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reproducibility of GPU vs CPU results at HLT #35376

Open fwyzard opened 3 years ago

fwyzard commented 3 years ago

Tests done in multiple recent releases have shown that the HLT results are not consistent when running on GPU vs on CPU.

Here are the instruction to reproduce the issue using

setup a CMSSW working area

cmsrel CMSSW_12_1_0_pre3
cd CMSSW_12_1_0_pre3/   
cmsenv
mkdir run
cd run

extract the HLT configuration for running on GPU using the Run3 era

hltGetConfiguration /dev/CMSSW_12_1_0/GRun/V1 \
    --eras Run3 \
    --globaltag auto:phase1_2021_realistic \
    --mc \
    --unprescale \
    --output minimal \
    --customise HLTrigger/Configuration/customizeHLTforPatatrack.customizeHLTforPatatrack \
    --input /store/relval/CMSSW_12_0_0_pre6/RelValTTbar_14TeV/GEN-SIM-DIGI-RAW/PU_120X_mcRun3_2021_realistic_v4_JIRA_129-v1/00000/79c06ed5-929b-4a57-a4f2-1ae90e6b38c5.root \
    > hlt.py

run the HLT menu on a GPU-equipped machine

# run the HLT menu without any GPUs
CUDA_VISIBLE_DEVICES= cmsRun hlt.py
mv output.root output-cpu.root

# use available GPUs
cmsRun hlt.py
mv output.root output-gpu.root

compare the results

hltDiff -o output-cpu.root -n output-gpu.root
...
Found 100 matching events, out of which 100 have different HLT results

      Events    Accepted      Gained        Lost       Other  Trigger
         100           0           -           -          ~1  HLT_AK8PFHT750_TrimMass50_v12
         100           0           -           -          ~1  HLT_DoubleEle8_CaloIdM_TrackIdM_Mass8_DZ_PFHT350_v20
         100           0           -           -          ~1  HLT_DoubleEle8_CaloIdM_TrackIdM_Mass8_PFHT350_v20
         100           2          +2           -           -  HLT_DoubleMu4_Mass3p8_DZ_PFHT350_v8
         100          17           -           -          ~2  HLT_Ele15_WPLoose_Gsf_v3
         100          17           -           -          ~2  HLT_Ele17_WPLoose_Gsf_v3
         100          17           -           -          ~1  HLT_Ele20_WPLoose_Gsf_v6
         100          17           -           -          ~1  HLT_Ele20_eta2p1_WPLoose_Gsf_v6
         100          10          +1           -           -  HLT_HT450_Beamspot_v11
         100          42          +2           -           -  HLT_HT300_Beamspot_v11
         100           4           -          -1           -  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTauHPS27_eta2p1_CrossL1_v4
         100           4           -          -1           -  HLT_IsoMu20_eta2p1_MediumChargedIsoPFTauHPS27_eta2p1_CrossL1_v1
         100           4           -          -1           -  HLT_IsoMu20_eta2p1_TightChargedIsoPFTauHPS27_eta2p1_CrossL1_v1
         100           4           -          -1           -  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
         100           4           -          -1           -  HLT_IsoMu20_eta2p1_MediumChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
         100           4           -          -1           -  HLT_IsoMu20_eta2p1_TightChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
         100          81          +1           -           -  HLT_DiPFJet15_FBEta3_NoCaloMatched_v17
         100          98           -          -1           -  HLT_DiPFJetAve40_v14
         100          63           -           -          ~1  HLT_DiPFJetAve80_v13
         100           8          +1           -           -  HLT_DiPFJetAve140_v13
         100           0           -           -          ~1  HLT_DiPFJetAve220_HFJEC_v16
         100           7           -           -          ~1  HLT_AK8PFJet200_v15
         100          73          +1           -           -  HLT_PFJet80_v20
         100          68           -          -4           -  HLT_PFJetFwd25_v3
         100          74          +5          -1           -  HLT_AK8PFJetFwd40_v15
         100          15           -          -1           -  HLT_AK8PFJetFwd60_v14
         100           4          +1           -           -  HLT_AK8PFJetFwd80_v14
         100          56           -          -1           -  HLT_PFHT250_v17
         100          16           -           -          ~1  HLT_PFHT370_v17
         100           8          +1           -           -  HLT_PFHT430_v17
         100           4           -           -          ~1  HLT_PFHT510_v17
         100           4           -           -          ~1  HLT_PFHT590_v17
         100           0          +1           -           -  HLT_PFHT890_v17
         100           0           -           -          ~4  HLT_PFHT500_PFMET100_PFMHT100_IDTight_v12
         100           0           -           -          ~2  HLT_PFHT500_PFMET110_PFMHT110_IDTight_v12
         100           0           -           -          ~3  HLT_PFHT700_PFMET95_PFMHT95_IDTight_v12
         100           6           -          -1           -  HLT_PFMET120_PFMHT120_IDTight_v20
         100           2          +1           -          ~1  HLT_PFMET140_PFMHT140_IDTight_v20
         100           5          +1           -           -  HLT_PFMET100_PFMHT100_IDTight_CaloBTagDeepCSV_3p1_v8
         100           5           -          -1           -  HLT_PFMET120_PFMHT120_IDTight_CaloBTagDeepCSV_3p1_v8
         100           1          +1           -          ~1  HLT_PFMET140_PFMHT140_IDTight_CaloBTagDeepCSV_3p1_v8
         100           6           -          -1          ~1  HLT_PFMET120_PFMHT120_IDTight_PFHT60_v9
         100           8           -           -          ~1  HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_PFHT60_v9
         100           6           -           -          ~1  HLT_PFMETTypeOne120_PFMHT120_IDTight_PFHT60_v9
         100           4           -           -          ~1  HLT_PFMETTypeOne140_PFMHT140_IDTight_v11
         100           8           -           -          ~1  HLT_PFMETNoMu110_PFMHTNoMu110_IDTight_v20
         100          11          +1           -           -  HLT_CaloMHT90_v4
         100           2          +1           -           -  HLT_Mu12_DoublePFJets54MaxDeta1p6_DoubleCaloBTagDeepCSV_p71_v2
         100          73           -          -1           -  HLT_DoublePFJets40_CaloBTagDeepCSV_p71_v2
         100          16           -          -1           -  HLT_DoublePFJets100_CaloBTagDeepCSV_p71_v2
         100           2          +1           -           -  HLT_DoublePFJets200_CaloBTagDeepCSV_p71_v2
         100           7           -           -          ~1  HLT_BTagMu_AK4DiJet40_Mu5_v13
         100          16          +1           -           -  HLT_BTagMu_AK4DiJet40_Mu5_noalgo_v13
         100          12          +2           -           -  HLT_HT425_v9
         100           0           -           -          ~1  HLT_HT430_DisplacedDijet40_DisplacedTrack_v13
         100           0           -           -          ~1  HLT_HT430_DisplacedDijet60_DisplacedTrack_v13
         100           0           -           -          ~2  HLT_HT400_DisplacedDijet40_DisplacedTrack_v13
         100           0           -           -          ~1  HLT_DiJet110_35_Mjj650_PFMET110_v9
         100           0           -           -          ~1  HLT_DiJet110_35_Mjj650_PFMET120_v9
         100           0           -           -          ~1  HLT_DiJet110_35_Mjj650_PFMET130_v9
         100           0           -           -          ~1  HLT_TripleJet110_35_35_Mjj650_PFMET110_v9
         100           0           -           -          ~1  HLT_TripleJet110_35_35_Mjj650_PFMET120_v9
         100           0           -           -          ~1  HLT_TripleJet110_35_35_Mjj650_PFMET130_v9
         100           1           -           -          ~1  HLT_Ele15_IsoVVVL_PFHT450_CaloBTagDeepCSV_4p5_v8
         100           0           -           -          ~1  HLT_Ele15_IsoVVVL_PFHT450_PFMET50_v16
         100           1           -           -          ~1  HLT_Ele15_IsoVVVL_PFHT450_v16
         100           1           -           -          ~1  HLT_Ele15_IsoVVVL_PFHT600_v20
         100           1          +1           -           -  HLT_Mu4_TrkIsoVVL_DiPFJet90_40_DEta3p5_MJJ750_HTT300_PFMETNoMu60_v15
         100           1          +1           -           -  HLT_Mu8_TrkIsoVVL_DiPFJet40_DEta3p5_MJJ750_HTT300_PFMETNoMu60_v16
         100           1          +1           -           -  HLT_Mu10_TrkIsoVVL_DiPFJet40_DEta3p5_MJJ750_HTT350_PFMETNoMu60_v15
         100           1           -          -1           -  HLT_Mu15_IsoVVVL_PFHT450_PFMET50_v15
         100           3           -          -1          ~1  HLT_Mu3er1p5_PFJet100er2p5_PFMET70_PFMHT70_IDTight_v2
         100           3           -          -1           -  HLT_Mu3er1p5_PFJet100er2p5_PFMET80_PFMHT80_IDTight_v2
         100           3           -           -          ~1  HLT_Mu3er1p5_PFJet100er2p5_PFMETNoMu70_PFMHTNoMu70_IDTight_v2
         100          23           -           -          ~1  HLT_Ele8_CaloIdM_TrackIdM_PFJet30_v18
         100          18           -           -          ~1  HLT_Ele17_CaloIdM_TrackIdM_PFJet30_v16
         100           5          +1          -1          ~1  HLT_PFHT330PT30_QuadPFJet_75_60_45_40_TriplePFBTagDeepCSV_4p5_v3
         100          18          +2           -           -  HLT_PFHT330PT30_QuadPFJet_75_60_45_40_v9
         100           3           -           -          ~2  HLT_PFHT400_SixPFJet32_DoublePFBTagDeepCSV_2p94_v8
         100           4           -           -          ~2  HLT_PFHT400_SixPFJet32_v8
         100           5           -           -          ~3  HLT_PFHT400_FivePFJet_100_100_60_30_30_v8
         100           3           -           -          ~3  HLT_PFHT400_FivePFJet_100_100_60_30_30_DoublePFBTagDeepCSV_4p5_v8
         100           3           -           -          ~1  HLT_PFHT400_FivePFJet_120_120_60_30_30_DoublePFBTagDeepCSV_4p5_v8
         100          18          +4           -           -  HLT_PFHT350_v19
         100          20          +1           -           -  HLT_PFHT350MinPFJet15_v9
         100           2           -           -          ~1  HLT_DiSC30_18_EIso_AND_HE_Mass70_v13
         100          84          +1          -1           -  HLT_AK4CaloJet80_v10
         100          60          +1           -           -  HLT_AK4CaloJet100_v10
         100          73          +1           -           -  HLT_AK4PFJet80_v19
         100          49          +1           -           -  HLT_AK4PFJet100_v19
         100          33          +1           -           -  HLT_AK4PFJet120_v18
         100          89          +2           -           -  MC_PFBTagDeepCSV_v10
         100          18           -           -          ~1  MC_Ele5_WPTight_Gsf_v8
         100           0           -           -          ~1  HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET130_v8
         100           1           -           -          ~1  HLT_MediumChargedIsoPFTau180HighPtRelaxedIso_Trk50_eta2p1_1pr_v11
         100           1           -           -          ~1  HLT_MediumChargedIsoPFTau180HighPtRelaxedIso_Trk50_eta2p1_v12
         100           0          +1           -           -  HLT_Rsq0p35_v15
         100           0          +1           -           -  HLT_Rsq0p40_v15
         100           1          +1           -          ~1  HLT_RsqMR300_Rsq0p09_MR200_v15
         100           0          +1           -          ~1  HLT_RsqMR320_Rsq0p09_MR200_v15
         100           2           -           -          ~1  HLT_RsqMR300_Rsq0p09_MR200_4jet_v15
         100           1           -           -          ~1  HLT_RsqMR320_Rsq0p09_MR200_4jet_v15
         100           1           -           -          ~1  HLT_DoubleMediumChargedIsoPFTau35_Trk1_eta2p1_Reg_v12
         100           1           -           -          ~1  HLT_DoubleMediumChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg_v12
         100           1           -           -          ~1  HLT_DoubleTightChargedIsoPFTau35_Trk1_eta2p1_Reg_v12
         100           1           -           -          ~1  HLT_DoubleTightChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg_v12
         100           1           -           -          ~1  HLT_DoubleTightChargedIsoPFTauHPS35_Trk1_eta2p1_Reg_v1
         100           1           -           -          ~1  HLT_DoubleMediumChargedIsoPFTauHPS35_Trk1_TightID_eta2p1_Reg_v1
         100           1           -           -          ~1  HLT_DoubleMediumChargedIsoPFTauHPS35_Trk1_eta2p1_Reg_v4
         100           1           -           -          ~1  HLT_DoubleTightChargedIsoPFTauHPS35_Trk1_TightID_eta2p1_Reg_v1
         100           0           -           -          ~1  HLT_VBF_DoubleLooseChargedIsoPFTauHPS20_Trk1_eta2p1_v1
         100           0           -           -          ~1  HLT_VBF_DoubleMediumChargedIsoPFTauHPS20_Trk1_eta2p1_v1
         100           0           -           -          ~1  HLT_VBF_DoubleTightChargedIsoPFTauHPS20_Trk1_eta2p1_v1
         100           9          +1           -           -  HLT_PFMETNoMu100_PFMHTNoMu100_IDTight_PFHT60_v9
         100           8           -          -1           -  HLT_PFMETTypeOne100_PFMHT100_IDTight_PFHT60_v9
         100           3           -           -          ~2  HLT_QuadPFJet98_83_71_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
         100           3           -           -          ~2  HLT_QuadPFJet103_88_75_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
         100           3           -           -          ~3  HLT_QuadPFJet111_90_80_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
         100           0           -           -          ~2  HLT_QuadPFJet98_83_71_15_PFBTagDeepCSV_1p3_VBF2_v8
         100           0           -           -          ~2  HLT_QuadPFJet103_88_75_15_PFBTagDeepCSV_1p3_VBF2_v8
         100           0           -           -          ~2  HLT_QuadPFJet105_88_76_15_PFBTagDeepCSV_1p3_VBF2_v8
         100           0           -           -          ~3  HLT_QuadPFJet111_90_80_15_PFBTagDeepCSV_1p3_VBF2_v8
         100          19           -          -1          ~2  HLT_QuadPFJet98_83_71_15_v5
         100          11          +2           -          ~1  HLT_QuadPFJet103_88_75_15_v5
         100          11          +2           -          ~1  HLT_QuadPFJet105_88_76_15_v5
         100           8          +2          -1          ~1  HLT_QuadPFJet111_90_80_15_v5
         100           3           -           -          ~2  HLT_QuadPFJet105_88_76_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
         100          29           -          -1           -  HLT_TrkMu6NoFiltersNoVtx_v1
         100         100           -        -100           -  Status_OnCPU
         100           0        +100           -           -  Status_OnGPU

To disentangle the various effects, one can use different customisations on top of the HLT menu, running each resulting configuration with a GPU and without a GPU (that is, fully on the CPU). Replace the customisation at the bottom of the hlt.py file

#User-defined customization functions
from HLTrigger.Configuration.customizeHLTforPatatrack import customizeHLTforPatatrack
process = customizeHLTforPatatrack(process)

with a more fine-grained one, described below.

legacy configuration

Run the HLT menu unchanged, adding only the Status_OnGPU and Status_OnCPU paths, without actually offloading any reconstruction to GPU:

#User-defined customization functions
from HLTrigger.Configuration.customizeHLTforPatatrack import *
process = customiseCommon(process)

ECAL-only changes

To check the impact of running the ECAL reconstruction on GPU vs CPU, apply only the ECAL changes:

#User-defined customization functions
from HLTrigger.Configuration.customizeHLTforPatatrack import *
process = customiseCommon(process)
process = customiseEcalLocalReconstruction(process)

HCAL-only changes

To check the impact of running the HCAL reconstruction on GPU vs CPU, apply only the HCAL changes:

#User-defined customization functions
from HLTrigger.Configuration.customizeHLTforPatatrack import *
process = customiseCommon(process)
process = customiseHcalLocalReconstruction(process)

Pixel local reconstruction changes

To check the impact of running the Pixel local reconstruction on GPU vs CPU, apply only the Pixel changes:

#User-defined customization functions
from HLTrigger.Configuration.customizeHLTforPatatrack import *
process = customiseCommon(process)
process = customisePixelLocalReconstruction(process)

Pixel track reconstruction changes

To check the impact of running the Pixel local reconstruction on GPU vs CPU, apply only the Pixel and Tracking changes. Clearly, for this comparison to be meaningful, the previous one needs to be understood first.

#User-defined customization functions
from HLTrigger.Configuration.customizeHLTforPatatrack import *
process = customiseCommon(process)
process = customisePixelLocalReconstruction(process)
process = customisePixelTrackReconstruction(process)

The ECAL-only comparison did not reveal significant differences.

The HCAL-only comparison showed significant differences in a few % of the events (order of 10% of the accepted events).

The Pixel local reconstruction comparison showed significant differences in a few % of the events (order of 10% of the accepted events), while affecting less paths than the HCAL one.

I think that looking at the Pixel track comparison makes sense only after fixing the local reconstruction one.

Updates

fwyzard commented 3 years ago

assign hlt, heterogeneous

cmsbuild commented 3 years ago

New categories assigned: heterogeneous,hlt

@fwyzard,@Martin-Grunewald,@makortel,@missirol you have been requested to review this Pull request/Issue and eventually sign? Thanks

cmsbuild commented 3 years ago

A new Issue was created by @fwyzard Andrea Bocci.

@Dr15Jones, @perrotta, @dpiparo, @makortel, @smuzaffar, @qliphy can you please review it and eventually sign/assign? Thanks.

cms-bot commands are listed here

fwyzard commented 3 years ago

@silviodonato now there is a GitHuib issue...

fwyzard commented 3 years ago

The HCAL discrepancies are partially addressed by @mariadalfonso in #35355 / #35357

mmusich commented 3 years ago

assign trk-dpg

mmusich commented 3 years ago

assign hcal-dpg

cmsbuild commented 3 years ago

New categories assigned: hcal-dpg,trk-dpg

@mmusich,@georgia14,@tsusa,@mseidel42 you have been requested to review this Pull request/Issue and eventually sign? Thanks

fwyzard commented 3 years ago

thanks

VinInn commented 3 years ago

what does Other mean?

fwyzard commented 3 years ago

Other means that the EDFilter responsible for accepting/rejecting the event (i.e. the last module that runs on a path) is different in the two cases; it's usually safe to ignore.

VinInn commented 3 years ago

Than it would be better to run with 1K or even 10K events just to understand which are seriously systematic affected. IMHO the only worth a deeper analysis from the list above are the two HLT_DoubleMu4 events and what is going on with all those HLT_QuadPFJet and their various combinatorial thresholds... (and the bizarre behavior of HLT_PFHT350_v19 wrt all other HLT_PFHTxyz_v17 (are there other v19????)

silviodonato commented 3 years ago

Than it would be better to run with 1K or even 10K events just to understand which are seriously systematic affected. IMHO the only worth a deeper analysis from the list above are the two HLT_DoubleMu4 events and what is going on with all those HLT_QuadPFJet and their various combinatorial thresholds... (and the bizarre behavior of HLT_PFHT350_v19 wrt all other HLT_PFHTxyz_v17 (are there other v19????)

The difference between HLT_PFHT350_v19 and HLT_PFHT370_v17 is only in the L1seeds, caloHT cut (320 vs 300), and PFHT cut (370 vs 350). All the filters cut on the same objects (hltHtMhtJet30 and hltPFHTJet30).

tsusa commented 3 years ago

@fwyzard is there a similar comparison between gpu and cpu (non-legacy wf) ?

fwyzard commented 3 years ago

Hi @tsusa,

the instructions above under Pixel local reconstruction changes should compare

while those under Pixel track reconstruction changes should compare

Are you looking for something else ?

tsusa commented 3 years ago

Hi @fwyzard, yes, the comparison

fwyzard commented 3 years ago

You can make this comparison by creating the configuration for the Pixel local reconstruction changes, running it on the CPU (e.g. setting CUDA_VISIBLE_DEVICES= or running on a machine without GPUs) and comparing the results with those of the legacy reconstruction.

VinInn commented 3 years ago

legacy pixel local reconstruction is NOT supposed to be identical to "new pixel local reconstruction", (and not required to)

fwyzard commented 3 years ago

Well, this is news to me. Why not ? What is different ?

mmusich commented 3 years ago

e.g. treatment of the generic CPE errors? https://indico.cern.ch/event/968978/contributions/4078289/attachments/2134046/3594257/Pixel%20GPU%20code%20Validation.pdf#page=11

fwyzard commented 3 years ago

ah, yes - still, how much different do we expect it to be ?

(and anyway this is outside the scope of the discrepancy discussed in this issue, which should use the new reconstruction for both CPU and GPU workflows)

mmusich commented 3 years ago

ah, yes - still, how much different do we expect it to be ?

There are plots in the talk linked above. I let you judged by yourself. Mind that the situation has been improved by https://github.com/cms-sw/cmssw/pull/34286

VinInn commented 3 years ago

run twice on gpu. Got:

Found 100 matching events, out of which 0 have different HLT results
VinInn commented 3 years ago

this is for running only pixel tracking patatrack on GPU vs CPU (so Calo si always Legacy) file:

/store/relval/CMSSW_12_1_0_pre3/RelValTTbar_14TeV/GEN-SIM-DIGI-RAW/PU_121X_mcRun3_2021_realistic_v2-v1/10000/0eb14c4a-e363-424a-9c0c-2688c7d32c74.root

release: CMSSW_12_1_X_2021-09-28-2300

i.e.

#User-defined customization functions
#from HLTrigger.Configuration.customizeHLTforPatatrack import customizeHLTforPatatrack
#process = customizeHLTforPatatrack(process)
from HLTrigger.Configuration.customizeHLTforPatatrack import *
process = customiseCommon(process)
process = customisePixelLocalReconstruction(process)
process = customisePixelTrackReconstruction(process)
hltDiff -o output-cpuTK.root -n output-gpuTK.root | grep -v "\-           \-          \~"
...
Found 100 matching events, out of which 100 have different HLT results

      Events    Accepted      Gained        Lost       Other  Trigger
         100          36          +1           -           -  HLT_Mu3_PFJet40_v16
         100           1          +1           -          ~1  HLT_Mu7p5_Track2_Jpsi_v11
         100          36          +1           -           -  HLT_Mu3_L1SingleMu5orSingleMu7_v1
         100          19          +1           -           -  HLT_Mu12_v3
         100          42          +1           -           -  HLT_DiPFJetAve80_v13
         100          14           -          -1           -  HLT_DiPFJetAve60_HFJEC_v15
         100          91          +1           -           -  HLT_AK8PFJet60_v15
         100          64          +1           -           -  HLT_AK8PFJet80_v15
         100          19           -          -1           -  HLT_AK8PFJet140_v15
         100          50          +1           -           -  HLT_PFJet80_v20
         100          78           -          -1           -  HLT_PFJetFwd25_v3
         100          29           -          -1           -  HLT_PFJetFwd40_v19
         100          88           -          -1           -  HLT_AK8PFJetFwd40_v15
         100          18          +1           -           -  HLT_AK8PFJetFwd60_v14
         100           7          +1           -          ~1  HLT_PFMETNoMu110_PFMHTNoMu110_IDTight_v20
         100           7          +1           -          ~1  HLT_MonoCentralPFJet80_PFMETNoMu110_PFMHTNoMu110_IDTight_v20
         100           1          +1           -           -  HLT_SingleJet30_Mu12_SinglePFJet40_v11
         100           1          +1           -           -  HLT_Mu12_DoublePFJets40_CaloBTagDeepCSV_p71_v2
         100          18          +1           -           -  HLT_Mu8_TrkIsoVVL_v12
         100           2          +1           -           -  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_v13
         100           2          +1           -           -  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_PFDiJet30_v1
         100           2          +1           -           -  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_CaloDiJet30_v1
         100           3          +1           -           -  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_v11
         100           2          +1           -           -  HLT_Mu12_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_v7
         100           1          +1           -           -  HLT_Mu12_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_v15
         100           0          +1           -           -  HLT_DoubleMu3_DZ_PFMET90_PFMHT90_v10
         100           2           -          -1           -  HLT_Mu4_TrkIsoVVL_DiPFJet90_40_DEta3p5_MJJ750_HTT300_PFMETNoMu60_v15
         100           2           -          -1           -  HLT_Mu8_TrkIsoVVL_DiPFJet40_DEta3p5_MJJ750_HTT300_PFMETNoMu60_v16
         100           5           -          -1           -  HLT_Mu3er1p5_PFJet100er2p5_PFMET70_PFMHT70_IDTight_v2
         100           1          +1           -           -  HLT_Mu3er1p5_PFJet100er2p5_PFMET90_PFMHT90_IDTight_v2
         100           5           -          -1           -  HLT_Mu3er1p5_PFJet100er2p5_PFMETNoMu70_PFMHTNoMu70_IDTight_v2
         100          23          +1           -           -  HLT_Mu8_v12
         100          20           -          -1           -  HLT_Ele8_CaloIdL_TrackIdL_IsoVL_PFJet30_v16
         100          19           -          -1           -  HLT_Ele12_CaloIdL_TrackIdL_IsoVL_PFJet30_v18
         100          18           -          -1           -  HLT_Ele15_CaloIdL_TrackIdL_IsoVL_PFJet30_v3
         100          13           -          -1           -  HLT_Ele23_CaloIdL_TrackIdL_IsoVL_PFJet30_v18
         100          22          +1          -1           -  HLT_Ele8_CaloIdM_TrackIdM_PFJet30_v18
         100          16           -          -1           -  HLT_Ele17_CaloIdM_TrackIdM_PFJet30_v16
         100          14           -          -1           -  HLT_Ele23_CaloIdM_TrackIdM_PFJet30_v18
         100           6           -          -1           -  HLT_PFHT400_SixPFJet32_v8
         100           5           -          -1           -  HLT_PFHT400_FivePFJet_100_100_60_30_30_v8
         100          20          +1           -           -  HLT_PFHT350MinPFJet15_v9
         100          50          +1           -           -  HLT_AK4PFJet80_v19
         100          86           -          -1           -  MC_PFBTagDeepCSV_v10
         100           6           -          -1          ~1  HLT_PFMETTypeOne100_PFMHT100_IDTight_PFHT60_v9
         100           6          +1           -           -  HLT_QuadPFJet105_88_76_15_v5
         100           4          +1           -           -  HLT_QuadPFJet111_90_80_15_v5
         100          22          +1           -           -  HLT_Mu9_IP0_part0_v2
         100          23          +1           -           -  HLT_TrkMu6NoFiltersNoVtx_v1
         100          17          +1           -           -  HLT_TrkMu16NoFiltersNoVtx_v1
         100         100           -        -100           -  Status_OnCPU
         100           0        +100           -           -  Status_OnGPU
VinInn commented 3 years ago

and with larger statistics

Found 1000 matching events, out of which 1000 have different HLT results

      Events    Accepted      Gained        Lost       Other  Trigger
        1000          16          +1           -           -  HLT_AK8PFJet360_TrimMass30_v18
        1000           7          +1           -           -  HLT_AK8PFJet420_TrimMass30_v11
        1000         398          +2           -           -  HLT_Mu3_PFJet40_v16
        1000          10          +1           -          ~2  HLT_Mu7p5_Track2_Jpsi_v11
        1000         407          +2           -           -  HLT_Mu3_L1SingleMu5orSingleMu7_v1
        1000         140          +2          -1           -  HLT_Ele20_WPTight_Gsf_v6
        1000         155          +1          -1          ~1  HLT_Ele15_WPLoose_Gsf_v3
        1000         148          +1          -1          ~1  HLT_Ele17_WPLoose_Gsf_v3
        1000         142          +1          -1          ~1  HLT_Ele20_WPLoose_Gsf_v6
        1000         137          +1           -           -  HLT_Ele20_eta2p1_WPLoose_Gsf_v6
        1000         121          +1          -1           -  HLT_Ele27_WPTight_Gsf_v16
        1000         120          +1          -1           -  HLT_Ele28_WPTight_Gsf_v1
        1000         113          +1          -1           -  HLT_Ele30_WPTight_Gsf_v1
        1000         108          +1          -1           -  HLT_Ele32_WPTight_Gsf_v15
        1000         104          +1          -1           -  HLT_Ele35_WPTight_Gsf_v9
        1000          96          +1           -           -  HLT_Ele35_WPTight_Gsf_L1EGMT_v5
        1000          90          +1          -1           -  HLT_Ele38_WPTight_Gsf_v9
        1000          87          +1           -           -  HLT_Ele40_WPTight_Gsf_v9
        1000         109          +1          -1           -  HLT_Ele32_WPTight_Gsf_L1DoubleEG_v9
        1000          21           -          -1          ~1  HLT_Ele24_eta2p1_WPTight_Gsf_LooseChargedIsoPFTau30_eta2p1_CrossL1_v13
        1000          31          +2           -          ~3  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1_v12
        1000          26          +1           -          ~3  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTauHPS27_eta2p1_CrossL1_v4
        1000          24          +1           -          ~3  HLT_IsoMu20_eta2p1_MediumChargedIsoPFTauHPS27_eta2p1_CrossL1_v1
        1000          23          +1           -          ~4  HLT_IsoMu20_eta2p1_TightChargedIsoPFTauHPS27_eta2p1_CrossL1_v1
        1000          22          +1           -          ~3  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
        1000          20          +1           -          ~3  HLT_IsoMu20_eta2p1_MediumChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
        1000          19          +1           -          ~4  HLT_IsoMu20_eta2p1_TightChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
        1000          37          +3           -          ~1  HLT_IsoMu27_LooseChargedIsoPFTau20_Trk1_eta2p1_SingleL1_v5
        1000          32          +1           -          ~1  HLT_IsoMu27_LooseChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
        1000          30          +1           -          ~1  HLT_IsoMu27_MediumChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
        1000          27          +1           -          ~2  HLT_IsoMu27_TightChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
        1000         144          +1           -           -  HLT_IsoMu20_v15
        1000         127          +1           -           -  HLT_IsoMu24_v13
        1000         119          +1           -           -  HLT_IsoMu24_eta2p1_v15
        1000         121          +1           -           -  HLT_IsoMu27_v16
        1000         275          +2           -           -  HLT_Mu12_v3
        1000         258          +1           -           -  HLT_Mu15_v3
        1000         221          +1           -           -  HLT_Mu20_v12
        1000         167          +1           -           -  HLT_Mu27_v13
        1000         966           -          -1           -  HLT_DiPFJet15_FBEta3_NoCaloMatched_v17
        1000         254          +5          -3           -  HLT_DiPFJet25_FBEta3_NoCaloMatched_v17
        1000         969          +1           -           -  HLT_DiPFJetAve40_v14
        1000         742          +1           -           -  HLT_DiPFJetAve60_v14
        1000         466          +2          -3           -  HLT_DiPFJetAve80_v13
        1000         107           -          -1           -  HLT_DiPFJetAve140_v13
        1000          28           -          -1           -  HLT_DiPFJetAve200_v13
        1000         955          +2          -1           -  HLT_DiPFJetAve25_HFJEC_v17
        1000         825          +2          -2           -  HLT_DiPFJetAve35_HFJEC_v17
        1000         127          +2          -1           -  HLT_DiPFJetAve60_HFJEC_v15
        1000          45           -          -1           -  HLT_DiPFJetAve80_HFJEC_v16
        1000         891          +3          -2           -  HLT_AK8PFJet60_v15
        1000         656          +6          -6           -  HLT_AK8PFJet80_v15
        1000         217          +3          -4           -  HLT_AK8PFJet140_v15
        1000          85           -          -1           -  HLT_AK8PFJet200_v15
        1000          27          +1          -2           -  HLT_AK8PFJet320_v16
        1000         978          +3           -           -  HLT_PFJet40_v21
        1000         568          +6          -5           -  HLT_PFJet80_v20
        1000         177           -          -1           -  HLT_PFJet140_v19
        1000          56           -          -1           -  HLT_PFJet200_v19
        1000         839          +3          -4           -  HLT_PFJetFwd25_v3
        1000         281           -          -4           -  HLT_PFJetFwd40_v19
        1000          75           -          -1           -  HLT_PFJetFwd60_v19
        1000         898          +8          -5           -  HLT_AK8PFJetFwd40_v15
        1000         186          +2          -2           -  HLT_AK8PFJetFwd60_v14
        1000          55          +1          -1           -  HLT_AK8PFJetFwd80_v14
        1000         630          +7          -3           -  HLT_PFHT180_v17
        1000         394          +2          -3           -  HLT_PFHT250_v17
        1000         163          +6          -2           -  HLT_PFHT370_v17
        1000         103          +2           -           -  HLT_PFHT430_v17
        1000          41           -          -1           -  HLT_PFHT590_v17
        1000          18          +1           -           -  HLT_PFHT780_v17
        1000          48          +2          -3          ~2  HLT_PFMET110_PFMHT110_IDTight_v20
        1000          38          +1          -4          ~2  HLT_PFMET120_PFMHT120_IDTight_v20
        1000          23           -          -1          ~1  HLT_PFMET130_PFMHT130_IDTight_v20
        1000          19          +1           -           -  HLT_PFMET140_PFMHT140_IDTight_v20
        1000          50           -          -1          ~2  HLT_PFMET100_PFMHT100_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          37          +1          -3          ~2  HLT_PFMET110_PFMHT110_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          31           -          -4          ~2  HLT_PFMET120_PFMHT120_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          16           -          -1          ~1  HLT_PFMET130_PFMHT130_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          13          +1           -           -  HLT_PFMET140_PFMHT140_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          40          +2          -4          ~5  HLT_PFMET120_PFMHT120_IDTight_PFHT60_v9
        1000          66          +1          -4          ~4  HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_PFHT60_v9
        1000          46          +3          -3          ~5  HLT_PFMETTypeOne120_PFMHT120_IDTight_PFHT60_v9
        1000          53          +1          -1          ~2  HLT_PFMETTypeOne110_PFMHT110_IDTight_v12
        1000          44          +2          -3          ~2  HLT_PFMETTypeOne120_PFMHT120_IDTight_v12
        1000          29           -          -1          ~1  HLT_PFMETTypeOne130_PFMHT130_IDTight_v12
        1000          21          +1           -           -  HLT_PFMETTypeOne140_PFMHT140_IDTight_v11
        1000          75          +2          -3          ~2  HLT_PFMETNoMu110_PFMHTNoMu110_IDTight_v20
        1000          64          +1          -4          ~1  HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_v20
        1000          49           -          -1          ~1  HLT_PFMETNoMu130_PFMHTNoMu130_IDTight_v19
        1000          34          +2           -          ~1  HLT_PFMETNoMu140_PFMHTNoMu140_IDTight_v19
        1000          59          +1          -1          ~4  HLT_MonoCentralPFJet80_PFMETNoMu110_PFMHTNoMu110_IDTight_v20
        1000          50           -          -2          ~3  HLT_MonoCentralPFJet80_PFMETNoMu120_PFMHTNoMu120_IDTight_v20
        1000          28          +2           -          ~1  HLT_MonoCentralPFJet80_PFMETNoMu140_PFMHTNoMu140_IDTight_v19
        1000          30          +4          -1           -  HLT_SingleJet30_Mu12_SinglePFJet40_v11
        1000          23          +4          -1           -  HLT_Mu12_DoublePFJets40_CaloBTagDeepCSV_p71_v2
        1000           7          +1          -1           -  HLT_Mu12_DoublePFJets100_CaloBTagDeepCSV_p71_v2
        1000           7           -          -1           -  HLT_Mu12_DoublePFJets40MaxDeta1p6_DoubleCaloBTagDeepCSV_p71_v2
        1000           6           -          -1           -  HLT_Mu12_DoublePFJets54MaxDeta1p6_DoubleCaloBTagDeepCSV_p71_v2
        1000           5           -          -1          ~1  HLT_Mu12_DoublePFJets62MaxDeta1p6_DoubleCaloBTagDeepCSV_p71_v2
        1000         641          +1           -           -  HLT_DoublePFJets40_CaloBTagDeepCSV_p71_v2
        1000          99          +2           -           -  HLT_DoublePFJets100_CaloBTagDeepCSV_p71_v2
        1000          20           -          -1           -  HLT_DoublePFJets116MaxDeta1p6_DoubleCaloBTagDeepCSV_p71_v2
        1000         253          +2          -2           -  HLT_Mu8_TrkIsoVVL_v12
        1000          23          +1          -2          ~2  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_v13
        1000          23          +1          -2          ~2  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_PFDiJet30_v1
        1000          23          +1          -2          ~2  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_CaloDiJet30_v1
        1000          13          +1          -1          ~4  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_PFDiJet30_PFBtagDeepCSV_1p5_v1
        1000          17           -          -2          ~3  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_CaloDiJet30_CaloBtagDeepCSV_1p5_v1
        1000          25          +1          -2          ~2  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_v11
        1000         198          +1          -2           -  HLT_Mu17_TrkIsoVVL_v13
        1000         185          +1          -2           -  HLT_Mu19_TrkIsoVVL_v4
        1000          77          +2          -1           -  HLT_BTagMu_AK4DiJet20_Mu5_v13
        1000          71          +2          -1           -  HLT_BTagMu_AK4DiJet40_Mu5_v13
        1000          32          +1           -           -  HLT_BTagMu_AK4DiJet70_Mu5_v13
        1000          15           -          -2          ~1  HLT_Mu23_TrkIsoVVL_Ele12_CaloIdL_TrackIdL_IsoVL_DZ_v15
        1000          16           -          -2          ~1  HLT_Mu23_TrkIsoVVL_Ele12_CaloIdL_TrackIdL_IsoVL_v7
        1000          20          +1          -2          ~2  HLT_Mu12_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_v7
        1000          18          +1          -2          ~2  HLT_Mu12_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_v15
        1000           9          +1           -           -  HLT_Photon75_R9Id90_HE10_IsoM_EBOnly_CaloMJJ400_PFJetsMJJ600DEta3_v5
        1000          12          +1          -1           -  HLT_Photon35_TwoProngs35_v1
        1000         103           -          -1          ~1  HLT_IsoMu24_TwoProngs35_v1
        1000          24          +2          -3           -  HLT_DoubleMu3_DZ_PFMET50_PFMHT60_v10
        1000          14          +2           -           -  HLT_DoubleMu3_DZ_PFMET70_PFMHT70_v10
        1000           7          +1           -           -  HLT_DoubleMu3_DZ_PFMET90_PFMHT90_v10
        1000          14          +1          -1          ~3  HLT_DiJet110_35_Mjj650_PFMET110_v9
        1000          10          +1           -          ~1  HLT_DiJet110_35_Mjj650_PFMET120_v9
        1000           8          +1           -          ~2  HLT_DiJet110_35_Mjj650_PFMET130_v9
        1000         106          +1           -           -  HLT_Ele30_eta2p1_WPTight_Gsf_CentralPFJet35_EleCleaned_v13
        1000          92          +2           -           -  HLT_Ele28_eta2p1_WPTight_Gsf_HT150_v13
        1000           2           -          -1           -  HLT_Ele28_HighEta_SC20_Mass55_v13
        1000          18          +2           -           -  HLT_Ele15_IsoVVVL_PFHT450_CaloBTagDeepCSV_4p5_v8
        1000          12          +2           -          ~1  HLT_Ele15_IsoVVVL_PFHT450_PFMET50_v16
        1000          19          +2           -           -  HLT_Ele15_IsoVVVL_PFHT450_v16
        1000           7           -          -1          ~2  HLT_Mu4_TrkIsoVVL_DiPFJet90_40_DEta3p5_MJJ750_HTT300_PFMETNoMu60_v15
        1000           8           -          -1          ~3  HLT_Mu8_TrkIsoVVL_DiPFJet40_DEta3p5_MJJ750_HTT300_PFMETNoMu60_v16
        1000          16          +1          -2           -  HLT_Mu15_IsoVVVL_PFHT450_PFMET50_v15
        1000          20          +1          -1           -  HLT_Mu15_IsoVVVL_PFHT450_v15
        1000          16          +1          -1           -  HLT_Mu50_IsoVVVL_PFHT450_v15
        1000          38          +1          -1          ~3  HLT_Mu3er1p5_PFJet100er2p5_PFMET70_PFMHT70_IDTight_v2
        1000          25          +2           -           -  HLT_Mu3er1p5_PFJet100er2p5_PFMET90_PFMHT90_IDTight_v2
        1000          45           -          -1          ~2  HLT_Mu3er1p5_PFJet100er2p5_PFMETNoMu70_PFMHTNoMu70_IDTight_v2
        1000          40          +1          -1          ~2  HLT_Mu3er1p5_PFJet100er2p5_PFMETNoMu80_PFMHTNoMu80_IDTight_v2
        1000          35          +1           -           -  HLT_Mu3er1p5_PFJet100er2p5_PFMETNoMu90_PFMHTNoMu90_IDTight_v2
        1000         327          +2           -           -  HLT_Mu8_v12
        1000         248          +1           -           -  HLT_Mu17_v13
        1000         227          +1           -           -  HLT_Mu19_v4
        1000         194          +2          -1          ~2  HLT_Ele8_CaloIdL_TrackIdL_IsoVL_PFJet30_v16
        1000         184          +1          -1          ~1  HLT_Ele12_CaloIdL_TrackIdL_IsoVL_PFJet30_v18
        1000         179          +1          -1          ~1  HLT_Ele15_CaloIdL_TrackIdL_IsoVL_PFJet30_v3
        1000         151           -          -1          ~1  HLT_Ele23_CaloIdL_TrackIdL_IsoVL_PFJet30_v18
        1000         219          +3          -2          ~1  HLT_Ele8_CaloIdM_TrackIdM_PFJet30_v18
        1000         171          +1          -2           -  HLT_Ele17_CaloIdM_TrackIdM_PFJet30_v16
        1000         157           -          -2           -  HLT_Ele23_CaloIdM_TrackIdM_PFJet30_v18
        1000          29          +5           -          ~5  HLT_PFHT330PT30_QuadPFJet_75_60_45_40_TriplePFBTagDeepCSV_4p5_v3
        1000         158          +2          -1          ~4  HLT_PFHT330PT30_QuadPFJet_75_60_45_40_v9
        1000          33          +1           -          ~6  HLT_PFHT400_SixPFJet32_DoublePFBTagDeepCSV_2p94_v8
        1000          48          +1          -1          ~5  HLT_PFHT400_SixPFJet32_v8
        1000          28          +2           -          ~6  HLT_PFHT450_SixPFJet36_PFBTagDeepCSV_1p59_v7
        1000          32          +2           -          ~6  HLT_PFHT450_SixPFJet36_v7
        1000          88          +2          -3          ~3  HLT_PFHT400_FivePFJet_100_100_60_30_30_v8
        1000          58          +1          -2          ~7  HLT_PFHT400_FivePFJet_100_100_60_30_30_DoublePFBTagDeepCSV_4p5_v8
        1000          43          +1          -2          ~1  HLT_PFHT400_FivePFJet_120_120_60_30_30_DoublePFBTagDeepCSV_4p5_v8
        1000         190          +3          -2           -  HLT_PFHT350_v19
        1000         247          +2           -           -  HLT_PFHT350MinPFJet15_v9
        1000         932          +4          -2           -  HLT_AK4PFJet50_v19
        1000         568          +6          -5           -  HLT_AK4PFJet80_v19
        1000         385          +3           -           -  HLT_AK4PFJet100_v19
        1000         262          +1          -1           -  HLT_AK4PFJet120_v18
        1000          43          +1          -1          ~3  HLT_IsoTrackHB_v4
        1000         825         +10          -7           -  MC_PFBTagDeepCSV_v10
        1000          25          +2           -          ~4  MC_DoubleEle5_CaloIdL_MW_v15
        1000         156          +2          -1           -  MC_Ele5_WPTight_Gsf_v8
        1000         175          +2           -          ~1  MC_IsoMu_v15
        1000          41           -          -1           -  MC_DoubleMu_TrkIsoVVL_DZ_v11
        1000          17          +1           -          ~1  HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET90_v12
        1000          11          +1           -          ~1  HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET100_v12
        1000          10          +1           -          ~1  HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET110_v8
        1000           7          +1           -           -  HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET120_v8
        1000          56          +1           -           -  HLT_IsoMu27_MET90_v3
        1000          12          +1           -          ~4  HLT_DoubleTightChargedIsoPFTau35_Trk1_eta2p1_Reg_v12
        1000          11          +1           -          ~4  HLT_DoubleTightChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg_v12
        1000           7          +1           -           -  HLT_Photon75_R9Id90_HE10_IsoM_EBOnly_PFJetsMJJ600DEta3_v5
        1000          67           -          -1          ~4  HLT_PFMET100_PFMHT100_IDTight_PFHT60_v9
        1000          92           -          -1          ~7  HLT_PFMETNoMu100_PFMHTNoMu100_IDTight_PFHT60_v9
        1000          75           -          -2          ~4  HLT_PFMETTypeOne100_PFMHT100_IDTight_PFHT60_v9
        1000          19          +2          -2           -  HLT_DoubleMu3_DCA_PFMET50_PFMHT60_v10
        1000          21          +1           -          ~6  HLT_QuadPFJet98_83_71_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
        1000          15           -          -1          ~6  HLT_QuadPFJet103_88_75_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
        1000         163          +2          -1          ~2  HLT_QuadPFJet98_83_71_15_v5
        1000         115          +1          -3          ~2  HLT_QuadPFJet103_88_75_15_v5
        1000         110          +2          -2          ~2  HLT_QuadPFJet105_88_76_15_v5
        1000          88          +2          -1          ~1  HLT_QuadPFJet111_90_80_15_v5
        1000           9           -          -1           -  HLT_AK8PFJet330_TrimMass30_PFAK8BTagDeepCSV_p1_v2
        1000          11          +1           -           -  HLT_Diphoton30_18_R9IdL_AND_HE_AND_IsoCaloId_NoPixelVeto_v2
        1000          93          +1           -           -  HLT_Mu9_IP5_ToCSCS_v1
        1000          93          +1           -           -  HLT_Mu9_IP5_part0_v2
        1000          93          +1           -           -  HLT_Mu9_IP5_part1_v2
        1000          93          +1           -           -  HLT_Mu9_IP5_part2_v2
        1000          93          +1           -           -  HLT_Mu9_IP5_part3_v2
        1000          93          +1           -           -  HLT_Mu9_IP5_part4_v2
        1000         103          +1           -           -  HLT_Mu8_IP5_ToCSCS_v1
        1000         103          +1           -           -  HLT_Mu8_IP5_part0_v2
        1000         103          +1           -           -  HLT_Mu8_IP5_part1_v2
        1000         103          +1           -           -  HLT_Mu8_IP5_part2_v2
        1000         103          +1           -           -  HLT_Mu8_IP5_part3_v2
        1000         103          +1           -           -  HLT_Mu8_IP5_part4_v2
        1000         123          +1           -           -  HLT_Mu8_IP3_ToCSCS_v1
        1000         123          +1           -           -  HLT_Mu8_IP3_part0_v3
        1000         123          +1           -           -  HLT_Mu8_IP3_part1_v3
        1000         123          +1           -           -  HLT_Mu8_IP3_part2_v3
        1000         123          +1           -           -  HLT_Mu8_IP3_part3_v3
        1000         123          +1           -           -  HLT_Mu8_IP3_part4_v3
        1000         303          +2           -           -  HLT_Mu9_IP0_part0_v2
        1000         113          +1           -           -  HLT_Mu9_IP3_part0_v2
        1000         328          +2           -           -  HLT_TrkMu6NoFiltersNoVtx_v1
        1000         252          +2           -           -  HLT_TrkMu16NoFiltersNoVtx_v1
        1000        1000           -       -1000           -  Status_OnCPU
        1000           0       +1000           -           -  Status_OnGPU
fwyzard commented 3 years ago

Please note that for running with a recent IB, you will need https://github.com/cms-sw/cmssw/pull/35497 . Thanks to Vincenzo for reporting the problem and testing the fix.

fwyzard commented 3 years ago

@tsusa

Hi @fwyzard, yes, the comparison

* the legacy pixel tracks (on CPU) running on top of the cpu pixel local reconstruction (on CPU)

* the legacy pixel tracks (on CPU) running on top of the new pixel local reconstruction (on GPU)

I've finally tried it, and this comparison does not show any differences. This is in line with the fact that the customisation uses the legacy pixel local reconstruction when running on the CPU, instead of the new SoA-based one.

VinInn commented 3 years ago

I have compared CMSSW_12_1_X_2021-09-23-2300 with CMSSW_12_1_SKYLAKEAVX512_X_2021-09-23-2300 on CPU (Patatrack wf as above)

result:

hltDiff -o output-cpusseTK_1K.root -n output-cpuavxTK_1K.root | grep -v "\-           \-          \~"
...
Found 1000 matching events, out of which 535 have different HLT results

      Events    Accepted      Gained        Lost       Other  Trigger
        1000          15           -          -1           -  HLT_DoubleMu4_Mass3p8_DZ_PFHT350_v8
        1000         398          +1          -1           -  HLT_Mu3_PFJet40_v16
        1000         140           -          -1           -  HLT_Ele20_WPTight_Gsf_v6
        1000         155           -          -2          ~1  HLT_Ele15_WPLoose_Gsf_v3
        1000         148           -          -2          ~1  HLT_Ele17_WPLoose_Gsf_v3
        1000         142           -          -2          ~1  HLT_Ele20_WPLoose_Gsf_v6
        1000         121           -          -1           -  HLT_Ele27_WPTight_Gsf_v16
        1000         120           -          -1           -  HLT_Ele28_WPTight_Gsf_v1
        1000         113           -          -1           -  HLT_Ele30_WPTight_Gsf_v1
        1000         108           -          -1           -  HLT_Ele32_WPTight_Gsf_v15
        1000         104           -          -1           -  HLT_Ele35_WPTight_Gsf_v9
        1000          90           -          -1           -  HLT_Ele38_WPTight_Gsf_v9
        1000         109           -          -1           -  HLT_Ele32_WPTight_Gsf_L1DoubleEG_v9
        1000          21          +1           -           -  HLT_Ele24_eta2p1_WPTight_Gsf_LooseChargedIsoPFTau30_eta2p1_CrossL1_v13
        1000          31          +1           -          ~3  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1_v12
        1000          26          +2           -          ~1  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTauHPS27_eta2p1_CrossL1_v4
        1000          24          +2           -          ~1  HLT_IsoMu20_eta2p1_MediumChargedIsoPFTauHPS27_eta2p1_CrossL1_v1
        1000          23          +2           -          ~1  HLT_IsoMu20_eta2p1_TightChargedIsoPFTauHPS27_eta2p1_CrossL1_v1
        1000          22          +2           -          ~1  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
        1000          20          +2           -          ~1  HLT_IsoMu20_eta2p1_MediumChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
        1000          19          +2           -          ~1  HLT_IsoMu20_eta2p1_TightChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
        1000          13          +1           -          ~2  HLT_IsoMu24_eta2p1_MediumChargedIsoPFTau35_Trk1_eta2p1_Reg_CrossL1_v12
        1000          13          +1           -          ~2  HLT_IsoMu24_eta2p1_MediumChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg_CrossL1_v12
        1000          11          +1           -          ~2  HLT_IsoMu24_eta2p1_TightChargedIsoPFTau35_Trk1_eta2p1_Reg_CrossL1_v12
        1000          11          +1           -          ~2  HLT_IsoMu24_eta2p1_TightChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg_CrossL1_v12
        1000          11          +1           -          ~2  HLT_IsoMu24_eta2p1_TightChargedIsoPFTauHPS35_Trk1_eta2p1_Reg_CrossL1_v1
        1000          10          +1           -          ~2  HLT_IsoMu24_eta2p1_MediumChargedIsoPFTauHPS35_Trk1_TightID_eta2p1_Reg_CrossL1_v1
        1000           9          +1           -          ~2  HLT_IsoMu24_eta2p1_TightChargedIsoPFTauHPS35_Trk1_TightID_eta2p1_Reg_CrossL1_v1
        1000          12          +1           -          ~2  HLT_IsoMu24_eta2p1_MediumChargedIsoPFTauHPS35_Trk1_eta2p1_Reg_CrossL1_v4
        1000          15          +1           -          ~2  HLT_IsoMu24_eta2p1_MediumChargedIsoPFTauHPS30_Trk1_eta2p1_Reg_CrossL1_v1
        1000          37          +1          -1          ~1  HLT_IsoMu27_LooseChargedIsoPFTau20_Trk1_eta2p1_SingleL1_v5
        1000          32          +1           -          ~1  HLT_IsoMu27_LooseChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
        1000          30          +1           -          ~1  HLT_IsoMu27_MediumChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
        1000          27          +1           -          ~1  HLT_IsoMu27_TightChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
        1000         144          +2           -          ~1  HLT_IsoMu20_v15
        1000         127          +2           -          ~1  HLT_IsoMu24_v13
        1000         119          +2           -          ~1  HLT_IsoMu24_eta2p1_v15
        1000         121          +1           -          ~1  HLT_IsoMu27_v16
        1000         999          +1           -           -  HLT_DiPFJet25_NoCaloMatched_v16
        1000         966          +6          -7           -  HLT_DiPFJet15_FBEta3_NoCaloMatched_v17
        1000         254         +31         -29           -  HLT_DiPFJet25_FBEta3_NoCaloMatched_v17
        1000         969          +5          -1           -  HLT_DiPFJetAve40_v14
        1000         742          +6          -5           -  HLT_DiPFJetAve60_v14
        1000         466          +5          -6           -  HLT_DiPFJetAve80_v13
        1000         107          +2           -           -  HLT_DiPFJetAve140_v13
        1000         990          +1          -1           -  HLT_DiPFJetAve15_HFJEC_v17
        1000         955          +3          -5           -  HLT_DiPFJetAve25_HFJEC_v17
        1000         825         +12          -4           -  HLT_DiPFJetAve35_HFJEC_v17
        1000         127         +13         -14           -  HLT_DiPFJetAve60_HFJEC_v15
        1000          45          +3          -4           -  HLT_DiPFJetAve80_HFJEC_v16
        1000          16           -          -1           -  HLT_DiPFJetAve100_HFJEC_v16
        1000         891         +15         -16           -  HLT_AK8PFJet60_v15
        1000         656         +10         -14           -  HLT_AK8PFJet80_v15
        1000         217          +7          -5           -  HLT_AK8PFJet140_v15
        1000          85          +2          -1           -  HLT_AK8PFJet200_v15
        1000          40          +1           -           -  HLT_AK8PFJet260_v16
        1000          27           -          -1           -  HLT_AK8PFJet320_v16
        1000           6           -          -1           -  HLT_AK8PFJet450_v16
        1000         978          +5           -           -  HLT_PFJet40_v21
        1000         826          +7          -6           -  HLT_PFJet60_v21
        1000         568         +12          -8           -  HLT_PFJet80_v20
        1000         177          +4          -4           -  HLT_PFJet140_v19
        1000          56          +1          -2           -  HLT_PFJet200_v19
        1000         999          +1           -           -  HLT_PFJetFwd15_v3
        1000         839         +27         -24           -  HLT_PFJetFwd25_v3
        1000         281         +15         -20           -  HLT_PFJetFwd40_v19
        1000          75          +1          -1           -  HLT_PFJetFwd60_v19
        1000        1000           -          -1           -  HLT_AK8PFJetFwd25_v3
        1000         898         +35         -35           -  HLT_AK8PFJetFwd40_v15
        1000         186         +12          -9           -  HLT_AK8PFJetFwd60_v14
        1000          55          +3          -2           -  HLT_AK8PFJetFwd80_v14
        1000         630          +4          -9           -  HLT_PFHT180_v17
        1000         394          +6          -6           -  HLT_PFHT250_v17
        1000         163          +4          -2           -  HLT_PFHT370_v17
        1000         103          +2           -           -  HLT_PFHT430_v17
        1000          64          +1           -           -  HLT_PFHT510_v17
        1000          41          +1          -2           -  HLT_PFHT590_v17
        1000          18          +2          -1           -  HLT_PFHT780_v17
        1000           9           -          -1           -  HLT_PFHT890_v17
        1000          15           -          -3          ~8  HLT_PFHT500_PFMET100_PFMHT100_IDTight_v12
        1000          12           -          -1          ~9  HLT_PFHT500_PFMET110_PFMHT110_IDTight_v12
        1000           8           -          -1          ~2  HLT_PFHT700_PFMET95_PFMHT95_IDTight_v12
        1000          48          +4          -4          ~7  HLT_PFMET110_PFMHT110_IDTight_v20
        1000          38          +1          -4         ~10  HLT_PFMET120_PFMHT120_IDTight_v20
        1000          23           -          -1          ~8  HLT_PFMET130_PFMHT130_IDTight_v20
        1000          19          +1          -1          ~5  HLT_PFMET140_PFMHT140_IDTight_v20
        1000          50          +3          -6          ~6  HLT_PFMET100_PFMHT100_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          37          +3          -3          ~7  HLT_PFMET110_PFMHT110_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          31           -          -4          ~9  HLT_PFMET120_PFMHT120_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          16           -          -1          ~5  HLT_PFMET130_PFMHT130_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          13          +1          -1          ~4  HLT_PFMET140_PFMHT140_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          40          +1          -4         ~11  HLT_PFMET120_PFMHT120_IDTight_PFHT60_v9
        1000          66          +2          -5         ~10  HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_PFHT60_v9
        1000          46          +2          -6          ~9  HLT_PFMETTypeOne120_PFMHT120_IDTight_PFHT60_v9
        1000          53          +6          -4          ~7  HLT_PFMETTypeOne110_PFMHT110_IDTight_v12
        1000          44          +2          -6          ~8  HLT_PFMETTypeOne120_PFMHT120_IDTight_v12
        1000          29           -          -5          ~8  HLT_PFMETTypeOne130_PFMHT130_IDTight_v12
        1000          21          +1          -1          ~5  HLT_PFMETTypeOne140_PFMHT140_IDTight_v11
        1000          75          +4          -7          ~8  HLT_PFMETNoMu110_PFMHTNoMu110_IDTight_v20
        1000          64          +2          -5          ~9  HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_v20
        1000          49          +3          -5          ~5  HLT_PFMETNoMu130_PFMHTNoMu130_IDTight_v19
        1000          34          +2          -1          ~4  HLT_PFMETNoMu140_PFMHTNoMu140_IDTight_v19
        1000          59          +2          -4          ~8  HLT_MonoCentralPFJet80_PFMETNoMu110_PFMHTNoMu110_IDTight_v20
        1000          50          +1          -2         ~11  HLT_MonoCentralPFJet80_PFMETNoMu120_PFMHTNoMu120_IDTight_v20
        1000          39          +1          -2          ~6  HLT_MonoCentralPFJet80_PFMETNoMu130_PFMHTNoMu130_IDTight_v19
        1000          28          +2           -          ~4  HLT_MonoCentralPFJet80_PFMETNoMu140_PFMHTNoMu140_IDTight_v19
        1000           8          +1           -           -  HLT_PFMETTypeOne200_BeamHaloCleaned_v9
        1000           5           -          -1          ~1  HLT_Mu12_DoublePFJets62MaxDeta1p6_DoubleCaloBTagDeepCSV_p71_v2
        1000         641          +1          -3           -  HLT_DoublePFJets40_CaloBTagDeepCSV_p71_v2
        1000          99          +2          -2           -  HLT_DoublePFJets100_CaloBTagDeepCSV_p71_v2
        1000          20           -          -1          ~1  HLT_DoublePFJets116MaxDeta1p6_DoubleCaloBTagDeepCSV_p71_v2
        1000         103          +1           -          ~2  HLT_IsoMu24_TwoProngs35_v1
        1000          24          +1          -4           -  HLT_DoubleMu3_DZ_PFMET50_PFMHT60_v10
        1000          14          +2          -3          ~2  HLT_DoubleMu3_DZ_PFMET70_PFMHT70_v10
        1000           7           -          -2           -  HLT_DoubleMu3_DZ_PFMET90_PFMHT90_v10
        1000         106          +1           -           -  HLT_Ele30_eta2p1_WPTight_Gsf_CentralPFJet35_EleCleaned_v13
        1000          92          +1          -1           -  HLT_Ele28_eta2p1_WPTight_Gsf_HT150_v13
        1000          18           -          -1           -  HLT_Ele15_IsoVVVL_PFHT450_CaloBTagDeepCSV_4p5_v8
        1000          12          +1           -          ~1  HLT_Ele15_IsoVVVL_PFHT450_PFMET50_v16
        1000          19           -          -1           -  HLT_Ele15_IsoVVVL_PFHT450_v16
        1000          14           -          -1           -  HLT_Ele50_IsoVVVL_PFHT450_v16
        1000           7          +1          -1          ~1  HLT_Mu4_TrkIsoVVL_DiPFJet90_40_DEta3p5_MJJ750_HTT300_PFMETNoMu60_v15
        1000           8          +1          -2          ~3  HLT_Mu8_TrkIsoVVL_DiPFJet40_DEta3p5_MJJ750_HTT300_PFMETNoMu60_v16
        1000           3          +2           -          ~3  HLT_Mu10_TrkIsoVVL_DiPFJet40_DEta3p5_MJJ750_HTT350_PFMETNoMu60_v15
        1000          16          +1          -2           -  HLT_Mu15_IsoVVVL_PFHT450_PFMET50_v15
        1000          20          +1           -           -  HLT_Mu15_IsoVVVL_PFHT450_v15
        1000          16          +1           -           -  HLT_Mu50_IsoVVVL_PFHT450_v15
        1000          10           -          -1           -  HLT_Mu15_IsoVVVL_PFHT600_v19
        1000          38          +3          -3          ~5  HLT_Mu3er1p5_PFJet100er2p5_PFMET70_PFMHT70_IDTight_v2
        1000          32          +3          -2          ~5  HLT_Mu3er1p5_PFJet100er2p5_PFMET80_PFMHT80_IDTight_v2
        1000          25          +4          -1          ~4  HLT_Mu3er1p5_PFJet100er2p5_PFMET90_PFMHT90_IDTight_v2
        1000          21          +2          -4          ~1  HLT_Mu3er1p5_PFJet100er2p5_PFMET100_PFMHT100_IDTight_v2
        1000          45          +3          -4          ~3  HLT_Mu3er1p5_PFJet100er2p5_PFMETNoMu70_PFMHTNoMu70_IDTight_v2
        1000          40          +4          -2          ~1  HLT_Mu3er1p5_PFJet100er2p5_PFMETNoMu80_PFMHTNoMu80_IDTight_v2
        1000          35          +3          -2          ~3  HLT_Mu3er1p5_PFJet100er2p5_PFMETNoMu90_PFMHTNoMu90_IDTight_v2
        1000          31          +2          -2          ~4  HLT_Mu3er1p5_PFJet100er2p5_PFMETNoMu100_PFMHTNoMu100_IDTight_v2
        1000         194          +1          -1           -  HLT_Ele8_CaloIdL_TrackIdL_IsoVL_PFJet30_v16
        1000         184          +1          -1           -  HLT_Ele12_CaloIdL_TrackIdL_IsoVL_PFJet30_v18
        1000         179          +1          -1           -  HLT_Ele15_CaloIdL_TrackIdL_IsoVL_PFJet30_v3
        1000         151           -          -1           -  HLT_Ele23_CaloIdL_TrackIdL_IsoVL_PFJet30_v18
        1000         219          +1          -2           -  HLT_Ele8_CaloIdM_TrackIdM_PFJet30_v18
        1000         171          +1          -2           -  HLT_Ele17_CaloIdM_TrackIdM_PFJet30_v16
        1000         157           -          -2           -  HLT_Ele23_CaloIdM_TrackIdM_PFJet30_v18
        1000          29          +3           -          ~8  HLT_PFHT330PT30_QuadPFJet_75_60_45_40_TriplePFBTagDeepCSV_4p5_v3
        1000         158          +4          -2          ~8  HLT_PFHT330PT30_QuadPFJet_75_60_45_40_v9
        1000          33          +1          -2          ~4  HLT_PFHT400_SixPFJet32_DoublePFBTagDeepCSV_2p94_v8
        1000          48          +1          -2          ~3  HLT_PFHT400_SixPFJet32_v8
        1000          28           -          -1          ~6  HLT_PFHT450_SixPFJet36_PFBTagDeepCSV_1p59_v7
        1000          32          +1          -2          ~4  HLT_PFHT450_SixPFJet36_v7
        1000          88          +1          -5          ~7  HLT_PFHT400_FivePFJet_100_100_60_30_30_v8
        1000          58          +1          -7         ~10  HLT_PFHT400_FivePFJet_100_100_60_30_30_DoublePFBTagDeepCSV_4p5_v8
        1000          43          +1          -5          ~5  HLT_PFHT400_FivePFJet_120_120_60_30_30_DoublePFBTagDeepCSV_4p5_v8
        1000         190          +6          -2           -  HLT_PFHT350_v19
        1000         247          +6         -10           -  HLT_PFHT350MinPFJet15_v9
        1000           5          +1          -1           -  HLT_Photon60_R9Id90_CaloIdL_IsoL_DisplacedIdL_PFHT350MinPFJet15_v11
        1000         361          +1           -           -  HLT_AK4CaloJet120_v9
        1000         996           -          -1           -  HLT_AK4PFJet30_v19
        1000         932          +9          -6           -  HLT_AK4PFJet50_v19
        1000         568         +12          -8           -  HLT_AK4PFJet80_v19
        1000         385          +7          -9           -  HLT_AK4PFJet100_v19
        1000         262          +5          -3           -  HLT_AK4PFJet120_v18
        1000         825          +7          -5           -  MC_PFBTagDeepCSV_v10
        1000        1000           -          -2           -  MC_AK8PFJets_v17
        1000         156           -          -1           -  MC_Ele5_WPTight_Gsf_v8
        1000         175          +2           -          ~1  MC_IsoMu_v15
        1000           2           -          -1           -  HLT_MediumChargedIsoPFTau200HighPtRelaxedIso_Trk50_eta2p1_v12
        1000          16           -          -1          ~5  HLT_RsqMR300_Rsq0p09_MR200_v15
        1000          13           -          -1         ~11  HLT_RsqMR300_Rsq0p09_MR200_4jet_v15
        1000           8          +1           -         ~12  HLT_RsqMR320_Rsq0p09_MR200_4jet_v15
        1000          56          +1           -          ~1  HLT_IsoMu27_MET90_v3
        1000           2          +1           -          ~2  HLT_VBF_DoubleLooseChargedIsoPFTau20_Trk1_eta2p1_v3
        1000          67          +5          -7         ~15  HLT_PFMET100_PFMHT100_IDTight_PFHT60_v9
        1000          92          +8          -6         ~18  HLT_PFMETNoMu100_PFMHTNoMu100_IDTight_PFHT60_v9
        1000          75          +6          -4         ~14  HLT_PFMETTypeOne100_PFMHT100_IDTight_PFHT60_v9
        1000          19          +1          -2           -  HLT_DoubleMu3_DCA_PFMET50_PFMHT60_v10
        1000          21          +5          -3         ~10  HLT_QuadPFJet98_83_71_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
        1000          15          +4          -1          ~5  HLT_QuadPFJet103_88_75_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
        1000          12          +4          -1          ~6  HLT_QuadPFJet111_90_80_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
        1000           6           -           -         ~12  HLT_QuadPFJet98_83_71_15_PFBTagDeepCSV_1p3_VBF2_v8
        1000         163          +3          -5          ~6  HLT_QuadPFJet98_83_71_15_v5
        1000         115          +2          -3          ~2  HLT_QuadPFJet103_88_75_15_v5
        1000         110          +3          -5          ~2  HLT_QuadPFJet105_88_76_15_v5
        1000          88          +3          -1          ~4  HLT_QuadPFJet111_90_80_15_v5
        1000          10          +1          -1           -  HLT_AK8PFJet330_TrimMass30_PFAK8BTagDeepCSV_p17_v2
        1000           9           -          -1           -  HLT_AK8PFJet330_TrimMass30_PFAK8BTagDeepCSV_p1_v2
        1000          13           -          -1           -  HLT_AK8PFJet330_TrimMass30_PFAK8BoostedDoubleB_p02_v3
        1000          20           -          -1           -  HLT_AK8PFJet330_TrimMass30_PFAK8BoostedDoubleB_np2_v2
        1000          20           -          -1           -  HLT_AK8PFJet330_TrimMass30_PFAK8BoostedDoubleB_np4_v2
        1000          14          +5          -1          ~4  HLT_QuadPFJet105_88_76_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
VinInn commented 3 years ago

and here comparing cpu vs gpu in CMSSW_12_1_SKYLAKEAVX512_X_2021-09-23-2300 (for TK patatrack only)

hltDiff -o output-cpuavxTK_1K.root -n output-gpuavxTK_1K.root | grep -v "\-           \-          \~"

Found 1000 matching events, out of which 1000 have different HLT results

      Events    Accepted      Gained        Lost       Other  Trigger
        1000           7          +1           -           -  HLT_AK8PFJet420_TrimMass30_v11
        1000           4          +1           -           -  HLT_AK8PFHT750_TrimMass50_v12
        1000         398          +2           -           -  HLT_Mu3_PFJet40_v16
        1000          10          +1           -          ~2  HLT_Mu7p5_Track2_Jpsi_v11
        1000         407          +2           -           -  HLT_Mu3_L1SingleMu5orSingleMu7_v1
        1000         139          +2           -           -  HLT_Ele20_WPTight_Gsf_v6
        1000         153          +1           -           -  HLT_Ele15_WPLoose_Gsf_v3
        1000         146          +1           -           -  HLT_Ele17_WPLoose_Gsf_v3
        1000         140          +1           -           -  HLT_Ele20_WPLoose_Gsf_v6
        1000         137          +1           -           -  HLT_Ele20_eta2p1_WPLoose_Gsf_v6
        1000         120          +1           -           -  HLT_Ele27_WPTight_Gsf_v16
        1000         119          +1           -           -  HLT_Ele28_WPTight_Gsf_v1
        1000         112          +1           -           -  HLT_Ele30_WPTight_Gsf_v1
        1000         107          +1           -           -  HLT_Ele32_WPTight_Gsf_v15
        1000         103          +1           -           -  HLT_Ele35_WPTight_Gsf_v9
        1000          96          +1           -           -  HLT_Ele35_WPTight_Gsf_L1EGMT_v5
        1000          89          +1           -           -  HLT_Ele38_WPTight_Gsf_v9
        1000          87          +1           -           -  HLT_Ele40_WPTight_Gsf_v9
        1000         108          +1           -           -  HLT_Ele32_WPTight_Gsf_L1DoubleEG_v9
        1000          22           -          -1          ~1  HLT_Ele24_eta2p1_WPTight_Gsf_LooseChargedIsoPFTau30_eta2p1_CrossL1_v13
        1000          32          +2           -          ~3  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1_v12
        1000          28          +1           -          ~3  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTauHPS27_eta2p1_CrossL1_v4
        1000          26          +1           -          ~3  HLT_IsoMu20_eta2p1_MediumChargedIsoPFTauHPS27_eta2p1_CrossL1_v1
        1000          25          +1           -          ~4  HLT_IsoMu20_eta2p1_TightChargedIsoPFTauHPS27_eta2p1_CrossL1_v1
        1000          24          +1          -1          ~3  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
        1000          22          +1          -1          ~3  HLT_IsoMu20_eta2p1_MediumChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
        1000          21          +1          -1          ~4  HLT_IsoMu20_eta2p1_TightChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
        1000          37          +3           -          ~1  HLT_IsoMu27_LooseChargedIsoPFTau20_Trk1_eta2p1_SingleL1_v5
        1000          33          +1           -          ~1  HLT_IsoMu27_LooseChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
        1000          31          +1           -          ~1  HLT_IsoMu27_MediumChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
        1000          28          +1           -          ~2  HLT_IsoMu27_TightChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
        1000         146          +1           -           -  HLT_IsoMu20_v15
        1000         129          +1           -           -  HLT_IsoMu24_v13
        1000         121          +1           -           -  HLT_IsoMu24_eta2p1_v15
        1000         122          +1           -           -  HLT_IsoMu27_v16
        1000         275          +2           -           -  HLT_Mu12_v3
        1000         258          +1           -           -  HLT_Mu15_v3
        1000         221          +1           -           -  HLT_Mu20_v12
        1000         167          +1           -           -  HLT_Mu27_v13
        1000         965          +1          -1           -  HLT_DiPFJet15_FBEta3_NoCaloMatched_v17
        1000         256          +2          -4           -  HLT_DiPFJet25_FBEta3_NoCaloMatched_v17
        1000         743          +3          -1           -  HLT_DiPFJetAve60_v14
        1000         465          +4          -4           -  HLT_DiPFJetAve80_v13
        1000         109           -          -1           -  HLT_DiPFJetAve140_v13
        1000         953          +2          -3           -  HLT_DiPFJetAve25_HFJEC_v17
        1000         833          +1          -2           -  HLT_DiPFJetAve35_HFJEC_v17
        1000         126          +1          -1           -  HLT_DiPFJetAve60_HFJEC_v15
        1000         890          +2          -3           -  HLT_AK8PFJet60_v15
        1000         652          +6          -2           -  HLT_AK8PFJet80_v15
        1000         219          +2          -5           -  HLT_AK8PFJet140_v15
        1000          86           -          -1           -  HLT_AK8PFJet200_v15
        1000         983          +1           -           -  HLT_PFJet40_v21
        1000         827          +1          -1           -  HLT_PFJet60_v21
        1000         572          +6          -2           -  HLT_PFJet80_v20
        1000         177           -          -1           -  HLT_PFJet140_v19
        1000         842          +2          -4           -  HLT_PFJetFwd25_v3
        1000         276          +1          -3           -  HLT_PFJetFwd40_v19
        1000         999           -          -1           -  HLT_AK8PFJetFwd25_v3
        1000         898          +6          -4           -  HLT_AK8PFJetFwd40_v15
        1000         189          +1           -           -  HLT_AK8PFJetFwd60_v14
        1000          56          +1           -           -  HLT_AK8PFJetFwd80_v14
        1000         625          +6          -3           -  HLT_PFHT180_v17
        1000         394          +4          -4           -  HLT_PFHT250_v17
        1000         165          +4          -3           -  HLT_PFHT370_v17
        1000         105          +3           -           -  HLT_PFHT430_v17
        1000          19           -          -1           -  HLT_PFHT780_v17
        1000          12          +1           -          ~2  HLT_PFHT500_PFMET100_PFMHT100_IDTight_v12
        1000          11          +1           -          ~3  HLT_PFHT500_PFMET110_PFMHT110_IDTight_v12
        1000           7          +1           -           -  HLT_PFHT700_PFMET95_PFMHT95_IDTight_v12
        1000          48          +2          -4          ~2  HLT_PFMET110_PFMHT110_IDTight_v20
        1000          35          +1          -1          ~1  HLT_PFMET120_PFMHT120_IDTight_v20
        1000          19          +1           -           -  HLT_PFMET140_PFMHT140_IDTight_v20
        1000          47           -          -1          ~1  HLT_PFMET100_PFMHT100_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          37          +1          -3          ~1  HLT_PFMET110_PFMHT110_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          27          +1          -1           -  HLT_PFMET120_PFMHT120_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          37          +1          -1          ~1  HLT_PFMET120_PFMHT120_IDTight_PFHT60_v9
        1000          63           -          -2          ~1  HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_PFHT60_v9
        1000          42          +1          -2          ~1  HLT_PFMETTypeOne120_PFMHT120_IDTight_PFHT60_v9
        1000          55          +1          -2          ~2  HLT_PFMETTypeOne110_PFMHT110_IDTight_v12
        1000          40          +1          -2          ~1  HLT_PFMETTypeOne120_PFMHT120_IDTight_v12
        1000          24          +2           -           -  HLT_PFMETTypeOne130_PFMHT130_IDTight_v12
        1000          21           -          -1           -  HLT_PFMETTypeOne140_PFMHT140_IDTight_v11
        1000          72          +2          -3          ~4  HLT_PFMETNoMu110_PFMHTNoMu110_IDTight_v20
        1000          61           -          -2          ~1  HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_v20
        1000          35          +1          -1          ~1  HLT_PFMETNoMu140_PFMHTNoMu140_IDTight_v19
        1000          57          +2          -2          ~5  HLT_MonoCentralPFJet80_PFMETNoMu110_PFMHTNoMu110_IDTight_v20
        1000          49           -          -2          ~3  HLT_MonoCentralPFJet80_PFMETNoMu120_PFMHTNoMu120_IDTight_v20
        1000          30          +1          -1          ~2  HLT_MonoCentralPFJet80_PFMETNoMu140_PFMHTNoMu140_IDTight_v19
        1000           9           -          -1           -  HLT_PFMETTypeOne200_BeamHaloCleaned_v9
        1000          30          +4          -1           -  HLT_SingleJet30_Mu12_SinglePFJet40_v11
        1000          23          +4          -1           -  HLT_Mu12_DoublePFJets40_CaloBTagDeepCSV_p71_v2
        1000           7          +1          -1           -  HLT_Mu12_DoublePFJets100_CaloBTagDeepCSV_p71_v2
        1000           7           -          -1           -  HLT_Mu12_DoublePFJets40MaxDeta1p6_DoubleCaloBTagDeepCSV_p71_v2
        1000           6           -          -1           -  HLT_Mu12_DoublePFJets54MaxDeta1p6_DoubleCaloBTagDeepCSV_p71_v2
        1000           4           -          -1          ~1  HLT_Mu12_DoublePFJets62MaxDeta1p6_DoubleCaloBTagDeepCSV_p71_v2
        1000         639          +2           -           -  HLT_DoublePFJets40_CaloBTagDeepCSV_p71_v2
        1000          99          +2           -           -  HLT_DoublePFJets100_CaloBTagDeepCSV_p71_v2
        1000         253          +2          -2           -  HLT_Mu8_TrkIsoVVL_v12
        1000          23          +1          -2          ~2  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_v13
        1000          23          +1          -2          ~2  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_PFDiJet30_v1
        1000          23          +1          -2          ~2  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_CaloDiJet30_v1
        1000          13          +1          -1          ~4  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_PFDiJet30_PFBtagDeepCSV_1p5_v1
        1000          17           -          -2          ~3  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_CaloDiJet30_CaloBtagDeepCSV_1p5_v1
        1000          25          +1          -2          ~2  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_v11
        1000         198          +1          -2           -  HLT_Mu17_TrkIsoVVL_v13
        1000         185          +1          -2           -  HLT_Mu19_TrkIsoVVL_v4
        1000          77          +2          -1           -  HLT_BTagMu_AK4DiJet20_Mu5_v13
        1000          71          +2          -1           -  HLT_BTagMu_AK4DiJet40_Mu5_v13
        1000          32          +1           -           -  HLT_BTagMu_AK4DiJet70_Mu5_v13
        1000          15           -          -2          ~1  HLT_Mu23_TrkIsoVVL_Ele12_CaloIdL_TrackIdL_IsoVL_DZ_v15
        1000          16           -          -2          ~1  HLT_Mu23_TrkIsoVVL_Ele12_CaloIdL_TrackIdL_IsoVL_v7
        1000          20          +1          -2          ~2  HLT_Mu12_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_v7
        1000          18          +1          -2          ~2  HLT_Mu12_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_v15
        1000          12          +1          -1           -  HLT_Photon35_TwoProngs35_v1
        1000         104           -          -1          ~1  HLT_IsoMu24_TwoProngs35_v1
        1000          21          +1          -2           -  HLT_DoubleMu3_DZ_PFMET50_PFMHT60_v10
        1000          13           -          -2           -  HLT_DoubleMu3_DZ_PFMET70_PFMHT70_v10
        1000           5          +2           -           -  HLT_DoubleMu3_DZ_PFMET90_PFMHT90_v10
        1000          14           -          -1          ~4  HLT_DiJet110_35_Mjj650_PFMET110_v9
        1000         107          +1           -           -  HLT_Ele30_eta2p1_WPTight_Gsf_CentralPFJet35_EleCleaned_v13
        1000          92          +2           -           -  HLT_Ele28_eta2p1_WPTight_Gsf_HT150_v13
        1000          17          +1           -           -  HLT_Ele15_IsoVVVL_PFHT450_CaloBTagDeepCSV_4p5_v8
        1000          18          +1           -           -  HLT_Ele15_IsoVVVL_PFHT450_v16
        1000          15          +1          -1           -  HLT_Mu15_IsoVVVL_PFHT450_PFMET50_v15
        1000          21           -          -1           -  HLT_Mu15_IsoVVVL_PFHT450_v15
        1000          17           -          -1           -  HLT_Mu50_IsoVVVL_PFHT450_v15
        1000          38           -          -1           -  HLT_Mu3er1p5_PFJet100er2p5_PFMET70_PFMHT70_IDTight_v2
        1000          33           -          -1           -  HLT_Mu3er1p5_PFJet100er2p5_PFMET80_PFMHT80_IDTight_v2
        1000          28          +1          -1           -  HLT_Mu3er1p5_PFJet100er2p5_PFMET90_PFMHT90_IDTight_v2
        1000          19          +1           -          ~1  HLT_Mu3er1p5_PFJet100er2p5_PFMET100_PFMHT100_IDTight_v2
        1000          36          +1          -1           -  HLT_Mu3er1p5_PFJet100er2p5_PFMETNoMu90_PFMHTNoMu90_IDTight_v2
        1000           9           -          -1           -  HLT_DiMu4_Ele9_CaloIdL_TrackIdL_DZ_Mass3p8_v17
        1000           4           -          -1           -  HLT_DiMu9_Ele9_CaloIdL_TrackIdL_DZ_v17
        1000           5           -          -1           -  HLT_DiMu9_Ele9_CaloIdL_TrackIdL_v17
        1000         327          +2           -           -  HLT_Mu8_v12
        1000         248          +1           -           -  HLT_Mu17_v13
        1000         227          +1           -           -  HLT_Mu19_v4
        1000         194          +1          -1          ~2  HLT_Ele8_CaloIdL_TrackIdL_IsoVL_PFJet30_v16
        1000         218          +1           -          ~1  HLT_Ele8_CaloIdM_TrackIdM_PFJet30_v18
        1000          32          +5           -          ~5  HLT_PFHT330PT30_QuadPFJet_75_60_45_40_TriplePFBTagDeepCSV_4p5_v3
        1000         160          +2          -1          ~5  HLT_PFHT330PT30_QuadPFJet_75_60_45_40_v9
        1000          32          +3          -1          ~5  HLT_PFHT400_SixPFJet32_DoublePFBTagDeepCSV_2p94_v8
        1000          47          +1          -2          ~4  HLT_PFHT400_SixPFJet32_v8
        1000          27          +3           -          ~5  HLT_PFHT450_SixPFJet36_PFBTagDeepCSV_1p59_v7
        1000          31          +2           -          ~5  HLT_PFHT450_SixPFJet36_v7
        1000          84          +3          -2          ~3  HLT_PFHT400_FivePFJet_100_100_60_30_30_v8
        1000          52          +3          -2          ~6  HLT_PFHT400_FivePFJet_100_100_60_30_30_DoublePFBTagDeepCSV_4p5_v8
        1000          39          +2          -2          ~1  HLT_PFHT400_FivePFJet_120_120_60_30_30_DoublePFBTagDeepCSV_4p5_v8
        1000         194          +5          -4           -  HLT_PFHT350_v19
        1000         243          +1           -           -  HLT_PFHT350MinPFJet15_v9
        1000         935          +1           -           -  HLT_AK4PFJet50_v19
        1000         572          +6          -2           -  HLT_AK4PFJet80_v19
        1000         383          +2           -           -  HLT_AK4PFJet100_v19
        1000         264          +2          -1           -  HLT_AK4PFJet120_v18
        1000          43          +1          -1          ~3  HLT_IsoTrackHB_v4
        1000         827         +11          -6           -  MC_PFBTagDeepCSV_v10
        1000          25          +2           -          ~4  MC_DoubleEle5_CaloIdL_MW_v15
        1000         155          +2           -           -  MC_Ele5_WPTight_Gsf_v8
        1000         177          +2           -          ~1  MC_IsoMu_v15
        1000          41           -          -1           -  MC_DoubleMu_TrkIsoVVL_DZ_v11
        1000          17          +1           -          ~1  HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET90_v12
        1000          11          +1           -          ~1  HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET100_v12
        1000          10          +1           -          ~1  HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET110_v8
        1000           7          +1           -           -  HLT_MediumChargedIsoPFTau50_Trk30_eta2p1_1pr_MET120_v8
        1000           4           -          -1          ~1  HLT_Rsq0p35_v15
        1000           3           -          -1          ~1  HLT_Rsq0p40_v15
        1000          15           -          -1          ~2  HLT_RsqMR300_Rsq0p09_MR200_v15
        1000          13           -          -1          ~2  HLT_RsqMR320_Rsq0p09_MR200_v15
        1000          12           -          -1          ~4  HLT_RsqMR300_Rsq0p09_MR200_4jet_v15
        1000           9           -          -1          ~4  HLT_RsqMR320_Rsq0p09_MR200_4jet_v15
        1000          57          +1           -           -  HLT_IsoMu27_MET90_v3
        1000          12          +1           -          ~3  HLT_DoubleTightChargedIsoPFTau35_Trk1_eta2p1_Reg_v12
        1000          11          +1           -          ~3  HLT_DoubleTightChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg_v12
        1000          65          +1          -1          ~3  HLT_PFMET100_PFMHT100_IDTight_PFHT60_v9
        1000          94          +1          -2          ~4  HLT_PFMETNoMu100_PFMHTNoMu100_IDTight_PFHT60_v9
        1000          77          +1          -1          ~3  HLT_PFMETTypeOne100_PFMHT100_IDTight_PFHT60_v9
        1000          18          +1           -           -  HLT_DoubleMu3_DCA_PFMET50_PFMHT60_v10
        1000          23          +1           -          ~5  HLT_QuadPFJet98_83_71_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
        1000          18          +2           -          ~3  HLT_QuadPFJet103_88_75_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
        1000          15          +1           -          ~2  HLT_QuadPFJet111_90_80_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
        1000           6          +1           -          ~5  HLT_QuadPFJet98_83_71_15_PFBTagDeepCSV_1p3_VBF2_v8
        1000         161          +2          -1          ~2  HLT_QuadPFJet98_83_71_15_v5
        1000         114          +1           -          ~2  HLT_QuadPFJet103_88_75_15_v5
        1000         108          +2          -1          ~1  HLT_QuadPFJet105_88_76_15_v5
        1000          90          +1           -          ~1  HLT_QuadPFJet111_90_80_15_v5
        1000          10          +1           -           -  HLT_AK8PFJet330_TrimMass30_PFAK8BTagDeepCSV_p17_v2
        1000           8          +1           -           -  HLT_AK8PFJet330_TrimMass30_PFAK8BTagDeepCSV_p1_v2
        1000          12          +1           -           -  HLT_AK8PFJet330_TrimMass30_PFAK8BoostedDoubleB_p02_v3
        1000          11          +1           -           -  HLT_Diphoton30_18_R9IdL_AND_HE_AND_IsoCaloId_NoPixelVeto_v2
        1000          93          +1           -           -  HLT_Mu9_IP5_ToCSCS_v1
        1000          93          +1           -           -  HLT_Mu9_IP5_part0_v2
        1000          93          +1           -           -  HLT_Mu9_IP5_part1_v2
        1000          93          +1           -           -  HLT_Mu9_IP5_part2_v2
        1000          93          +1           -           -  HLT_Mu9_IP5_part3_v2
        1000          93          +1           -           -  HLT_Mu9_IP5_part4_v2
        1000         103          +1           -           -  HLT_Mu8_IP5_ToCSCS_v1
        1000         103          +1           -           -  HLT_Mu8_IP5_part0_v2
        1000         103          +1           -           -  HLT_Mu8_IP5_part1_v2
        1000         103          +1           -           -  HLT_Mu8_IP5_part2_v2
        1000         103          +1           -           -  HLT_Mu8_IP5_part3_v2
        1000         103          +1           -           -  HLT_Mu8_IP5_part4_v2
        1000         123          +1           -           -  HLT_Mu8_IP3_ToCSCS_v1
        1000         123          +1           -           -  HLT_Mu8_IP3_part0_v3
        1000         123          +1           -           -  HLT_Mu8_IP3_part1_v3
        1000         123          +1           -           -  HLT_Mu8_IP3_part2_v3
        1000         123          +1           -           -  HLT_Mu8_IP3_part3_v3
        1000         123          +1           -           -  HLT_Mu8_IP3_part4_v3
        1000         303          +2           -           -  HLT_Mu9_IP0_part0_v2
        1000         113          +1           -           -  HLT_Mu9_IP3_part0_v2
        1000          18          +2           -          ~2  HLT_QuadPFJet105_88_76_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
        1000         328          +2           -           -  HLT_TrkMu6NoFiltersNoVtx_v1
        1000         252          +2           -           -  HLT_TrkMu16NoFiltersNoVtx_v1
        1000        1000           -       -1000           -  Status_OnCPU
        1000           0       +1000           -           -  Status_OnGPU
VinInn commented 3 years ago

Maybe we should change the issue in "HLT Regression due to differences in floating point operation reassociation(and math-lib precision)"

VinInn commented 3 years ago

and here in CMSSW_12_1_SKYLAKEAVX512_X_2021-09-23-2300 comparing cmsRun with cmsRunVDT

Found 1000 matching events, out of which 0 have different HLT results
AdrianoDee commented 3 years ago

Just dropping a comparison here using the configuration above (adding this just to check the effect on hlt full tracks). To be sure the comparison is done on the same machine forcing CPU or GPU offload (with forceGpuOffload)

Results: plots. The comparison is done between CPU and two runs on GPU (on the same events). There are just really minor fluctuations.

VinInn commented 3 years ago

about regression in Pixel local reco: see https://hypernews.cern.ch/HyperNews/CMS/get/pixelOfflineSW/1587/1/1.html

VinInn commented 3 years ago

The fixes to make the GPU as close as possible to CPU for what concern Pixel Clusterizer produce these changes

hltDiff -o output-gpuTKfix_1K.root -n output-gpuTK_1K.root | grep -v "\-           \-          \~"
.....
Found 1000 matching events, out of which 36 have different HLT results

      Events    Accepted      Gained        Lost       Other  Trigger
        1000         140          +1           -           -  HLT_Ele20_WPTight_Gsf_v6
        1000          32          +1           -           -  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1_v12
        1000          26          +1           -           -  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTauHPS27_eta2p1_CrossL1_v4
        1000          24          +1           -           -  HLT_IsoMu20_eta2p1_MediumChargedIsoPFTauHPS27_eta2p1_CrossL1_v1
        1000          23          +1           -           -  HLT_IsoMu20_eta2p1_TightChargedIsoPFTauHPS27_eta2p1_CrossL1_v1
        1000          21          +2           -           -  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
        1000          19          +2           -           -  HLT_IsoMu20_eta2p1_MediumChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
        1000          18          +2           -           -  HLT_IsoMu20_eta2p1_TightChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
        1000          39          +1           -           -  HLT_IsoMu27_LooseChargedIsoPFTau20_Trk1_eta2p1_SingleL1_v5
        1000          32          +1           -           -  HLT_IsoMu27_LooseChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
        1000          30          +1           -           -  HLT_IsoMu27_MediumChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
        1000          27          +1           -           -  HLT_IsoMu27_TightChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
        1000         255          +1           -           -  HLT_DiPFJet25_FBEta3_NoCaloMatched_v17
        1000         956          +1          -1           -  HLT_DiPFJetAve25_HFJEC_v17
        1000         892          +1          -1           -  HLT_AK8PFJet60_v15
        1000         827           -          -1           -  HLT_PFJet60_v21
        1000         570           -          -1           -  HLT_PFJet80_v20
        1000         839           -          -1           -  HLT_PFJetFwd25_v3
        1000         900          +1           -           -  HLT_AK8PFJetFwd40_v15
        1000         185          +1           -           -  HLT_AK8PFJetFwd60_v14
        1000         633          +2          -1           -  HLT_PFHT180_v17
        1000          48           -          -1           -  HLT_PFMET110_PFMHT110_IDTight_v20
        1000          36           -          -1           -  HLT_PFMET110_PFMHT110_IDTight_CaloBTagDeepCSV_3p1_v8
        1000          12          +1           -           -  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_PFDiJet30_PFBtagDeepCSV_1p5_v1
        1000          25           -          -2           -  HLT_DoubleMu3_DZ_PFMET50_PFMHT60_v10
        1000          19           -          -3           -  HLT_DoubleMu3_DZ_PFMET70_PFMHT70_v10
        1000          13          +1           -           -  HLT_DiJet110_35_Mjj650_PFMET110_v9
        1000          10          +1           -           -  HLT_DiJet110_35_Mjj650_PFMET120_v9
        1000           8          +1           -           -  HLT_DiJet110_35_Mjj650_PFMET130_v9
        1000          13          +1           -           -  HLT_Ele15_IsoVVVL_PFHT450_PFMET50_v16
        1000          33          +1           -           -  HLT_PFHT330PT30_QuadPFJet_75_60_45_40_TriplePFBTagDeepCSV_4p5_v3
        1000          58           -          -1           -  HLT_PFHT400_FivePFJet_100_100_60_30_30_DoublePFBTagDeepCSV_4p5_v8
        1000          43           -          -1           -  HLT_PFHT400_FivePFJet_120_120_60_30_30_DoublePFBTagDeepCSV_4p5_v8
        1000         250           -          -1           -  HLT_PFHT350MinPFJet15_v9
        1000         570           -          -1           -  HLT_AK4PFJet80_v19
        1000         263           -          -1           -  HLT_AK4PFJet120_v18
        1000          43          +1          -1          ~1  HLT_IsoTrackHB_v4
        1000         828          +2          -2           -  MC_PFBTagDeepCSV_v10
        1000         156          +1           -           -  MC_Ele5_WPTight_Gsf_v8
        1000         176          +1           -           -  MC_IsoMu_v15
        1000          17           -          -1          ~1  HLT_DoubleMediumChargedIsoPFTau35_Trk1_eta2p1_Reg_v12
        1000          12          +1           -          ~1  HLT_DoubleTightChargedIsoPFTau35_Trk1_eta2p1_Reg_v12
        1000          11          +1           -          ~1  HLT_DoubleTightChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg_v12
        1000          21           -          -2           -  HLT_DoubleMu3_DCA_PFMET50_PFMHT60_v10
        1000          21          +1           -          ~1  HLT_QuadPFJet98_83_71_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
        1000          13          +1           -          ~1  HLT_QuadPFJet103_88_75_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
        1000          11          +1           -          ~1  HLT_QuadPFJet111_90_80_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
        1000          13          +1           -          ~1  HLT_QuadPFJet105_88_76_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8

The modifications, (channelThreshold to 1000 (actually is "wrong" on CPU i.e., if you wish, in the original menu) and clusterThreshold lower by ONE electron, are well below the systematics due to the pixel detector behavior evolution even in a single run. The fact that the rate of some triggers changes by more than 10% is an issue in itself outside the scope of this technical one.

silviodonato commented 3 years ago

Hi all, I just want to report that I see very large differences when using 2018 data. In particular the filter hltVerticesPFFilter is rejecting away all the events when using GPU (0% efficiency). On CPU we get an efficiency of 99% (as expected).

You can reproduce using CMSSW_12_1_0_pre4 and the configuration made by

hltGetConfiguration /dev/CMSSW_12_1_0/GRun/V4 --globaltag auto:run3_hlt --data --customise HLTrigger/Configuration/customizeHLTforPatatrack.customizeHLTforPatatrack,HLTrigger/Configuration/customizeHLTforCMSSW.customiseFor2018Input --input file:/eos/cms/store/data/Run2018D/EphemeralHLTPhysics7/RAW/v1/000/323/790/00000/B543D251-40F1-CB46-A6A1-046CF3D78D6D.root --era Run3 --path HLTriggerFirstPath,MC_PFBTagDeepCSV_v10,HLTriggerFinalPath --unprescale --output minimal --max-events 10

(you need git cms-merge-topic 35584 to get hltGetConfiguration working with the new Run-3 database).

You can find all configurations and results in /afs/cern.ch/work/s/sdonato/public/GPUdiff/CMSSW_12_1_0_pre4/src

process.hltVerticesPFSelector = cms.EDFilter( "PrimaryVertexObjectFilter",
    filterParams = cms.PSet(
      maxZ = cms.double( 24.0 ),
      minNdof = cms.double( 4.0 ),
      maxRho = cms.double( 2.0 ),
      pvSrc = cms.InputTag( "hltVerticesPF" )
    ),
    src = cms.InputTag( "hltVerticesPF" )
)
process.hltVerticesPFFilter = cms.EDFilter( "VertexSelector",
    src = cms.InputTag( "hltVerticesPFSelector" ),
    cut = cms.string( "!isFake" ),
    filter = cms.bool( True )
)
fwyzard commented 3 years ago

Do you get the same behaviour with Run3 MC ?

VinInn commented 3 years ago

auto:run3_hlt --era Run3 on 2018 data?

silviodonato commented 3 years ago

Do you get the same behaviour with Run3 MC ?

Run3 MC looks ok 100% efficiency in both GPU and CPU

silviodonato commented 3 years ago

auto:run3_hlt --era Run3 on 2018 data?

thanks, indeed using --era Run2 solved the problem! :-)

silviodonato commented 3 years ago

After the fix (--era Run2), running on data (/eos/cms/store/data/Run2018D/EphemeralHLTPhysics7/RAW/v1/000/323/790/00000/) I still see larger difference especially in MC_PFBTagDeepCSV_v10 (10%-20%) wrt https://github.com/cms-sw/cmssw/issues/35376#issuecomment-932945377. I used CMSSW_12_1_0_pre4 + #35566 #35638 #35570 #35584

      Events    Accepted      Gained        Lost       Other  Trigger
       20673          11          +1           -           -  HLT_AK8PFJet380_TrimMass30_v11
       20673           5           -          -1           -  HLT_AK8PFJet420_TrimMass30_v11
       20673           5           -           -          ~1  HLT_AK8PFHT750_TrimMass50_v12
       20673           1           -           -          ~1  HLT_AK8PFHT800_TrimMass50_v12
       20673           1           -           -          ~1  HLT_AK8PFHT850_TrimMass50_v11
       20673           1           -           -          ~1  HLT_AK8PFHT900_TrimMass50_v11
       20673           1           -           -          ~1  HLT_Trimuon5_3p5_2_Upsilon_Muon_v5
       20673           0           -           -          ~1  HLT_TrimuonOpen_5_3p5_2_Upsilon_Muon_v3
       20673           3           -           -         ~16  HLT_DoubleEle25_CaloIdL_MW_v4
       20673           3           -           -         ~16  HLT_DoubleEle27_CaloIdL_MW_v4
       20673           2           -           -         ~14  HLT_DoubleEle33_CaloIdL_MW_v17
       20673           0           -           -          ~4  HLT_DoubleEle8_CaloIdM_TrackIdM_Mass8_DZ_PFHT350_v20
       20673           1           -           -          ~4  HLT_DoubleEle8_CaloIdM_TrackIdM_Mass8_PFHT350_v20
       20673           3           -           -         ~12  HLT_Ele27_Ele37_CaloIdL_MW_v4
       20673           0           -           -          ~1  HLT_Mu27_Ele37_CaloIdL_MW_v5
       20673           0           -           -          ~1  HLT_DoubleMu3_TkMu_DsTau3Mu_v4
       20673          13           -           -          ~1  HLT_DoublePhoton33_CaloIdL_v6
       20673           2           -           -          ~7  HLT_DiEle27_WPTightCaloOnly_L1DoubleEG_v4
       20673          60          +2          -1         ~18  HLT_Ele27_WPTight_Gsf_v16
       20673          59          +2          -1         ~17  HLT_Ele28_WPTight_Gsf_v1
       20673          50          +2          -1         ~16  HLT_Ele30_WPTight_Gsf_v1
       20673          46          +1          -1         ~14  HLT_Ele32_WPTight_Gsf_v15
       20673          37          +1          -1         ~10  HLT_Ele35_WPTight_Gsf_v9
       20673          32          +1          -1          ~9  HLT_Ele35_WPTight_Gsf_L1EGMT_v5
       20673          31          +1          -1          ~9  HLT_Ele38_WPTight_Gsf_v9
       20673          21           -          -1          ~5  HLT_Ele40_WPTight_Gsf_v9
       20673          46          +1          -1         ~14  HLT_Ele32_WPTight_Gsf_L1DoubleEG_v9
       20673           1           -           -          ~3  HLT_Ele24_eta2p1_WPTight_Gsf_LooseChargedIsoPFTau30_eta2p1_CrossL1_v13
       20673           0           -           -          ~3  HLT_Ele24_eta2p1_WPTight_Gsf_LooseChargedIsoPFTauHPS30_eta2p1_CrossL1_v1
       20673           0           -           -          ~3  HLT_Ele24_eta2p1_WPTight_Gsf_MediumChargedIsoPFTauHPS30_eta2p1_CrossL1_v1
       20673           0           -           -          ~3  HLT_Ele24_eta2p1_WPTight_Gsf_TightChargedIsoPFTauHPS30_eta2p1_CrossL1_v1
       20673           0           -           -          ~3  HLT_Ele24_eta2p1_WPTight_Gsf_LooseChargedIsoPFTauHPS30_eta2p1_TightID_CrossL1_v1
       20673           0           -           -          ~3  HLT_Ele24_eta2p1_WPTight_Gsf_MediumChargedIsoPFTauHPS30_eta2p1_TightID_CrossL1_v1
       20673           0           -           -          ~3  HLT_Ele24_eta2p1_WPTight_Gsf_TightChargedIsoPFTauHPS30_eta2p1_TightID_CrossL1_v1
       20673         463          +1           -           -  HLT_ZeroBias_Beamspot_v4
       20673           1           -           -          ~3  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTau27_eta2p1_CrossL1_v12
       20673           0           -           -          ~3  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTauHPS27_eta2p1_CrossL1_v4
       20673           0           -           -          ~3  HLT_IsoMu20_eta2p1_MediumChargedIsoPFTauHPS27_eta2p1_CrossL1_v1
       20673           0           -           -          ~3  HLT_IsoMu20_eta2p1_TightChargedIsoPFTauHPS27_eta2p1_CrossL1_v1
       20673           0           -           -          ~3  HLT_IsoMu20_eta2p1_LooseChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
       20673           0           -           -          ~3  HLT_IsoMu20_eta2p1_MediumChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
       20673           0           -           -          ~3  HLT_IsoMu20_eta2p1_TightChargedIsoPFTauHPS27_eta2p1_TightID_CrossL1_v1
       20673           0           -           -          ~3  HLT_IsoMu27_LooseChargedIsoPFTau20_Trk1_eta2p1_SingleL1_v5
       20673           0           -           -          ~3  HLT_IsoMu27_LooseChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
       20673           0           -           -          ~3  HLT_IsoMu27_MediumChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
       20673           0           -           -          ~3  HLT_IsoMu27_TightChargedIsoPFTauHPS20_Trk1_eta2p1_SingleL1_v1
       20673          74          +2           -          ~1  HLT_IsoMu24_v13
       20673          65          +2           -           -  HLT_IsoMu24_eta2p1_v15
       20673          64          +2           -          ~1  HLT_IsoMu27_v16
       20673          48          +1           -           -  HLT_IsoMu30_v4
       20673           3           -           -          ~1  HLT_Mu25_TkMu0_Onia_v8
       20673         157          +1           -           -  HLT_Mu27_v13
       20673           2           -           -          ~2  HLT_TkMu100_v2
       20673         359          +7         -10           -  HLT_DiPFJet15_NoCaloMatched_v16
       20673          33          +5          -5           -  HLT_DiPFJet25_NoCaloMatched_v16
       20673         189         +16         -15           -  HLT_DiPFJet15_FBEta3_NoCaloMatched_v17
       20673           7          +2          -2           -  HLT_DiPFJet25_FBEta3_NoCaloMatched_v17
       20673          43           -          -1           -  HLT_DiPFJetAve260_v14
       20673          21          +1           -           -  HLT_DiPFJetAve320_v14
       20673         270         +14         -17           -  HLT_DiPFJetAve15_HFJEC_v17
       20673          20          +3          -1           -  HLT_DiPFJetAve25_HFJEC_v17
       20673         149         +14          -9           -  HLT_AK8PFJet15_v3
       20673         417          +1          -4           -  HLT_AK8PFJet25_v3
       20673         149         +14          -9           -  HLT_AK8PFJet40_v16
       20673           4          +2           -           -  HLT_AK8PFJet60_v15
       20673          96          +3          -2           -  HLT_AK8PFJet260_v16
       20673           6          +1           -           -  HLT_AK8PFJet450_v16
       20673         405          +4          -5           -  HLT_PFJet15_v3
       20673         122          +3         -10           -  HLT_PFJet25_v3
       20673          11           -          -1           -  HLT_PFJet40_v21
       20673          77          +3          -2           -  HLT_PFJet260_v20
       20673           4          +1           -           -  HLT_PFJet450_v21
       20673         385          +2          -6           -  HLT_PFJetFwd15_v3
       20673          80          +4          -8           -  HLT_PFJetFwd25_v3
       20673           4           -          -1           -  HLT_PFJetFwd40_v19
       20673         409          +4          -7           -  HLT_AK8PFJetFwd25_v3
       20673         134         +10          -8           -  HLT_AK8PFJetFwd40_v15
       20673          84          +3          -4           -  HLT_PFHT510_v17
       20673          37          +3           -           -  HLT_PFHT590_v17
       20673          16          +1           -           -  HLT_PFHT780_v17
       20673           3          +1           -          ~2  HLT_PFHT500_PFMET100_PFMHT100_IDTight_v12
       20673          12          +1           -          ~3  HLT_PFMET110_PFMHT110_IDTight_v20
       20673           8           -          -3           -  HLT_PFMET120_PFMHT120_IDTight_v20
       20673           5           -          -1          ~1  HLT_PFMET130_PFMHT130_IDTight_v20
       20673           4           -          -1          ~2  HLT_PFMET140_PFMHT140_IDTight_v20
       20673           4           -           -          ~1  HLT_PFMET100_PFMHT100_IDTight_CaloBTagDeepCSV_3p1_v8
       20673           5           -          -1           -  HLT_PFMET120_PFMHT120_IDTight_PFHT60_v9
       20673           5           -          -1           -  HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_PFHT60_v9
       20673           7           -          -1           -  HLT_PFMETTypeOne120_PFMHT120_IDTight_PFHT60_v9
       20673          15          +1           -          ~3  HLT_PFMETTypeOne110_PFMHT110_IDTight_v12
       20673          10           -          -1           -  HLT_PFMETTypeOne120_PFMHT120_IDTight_v12
       20673           7           -          -1          ~1  HLT_PFMETTypeOne130_PFMHT130_IDTight_v12
       20673           5           -          -1          ~2  HLT_PFMETTypeOne140_PFMHT140_IDTight_v11
       20673          12          +1           -          ~3  HLT_PFMETNoMu110_PFMHTNoMu110_IDTight_v20
       20673           8           -          -3           -  HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_v20
       20673           5           -          -1          ~1  HLT_PFMETNoMu130_PFMHTNoMu130_IDTight_v19
       20673           4           -          -1          ~2  HLT_PFMETNoMu140_PFMHTNoMu140_IDTight_v19
       20673           4           -          -1           -  HLT_MonoCentralPFJet80_PFMETNoMu120_PFMHTNoMu120_IDTight_v20
       20673           3           -          -1          ~1  HLT_MonoCentralPFJet80_PFMETNoMu130_PFMHTNoMu130_IDTight_v19
       20673           2           -          -1          ~1  HLT_MonoCentralPFJet80_PFMETNoMu140_PFMHTNoMu140_IDTight_v19
       20673           3           -           -          ~1  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_v13
       20673           2           -           -          ~1  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_PFDiJet30_v1
       20673           2           -           -          ~1  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_CaloDiJet30_v1
       20673           1           -           -          ~1  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_PFDiJet30_PFBtagDeepCSV_1p5_v1
       20673           1           -           -          ~1  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_DZ_CaloDiJet30_CaloBtagDeepCSV_1p5_v1
       20673           4          +1           -           -  HLT_Mu8_TrkIsoVVL_Ele23_CaloIdL_TrackIdL_IsoVL_v11
       20673           1           -           -          ~1  HLT_Ele23_Ele12_CaloIdL_TrackIdL_IsoVL_DZ_v19
       20673           2           -           -          ~1  HLT_Ele23_Ele12_CaloIdL_TrackIdL_IsoVL_v19
       20673           0           -           -          ~1  HLT_Mu23_TrkIsoVVL_Ele12_CaloIdL_TrackIdL_IsoVL_DZ_v15
       20673           3           -           -          ~1  HLT_Mu23_TrkIsoVVL_Ele12_CaloIdL_TrackIdL_IsoVL_v7
       20673           2           -           -          ~2  HLT_Mu12_DoublePhoton20_v5
       20673           3           -           -          ~1  HLT_TriplePhoton_20_20_20_CaloIdLV2_v3
       20673           2           -           -          ~1  HLT_TriplePhoton_20_20_20_CaloIdLV2_R9IdVL_v3
       20673           5          +1           -          ~2  HLT_Photon35_TwoProngs35_v1
       20673          28          +1           -          ~3  HLT_IsoMu24_TwoProngs35_v1
       20673          30          +1          -1           -  HLT_Dimuon0_Upsilon_L1_4p5er2p0M_v7
       20673          43          +1          -1           -  HLT_Dimuon0_Upsilon_NoVertexing_v7
       20673          30          +1          -1           -  HLT_Dimuon0_Upsilon_L1_5M_v8
       20673         133           -          -1           -  HLT_Dimuon0_LowMass_L1_0er1p5R_v7
       20673         206           -          -1           -  HLT_Dimuon0_LowMass_L1_4R_v7
       20673           8           -           -          ~5  HLT_Tau3Mu_Mu7_Mu1_TkMu1_Tau15_v4
       20673           8           -           -          ~5  HLT_Tau3Mu_Mu7_Mu1_TkMu1_Tau15_Charge1_v4
       20673           3           -           -          ~5  HLT_Tau3Mu_Mu7_Mu1_TkMu1_IsoTau15_v4
       20673           3           -           -          ~5  HLT_Tau3Mu_Mu7_Mu1_TkMu1_IsoTau15_Charge1_v4
       20673           9           -          -1          ~1  HLT_DiJet110_35_Mjj650_PFMET110_v9
       20673           5          +2          -1          ~2  HLT_DiJet110_35_Mjj650_PFMET120_v9
       20673           3           -           -          ~1  HLT_DiJet110_35_Mjj650_PFMET130_v9
       20673           1           -           -          ~2  HLT_TripleJet110_35_35_Mjj650_PFMET110_v9
       20673           1           -           -          ~5  HLT_TripleJet110_35_35_Mjj650_PFMET120_v9
       20673           1           -           -          ~1  HLT_TripleJet110_35_35_Mjj650_PFMET130_v9
       20673          10          +1          -1         ~11  HLT_Ele30_eta2p1_WPTight_Gsf_CentralPFJet35_EleCleaned_v13
       20673           2           -           -         ~13  HLT_Ele28_eta2p1_WPTight_Gsf_HT150_v13
       20673           3           -          -1         ~17  HLT_Ele28_HighEta_SC20_Mass55_v13
       20673           0           -           -          ~1  HLT_Ele15_IsoVVVL_PFHT450_CaloBTagDeepCSV_4p5_v8
       20673           2           -           -          ~1  HLT_Mu15_IsoVVVL_PFHT450_CaloBTagDeepCSV_4p5_v8
       20673           6          +1           -           -  HLT_Mu3er1p5_PFJet100er2p5_PFMET70_PFMHT70_IDTight_v2
       20673           8          +2          -1          ~2  HLT_Mu3er1p5_PFJet100er2p5_PFMETNoMu70_PFMHTNoMu70_IDTight_v2
       20673           1           -           -          ~4  HLT_TrkMu12_DoubleTrkMu5NoFiltersNoVtx_v6
       20673           1           -           -          ~4  HLT_TrkMu16_DoubleTrkMu6NoFiltersNoVtx_v12
       20673           1           -           -          ~1  HLT_TrkMu17_DoubleTrkMu8NoFiltersNoVtx_v13
       20673           0          +1           -          ~1  HLT_Ele8_CaloIdL_TrackIdL_IsoVL_PFJet30_v16
       20673           0           -           -          ~1  HLT_Ele12_CaloIdL_TrackIdL_IsoVL_PFJet30_v18
       20673           0           -           -          ~1  HLT_Ele15_CaloIdL_TrackIdL_IsoVL_PFJet30_v3
       20673           1           -           -          ~1  HLT_Ele8_CaloIdM_TrackIdM_PFJet30_v18
       20673           5           -          -1          ~2  HLT_Ele50_CaloIdVT_GsfTrkIdT_PFJet165_v18
       20673           0          +1           -          ~3  HLT_PFHT330PT30_QuadPFJet_75_60_45_40_TriplePFBTagDeepCSV_4p5_v3
       20673          95          +6          -2          ~8  HLT_PFHT330PT30_QuadPFJet_75_60_45_40_v9
       20673           2          +1           -          ~3  HLT_PFHT400_SixPFJet32_DoublePFBTagDeepCSV_2p94_v8
       20673           9           -           -          ~3  HLT_PFHT400_SixPFJet32_v8
       20673           5           -           -          ~4  HLT_PFHT450_SixPFJet36_PFBTagDeepCSV_1p59_v7
       20673           6           -           -          ~4  HLT_PFHT450_SixPFJet36_v7
       20673          21          +2          -2          ~5  HLT_PFHT400_FivePFJet_100_100_60_30_30_v8
       20673           4           -          -1          ~6  HLT_PFHT400_FivePFJet_100_100_60_30_30_DoublePFBTagDeepCSV_4p5_v8
       20673           3           -          -1          ~3  HLT_PFHT400_FivePFJet_120_120_60_30_30_DoublePFBTagDeepCSV_4p5_v8
       20673         360         +13          -3           -  HLT_PFHT350_v19
       20673         462         +12          -8           -  HLT_PFHT350MinPFJet15_v9
       20673          54          +1           -           -  HLT_Photon60_R9Id90_CaloIdL_IsoL_v5
       20673          41          +1          -1           -  HLT_Photon60_R9Id90_CaloIdL_IsoL_DisplacedIdL_v5
       20673           6           -          -1          ~2  HLT_Photon60_R9Id90_CaloIdL_IsoL_DisplacedIdL_PFHT350MinPFJet15_v11
       20673          44           -           -          ~2  HLT_DiSC30_18_EIso_AND_HE_Mass70_v13
       20673          47          +5          -5           -  HLT_AK4PFJet30_v19
       20673       16850        +241        -152           -  MC_AK4PFJets_v17
       20673        2461        +315        -245        ~173  MC_PFBTagDeepCSV_v10
       20673       18477        +152        -125           -  MC_PFHT_v16
       20673       13596           -           -          ~1  MC_AK4CaloJetsFromPV_v8
       20673       13848          +1           -           -  MC_CaloBTagDeepCSV_v8
       20673       19217        +179        -105           -  MC_AK8PFJets_v17
       20673       20370          +7          -3           -  MC_AK8TrimPFJets_v17
       20673       20415          +1           -           -  MC_AK8PFHT_v16
       20673           1           -           -          ~2  MC_DoubleEle5_CaloIdL_MW_v15
       20673          49           -          -3          ~1  MC_IsoMu_v15
       20673        1890          +1           -           -  AlCa_EcalPi0EBonly_v13
       20673           0           -           -          ~5  HLT_MediumChargedIsoPFTau180HighPtRelaxedIso_Trk50_eta2p1_1pr_v11
       20673           2           -          -1          ~5  HLT_MediumChargedIsoPFTau180HighPtRelaxedIso_Trk50_eta2p1_v12
       20673           2           -          -1          ~4  HLT_MediumChargedIsoPFTau200HighPtRelaxedIso_Trk50_eta2p1_v12
       20673           0           -           -          ~5  HLT_MediumChargedIsoPFTau220HighPtRelaxedIso_Trk50_eta2p1_v12
       20673           0           -           -          ~1  HLT_Ele16_Ele12_Ele8_CaloIdL_TrackIdL_v9
       20673           0           -           -          ~2  HLT_Rsq0p35_v15
       20673           0           -           -          ~2  HLT_Rsq0p40_v15
       20673           4          +1           -          ~4  HLT_RsqMR300_Rsq0p09_MR200_v15
       20673           2           -           -          ~4  HLT_RsqMR320_Rsq0p09_MR200_v15
       20673           1           -           -          ~1  HLT_RsqMR300_Rsq0p09_MR200_4jet_v15
       20673           1           -           -          ~1  HLT_RsqMR320_Rsq0p09_MR200_4jet_v15
       20673           0           -           -          ~3  HLT_IsoMu27_MET90_v3
       20673          16          +2          -2         ~18  HLT_DoubleMediumChargedIsoPFTau35_Trk1_eta2p1_Reg_v12
       20673          11          +2          -1         ~18  HLT_DoubleMediumChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg_v12
       20673          12          +2          -1         ~18  HLT_DoubleTightChargedIsoPFTau35_Trk1_eta2p1_Reg_v12
       20673           9          +2          -1         ~18  HLT_DoubleTightChargedIsoPFTau35_Trk1_TightID_eta2p1_Reg_v12
       20673          13           -          -1         ~20  HLT_DoubleTightChargedIsoPFTauHPS35_Trk1_eta2p1_Reg_v1
       20673          11          +1          -1         ~20  HLT_DoubleMediumChargedIsoPFTauHPS35_Trk1_TightID_eta2p1_Reg_v1
       20673          16           -          -1         ~20  HLT_DoubleMediumChargedIsoPFTauHPS35_Trk1_eta2p1_Reg_v4
       20673          10           -          -1         ~20  HLT_DoubleTightChargedIsoPFTauHPS35_Trk1_TightID_eta2p1_Reg_v1
       20673           8           -           -         ~13  HLT_DoubleMediumChargedIsoPFTauHPS40_Trk1_eta2p1_Reg_v1
       20673           7           -           -         ~13  HLT_DoubleTightChargedIsoPFTauHPS40_Trk1_eta2p1_Reg_v1
       20673           5           -           -         ~13  HLT_DoubleMediumChargedIsoPFTauHPS40_Trk1_TightID_eta2p1_Reg_v1
       20673           5           -           -         ~13  HLT_DoubleTightChargedIsoPFTauHPS40_Trk1_TightID_eta2p1_Reg_v1
       20673           1           -           -          ~3  HLT_VBF_DoubleLooseChargedIsoPFTau20_Trk1_eta2p1_v3
       20673           0           -           -          ~4  HLT_VBF_DoubleLooseChargedIsoPFTauHPS20_Trk1_eta2p1_v1
       20673           0           -           -          ~4  HLT_VBF_DoubleMediumChargedIsoPFTauHPS20_Trk1_eta2p1_v1
       20673           0           -           -          ~4  HLT_VBF_DoubleTightChargedIsoPFTauHPS20_Trk1_eta2p1_v1
       20673          15           -          -1          ~4  HLT_PFMET100_PFMHT100_IDTight_PFHT60_v9
       20673          15           -          -1          ~4  HLT_PFMETNoMu100_PFMHTNoMu100_IDTight_PFHT60_v9
       20673          18           -          -2          ~3  HLT_PFMETTypeOne100_PFMHT100_IDTight_PFHT60_v9
       20673           6          +1           -           -  HLT_DoubleMu2_Jpsi_DoubleTrk1_Phi1p05_v6
       20673           2           -           -          ~1  HLT_DoubleMu2_Jpsi_DoubleTkMu0_Phi_v5
       20673           2          +2           -           -  HLT_QuadPFJet98_83_71_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
       20673           4          +3           -          ~3  HLT_QuadPFJet103_88_75_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
       20673           3          +2           -          ~2  HLT_QuadPFJet111_90_80_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
       20673           0          +1           -          ~3  HLT_QuadPFJet98_83_71_15_PFBTagDeepCSV_1p3_VBF2_v8
       20673           0           -           -          ~7  HLT_QuadPFJet103_88_75_15_PFBTagDeepCSV_1p3_VBF2_v8
       20673           0           -           -          ~6  HLT_QuadPFJet105_88_76_15_PFBTagDeepCSV_1p3_VBF2_v8
       20673           0           -           -          ~4  HLT_QuadPFJet111_90_80_15_PFBTagDeepCSV_1p3_VBF2_v8
       20673         124          +4          -3           -  HLT_QuadPFJet98_83_71_15_v5
       20673         158          +7          -5          ~8  HLT_QuadPFJet103_88_75_15_v5
       20673         148          +8          -4          ~4  HLT_QuadPFJet105_88_76_15_v5
       20673         120          +6          -3          ~5  HLT_QuadPFJet111_90_80_15_v5
       20673           2          +1           -          ~2  HLT_AK8PFJet330_TrimMass30_PFAK8BTagDeepCSV_p17_v2
       20673           1           -           -          ~2  HLT_AK8PFJet330_TrimMass30_PFAK8BTagDeepCSV_p1_v2
       20673           9          +1           -          ~2  HLT_AK8PFJet330_TrimMass30_PFAK8BoostedDoubleB_p02_v3
       20673          16           -           -          ~2  HLT_AK8PFJet330_TrimMass30_PFAK8BoostedDoubleB_np2_v2
       20673          16           -           -          ~2  HLT_AK8PFJet330_TrimMass30_PFAK8BoostedDoubleB_np4_v2
       20673         207          +1           -           -  HLT_Mu9_IP5_ToCSCS_v1
       20673         207          +1           -           -  HLT_Mu9_IP5_part0_v2
       20673         207          +1           -           -  HLT_Mu9_IP5_part1_v2
       20673         207          +1           -           -  HLT_Mu9_IP5_part2_v2
       20673         207          +1           -           -  HLT_Mu9_IP5_part3_v2
       20673         207          +1           -           -  HLT_Mu9_IP5_part4_v2
       20673         213          +1           -           -  HLT_Mu8_IP5_ToCSCS_v1
       20673         213          +1           -           -  HLT_Mu8_IP5_part0_v2
       20673         213          +1           -           -  HLT_Mu8_IP5_part1_v2
       20673         213          +1           -           -  HLT_Mu8_IP5_part2_v2
       20673         213          +1           -           -  HLT_Mu8_IP5_part3_v2
       20673         213          +1           -           -  HLT_Mu8_IP5_part4_v2
       20673         315          +2           -           -  HLT_Mu8_IP3_ToCSCS_v1
       20673         315          +2           -           -  HLT_Mu8_IP3_part0_v3
       20673         315          +2           -           -  HLT_Mu8_IP3_part1_v3
       20673         315          +2           -           -  HLT_Mu8_IP3_part2_v3
       20673         315          +2           -           -  HLT_Mu8_IP3_part3_v3
       20673         315          +2           -           -  HLT_Mu8_IP3_part4_v3
       20673         811          +1           -           -  HLT_Mu9_IP0_part0_v2
       20673         306          +2           -           -  HLT_Mu9_IP3_part0_v2
       20673           4          +2           -          ~3  HLT_QuadPFJet105_88_76_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8
       20673       20673           -      -20673           -  Status_OnCPU
       20673           0      +20673           -           -  Status_OnGPU
silviodonato commented 2 years ago

We expect that #35915 #35902 #36088 reduce these differences. I will post an update with the results obtained by Ganesh

silviodonato commented 2 years ago

From the latest Ganesh's results https://docs.google.com/spreadsheets/d/1MOAzxYSRKRjqDvkQKUd6a9SAT0mNO--_3Zc3w9JCtQ0/edit#gid=2096617240 obtained in CMSSW_12_2_0_pre2 + #36088 we can say:

I confirm to see such GPU/CPU differences in CMSSW_12_2_0_pre3, you can use

hltGetConfiguration /dev/CMSSW_12_2_0/GRun --globaltag auto:run2_data --data --customise HLTrigger/Configuration/customizeHLTforCMSSW.customiseFor2018Input,HLTrigger/Configuration/customizeHLTforPatatrack.customiseCommon,HLTrigger/Configuration/customizeHLTforPatatrack.customisePixelLocalReconstruction --input file:/eos/cms/store/data/Run2018D/EphemeralHLTPhysics7/RAW/v1/000/323/790/00000/B543D251-40F1-CB46-A6A1-046CF3D78D6D.root --era Run2_2018 --output minimal --max-events -1

The interesting part is that I tried to use some homemade paths for debugging (/users/sdonato/GPUtest/PixelBtag/V23) and I got:

      100000        6153           -          -1           -  HLT_PixelGlobalBTagDeepCSV0p17_v1
      100000         978          +1           -           -  HLT_PixelGlobalBTagDeepCSV0p30_v1
      100000       10243          +1           -           -  HLT_PixelGlobalBTagDeepCSV0p1_v1
      100000       12228        +574        -876        ~497  MC_PFBTagDeepCSV_v10
      100000           0     +100000           -           -  Status_OnCPU
      100000      100000           -     -100000           -  Status_OnGPU

where HLT_PixelGlobalBTagDeepCSV0pXX_v1 cuts on b-tagging evaluated using directly global pixel tracks. MC_PFBTagDeepCSV_v10 uses Particle Flow and "full" tracking (pixel+strips) This suggests that the pixel tracks are ok, but there is something weird happens in Particle Flow or in the full tracking (eg. something like #35923). For the record, running two times with GPU, I got (GPU vs GPU):

      Events    Accepted      Gained        Lost       Other  Trigger
      100000       12228        +281        -283        ~183  MC_PFBTagDeepCSV_v10

a bug like #35923 might explain why we are getting such a large differences even comparing GPU vs GPU.

fwyzard commented 2 years ago

hi @silviodonato

The interesting part is that I tried to use some homemade paths for debugging (/users/sdonato/GPUtest/PixelBtag/V23) and I got:

      100000        6153           -          -1           -  HLT_PixelGlobalBTagDeepCSV0p17_v1
      100000         978          +1           -           -  HLT_PixelGlobalBTagDeepCSV0p30_v1
      100000       10243          +1           -           -  HLT_PixelGlobalBTagDeepCSV0p1_v1
      100000       12228        +574        -876        ~497  MC_PFBTagDeepCSV_v10
      100000           0     +100000           -           -  Status_OnCPU
      100000      100000           -     -100000           -  Status_OnGPU

where HLT_PixelGlobalBTagDeepCSV0pXX_v1 cuts on b-tagging evaluated using directly global pixel tracks.

in this test, did you customise only the pixel local reco or also the pixel tracks ?

silviodonato commented 2 years ago

in this test, did you customise only the pixel local reco or also the pixel tracks ?

I used only pixel local reco

#User-defined customization functions
from HLTrigger.Configuration.customizeHLTforCMSSW import customiseFor2018Input
process = customiseFor2018Input(process)
from HLTrigger.Configuration.customizeHLTforPatatrack import customiseCommon
process = customiseCommon(process)
from HLTrigger.Configuration.customizeHLTforPatatrack import customisePixelLocalReconstruction
process = customisePixelLocalReconstruction(process)

I copied the python file in /eos/home-s/sdonato/public/CMSSW_12_2_0_pre3/src/hlt_GPU.py

silviodonato commented 2 years ago

I investigated a bit more about the origin of the differences. I considered the case CPU vs GPU when only the pixel local reco is customized (see message above). First of all, I noticed that the differences are 'fluctuating', ie. if you select an event with a large difference and you ran again on the same event you might get a small difference. So I ran with "keep *" and selected a posteriori an event with a large difference in pT in the leading PF jet (116 GeV vs 107 GeV) and I looked at the input objects. The pt of the pixel tracks - sorted by pT - look identical:

difference, CPU, GPU
0.0 30.18839617398052 30.18839617398052
0.0 21.56895506988423 21.56895506988423
-0.0004511632673462884 19.690113529090368 19.690564692357714
0.0 10.324574928061926 10.324574928061926
0.0 7.387472328452399 7.387472328452399
0.0 5.349614808496968 5.349614808496968
0.0 4.5758975428997335 4.5758975428997335
0.0 4.462715082227141 4.462715082227141
0.0 4.322723376184752 4.322723376184752
0.0 3.958396060412112 3.958396060412112

The differences appear the the Kalman filter. In the first step, pT of hltIter0PFlowCtfWithMaterialTracks

difference, CPU, GPU
-0.0001917870921701592 23.91527577096683 23.915467558059
4.570622465993772 17.32298355299593 12.752361087002157
5.953023987817948 12.719457549278475 6.766433561460527
2.3039737408562226 6.766433087351903 4.46245934649568
0.07099019766110803 4.46245934649568 4.391469148834572
1.1454919242038355 4.391469148834572 3.2459772246307366
0.06380459588703191 3.2459772246307366 3.1821726287437047
0.19308527028399158 3.1821726287437047 2.989087358459713
0.12274472954427695 2.989087358459713 2.866342628915436
0.3567856013825934 2.866342628915436 2.5095570275328427

pT of hltIter1Merged

difference, CPU, GPU
-32.84278624068943 23.91527577096683 56.75806201165626
-6.505120658972366 17.410346899086633 23.915467558059
-0.005744998247548594 12.746616088754608 12.752361087002157
0.0 11.083732508826449 11.083732508826449
-4.741086243598147e-07 6.766433087351903 6.766433561460527
0.0 4.46245934649568 4.46245934649568
0.0 4.391469148834572 4.391469148834572
0.0 3.2459772246307366 3.2459772246307366
0.0 3.1821726287437047 3.1821726287437047
0.0 2.989087358459713 2.989087358459713

pT of hltMergedTracks

difference, CPU, GPU
0.11290763047638563 56.87096964213264 56.75806201165626
-0.0001917870921701592 23.91527577096683 23.915467558059
4.657985812084476 17.410346899086633 12.752361087002157
1.6628835799281596 12.746616088754608 11.083732508826449
0.25730624949656367 11.083732508826449 10.826426259329885
1.2104215518827193 10.826411053077246 9.615989501194527
2.6735175973749046 9.615989501194527 6.942471903819622
0.17603786182021075 6.942471423280738 6.766433561460527
2.3039737408562226 6.766433087351903 4.46245934649568
0.07099019766110803 4.46245934649568 4.391469148834572
VinInn commented 2 years ago

On 21 Dec, 2021, at 7:14 PM, Silvio Donato @.***> wrote:

I investigated a bit more about the origin of the differences. I considered the case CPU vs GPU when only the pixel local reco is customized (see message above). First of all, I noticed that the differences are 'fluctuating', ie. if you select an event with a large difference and you ran again on the same event you might get a small difference. So I ran with "keep *" and selected a posteriori an event with a large difference in pT in the leading PF jet (116 GeV vs 107 GeV) and I looked at the input objects. The pt of the pixel tracks - sorted by pT - look identical:

difference, CPU, GPU 0.0 30.18839617398052 30.18839617398052 0.0 21.56895506988423 21.56895506988423 -0.0004511632673462884 19.690113529090368 19.690564692357714 0.0 10.324574928061926 10.324574928061926 0.0 7.387472328452399 7.387472328452399 0.0 5.349614808496968 5.349614808496968 0.0 4.5758975428997335 4.5758975428997335 0.0 4.462715082227141 4.462715082227141 0.0 4.322723376184752 4.322723376184752 0.0 3.958396060412112 3.958396060412112

The differences appear the the Kalman filter. (not differences: mostly "missing" tracks)

In the first step, pT of hltIter0PFlowCtfWithMaterialTracks

difference, CPU, GPU -0.0001917870921701592 23.91527577096683 23.915467558059 4.570622465993772 17.32298355299593 12.752361087002157 here 17.3 is simply missing 5.953023987817948 12.719457549278475 6.766433561460527 2.3039737408562226 6.766433087351903 4.46245934649568 0.07099019766110803 4.46245934649568 4.391469148834572 1.1454919242038355 4.391469148834572 3.2459772246307366 0.06380459588703191 3.2459772246307366 3.1821726287437047 0.19308527028399158 3.1821726287437047 2.989087358459713 0.12274472954427695 2.989087358459713 2.866342628915436 0.3567856013825934 2.866342628915436 2.5095570275328427

pT of hltIter1Merged

difference, CPU, GPU -32.84278624068943 23.91527577096683 56.75806201165626 -6.505120658972366 17.410346899086633 23.915467558059 56 is "new" and 17 is missing (agaain) -0.005744998247548594 12.746616088754608 12.752361087002157 0.0 11.083732508826449 11.083732508826449 -4.741086243598147e-07 6.766433087351903 6.766433561460527 0.0 4.46245934649568 4.46245934649568 0.0 4.391469148834572 4.391469148834572 0.0 3.2459772246307366 3.2459772246307366 0.0 3.1821726287437047 3.1821726287437047 0.0 2.989087358459713 2.989087358459713

pT of hltMergedTracks

difference, CPU, GPU 0.11290763047638563 56.87096964213264 56.75806201165626 where 56.87 (the left one) come from? -0.0001917870921701592 23.91527577096683 23.915467558059 4.657985812084476 17.410346899086633 12.752361087002157 17 missing again (where?) 1.6628835799281596 12.746616088754608 11.083732508826449 0.25730624949656367 11.083732508826449 10.826426259329885 1.2104215518827193 10.826411053077246 9.615989501194527 2.6735175973749046 9.615989501194527 6.942471903819622 0.17603786182021075 6.942471423280738 6.766433561460527 2.3039737408562226 6.766433087351903 4.46245934649568 0.07099019766110803 4.46245934649568 4.391469148834572

I suggest: sort seeds by pt (or whatever) to stabilize CKF: see https://cmssdt.cern.ch/lxr/source/RecoTracker/CkfPattern/src/CkfTrackCandidateMakerBase.cc#0231 enough to recompile with -DVI_SORTSEED

silviodonato commented 2 years ago

From the latest Ganesh's results https://docs.google.com/spreadsheets/d/1MOAzxYSRKRjqDvkQKUd6a9SAT0mNO--_3Zc3w9JCtQ0/edit#gid=2096617240 obtained in CMSSW_12_2_0_pre2 + #36088 we can say:

  • everything is ok up to ECAL+HCAL (as expected)
  • there are differences in the pixel local reco of data 2018 (~10x larger than the GPU-to-GPU differences)
  • there are no additional differences when offloading Pixel Tracking on GPU (as expected)
  • the GPU-to-GPU differences come only from the pixel local reconstruction (as expected)

I confirm to see such GPU/CPU differences in CMSSW_12_2_0_pre3, you can use

hltGetConfiguration /dev/CMSSW_12_2_0/GRun --globaltag auto:run2_data --data --customise HLTrigger/Configuration/customizeHLTforCMSSW.customiseFor2018Input,HLTrigger/Configuration/customizeHLTforPatatrack.customiseCommon,HLTrigger/Configuration/customizeHLTforPatatrack.customisePixelLocalReconstruction --input file:/eos/cms/store/data/Run2018D/EphemeralHLTPhysics7/RAW/v1/000/323/790/00000/B543D251-40F1-CB46-A6A1-046CF3D78D6D.root --era Run2_2018 --output minimal --max-events -1

The interesting part is that I tried to use some homemade paths for debugging (/users/sdonato/GPUtest/PixelBtag/V23) and I got:

      100000        6153           -          -1           -  HLT_PixelGlobalBTagDeepCSV0p17_v1
      100000         978          +1           -           -  HLT_PixelGlobalBTagDeepCSV0p30_v1
      100000       10243          +1           -           -  HLT_PixelGlobalBTagDeepCSV0p1_v1
      100000       12228        +574        -876        ~497  MC_PFBTagDeepCSV_v10
      100000           0     +100000           -           -  Status_OnCPU
      100000      100000           -     -100000           -  Status_OnGPU

where HLT_PixelGlobalBTagDeepCSV0pXX_v1 cuts on b-tagging evaluated using directly global pixel tracks. MC_PFBTagDeepCSV_v10 uses Particle Flow and "full" tracking (pixel+strips) This suggests that the pixel tracks are ok, but there is something weird happens in Particle Flow or in the full tracking (eg. something like #35923). For the record, running two times with GPU, I got (GPU vs GPU):

      Events    Accepted      Gained        Lost       Other  Trigger
      100000       12228        +281        -283        ~183  MC_PFBTagDeepCSV_v10

a bug like #35923 might explain why we are getting such a large differences even comparing GPU vs GPU.

Trying to reproduce this in more recent releases, I realized that there are no differences in HLT_PixelGlobalBTagDeepCSV*_v1 using legacy pixel tracking.

In CMSSW_12_2_0_pre3 using

hltGetConfiguration /users/sdonato/GPUtest/PixelBtag/V23 --globaltag auto:run2_data --data  --input file:/eos/cms/store/data/Run2018D/EphemeralHLTPhysics7/RAW/v1/000/323/790/00000/B543D251-40F1-CB46-A6A1-046CF3D78D6D.root --era Run2_2018 --output minimal --max-events -1 --customise HLTrigger/Configuration/customizeHLTforCMSSW.customiseFor2018Input,HLTrigger/Configuration/customizeHLTforPatatrack.customiseCommon,HLTrigger/Configuration/customizeHLTforPatatrack.customisePixelLocalReconstruction

(ie. no customisePixelTrackReconstruction)

      Events    Accepted      Gained        Lost       Other  Trigger
       10000        1171         +39         -19          ~9  MC_PFBTagDeepCSV_v10
       (no diff HLT_PixelGlobalBTagDeepCSV*_v1)

Using

hltGetConfiguration /users/sdonato/GPUtest/PixelBtag/V23 --globaltag auto:run2_data --data  --input file:/eos/cms/store/data/Run2018D/EphemeralHLTPhysics7/RAW/v1/000/323/790/00000/B543D251-40F1-CB46-A6A1-046CF3D78D6D.root --era Run2_2018 --output minimal --max-events -1 --customise HLTrigger/Configuration/customizeHLTforCMSSW.customiseFor2018Input,HLTrigger/Configuration/customizeHLTforPatatrack.customiseCommon,HLTrigger/Configuration/customizeHLTforPatatrack.customisePixelLocalReconstruction,HLTrigger/Configuration/customizeHLTforPatatrack.customisePixelTrackReconstruction

(ie. with customisePixelTrackReconstruction)

I got

      Events    Accepted      Gained        Lost       Other  Trigger
       10000        1506         +10         -12           -  HLT_PixelGlobalBTagDeepCSV0p17_v1
       10000         512          +8         -15           -  HLT_PixelGlobalBTagDeepCSV0p30_v1
       10000          83          +2          -3           -  HLT_PixelGlobalBTagDeepCSV0p60_v1
       10000        2831          +9         -17           -  HLT_PixelGlobalBTagDeepCSV0p05_v1
       10000        2397          +9         -18           -  HLT_PixelGlobalBTagDeepCSV0p1_v1
       10000        1192         +41         -27         ~10  MC_PFBTagDeepCSV_v10

Using a more recent release (CMSSW_12_3_0_pre4 + #36721) and HLT menu (/users/sdonato/GPUtest/PixelBtag/V34, including CPU-only patatrack), and adding the regional full-tracking b-tagging:

      Events    Accepted      Gained        Lost       Other  Trigger
       10000        2539         +21         -19           -  HLT_PixelGlobalBTagDeepCSV0p17_v1
       10000        1084         +22         -17           -  HLT_PixelGlobalBTagDeepCSV0p30_v1
       10000         249          +6          -5           -  HLT_PixelGlobalBTagDeepCSV0p60_v1
       10000        3917         +18         -16           -  HLT_PixelGlobalBTagDeepCSV0p05_v1
       10000        3463         +19         -18           -  HLT_PixelGlobalBTagDeepCSV0p1_v1
       10000        1347         +12         -20           -  HLT_RegionalFullBTagDeepCSV0p17_v1
       10000        3683         +14         -13           -  HLT_RegionalFullBTagDeepCSV0p05_v1
       10000         692         +16         -12           -  HLT_RegionalFullBTagDeepCSV0p30_v1
       10000         291          +2          -2           -  HLT_RegionalFullBTagDeepCSV0p60_v1
       10000        2335         +18         -12           -  HLT_RegionalFullBTagDeepCSV0p1_v1
       10000        1179         +20         -18          ~4  MC_PFBTagDeepCSV_v10
       10000        1789         +19         -21          ~3  HLT_PFBTagDeepCSV0p17_v10
       10000        2841         +24         -32          ~3  HLT_PFBTagDeepCSV0p1_v10
       10000        4041         +16         -23          ~3  HLT_PFBTagDeepCSV0p05_v10
       10000         971         +15         -14          ~4  HLT_PFBTagDeepCSV0p3_v10
       10000         409          +6          -5          ~6  HLT_PFBTagDeepCSV0p6_v10

or using quadruplets:

      Events    Accepted      Gained        Lost       Other  Trigger
       10000        1449         +12         -16           -  HLT_PixelGlobalBTagDeepCSV0p17_v1
       10000         449          +7          -5           -  HLT_PixelGlobalBTagDeepCSV0p30_v1
       10000          75          +2           -           -  HLT_PixelGlobalBTagDeepCSV0p60_v1
       10000        2772         +10         -20           -  HLT_PixelGlobalBTagDeepCSV0p05_v1
       10000        2307         +13         -20           -  HLT_PixelGlobalBTagDeepCSV0p1_v1
       10000        1110         +12          -4           -  HLT_RegionalFullBTagDeepCSV0p17_v1
       10000        3216          +9         -13           -  HLT_RegionalFullBTagDeepCSV0p05_v1
       10000         514          +9          -5           -  HLT_RegionalFullBTagDeepCSV0p30_v1
       10000         185          +1          -2           -  HLT_RegionalFullBTagDeepCSV0p60_v1
       10000        2043         +10          -7           -  HLT_RegionalFullBTagDeepCSV0p1_v1
       10000         850          +9          -9          ~2  MC_PFBTagDeepCSV_v10
       10000        1350         +12         -14          ~1  HLT_PFBTagDeepCSV0p17_v10
       10000        2217         +19         -13          ~1  HLT_PFBTagDeepCSV0p1_v10
       10000        3239         +17         -15          ~1  HLT_PFBTagDeepCSV0p05_v10
       10000         675          +8          -7          ~2  HLT_PFBTagDeepCSV0p3_v10
       10000         254          +3          -5          ~2  HLT_PFBTagDeepCSV0p6_v10

I cannot check if the differences comes from the pixel local reco or from the pixel tracking because of https://github.com/cms-sw/cmssw/issues/35668 .

The good news is that the size of the differences seems to be of a few percents (instead of ~10%)

PS. Before the holidays I tried to enable VI_SORTSEED flag, but it seemed to not improve the situation, but I wanted to study it better.

silviodonato commented 2 years ago

Ganesh updated the study of the GPU vs GPU differences with the latest HLT menu and release: https://docs.google.com/spreadsheets/d/1AsLsABXTWSCuMr3K7LRYZTeHXGgUzZ3IdgIma53XiVU/edit#gid=0

The most significant differences are in the tau and b-tagging paths (but also MET). For some reason HLT_DoubleMediumDeepTauIsoPFTauHPS35_L2NN_eta2p1_v1 is the only path with a very large difference

Here some numbers:

CPU vs GPU

trigger Change (%) Accepted OLD Accepted NEW Change Change (sigma) Gained Lost Total
HLT_DoubleMediumDeepTauIsoPFTauHPS35_L2NN_eta2p1_v1 23.54% 792 754 182 6.47 72 -110 1461195
HLT_QuadPFJet105_88_76_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8 10.63% 208 206 22 1.53 10 -12 1461195
HLT_PFHT400_FivePFJet_120_120_60_30_30_DoublePFBTagDeepCSV_4p5_v8 11.22% 197 195 22 0.69 10 -12 1461195
HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_v20 2.65% 1017 1022 27 0.85 16 -11 1461195
HLT_IsoTrackHE_v4 4.36% 279 271 12 0.20 2 -10 1461195
HLT_Ele28_WPTight_Gsf_v1 0.72% 3760 3765 27 0.43 16 -11 1461195
HLT_IsoMu24_eta2p1_v15 0.12% 4018 4013 5 0.08 0 -5 1461195

This are the numbers obtained GPU vs GPU

trigger Change (%) Accepted OLD Accepted NEW Change Change (sigma) Gained Lost Total
HLT_DoubleMediumDeepTauIsoPFTauHPS35_L2NN_eta2p1_v1 24.89% 754 781 191 6.96 109 -82 1461195
HLT_QuadPFJet105_88_76_15_DoublePFBTagDeepCSV_1p3_7p7_VBF1_v8 4.85% 206 206 10 0.70 5 -5 1461195
HLT_PFHT400_FivePFJet_120_120_60_30_30_DoublePFBTagDeepCSV_4p5_v8 4.63% 195 194 9 0.28 4 -5 1461195
HLT_PFMETNoMu120_PFMHTNoMu120_IDTight_v20 0.88% 1022 1023 9 0.28 5 -4 1461195
HLT_IsoTrackHE_v4 1.83% 271 274 5 0.08 4 -1 1461195
HLT_Ele28_WPTight_Gsf_v1 0.08% 3765 3766 3 0.05 2 -1 1461195
HLT_IsoMu24_eta2p1_v15 0.05% 4013 4015 2 0.03 2 0 1461195
fwyzard commented 2 years ago

Are we sure that a CPU vs CPU reproducibility test would not show any discrepancy ?

silviodonato commented 2 years ago

Are we sure that a CPU vs CPU reproducibility test would not show any discrepancy ?

no, but I can ask about this