CTagging/python/training_settings.py

0001 import FWCore.ParameterSet.Config as cms
0002
0003 ## IMPORTANT!
0004 ## This file was automatically generated by RecoBTag/CTagging/test/dump_training_vars_cfg.py
0005 ## with input xml files:
0006 ##    - C vs L: ../data/c_vs_udsg.weight.xml sha1 checksum: 1b50773894bf3c64e41694bd48bda5f6f0e3795b
0007 ##    - C vs B: ../data/c_vs_b.weight.xml sha1 checksum: c342f54c6448d488e6e2b483a3a3956e34ad8ea1
0008
0009 c_vs_l_vars_vpset = cms.VPSet(cms.PSet(
0010     default = cms.double(-1),
0011     name = cms.string('vertexLeptonCategory'),
0012     taggingVarName = cms.string('vertexLeptonCategory')
0013 ),
0014     cms.PSet(
0015         default = cms.double(-100),
0016         idx = cms.int32(0),
0017         name = cms.string('trackSip2dSig_0'),
0018         taggingVarName = cms.string('trackSip2dSig')
0019     ),
0020     cms.PSet(
0021         default = cms.double(-100),
0022         idx = cms.int32(1),
0023         name = cms.string('trackSip2dSig_1'),
0024         taggingVarName = cms.string('trackSip2dSig')
0025     ),
0026     cms.PSet(
0027         default = cms.double(-100),
0028         idx = cms.int32(0),
0029         name = cms.string('trackSip3dSig_0'),
0030         taggingVarName = cms.string('trackSip3dSig')
0031     ),
0032     cms.PSet(
0033         default = cms.double(-100),
0034         idx = cms.int32(1),
0035         name = cms.string('trackSip3dSig_1'),
0036         taggingVarName = cms.string('trackSip3dSig')
0037     ),
0038     cms.PSet(
0039         default = cms.double(-1),
0040         idx = cms.int32(0),
0041         name = cms.string('trackPtRel_0'),
0042         taggingVarName = cms.string('trackPtRel')
0043     ),
0044     cms.PSet(
0045         default = cms.double(-1),
0046         idx = cms.int32(1),
0047         name = cms.string('trackPtRel_1'),
0048         taggingVarName = cms.string('trackPtRel')
0049     ),
0050     cms.PSet(
0051         default = cms.double(-1),
0052         idx = cms.int32(0),
0053         name = cms.string('trackPPar_0'),
0054         taggingVarName = cms.string('trackPPar')
0055     ),
0056     cms.PSet(
0057         default = cms.double(-1),
0058         idx = cms.int32(1),
0059         name = cms.string('trackPPar_1'),
0060         taggingVarName = cms.string('trackPPar')
0061     ),
0062     cms.PSet(
0063         default = cms.double(-1),
0064         idx = cms.int32(0),
0065         name = cms.string('trackEtaRel_0'),
0066         taggingVarName = cms.string('trackEtaRel')
0067     ),
0068     cms.PSet(
0069         default = cms.double(-1),
0070         idx = cms.int32(1),
0071         name = cms.string('trackEtaRel_1'),
0072         taggingVarName = cms.string('trackEtaRel')
0073     ),
0074     cms.PSet(
0075         default = cms.double(-0.1),
0076         idx = cms.int32(0),
0077         name = cms.string('trackDeltaR_0'),
0078         taggingVarName = cms.string('trackDeltaR')
0079     ),
0080     cms.PSet(
0081         default = cms.double(-0.1),
0082         idx = cms.int32(1),
0083         name = cms.string('trackDeltaR_1'),
0084         taggingVarName = cms.string('trackDeltaR')
0085     ),
0086     cms.PSet(
0087         default = cms.double(-0.1),
0088         idx = cms.int32(0),
0089         name = cms.string('trackPtRatio_0'),
0090         taggingVarName = cms.string('trackPtRatio')
0091     ),
0092     cms.PSet(
0093         default = cms.double(-0.1),
0094         idx = cms.int32(1),
0095         name = cms.string('trackPtRatio_1'),
0096         taggingVarName = cms.string('trackPtRatio')
0097     ),
0098     cms.PSet(
0099         default = cms.double(1.1),
0100         idx = cms.int32(0),
0101         name = cms.string('trackPParRatio_0'),
0102         taggingVarName = cms.string('trackPParRatio')
0103     ),
0104     cms.PSet(
0105         default = cms.double(1.1),
0106         idx = cms.int32(1),
0107         name = cms.string('trackPParRatio_1'),
0108         taggingVarName = cms.string('trackPParRatio')
0109     ),
0110     cms.PSet(
0111         default = cms.double(-0.1),
0112         idx = cms.int32(0),
0113         name = cms.string('trackJetDist_0'),
0114         taggingVarName = cms.string('trackJetDist')
0115     ),
0116     cms.PSet(
0117         default = cms.double(-0.1),
0118         idx = cms.int32(1),
0119         name = cms.string('trackJetDist_1'),
0120         taggingVarName = cms.string('trackJetDist')
0121     ),
0122     cms.PSet(
0123         default = cms.double(-0.1),
0124         idx = cms.int32(0),
0125         name = cms.string('trackDecayLenVal_0'),
0126         taggingVarName = cms.string('trackDecayLenVal')
0127     ),
0128     cms.PSet(
0129         default = cms.double(-0.1),
0130         idx = cms.int32(1),
0131         name = cms.string('trackDecayLenVal_1'),
0132         taggingVarName = cms.string('trackDecayLenVal')
0133     ),
0134     cms.PSet(
0135         default = cms.double(0),
0136         name = cms.string('jetNSecondaryVertices'),
0137         taggingVarName = cms.string('jetNSecondaryVertices')
0138     ),
0139     cms.PSet(
0140         default = cms.double(-0.1),
0141         name = cms.string('jetNTracks'),
0142         taggingVarName = cms.string('jetNTracks')
0143     ),
0144     cms.PSet(
0145         default = cms.double(-0.1),
0146         name = cms.string('trackSumJetEtRatio'),
0147         taggingVarName = cms.string('trackSumJetEtRatio')
0148     ),
0149     cms.PSet(
0150         default = cms.double(-0.1),
0151         name = cms.string('trackSumJetDeltaR'),
0152         taggingVarName = cms.string('trackSumJetDeltaR')
0153     ),
0154     cms.PSet(
0155         default = cms.double(-0.1),
0156         idx = cms.int32(0),
0157         name = cms.string('vertexMass_0'),
0158         taggingVarName = cms.string('vertexMass')
0159     ),
0160     cms.PSet(
0161         default = cms.double(-10),
0162         idx = cms.int32(0),
0163         name = cms.string('vertexEnergyRatio_0'),
0164         taggingVarName = cms.string('vertexEnergyRatio')
0165     ),
0166     cms.PSet(
0167         default = cms.double(-999),
0168         idx = cms.int32(0),
0169         name = cms.string('trackSip2dSigAboveCharm_0'),
0170         taggingVarName = cms.string('trackSip2dSigAboveCharm')
0171     ),
0172     cms.PSet(
0173         default = cms.double(-999),
0174         idx = cms.int32(0),
0175         name = cms.string('trackSip3dSigAboveCharm_0'),
0176         taggingVarName = cms.string('trackSip3dSigAboveCharm')
0177     ),
0178     cms.PSet(
0179         default = cms.double(-1),
0180         idx = cms.int32(0),
0181         name = cms.string('flightDistance2dSig_0'),
0182         taggingVarName = cms.string('flightDistance2dSig')
0183     ),
0184     cms.PSet(
0185         default = cms.double(-1),
0186         idx = cms.int32(0),
0187         name = cms.string('flightDistance3dSig_0'),
0188         taggingVarName = cms.string('flightDistance3dSig')
0189     ),
0190     cms.PSet(
0191         default = cms.double(-0.1),
0192         idx = cms.int32(0),
0193         name = cms.string('vertexJetDeltaR_0'),
0194         taggingVarName = cms.string('vertexJetDeltaR')
0195     ),
0196     cms.PSet(
0197         default = cms.double(0),
0198         idx = cms.int32(0),
0199         name = cms.string('vertexNTracks_0'),
0200         taggingVarName = cms.string('vertexNTracks')
0201     ),
0202     cms.PSet(
0203         default = cms.double(-0.1),
0204         idx = cms.int32(0),
0205         name = cms.string('massVertexEnergyFraction_0'),
0206         taggingVarName = cms.string('massVertexEnergyFraction')
0207     ),
0208     cms.PSet(
0209         default = cms.double(-0.1),
0210         idx = cms.int32(0),
0211         name = cms.string('vertexBoostOverSqrtJetPt_0'),
0212         taggingVarName = cms.string('vertexBoostOverSqrtJetPt')
0213     ),
0214     cms.PSet(
0215         default = cms.double(-1),
0216         idx = cms.int32(0),
0217         name = cms.string('leptonPtRel_0'),
0218         taggingVarName = cms.string('leptonPtRel')
0219     ),
0220     cms.PSet(
0221         default = cms.double(-1),
0222         idx = cms.int32(1),
0223         name = cms.string('leptonPtRel_1'),
0224         taggingVarName = cms.string('leptonPtRel')
0225     ),
0226     cms.PSet(
0227         default = cms.double(-10000),
0228         idx = cms.int32(0),
0229         name = cms.string('leptonSip3d_0'),
0230         taggingVarName = cms.string('leptonSip3d')
0231     ),
0232     cms.PSet(
0233         default = cms.double(-10000),
0234         idx = cms.int32(1),
0235         name = cms.string('leptonSip3d_1'),
0236         taggingVarName = cms.string('leptonSip3d')
0237     ),
0238     cms.PSet(
0239         default = cms.double(-1),
0240         idx = cms.int32(0),
0241         name = cms.string('leptonDeltaR_0'),
0242         taggingVarName = cms.string('leptonDeltaR')
0243     ),
0244     cms.PSet(
0245         default = cms.double(-1),
0246         idx = cms.int32(1),
0247         name = cms.string('leptonDeltaR_1'),
0248         taggingVarName = cms.string('leptonDeltaR')
0249     ),
0250     cms.PSet(
0251         default = cms.double(-1),
0252         idx = cms.int32(0),
0253         name = cms.string('leptonRatioRel_0'),
0254         taggingVarName = cms.string('leptonRatioRel')
0255     ),
0256     cms.PSet(
0257         default = cms.double(-1),
0258         idx = cms.int32(1),
0259         name = cms.string('leptonRatioRel_1'),
0260         taggingVarName = cms.string('leptonRatioRel')
0261     ),
0262     cms.PSet(
0263         default = cms.double(-1),
0264         idx = cms.int32(0),
0265         name = cms.string('leptonEtaRel_0'),
0266         taggingVarName = cms.string('leptonEtaRel')
0267     ),
0268     cms.PSet(
0269         default = cms.double(-1),
0270         idx = cms.int32(1),
0271         name = cms.string('leptonEtaRel_1'),
0272         taggingVarName = cms.string('leptonEtaRel')
0273     ),
0274     cms.PSet(
0275         default = cms.double(-1),
0276         idx = cms.int32(0),
0277         name = cms.string('leptonRatio_0'),
0278         taggingVarName = cms.string('leptonRatio')
0279     ),
0280     cms.PSet(
0281         default = cms.double(-1),
0282         idx = cms.int32(1),
0283         name = cms.string('leptonRatio_1'),
0284         taggingVarName = cms.string('leptonRatio')
0285     ))
0286
0287
0288 c_vs_b_vars_vpset = cms.VPSet(cms.PSet(
0289     default = cms.double(-1),
0290     name = cms.string('vertexLeptonCategory'),
0291     taggingVarName = cms.string('vertexLeptonCategory')
0292 ),
0293     cms.PSet(
0294         default = cms.double(-100),
0295         idx = cms.int32(0),
0296         name = cms.string('trackSip2dSig_0'),
0297         taggingVarName = cms.string('trackSip2dSig')
0298     ),
0299     cms.PSet(
0300         default = cms.double(-100),
0301         idx = cms.int32(1),
0302         name = cms.string('trackSip2dSig_1'),
0303         taggingVarName = cms.string('trackSip2dSig')
0304     ),
0305     cms.PSet(
0306         default = cms.double(-100),
0307         idx = cms.int32(0),
0308         name = cms.string('trackSip3dSig_0'),
0309         taggingVarName = cms.string('trackSip3dSig')
0310     ),
0311     cms.PSet(
0312         default = cms.double(-100),
0313         idx = cms.int32(1),
0314         name = cms.string('trackSip3dSig_1'),
0315         taggingVarName = cms.string('trackSip3dSig')
0316     ),
0317     cms.PSet(
0318         default = cms.double(-1),
0319         idx = cms.int32(0),
0320         name = cms.string('trackPtRel_0'),
0321         taggingVarName = cms.string('trackPtRel')
0322     ),
0323     cms.PSet(
0324         default = cms.double(-1),
0325         idx = cms.int32(1),
0326         name = cms.string('trackPtRel_1'),
0327         taggingVarName = cms.string('trackPtRel')
0328     ),
0329     cms.PSet(
0330         default = cms.double(-1),
0331         idx = cms.int32(0),
0332         name = cms.string('trackPPar_0'),
0333         taggingVarName = cms.string('trackPPar')
0334     ),
0335     cms.PSet(
0336         default = cms.double(-1),
0337         idx = cms.int32(1),
0338         name = cms.string('trackPPar_1'),
0339         taggingVarName = cms.string('trackPPar')
0340     ),
0341     cms.PSet(
0342         default = cms.double(-1),
0343         idx = cms.int32(0),
0344         name = cms.string('trackEtaRel_0'),
0345         taggingVarName = cms.string('trackEtaRel')
0346     ),
0347     cms.PSet(
0348         default = cms.double(-1),
0349         idx = cms.int32(1),
0350         name = cms.string('trackEtaRel_1'),
0351         taggingVarName = cms.string('trackEtaRel')
0352     ),
0353     cms.PSet(
0354         default = cms.double(-0.1),
0355         idx = cms.int32(0),
0356         name = cms.string('trackDeltaR_0'),
0357         taggingVarName = cms.string('trackDeltaR')
0358     ),
0359     cms.PSet(
0360         default = cms.double(-0.1),
0361         idx = cms.int32(1),
0362         name = cms.string('trackDeltaR_1'),
0363         taggingVarName = cms.string('trackDeltaR')
0364     ),
0365     cms.PSet(
0366         default = cms.double(-0.1),
0367         idx = cms.int32(0),
0368         name = cms.string('trackPtRatio_0'),
0369         taggingVarName = cms.string('trackPtRatio')
0370     ),
0371     cms.PSet(
0372         default = cms.double(-0.1),
0373         idx = cms.int32(1),
0374         name = cms.string('trackPtRatio_1'),
0375         taggingVarName = cms.string('trackPtRatio')
0376     ),
0377     cms.PSet(
0378         default = cms.double(1.1),
0379         idx = cms.int32(0),
0380         name = cms.string('trackPParRatio_0'),
0381         taggingVarName = cms.string('trackPParRatio')
0382     ),
0383     cms.PSet(
0384         default = cms.double(1.1),
0385         idx = cms.int32(1),
0386         name = cms.string('trackPParRatio_1'),
0387         taggingVarName = cms.string('trackPParRatio')
0388     ),
0389     cms.PSet(
0390         default = cms.double(-0.1),
0391         idx = cms.int32(0),
0392         name = cms.string('trackJetDist_0'),
0393         taggingVarName = cms.string('trackJetDist')
0394     ),
0395     cms.PSet(
0396         default = cms.double(-0.1),
0397         idx = cms.int32(1),
0398         name = cms.string('trackJetDist_1'),
0399         taggingVarName = cms.string('trackJetDist')
0400     ),
0401     cms.PSet(
0402         default = cms.double(-0.1),
0403         idx = cms.int32(0),
0404         name = cms.string('trackDecayLenVal_0'),
0405         taggingVarName = cms.string('trackDecayLenVal')
0406     ),
0407     cms.PSet(
0408         default = cms.double(-0.1),
0409         idx = cms.int32(1),
0410         name = cms.string('trackDecayLenVal_1'),
0411         taggingVarName = cms.string('trackDecayLenVal')
0412     ),
0413     cms.PSet(
0414         default = cms.double(0),
0415         name = cms.string('jetNSecondaryVertices'),
0416         taggingVarName = cms.string('jetNSecondaryVertices')
0417     ),
0418     cms.PSet(
0419         default = cms.double(-0.1),
0420         name = cms.string('jetNTracks'),
0421         taggingVarName = cms.string('jetNTracks')
0422     ),
0423     cms.PSet(
0424         default = cms.double(-0.1),
0425         name = cms.string('trackSumJetEtRatio'),
0426         taggingVarName = cms.string('trackSumJetEtRatio')
0427     ),
0428     cms.PSet(
0429         default = cms.double(-0.1),
0430         name = cms.string('trackSumJetDeltaR'),
0431         taggingVarName = cms.string('trackSumJetDeltaR')
0432     ),
0433     cms.PSet(
0434         default = cms.double(-0.1),
0435         idx = cms.int32(0),
0436         name = cms.string('vertexMass_0'),
0437         taggingVarName = cms.string('vertexMass')
0438     ),
0439     cms.PSet(
0440         default = cms.double(-10),
0441         idx = cms.int32(0),
0442         name = cms.string('vertexEnergyRatio_0'),
0443         taggingVarName = cms.string('vertexEnergyRatio')
0444     ),
0445     cms.PSet(
0446         default = cms.double(-999),
0447         idx = cms.int32(0),
0448         name = cms.string('trackSip2dSigAboveCharm_0'),
0449         taggingVarName = cms.string('trackSip2dSigAboveCharm')
0450     ),
0451     cms.PSet(
0452         default = cms.double(-999),
0453         idx = cms.int32(0),
0454         name = cms.string('trackSip3dSigAboveCharm_0'),
0455         taggingVarName = cms.string('trackSip3dSigAboveCharm')
0456     ),
0457     cms.PSet(
0458         default = cms.double(-1),
0459         idx = cms.int32(0),
0460         name = cms.string('flightDistance2dSig_0'),
0461         taggingVarName = cms.string('flightDistance2dSig')
0462     ),
0463     cms.PSet(
0464         default = cms.double(-1),
0465         idx = cms.int32(0),
0466         name = cms.string('flightDistance3dSig_0'),
0467         taggingVarName = cms.string('flightDistance3dSig')
0468     ),
0469     cms.PSet(
0470         default = cms.double(-0.1),
0471         idx = cms.int32(0),
0472         name = cms.string('vertexJetDeltaR_0'),
0473         taggingVarName = cms.string('vertexJetDeltaR')
0474     ),
0475     cms.PSet(
0476         default = cms.double(0),
0477         idx = cms.int32(0),
0478         name = cms.string('vertexNTracks_0'),
0479         taggingVarName = cms.string('vertexNTracks')
0480     ),
0481     cms.PSet(
0482         default = cms.double(-0.1),
0483         idx = cms.int32(0),
0484         name = cms.string('massVertexEnergyFraction_0'),
0485         taggingVarName = cms.string('massVertexEnergyFraction')
0486     ),
0487     cms.PSet(
0488         default = cms.double(-0.1),
0489         idx = cms.int32(0),
0490         name = cms.string('vertexBoostOverSqrtJetPt_0'),
0491         taggingVarName = cms.string('vertexBoostOverSqrtJetPt')
0492     ),
0493     cms.PSet(
0494         default = cms.double(-1),
0495         idx = cms.int32(0),
0496         name = cms.string('leptonPtRel_0'),
0497         taggingVarName = cms.string('leptonPtRel')
0498     ),
0499     cms.PSet(
0500         default = cms.double(-1),
0501         idx = cms.int32(1),
0502         name = cms.string('leptonPtRel_1'),
0503         taggingVarName = cms.string('leptonPtRel')
0504     ),
0505     cms.PSet(
0506         default = cms.double(-10000),
0507         idx = cms.int32(0),
0508         name = cms.string('leptonSip3d_0'),
0509         taggingVarName = cms.string('leptonSip3d')
0510     ),
0511     cms.PSet(
0512         default = cms.double(-10000),
0513         idx = cms.int32(1),
0514         name = cms.string('leptonSip3d_1'),
0515         taggingVarName = cms.string('leptonSip3d')
0516     ),
0517     cms.PSet(
0518         default = cms.double(-1),
0519         idx = cms.int32(0),
0520         name = cms.string('leptonDeltaR_0'),
0521         taggingVarName = cms.string('leptonDeltaR')
0522     ),
0523     cms.PSet(
0524         default = cms.double(-1),
0525         idx = cms.int32(1),
0526         name = cms.string('leptonDeltaR_1'),
0527         taggingVarName = cms.string('leptonDeltaR')
0528     ),
0529     cms.PSet(
0530         default = cms.double(-1),
0531         idx = cms.int32(0),
0532         name = cms.string('leptonRatioRel_0'),
0533         taggingVarName = cms.string('leptonRatioRel')
0534     ),
0535     cms.PSet(
0536         default = cms.double(-1),
0537         idx = cms.int32(1),
0538         name = cms.string('leptonRatioRel_1'),
0539         taggingVarName = cms.string('leptonRatioRel')
0540     ),
0541     cms.PSet(
0542         default = cms.double(-1),
0543         idx = cms.int32(0),
0544         name = cms.string('leptonEtaRel_0'),
0545         taggingVarName = cms.string('leptonEtaRel')
0546     ),
0547     cms.PSet(
0548         default = cms.double(-1),
0549         idx = cms.int32(1),
0550         name = cms.string('leptonEtaRel_1'),
0551         taggingVarName = cms.string('leptonEtaRel')
0552     ),
0553     cms.PSet(
0554         default = cms.double(-1),
0555         idx = cms.int32(0),
0556         name = cms.string('leptonRatio_0'),
0557         taggingVarName = cms.string('leptonRatio')
0558     ),
0559     cms.PSet(
0560         default = cms.double(-1),
0561         idx = cms.int32(1),
0562         name = cms.string('leptonRatio_1'),
0563         taggingVarName = cms.string('leptonRatio')
0564     ))