[NGT] DNN for HP Pixel track selection by EmanueleCoradin · Pull Request #51042 · cms-sw/cmssw

EmanueleCoradin · 2026-05-26T20:51:07Z

PR description:

This PR introduces a DNN-based High-Purity (HP) pixel track selection for Phase-2 HLT pixel tracking using the PyTorch Alpaka package.

This PR is coupled with #51085, which introduces some changes and updates to the Patatrack pixel tracking.

Main changes:

Added PixelTrackTorchHighPuritySelector, an Alpaka EDProducer performing the selection.
Updated HLT Phase-2 pixel tracking sequences to use the DNN HP selector output.
Removed the Cut-Based selector from the Phase-2 pixel tracking sequence.

Expected impact:

Enables vertex-independent HP pixel-track selection using DNN inference.
Simplifies the Phase-2 HLT heterogeneous pixel tracking workflow by removing the circular dependency between vertexing and HP track selection.

Related material:

Presentation at tracking POG, with the combined effect of this PR and [NGT] Improvements to Patatrack Pixel Tracking for Phase-2 #51085.

If this PR is a backport please specify the original PR and why you need to backport that PR. If this PR will be backported please specify to which release cycle the backport is meant for:

Not a backport.

cmsbuild · 2026-05-26T20:51:33Z

cms-bot internal usage

EmanueleCoradin · 2026-05-26T20:52:44Z

type ngt

cmsbuild · 2026-05-26T20:53:56Z

+code-checks

Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-51042/49484

There are other open Pull requests which might conflict with changes you have proposed:
- File DataFormats/HGCalReco/interface/MtdSoA.h modified in PR(s): Add directories for TICL-EGM code development #48319
- File HLTrigger/NGTScouting/python/HLTNanoProducer_cff.py modified in PR(s): Phase2 Single_Tau_Trigger Path Added #49637, [NGT] Add workflow to produce Phase2 NANOAOD with L1 and HLT objects #51004
- File PhysicsTools/NanoAOD/plugins/TrackingAssocValueMapsProducer.cc modified in PR(s): [NGT] Add workflow to produce Phase2 NANOAOD with L1 and HLT objects #51004

cmsbuild · 2026-05-26T21:21:28Z

+code-checks

Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-51042/49485

There are other open Pull requests which might conflict with changes you have proposed:
- File DataFormats/HGCalReco/interface/MtdSoA.h modified in PR(s): Add directories for TICL-EGM code development #48319
- File HLTrigger/NGTScouting/python/HLTNanoProducer_cff.py modified in PR(s): Phase2 Single_Tau_Trigger Path Added #49637, [NGT] Add workflow to produce Phase2 NANOAOD with L1 and HLT objects #51004
- File PhysicsTools/NanoAOD/plugins/TrackingAssocValueMapsProducer.cc modified in PR(s): [NGT] Add workflow to produce Phase2 NANOAOD with L1 and HLT objects #51004

cmsbuild · 2026-05-26T21:21:54Z

Pull request #51042 was updated.

mmusich · 2026-05-27T06:28:29Z

test parameters:

enable = hlt_p2_integration, hlt_p2_timing
workflows = ph2_hlt

mmusich · 2026-05-27T06:28:35Z

@cmsbuild, please test

cmsbuild · 2026-05-27T07:57:45Z

-1

Failed Tests: RelVals
Size: This PR adds an extra 84KB to repository
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-2a8974/53493/summary.html
COMMIT: f138199
CMSSW: CMSSW_17_0_X_2026-05-26-2300/el8_amd64_gcc13
Additional Tests: HLT_P2_INTEGRATION,HLT_P2_TIMING
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week1/cms-sw/cmssw/51042/53493/install.sh to create a dev area with all the needed externals and cmssw changes.

HLT P2 Timing: chart

Failed RelVals

34434.7591

----- Begin Fatal Exception 27-May-2026 09:36:23 CEST-----------------------
An exception of category 'ProductNotFound' occurred while
   [0] Processing  Event run: 1 lumi: 1 event: 1 stream: 0
   [1] Running path 'nanoAOD_step'
   [2] Calling method for module SimplePixelTrackSoATabFlatTableProducer/'hltPixelTrackSoATable'
Exception Message:
Principal::getByToken: Found zero products matching all criteria
Looking for a container with elements of type: PixelTrackSoATab
Looking for module label: hltPhase2PixelTrackSoATableProducer
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 -------------------------------------------------

34434.75334434.753_TTbar_14TeV+Run4D121_HLT75e33TimingLegacyTracking/step2_TTbar_14TeV+Run4D121_HLT75e33TimingLegacyTracking.log
34434.773

----- Begin Fatal Exception 27-May-2026 09:41:41 CEST-----------------------
An exception of category 'ProductNotFound' occurred while
   [0] Processing  Event run: 1 lumi: 1 event: 1 stream: 0
   [1] Running path 'nanoAOD_step'
   [2] Calling method for module SimplePixelTrackSoATabFlatTableProducer/'hltPixelTrackSoATable'
Exception Message:
Principal::getByToken: Found zero products matching all criteria
Looking for a container with elements of type: PixelTrackSoATab
Looking for module label: hltPhase2PixelTrackSoATableProducer
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 ...

34434.756

mmusich · 2026-07-28T14:48:13Z

code-checks

cmsbuild · 2026-07-28T14:49:22Z

-code-checks

Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-51042/50343

ERROR: Unable to merge PR.

See log https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-51042/50343/cms-checkout-topic.log

(cherry picked from commit 7041ece3860a2c015b31d02c793f17d1d0af3d17)

EmanueleCoradin · 2026-07-29T12:00:23Z

code-checks

cmsbuild · 2026-07-29T12:03:04Z

+code-checks

Logs: https://cmssdt.cern.ch/SDT/code-checks/cms-sw-PR-51042/50368

There are other open Pull requests which might conflict with changes you have proposed:
- File Configuration/EventContent/python/EventContent_cff.py modified in PR(s): Enable the MC-truth graph with configurable event-content levels #51562
- File HLTrigger/Configuration/python/HLT_75e33/paths/DST_HeterogeneousReco_cfi.py modified in PR(s): SoAMultiView #51458
- File HLTrigger/Configuration/python/HLT_75e33/sequences/HLTPhase2PixelTracksAndVerticesSequence_cfi.py modified in PR(s): SoAMultiView #51458
- File HLTrigger/Configuration/python/HLT_NGTScouting_cff.py modified in PR(s): TICLGeom: a portable SoA geometry #51563
- File Validation/RecoTrack/python/associators_cff.py modified in PR(s): [NGT] Introduce general DQM Validation for Secondary Vertexing #51577
- File Validation/RecoVertex/python/HLTmultiPVvalidator_cff.py modified in PR(s): [NGT] Introduce general DQM Validation for Secondary Vertexing #51577

cmsbuild · 2026-07-29T12:03:25Z

Pull request #51042 was updated. @Martin-Grunewald, @Moanwar, @cmsbuild, @ctarricone, @davidlange6, @fabiocos, @ftenchini, @gabrielmscampos, @jfernan2, @mandrenguyen, @mmusich, @rseidita, @srimanob can you please check and sign again.

EmanueleCoradin · 2026-07-29T12:07:01Z

I am running some tests locally to check the PR before launching the bot again

EmanueleCoradin · 2026-07-29T12:46:44Z

@cmsbuild please test

cmsbuild · 2026-07-29T15:46:35Z

-1

Failed Tests: RelVals-AMD_MI300X
Size: This PR adds an extra 60KB to repository
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-2a8974/54996/summary.html
COMMIT: bd2f0d8
CMSSW: CMSSW_20_1_X_2026-07-28-2300/el9_amd64_gcc13
Additional Tests: GPU,HLT_P2_INTEGRATION,HLT_P2_TIMING,AMD_MI300X,AMD_W7900,NVIDIA_H100,NVIDIA_L40S,NVIDIA_T4
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week0/cms-sw/cmssw/51042/54996/install.sh to create a dev area with all the needed externals and cmssw changes.

HLT P2 Timing: chart

Failed RelVals-AMD_MI300X

34434.40334434.403_TTbar_14TeV+Run4D121_Patatrack_PixelOnlyAlpaka_Validation/step2_TTbar_14TeV+Run4D121_Patatrack_PixelOnlyAlpaka_Validation.log

Comparison Summary

Summary:

You potentially removed 2 lines from the logs
ROOTFileChecks: Some differences in event products or their sizes found
Reco comparison results: 11 differences found in the comparisons
DQMHistoTests: Total files compared: 61
DQMHistoTests: Total histograms compared: 4324517
DQMHistoTests: Total failures: 41406
DQMHistoTests: Total nulls: 76
DQMHistoTests: Total successes: 4283017
DQMHistoTests: Total skipped: 18
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: -17.188 KiB( 60 files compared)
DQMHistoSizes: changed ( 34434.7503 ): -17.188 KiB HLT/HeterogeneousMonitoring
Checked 257 log files, 213 edm output root files, 61 DQM output files
TriggerResults: found differences in 18 / 60 workflows

NVIDIA_H100 Comparison Summary

Summary:

No significant changes to the logs found
ROOTFileChecks: Some differences in event products or their sizes found
Reco comparison results: 83 differences found in the comparisons
DQMHistoTests: Total files compared: 7
DQMHistoTests: Total histograms compared: 172823
DQMHistoTests: Total failures: 12936
DQMHistoTests: Total nulls: 4
DQMHistoTests: Total successes: 159883
DQMHistoTests: Total skipped: 0
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: -17.188 KiB( 6 files compared)
DQMHistoSizes: changed ( 34434.7503 ): -17.188 KiB HLT/HeterogeneousMonitoring
Checked 25 log files, 20 edm output root files, 7 DQM output files
TriggerResults: found differences in 6 / 6 workflows

NVIDIA_L40S Comparison Summary

Summary:

No significant changes to the logs found
ROOTFileChecks: Some differences in event products or their sizes found
Reco comparison results: 65 differences found in the comparisons
DQMHistoTests: Total files compared: 7
DQMHistoTests: Total histograms compared: 172823
DQMHistoTests: Total failures: 12316
DQMHistoTests: Total nulls: 4
DQMHistoTests: Total successes: 160503
DQMHistoTests: Total skipped: 0
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: -17.188 KiB( 6 files compared)
DQMHistoSizes: changed ( 34434.7503 ): -17.188 KiB HLT/HeterogeneousMonitoring
Checked 25 log files, 20 edm output root files, 7 DQM output files
TriggerResults: found differences in 6 / 6 workflows

NVIDIA_T4 Comparison Summary

Summary:

No significant changes to the logs found
ROOTFileChecks: Some differences in event products or their sizes found
Reco comparison results: 86 differences found in the comparisons
DQMHistoTests: Total files compared: 7
DQMHistoTests: Total histograms compared: 172823
DQMHistoTests: Total failures: 13606
DQMHistoTests: Total nulls: 4
DQMHistoTests: Total successes: 159213
DQMHistoTests: Total skipped: 0
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: -17.188 KiB( 6 files compared)
DQMHistoSizes: changed ( 34434.7503 ): -17.188 KiB HLT/HeterogeneousMonitoring
Checked 25 log files, 20 edm output root files, 7 DQM output files
TriggerResults: found differences in 6 / 6 workflows

Max Memory Comparisons exceeding threshold

@cms-sw/core-l2 , I found 5 workflow step(s) with memory usage exceeding the error threshold:

Expand to see workflows ...

Error: Workflow 34434.77_TTbar_14TeV+Run4D121_NGTScouting step2 max memory diff 55.2 exceeds +/- 30.0 MiB
Error: Workflow 34434.771_TTbar_14TeV+Run4D121_NGTScoutingAll step2 max memory diff 55.2 exceeds +/- 30.0 MiB
Error: Workflow 34434.772_TTbar_14TeV+Run4D121_NGTScoutingWithNano step2 max memory diff 55.8 exceeds +/- 30.0 MiB
Error: Workflow 34434.773_TTbar_14TeV+Run4D121_NGTScoutingWithNanoValid step2 max memory diff 55.8 exceeds +/- 30.0 MiB
Error: Workflow 34434.774_TTbar_14TeV+Run4D121_L1NGTScoutingWithNanoValid step2 max memory diff 55.2 exceeds +/- 30.0 MiB

Max Memory Comparisons exceeding threshold NVIDIA_H100

@cms-sw/core-l2 , I found 7 workflow step(s) with memory usage exceeding the error threshold:

Expand to see workflows ...

Error: Workflow 34434.402_TTbar_14TeV+Run4D121_Patatrack_PixelOnlyAlpaka step2 max memory diff 328.5 exceeds +/- 30.0 MiB
Error: Workflow 34434.403_TTbar_14TeV+Run4D121_Patatrack_PixelOnlyAlpaka_Validation step2 max memory diff 328.6 exceeds +/- 30.0 MiB
Error: Workflow 34434.404_TTbar_14TeV+Run4D121_Patatrack_PixelOnlyAlpaka_Profiling step2 max memory diff 327.9 exceeds +/- 30.0 MiB
Error: Workflow 34434.712_TTbar_14TeV+Run4D121_lstmkFitOnGPUIters01TrackingOnly step2 max memory diff 329.0 exceeds +/- 30.0 MiB
Error: Workflow 34434.713_TTbar_14TeV+Run4D121_lstmkFitOnGPUIters01TrackingOnlyAlpakaValidationLST step2 max memory diff 328.8 exceeds +/- 30.0 MiB
Error: Workflow 34434.7503_TTbar_14TeV+Run4D121_HLTHeterogeneousValid step2 max memory diff 329.9 exceeds +/- 30.0 MiB
Error: Workflow 34434.751_TTbar_14TeV+Run4D121_HLT75e33TimingAlpaka step2 max memory diff 328.1 exceeds +/- 30.0 MiB

Max Memory Comparisons exceeding threshold NVIDIA_L40S

@cms-sw/core-l2 , I found 7 workflow step(s) with memory usage exceeding the error threshold:

Expand to see workflows ...

Error: Workflow 34434.402_TTbar_14TeV+Run4D121_Patatrack_PixelOnlyAlpaka step2 max memory diff 457.6 exceeds +/- 30.0 MiB
Error: Workflow 34434.403_TTbar_14TeV+Run4D121_Patatrack_PixelOnlyAlpaka_Validation step2 max memory diff 456.4 exceeds +/- 30.0 MiB
Error: Workflow 34434.404_TTbar_14TeV+Run4D121_Patatrack_PixelOnlyAlpaka_Profiling step2 max memory diff 456.6 exceeds +/- 30.0 MiB
Error: Workflow 34434.712_TTbar_14TeV+Run4D121_lstmkFitOnGPUIters01TrackingOnly step2 max memory diff 457.3 exceeds +/- 30.0 MiB
Error: Workflow 34434.713_TTbar_14TeV+Run4D121_lstmkFitOnGPUIters01TrackingOnlyAlpakaValidationLST step2 max memory diff 457.1 exceeds +/- 30.0 MiB
Error: Workflow 34434.7503_TTbar_14TeV+Run4D121_HLTHeterogeneousValid step2 max memory diff 456.3 exceeds +/- 30.0 MiB
Error: Workflow 34434.751_TTbar_14TeV+Run4D121_HLT75e33TimingAlpaka step2 max memory diff 456.4 exceeds +/- 30.0 MiB

Max Memory Comparisons exceeding threshold NVIDIA_T4

@cms-sw/core-l2 , I found 7 workflow step(s) with memory usage exceeding the error threshold:

Expand to see workflows ...

Error: Workflow 34434.402_TTbar_14TeV+Run4D121_Patatrack_PixelOnlyAlpaka step2 max memory diff 338.9 exceeds +/- 30.0 MiB
Error: Workflow 34434.403_TTbar_14TeV+Run4D121_Patatrack_PixelOnlyAlpaka_Validation step2 max memory diff 338.9 exceeds +/- 30.0 MiB
Error: Workflow 34434.404_TTbar_14TeV+Run4D121_Patatrack_PixelOnlyAlpaka_Profiling step2 max memory diff 338.8 exceeds +/- 30.0 MiB
Error: Workflow 34434.712_TTbar_14TeV+Run4D121_lstmkFitOnGPUIters01TrackingOnly step2 max memory diff 339.1 exceeds +/- 30.0 MiB
Error: Workflow 34434.713_TTbar_14TeV+Run4D121_lstmkFitOnGPUIters01TrackingOnlyAlpakaValidationLST step2 max memory diff 339.0 exceeds +/- 30.0 MiB
Error: Workflow 34434.7503_TTbar_14TeV+Run4D121_HLTHeterogeneousValid step2 max memory diff 588.9 exceeds +/- 30.0 MiB
Error: Workflow 34434.751_TTbar_14TeV+Run4D121_HLT75e33TimingAlpaka step2 max memory diff 338.9 exceeds +/- 30.0 MiB

mmusich · 2026-07-29T15:52:37Z

-1

gpu relvals on amd are unfortunately broken since a while for independent reasons.

mmusich · 2026-07-29T15:54:09Z

test parameters:

enable_tests = hlt_p2_integration, hlt_p2_timing
workflows = ph2_hlt

mmusich · 2026-07-29T15:54:20Z

@cmsbuild, please test

let's try without

cmsbuild · 2026-07-29T18:22:00Z

+1

Size: This PR adds an extra 16KB to repository
Summary: https://cmssdt.cern.ch/SDT/jenkins-artifacts/pull-request-integration/PR-2a8974/55003/summary.html
COMMIT: bd2f0d8
CMSSW: CMSSW_20_1_X_2026-07-29-1100/el9_amd64_gcc13
Additional Tests: HLT_P2_INTEGRATION,HLT_P2_TIMING
User test area: For local testing, you can use /cvmfs/cms-ci.cern.ch/week0/cms-sw/cmssw/51042/55003/install.sh to create a dev area with all the needed externals and cmssw changes.

HLT P2 Timing: chart

Comparison Summary

Summary:

You potentially removed 1 lines from the logs
ROOTFileChecks: Some differences in event products or their sizes found
Reco comparison results: 11 differences found in the comparisons
DQMHistoTests: Total files compared: 61
DQMHistoTests: Total histograms compared: 4324517
DQMHistoTests: Total failures: 41398
DQMHistoTests: Total nulls: 76
DQMHistoTests: Total successes: 4283025
DQMHistoTests: Total skipped: 18
DQMHistoTests: Total Missing objects: 0
DQMHistoSizes: Histogram memory added: -17.188 KiB( 60 files compared)
DQMHistoSizes: changed ( 34434.7503 ): -17.188 KiB HLT/HeterogeneousMonitoring
Checked 257 log files, 213 edm output root files, 61 DQM output files
TriggerResults: found differences in 18 / 60 workflows

Max Memory Comparisons exceeding threshold

@cms-sw/core-l2 , I found 5 workflow step(s) with memory usage exceeding the error threshold:

Expand to see workflows ...

Error: Workflow 34434.77_TTbar_14TeV+Run4D121_NGTScouting step2 max memory diff 55.1 exceeds +/- 30.0 MiB
Error: Workflow 34434.771_TTbar_14TeV+Run4D121_NGTScoutingAll step2 max memory diff 55.2 exceeds +/- 30.0 MiB
Error: Workflow 34434.772_TTbar_14TeV+Run4D121_NGTScoutingWithNano step2 max memory diff 55.8 exceeds +/- 30.0 MiB
Error: Workflow 34434.773_TTbar_14TeV+Run4D121_NGTScoutingWithNanoValid step2 max memory diff 55.8 exceeds +/- 30.0 MiB
Error: Workflow 34434.774_TTbar_14TeV+Run4D121_L1NGTScoutingWithNanoValid step2 max memory diff 55.2 exceeds +/- 30.0 MiB

mmusich · 2026-08-01T06:56:23Z

+hlt

mmusich · 2026-08-03T10:38:08Z

@cms-sw/reconstruction-l2 @cms-sw/dqm-l2 please review

gabrielmscampos · 2026-08-03T12:02:42Z

+dqm

Moanwar · 2026-08-03T15:29:11Z

+1

cmsbuild · 2026-08-03T15:29:38Z

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

mandrenguyen · 2026-08-04T11:04:17Z

+1

mmusich · 2026-08-05T07:25:52Z

For the record, I think this PR broke the unit test test_heterogeneousMenu (introduced at #51583), see logs

cmsbuild added this to the CMSSW_17_0_X milestone May 26, 2026

cmsbuild added reconstruction-pending dqm-pending hlt-pending pending-signatures tests-pending orp-pending code-checks-pending xpog-pending heterogeneous-pending tracking changes-dataformats labels May 26, 2026

cmsbuild added the ngt label May 26, 2026

cmsbuild added code-checks-approved code-checks-pending and removed code-checks-pending code-checks-approved labels May 26, 2026

cmsbuild added code-checks-approved and removed code-checks-pending labels May 26, 2026

cmsbuild added tests-started and removed tests-pending labels May 27, 2026

cmsbuild removed the tests-started label May 27, 2026

cmsbuild mentioned this pull request Jul 28, 2026

[NGT] Introduce general DQM Validation for Secondary Vertexing #51577

Merged

EmanueleCoradin and others added 5 commits July 29, 2026 13:54

Implemented PixelTrackSelectorDNN inference

d1ee825

Update PixelVertex validation to use DNN High-Purity PixelTracks

5d5889d

(cherry picked from commit 7041ece3860a2c015b31d02c793f17d1d0af3d17)

Switch to once-per-grid

0965d74

Clean HLTPhase2PixelTracksCAExtension

d6da97f

Update buildfile and CPU-GPU comparison

bd2f0d8

Moanwar reviewed Aug 3, 2026

View reviewed changes

Comment thread RecoTracker/FinalTrackSelectors/interface/PixelTrackFeaturesSoA.h

Moanwar reviewed Aug 3, 2026

View reviewed changes

Comment thread RecoTracker/FinalTrackSelectors/interface/PixelTrackFeaturesSoA.h

cmsbuild mentioned this pull request Aug 4, 2026

Phase2 L1T: Correlator development for AR2026 #51270

Open

EmanueleCoradin mentioned this pull request Aug 5, 2026

Patch: Remove hltPhase2PixelVertices from DST_HeterogeneousReco #51627

Merged

cmsbuild mentioned this pull request Aug 5, 2026

METAlgorithms: Cleanup dependency to avoid linking TF for GenMETProducer #51632

Merged

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PR description:

If this PR is a backport please specify the original PR and why you need to backport that PR. If this PR will be backported please specify to which release cycle the backport is meant for:

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cmsbuild commented May 27, 2026

Failed RelVals

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mmusich commented Jul 28, 2026

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EmanueleCoradin commented Jul 29, 2026

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cmsbuild commented Jul 29, 2026

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EmanueleCoradin commented Jul 29, 2026

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EmanueleCoradin commented Jul 29, 2026

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cmsbuild commented Jul 29, 2026

Failed RelVals-AMD_MI300X

Comparison Summary

NVIDIA_H100 Comparison Summary

NVIDIA_L40S Comparison Summary

NVIDIA_T4 Comparison Summary

Max Memory Comparisons exceeding threshold

Max Memory Comparisons exceeding threshold NVIDIA_H100

Max Memory Comparisons exceeding threshold NVIDIA_L40S

Max Memory Comparisons exceeding threshold NVIDIA_T4

Uh oh!

mmusich commented Jul 29, 2026

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mmusich commented Jul 29, 2026

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cmsbuild commented Jul 29, 2026

Comparison Summary

Max Memory Comparisons exceeding threshold

Uh oh!

mmusich commented Aug 1, 2026

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mmusich commented Aug 3, 2026

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gabrielmscampos commented Aug 3, 2026

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Moanwar commented Aug 3, 2026

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cmsbuild commented Aug 3, 2026

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EmanueleCoradin commented May 26, 2026 •

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