HighPtTripletStep_cff.py

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import FWCore.ParameterSet.Config as cms
import RecoTracker.IterativeTracking.iterativeTkConfig as _cfg
from Configuration.Eras.Modifier_fastSim_cff import fastSim

#for dnn classifier
from Configuration.ProcessModifiers.trackdnn_cff import trackdnn
from RecoTracker.IterativeTracking.dnnQualityCuts import qualityCutDictionary

# for no-loopers
from Configuration.ProcessModifiers.trackingNoLoopers_cff import trackingNoLoopers



# NEW CLUSTERS (remove previously used clusters)
highPtTripletStepClusters = _cfg.clusterRemoverForIter('HighPtTripletStep')
for _eraName, _postfix, _era in _cfg.nonDefaultEras():
    _era.toReplaceWith(highPtTripletStepClusters, _cfg.clusterRemoverForIter('HighPtTripletStep', _eraName, _postfix))


# SEEDING LAYERS
import RecoTracker.TkSeedingLayers.PixelLayerTriplets_cfi as _PixelLayerTriplets_cfi
highPtTripletStepSeedLayers = _PixelLayerTriplets_cfi.PixelLayerTriplets.clone(
    layerList = [
        'BPix1+BPix2+BPix3',
        'BPix2+BPix3+BPix4',
        'BPix1+BPix3+BPix4',
        'BPix1+BPix2+BPix4',
        'BPix2+BPix3+FPix1_pos', 'BPix2+BPix3+FPix1_neg',
        'BPix1+BPix2+FPix1_pos', 'BPix1+BPix2+FPix1_neg',
        'BPix1+BPix3+FPix1_pos', 'BPix1+BPix3+FPix1_neg',
        'BPix2+FPix1_pos+FPix2_pos', 'BPix2+FPix1_neg+FPix2_neg',
        'BPix1+FPix1_pos+FPix2_pos', 'BPix1+FPix1_neg+FPix2_neg',
        'BPix1+BPix2+FPix2_pos', 'BPix1+BPix2+FPix2_neg',
        'FPix1_pos+FPix2_pos+FPix3_pos', 'FPix1_neg+FPix2_neg+FPix3_neg',
        'BPix1+FPix2_pos+FPix3_pos', 'BPix1+FPix2_neg+FPix3_neg',
        'BPix1+FPix1_pos+FPix3_pos', 'BPix1+FPix1_neg+FPix3_neg'
    ],
    BPix = dict(skipClusters = cms.InputTag('highPtTripletStepClusters')),
    FPix = dict(skipClusters = cms.InputTag('highPtTripletStepClusters'))
)

from Configuration.Eras.Modifier_trackingPhase2PU140_cff import trackingPhase2PU140
trackingPhase2PU140.toModify(highPtTripletStepSeedLayers,
# combination with gap removed as only source of fakes in current geometry (kept for doc) 
    layerList = ['BPix1+BPix2+BPix3', 'BPix2+BPix3+BPix4',
                 'BPix1+BPix3+BPix4', 'BPix1+BPix2+BPix4',
                 'BPix2+BPix3+FPix1_pos', 'BPix2+BPix3+FPix1_neg',
                 'BPix1+BPix2+FPix1_pos', 'BPix1+BPix2+FPix1_neg',
                 'BPix2+FPix1_pos+FPix2_pos', 'BPix2+FPix1_neg+FPix2_neg',
                 'BPix1+FPix1_pos+FPix2_pos', 'BPix1+FPix1_neg+FPix2_neg',
#                 'BPix1+BPix2+FPix2_pos', 'BPix1+BPix2+FPix2_neg',
                 'FPix1_pos+FPix2_pos+FPix3_pos', 'FPix1_neg+FPix2_neg+FPix3_neg',
                 'BPix1+FPix2_pos+FPix3_pos', 'BPix1+FPix2_neg+FPix3_neg',
#                 'BPix1+FPix1_pos+FPix3_pos', 'BPix1+FPix1_neg+FPix3_neg',
                 'FPix2_pos+FPix3_pos+FPix4_pos', 'FPix2_neg+FPix3_neg+FPix4_neg',
                 'FPix3_pos+FPix4_pos+FPix5_pos', 'FPix3_neg+FPix4_neg+FPix5_neg',
                 'FPix4_pos+FPix5_pos+FPix6_pos', 'FPix4_neg+FPix5_neg+FPix6_neg',
                 'FPix5_pos+FPix6_pos+FPix7_pos', 'FPix5_neg+FPix6_neg+FPix7_neg',
                 'FPix6_pos+FPix7_pos+FPix8_pos', 'FPix6_neg+FPix7_neg+FPix8_neg',
#  removed as redunant and covering effectively only eta>4   (here for documentation, to be optimized after TDR)
#                 'FPix6_pos+FPix7_pos+FPix9_pos', 'FPix6_neg+FPix7_neg+FPix9_neg']
     ]
)
# TrackingRegion
from RecoTracker.TkTrackingRegions.globalTrackingRegionFromBeamSpot_cfi import globalTrackingRegionFromBeamSpot as _globalTrackingRegionFromBeamSpot
highPtTripletStepTrackingRegions = _globalTrackingRegionFromBeamSpot.clone(RegionPSet = dict(
    ptMin        = 0.55,
    originRadius = 0.02,
    nSigmaZ      = 4.0
))
trackingPhase2PU140.toModify(highPtTripletStepTrackingRegions, RegionPSet = dict(ptMin = 0.7, originRadius = 0.02))

from Configuration.Eras.Modifier_pp_on_XeXe_2017_cff import pp_on_XeXe_2017
from Configuration.ProcessModifiers.pp_on_AA_cff import pp_on_AA
from RecoTracker.TkTrackingRegions.globalTrackingRegionWithVertices_cff import globalTrackingRegionWithVertices as _globalTrackingRegionWithVertices
(pp_on_XeXe_2017 | pp_on_AA).toReplaceWith(highPtTripletStepTrackingRegions, 
                _globalTrackingRegionWithVertices.clone(RegionPSet=dict(
                    fixedError   = 0.2,
                    ptMin        = 0.7,
                    originRadius = 0.02
                )
                                                                      )
)
from Configuration.Eras.Modifier_highBetaStar_2018_cff import highBetaStar_2018
highBetaStar_2018.toModify(highPtTripletStepTrackingRegions,RegionPSet = dict(
     ptMin        = 0.05,
     originRadius = 0.2
))


# seeding
from RecoTracker.TkHitPairs.hitPairEDProducer_cfi import hitPairEDProducer as _hitPairEDProducer
highPtTripletStepHitDoublets = _hitPairEDProducer.clone(
    seedingLayers   = 'highPtTripletStepSeedLayers',
    trackingRegions = 'highPtTripletStepTrackingRegions',
    layerPairs      = [0,1], # layer pairs (0,1), (1,2)
    maxElement      = 50000000,
    produceIntermediateHitDoublets = True,
)
from RecoPixelVertexing.PixelTriplets.caHitTripletEDProducer_cfi import caHitTripletEDProducer as _caHitTripletEDProducer
from RecoPixelVertexing.PixelTriplets.pixelTripletHLTEDProducer_cfi import pixelTripletHLTEDProducer as _pixelTripletHLTEDProducer
from RecoPixelVertexing.PixelLowPtUtilities.ClusterShapeHitFilterESProducer_cfi import *
import RecoPixelVertexing.PixelLowPtUtilities.LowPtClusterShapeSeedComparitor_cfi
highPtTripletStepHitTriplets = _caHitTripletEDProducer.clone(
    doublets = 'highPtTripletStepHitDoublets',
    extraHitRPhitolerance = _pixelTripletHLTEDProducer.extraHitRPhitolerance,
    SeedComparitorPSet = RecoPixelVertexing.PixelLowPtUtilities.LowPtClusterShapeSeedComparitor_cfi.LowPtClusterShapeSeedComparitor.clone(),
    maxChi2 = dict(
        pt1    = 0.8, pt2    = 8,
        value1 = 100, value2 = 6,
    ),
    useBendingCorrection = True,
    CAThetaCut           = 0.004,
    CAPhiCut             = 0.07,
    CAHardPtCut          = 0.3,
)

trackingPhase2PU140.toModify(highPtTripletStepHitTriplets,CAThetaCut = 0.003,CAPhiCut = 0.06,CAHardPtCut = 0.5)
highBetaStar_2018.toModify(highPtTripletStepHitTriplets,CAThetaCut = 0.008,CAPhiCut = 0.14,CAHardPtCut = 0)

from RecoTracker.TkSeedGenerator.seedCreatorFromRegionConsecutiveHitsEDProducer_cff import seedCreatorFromRegionConsecutiveHitsEDProducer as _seedCreatorFromRegionConsecutiveHitsEDProducer
highPtTripletStepSeeds = _seedCreatorFromRegionConsecutiveHitsEDProducer.clone(
    seedingHitSets = 'highPtTripletStepHitTriplets',
)

#For FastSim phase1 tracking 
import FastSimulation.Tracking.TrajectorySeedProducer_cfi
from FastSimulation.Tracking.SeedingMigration import _hitSetProducerToFactoryPSet
_fastSim_highPtTripletStepSeeds = FastSimulation.Tracking.TrajectorySeedProducer_cfi.trajectorySeedProducer.clone(
    trackingRegions = 'highPtTripletStepTrackingRegions',
    hitMasks        = cms.InputTag('highPtTripletStepMasks'),
    seedFinderSelector = dict( CAHitTripletGeneratorFactory = _hitSetProducerToFactoryPSet(highPtTripletStepHitTriplets),
                               layerList = highPtTripletStepSeedLayers.layerList.value(),
                               #new parameters required for phase1 seeding
                               BPix = dict(TTRHBuilder = 'WithoutRefit', HitProducer = 'TrackingRecHitProducer',),
                               FPix = dict(TTRHBuilder = 'WithoutRefit', HitProducer = 'TrackingRecHitProducer',),
                               layerPairs = highPtTripletStepHitDoublets.layerPairs.value()
                               ))

_fastSim_highPtTripletStepSeeds.seedFinderSelector.CAHitTripletGeneratorFactory.SeedComparitorPSet.ComponentName = 'none'
fastSim.toReplaceWith(highPtTripletStepSeeds,_fastSim_highPtTripletStepSeeds)

# QUALITY CUTS DURING TRACK BUILDING
import TrackingTools.TrajectoryFiltering.TrajectoryFilter_cff as _TrajectoryFilter_cff
_highPtTripletStepTrajectoryFilterBase = _TrajectoryFilter_cff.CkfBaseTrajectoryFilter_block.clone(
    minimumNumberOfHits = 3,
    minPt               = 0.2,
)
highPtTripletStepTrajectoryFilterBase = _highPtTripletStepTrajectoryFilterBase.clone(
    maxCCCLostHits     = 0,
    minGoodStripCharge = dict(refToPSet_ = 'SiStripClusterChargeCutLoose')
)
trackingPhase2PU140.toReplaceWith(highPtTripletStepTrajectoryFilterBase, _highPtTripletStepTrajectoryFilterBase)

(pp_on_XeXe_2017 | pp_on_AA).toModify(highPtTripletStepTrajectoryFilterBase, minPt=0.7)
highBetaStar_2018.toModify(highPtTripletStepTrajectoryFilterBase, minPt=0.05)

highPtTripletStepTrajectoryFilter = _TrajectoryFilter_cff.CompositeTrajectoryFilter_block.clone(
    filters = [cms.PSet(refToPSet_ = cms.string('highPtTripletStepTrajectoryFilterBase'))]
)

trackingPhase2PU140.toModify(highPtTripletStepTrajectoryFilter,
    filters = highPtTripletStepTrajectoryFilter.filters + [cms.PSet(refToPSet_ = cms.string('ClusterShapeTrajectoryFilter'))]
)


highPtTripletStepTrajectoryFilterInOut = highPtTripletStepTrajectoryFilterBase.clone(
    minPt               = 0.4,
    minimumNumberOfHits = 4,
    seedExtension       = 1,
    strictSeedExtension = False, # allow inactive
    pixelSeedExtension  = False,
)
highBetaStar_2018.toModify(highPtTripletStepTrajectoryFilterInOut, minPt=0.05)

import RecoTracker.MeasurementDet.Chi2ChargeMeasurementEstimator_cfi
highPtTripletStepChi2Est = RecoTracker.MeasurementDet.Chi2ChargeMeasurementEstimator_cfi.Chi2ChargeMeasurementEstimator.clone(
    ComponentName = 'highPtTripletStepChi2Est',
    nSigma        = 3.0,
    MaxChi2       = 30.0,
    clusterChargeCut = dict(refToPSet_ = 'SiStripClusterChargeCutLoose'),
    pTChargeCutThreshold = 15.
)
trackingPhase2PU140.toModify(highPtTripletStepChi2Est,
    clusterChargeCut = dict(refToPSet_ = 'SiStripClusterChargeCutNone'),
    MaxChi2 = 20.0
)


# TRACK BUILDING
import RecoTracker.CkfPattern.GroupedCkfTrajectoryBuilder_cfi as _GroupedCkfTrajectoryBuilder_cfi
highPtTripletStepTrajectoryBuilder = _GroupedCkfTrajectoryBuilder_cfi.GroupedCkfTrajectoryBuilder.clone(
    trajectoryFilter     = dict(refToPSet_ = 'highPtTripletStepTrajectoryFilter'),
    alwaysUseInvalidHits = True,
    maxCand              = 3,
    estimator            = 'highPtTripletStepChi2Est',
    maxDPhiForLooperReconstruction = 2.0,
    # 0.63 GeV is the maximum pT for a charged particle to loop within the 1.1m radius
    # of the outermost Tracker barrel layer (with B=3.8T)
    maxPtForLooperReconstruction = 0.7
)
trackingNoLoopers.toModify(highPtTripletStepTrajectoryBuilder,
                           maxPtForLooperReconstruction = 0.0)
trackingPhase2PU140.toModify(highPtTripletStepTrajectoryBuilder,
    inOutTrajectoryFilter = dict(refToPSet_ = 'highPtTripletStepTrajectoryFilterInOut'),
    useSameTrajFilter = False,
    maxCand = 3,
)

# MAKING OF TRACK CANDIDATES
import RecoTracker.CkfPattern.CkfTrackCandidates_cfi as _CkfTrackCandidates_cfi
highPtTripletStepTrackCandidates = _CkfTrackCandidates_cfi.ckfTrackCandidates.clone(
    src = 'highPtTripletStepSeeds',
    clustersToSkip = 'highPtTripletStepClusters',
    
    numHitsForSeedCleaner = 50,
    onlyPixelHitsForSeedCleaner = True,
    TrajectoryBuilderPSet = dict(refToPSet_ = 'highPtTripletStepTrajectoryBuilder'),
    doSeedingRegionRebuilding = True,
    useHitsSplitting = True
)

from Configuration.ProcessModifiers.trackingMkFitHighPtTripletStep_cff import trackingMkFitHighPtTripletStep
import RecoTracker.MkFit.mkFitSeedConverter_cfi as mkFitSeedConverter_cfi
import RecoTracker.MkFit.mkFitIterationConfigESProducer_cfi as mkFitIterationConfigESProducer_cfi
import RecoTracker.MkFit.mkFitProducer_cfi as mkFitProducer_cfi
import RecoTracker.MkFit.mkFitOutputConverter_cfi as mkFitOutputConverter_cfi
highPtTripletStepTrackCandidatesMkFitSeeds = mkFitSeedConverter_cfi.mkFitSeedConverter.clone(
    seeds = 'highPtTripletStepSeeds',
)
highPtTripletStepTrackCandidatesMkFitConfig = mkFitIterationConfigESProducer_cfi.mkFitIterationConfigESProducer.clone(
    ComponentName = 'highPtTripletStepTrackCandidatesMkFitConfig',
    config = 'RecoTracker/MkFit/data/mkfit-phase1-highPtTripletStep.json',
)
highPtTripletStepTrackCandidatesMkFit = mkFitProducer_cfi.mkFitProducer.clone(
    seeds = 'highPtTripletStepTrackCandidatesMkFitSeeds',
    config = ('', 'highPtTripletStepTrackCandidatesMkFitConfig'),
    clustersToSkip = 'highPtTripletStepClusters',
)
trackingMkFitHighPtTripletStep.toReplaceWith(highPtTripletStepTrackCandidates, mkFitOutputConverter_cfi.mkFitOutputConverter.clone(
    seeds = 'highPtTripletStepSeeds',
    mkFitSeeds = 'highPtTripletStepTrackCandidatesMkFitSeeds',
    tracks = 'highPtTripletStepTrackCandidatesMkFit',
    candMVASel = True,
    candWP = -0.3,
))
(pp_on_XeXe_2017 | pp_on_AA).toModify(highPtTripletStepTrackCandidatesMkFitConfig, minPt=0.7)

# For Phase2PU140
from TrackingTools.TrajectoryCleaning.TrajectoryCleanerBySharedHits_cfi import trajectoryCleanerBySharedHits as _trajectoryCleanerBySharedHits
highPtTripletStepTrajectoryCleanerBySharedHits = _trajectoryCleanerBySharedHits.clone(
    ComponentName       = 'highPtTripletStepTrajectoryCleanerBySharedHits',
    fractionShared      = 0.16,
    allowSharedFirstHit = True
)
trackingPhase2PU140.toModify(highPtTripletStepTrackCandidates, 
    TrajectoryCleaner    = 'highPtTripletStepTrajectoryCleanerBySharedHits', 
    clustersToSkip       = '',
    phase2clustersToSkip = 'highPtTripletStepClusters'
)

#For FastSim phase1 tracking 
import FastSimulation.Tracking.TrackCandidateProducer_cfi
_fastSim_highPtTripletStepTrackCandidates = FastSimulation.Tracking.TrackCandidateProducer_cfi.trackCandidateProducer.clone(
    src                      = 'highPtTripletStepSeeds',
    MinNumberOfCrossedLayers = 3,
    hitMasks                 = cms.InputTag('highPtTripletStepMasks')
)
fastSim.toReplaceWith(highPtTripletStepTrackCandidates,_fastSim_highPtTripletStepTrackCandidates)

# TRACK FITTING
import RecoTracker.TrackProducer.TrackProducerIterativeDefault_cfi
highPtTripletStepTracks = RecoTracker.TrackProducer.TrackProducerIterativeDefault_cfi.TrackProducer.clone(
    src           = 'highPtTripletStepTrackCandidates',
    AlgorithmName = 'highPtTripletStep',
    Fitter        = 'FlexibleKFFittingSmoother',
)
fastSim.toModify(highPtTripletStepTracks,TTRHBuilder = 'WithoutRefit')

from Configuration.Eras.Modifier_phase2_timing_layer_cff import phase2_timing_layer
phase2_timing_layer.toModify(highPtTripletStepTracks, TrajectoryInEvent = True)

# Final selection
from RecoTracker.FinalTrackSelectors.TrackMVAClassifierPrompt_cfi import *
highPtTripletStep = TrackMVAClassifierPrompt.clone(
     mva         = dict(GBRForestLabel = 'MVASelectorHighPtTripletStep_Phase1'),
     src         = 'highPtTripletStepTracks',
     qualityCuts = [0.2,0.3,0.4]
)

from RecoTracker.FinalTrackSelectors.trackTfClassifier_cfi import *
from RecoTracker.FinalTrackSelectors.trackSelectionTf_cfi import *
from RecoTracker.FinalTrackSelectors.trackSelectionTf_CKF_cfi import *
trackdnn.toReplaceWith(highPtTripletStep, trackTfClassifier.clone(
    src = 'highPtTripletStepTracks',
    qualityCuts = qualityCutDictionary.HighPtTripletStep.value()
))
highBetaStar_2018.toModify(highPtTripletStep,qualityCuts = [-0.2,0.3,0.4])
pp_on_AA.toModify(highPtTripletStep, 
        mva = dict(GBRForestLabel = 'HIMVASelectorHighPtTripletStep_Phase1'),
        qualityCuts = [-0.9, -0.3, 0.85],
)

fastSim.toModify(highPtTripletStep,vertices = 'firstStepPrimaryVerticesBeforeMixing')

# For Phase2PU140
import RecoTracker.FinalTrackSelectors.multiTrackSelector_cfi
highPtTripletStepSelector = RecoTracker.FinalTrackSelectors.multiTrackSelector_cfi.multiTrackSelector.clone(
    src = 'highPtTripletStepTracks',
    trackSelectors = [
        RecoTracker.FinalTrackSelectors.multiTrackSelector_cfi.looseMTS.clone(
            name = 'highPtTripletStepLoose',
            chi2n_par = 2.0,
            res_par = ( 0.003, 0.002 ),
            minNumberLayers = 3,
            maxNumberLostLayers = 3,
            minNumber3DLayers = 3,
            d0_par1 = ( 0.7, 4.0 ),
            dz_par1 = ( 0.8, 4.0 ),
            d0_par2 = ( 0.6, 4.0 ),
            dz_par2 = ( 0.6, 4.0 )
            ), #end of pset
        RecoTracker.FinalTrackSelectors.multiTrackSelector_cfi.tightMTS.clone(
            name = 'highPtTripletStepTight',
            preFilterName = 'highPtTripletStepLoose',
            chi2n_par = 1.0,
            res_par = ( 0.003, 0.002 ),
            minNumberLayers = 3,
            maxNumberLostLayers = 2,
            minNumber3DLayers = 3,
            d0_par1 = ( 0.6, 4.0 ),
            dz_par1 = ( 0.7, 4.0 ),
            d0_par2 = ( 0.5, 4.0 ),
            dz_par2 = ( 0.6, 4.0 )
            ),
        RecoTracker.FinalTrackSelectors.multiTrackSelector_cfi.highpurityMTS.clone(
            name = 'highPtTripletStep',
            preFilterName = 'highPtTripletStepTight',
            min_eta = -4.1,
            max_eta = 4.1,
            chi2n_par = 0.8,
            res_par = ( 0.003, 0.001 ),
            min_nhits = 4,
            minNumberLayers = 4,
            maxNumberLostLayers = 2,
            minNumber3DLayers = 4,
            d0_par1 = ( 0.6, 4.0 ),
            dz_par1 = ( 0.7, 4.0 ),
            d0_par2 = ( 0.45, 4.0 ),
            dz_par2 = ( 0.55, 4.0 )
            ),
    ] #end of vpset
) #end of clone

from Configuration.ProcessModifiers.vectorHits_cff import vectorHits
vectorHits.toModify(highPtTripletStepSelector.trackSelectors[2], minNumberLayers = 3, minNumber3DLayers = 3, d0_par1 = ( 0.5, 4.0 ), dz_par1 = ( 0.6, 4.0 ))

# Final sequence
HighPtTripletStepTask = cms.Task(highPtTripletStepClusters,
                                 highPtTripletStepSeedLayers,
                                 highPtTripletStepTrackingRegions,
                                 highPtTripletStepHitDoublets,
                                 highPtTripletStepHitTriplets,
                                 highPtTripletStepSeeds,
                                 highPtTripletStepTrackCandidates,
                                 highPtTripletStepTracks,
                                 highPtTripletStep)
HighPtTripletStep = cms.Sequence(HighPtTripletStepTask)

_HighPtTripletStepTask_trackingMkFit = HighPtTripletStepTask.copy()
_HighPtTripletStepTask_trackingMkFit.add(highPtTripletStepTrackCandidatesMkFitSeeds, highPtTripletStepTrackCandidatesMkFit, highPtTripletStepTrackCandidatesMkFitConfig)
trackingMkFitHighPtTripletStep.toReplaceWith(HighPtTripletStepTask, _HighPtTripletStepTask_trackingMkFit)

_HighPtTripletStepTask_Phase2PU140 = HighPtTripletStepTask.copy()
_HighPtTripletStepTask_Phase2PU140.replace(highPtTripletStep, highPtTripletStepSelector)
_HighPtTripletStep_Phase2PU140 = cms.Sequence(_HighPtTripletStepTask_Phase2PU140)
trackingPhase2PU140.toReplaceWith(HighPtTripletStepTask, _HighPtTripletStepTask_Phase2PU140)

# fast tracking mask producer 
from FastSimulation.Tracking.FastTrackerRecHitMaskProducer_cfi import maskProducerFromClusterRemover
highPtTripletStepMasks = maskProducerFromClusterRemover(highPtTripletStepClusters)
fastSim.toReplaceWith(HighPtTripletStepTask,
                      cms.Task(highPtTripletStepMasks
                               ,highPtTripletStepTrackingRegions
                               ,highPtTripletStepSeeds
                               ,highPtTripletStepTrackCandidates
                               ,highPtTripletStepTracks
                               ,highPtTripletStep
                               ) )