jet tagging #45684

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[BTV, NanoAOD] Add UParT discriminants for strange-jet tagging #45684

[BTV, NanoAOD] Add UParT discriminants for strange-jet tagging #45684

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nurfikri89 commented Aug 9, 2024 • edited Loading

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nurfikri89 commented Aug 9, 2024 •

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cmsbuild commented Aug 9, 2024 •

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