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training_settings.py
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1 import FWCore.ParameterSet.Config as cms
2 
3 ## IMPORTANT!
4 ## This file was automatically generated by RecoBTag/CTagging/test/dump_training_vars_cfg.py
5 ## with input xml files:
6 ## - C vs L: ../data/c_vs_udsg.weight.xml sha1 checksum: 1b50773894bf3c64e41694bd48bda5f6f0e3795b
7 ## - C vs B: ../data/c_vs_b.weight.xml sha1 checksum: c342f54c6448d488e6e2b483a3a3956e34ad8ea1
8 
9 c_vs_l_vars_vpset = cms.VPSet(cms.PSet(
10  default = cms.double(-1),
11  name = cms.string('vertexLeptonCategory'),
12  taggingVarName = cms.string('vertexLeptonCategory')
13 ),
14  cms.PSet(
15  default = cms.double(-100),
16  idx = cms.int32(0),
17  name = cms.string('trackSip2dSig_0'),
18  taggingVarName = cms.string('trackSip2dSig')
19  ),
20  cms.PSet(
21  default = cms.double(-100),
22  idx = cms.int32(1),
23  name = cms.string('trackSip2dSig_1'),
24  taggingVarName = cms.string('trackSip2dSig')
25  ),
26  cms.PSet(
27  default = cms.double(-100),
28  idx = cms.int32(0),
29  name = cms.string('trackSip3dSig_0'),
30  taggingVarName = cms.string('trackSip3dSig')
31  ),
32  cms.PSet(
33  default = cms.double(-100),
34  idx = cms.int32(1),
35  name = cms.string('trackSip3dSig_1'),
36  taggingVarName = cms.string('trackSip3dSig')
37  ),
38  cms.PSet(
39  default = cms.double(-1),
40  idx = cms.int32(0),
41  name = cms.string('trackPtRel_0'),
42  taggingVarName = cms.string('trackPtRel')
43  ),
44  cms.PSet(
45  default = cms.double(-1),
46  idx = cms.int32(1),
47  name = cms.string('trackPtRel_1'),
48  taggingVarName = cms.string('trackPtRel')
49  ),
50  cms.PSet(
51  default = cms.double(-1),
52  idx = cms.int32(0),
53  name = cms.string('trackPPar_0'),
54  taggingVarName = cms.string('trackPPar')
55  ),
56  cms.PSet(
57  default = cms.double(-1),
58  idx = cms.int32(1),
59  name = cms.string('trackPPar_1'),
60  taggingVarName = cms.string('trackPPar')
61  ),
62  cms.PSet(
63  default = cms.double(-1),
64  idx = cms.int32(0),
65  name = cms.string('trackEtaRel_0'),
66  taggingVarName = cms.string('trackEtaRel')
67  ),
68  cms.PSet(
69  default = cms.double(-1),
70  idx = cms.int32(1),
71  name = cms.string('trackEtaRel_1'),
72  taggingVarName = cms.string('trackEtaRel')
73  ),
74  cms.PSet(
75  default = cms.double(-0.1),
76  idx = cms.int32(0),
77  name = cms.string('trackDeltaR_0'),
78  taggingVarName = cms.string('trackDeltaR')
79  ),
80  cms.PSet(
81  default = cms.double(-0.1),
82  idx = cms.int32(1),
83  name = cms.string('trackDeltaR_1'),
84  taggingVarName = cms.string('trackDeltaR')
85  ),
86  cms.PSet(
87  default = cms.double(-0.1),
88  idx = cms.int32(0),
89  name = cms.string('trackPtRatio_0'),
90  taggingVarName = cms.string('trackPtRatio')
91  ),
92  cms.PSet(
93  default = cms.double(-0.1),
94  idx = cms.int32(1),
95  name = cms.string('trackPtRatio_1'),
96  taggingVarName = cms.string('trackPtRatio')
97  ),
98  cms.PSet(
99  default = cms.double(1.1),
100  idx = cms.int32(0),
101  name = cms.string('trackPParRatio_0'),
102  taggingVarName = cms.string('trackPParRatio')
103  ),
104  cms.PSet(
105  default = cms.double(1.1),
106  idx = cms.int32(1),
107  name = cms.string('trackPParRatio_1'),
108  taggingVarName = cms.string('trackPParRatio')
109  ),
110  cms.PSet(
111  default = cms.double(-0.1),
112  idx = cms.int32(0),
113  name = cms.string('trackJetDist_0'),
114  taggingVarName = cms.string('trackJetDist')
115  ),
116  cms.PSet(
117  default = cms.double(-0.1),
118  idx = cms.int32(1),
119  name = cms.string('trackJetDist_1'),
120  taggingVarName = cms.string('trackJetDist')
121  ),
122  cms.PSet(
123  default = cms.double(-0.1),
124  idx = cms.int32(0),
125  name = cms.string('trackDecayLenVal_0'),
126  taggingVarName = cms.string('trackDecayLenVal')
127  ),
128  cms.PSet(
129  default = cms.double(-0.1),
130  idx = cms.int32(1),
131  name = cms.string('trackDecayLenVal_1'),
132  taggingVarName = cms.string('trackDecayLenVal')
133  ),
134  cms.PSet(
135  default = cms.double(0),
136  name = cms.string('jetNSecondaryVertices'),
137  taggingVarName = cms.string('jetNSecondaryVertices')
138  ),
139  cms.PSet(
140  default = cms.double(-0.1),
141  name = cms.string('jetNTracks'),
142  taggingVarName = cms.string('jetNTracks')
143  ),
144  cms.PSet(
145  default = cms.double(-0.1),
146  name = cms.string('trackSumJetEtRatio'),
147  taggingVarName = cms.string('trackSumJetEtRatio')
148  ),
149  cms.PSet(
150  default = cms.double(-0.1),
151  name = cms.string('trackSumJetDeltaR'),
152  taggingVarName = cms.string('trackSumJetDeltaR')
153  ),
154  cms.PSet(
155  default = cms.double(-0.1),
156  idx = cms.int32(0),
157  name = cms.string('vertexMass_0'),
158  taggingVarName = cms.string('vertexMass')
159  ),
160  cms.PSet(
161  default = cms.double(-10),
162  idx = cms.int32(0),
163  name = cms.string('vertexEnergyRatio_0'),
164  taggingVarName = cms.string('vertexEnergyRatio')
165  ),
166  cms.PSet(
167  default = cms.double(-999),
168  idx = cms.int32(0),
169  name = cms.string('trackSip2dSigAboveCharm_0'),
170  taggingVarName = cms.string('trackSip2dSigAboveCharm')
171  ),
172  cms.PSet(
173  default = cms.double(-999),
174  idx = cms.int32(0),
175  name = cms.string('trackSip3dSigAboveCharm_0'),
176  taggingVarName = cms.string('trackSip3dSigAboveCharm')
177  ),
178  cms.PSet(
179  default = cms.double(-1),
180  idx = cms.int32(0),
181  name = cms.string('flightDistance2dSig_0'),
182  taggingVarName = cms.string('flightDistance2dSig')
183  ),
184  cms.PSet(
185  default = cms.double(-1),
186  idx = cms.int32(0),
187  name = cms.string('flightDistance3dSig_0'),
188  taggingVarName = cms.string('flightDistance3dSig')
189  ),
190  cms.PSet(
191  default = cms.double(-0.1),
192  idx = cms.int32(0),
193  name = cms.string('vertexJetDeltaR_0'),
194  taggingVarName = cms.string('vertexJetDeltaR')
195  ),
196  cms.PSet(
197  default = cms.double(0),
198  idx = cms.int32(0),
199  name = cms.string('vertexNTracks_0'),
200  taggingVarName = cms.string('vertexNTracks')
201  ),
202  cms.PSet(
203  default = cms.double(-0.1),
204  idx = cms.int32(0),
205  name = cms.string('massVertexEnergyFraction_0'),
206  taggingVarName = cms.string('massVertexEnergyFraction')
207  ),
208  cms.PSet(
209  default = cms.double(-0.1),
210  idx = cms.int32(0),
211  name = cms.string('vertexBoostOverSqrtJetPt_0'),
212  taggingVarName = cms.string('vertexBoostOverSqrtJetPt')
213  ),
214  cms.PSet(
215  default = cms.double(-1),
216  idx = cms.int32(0),
217  name = cms.string('leptonPtRel_0'),
218  taggingVarName = cms.string('leptonPtRel')
219  ),
220  cms.PSet(
221  default = cms.double(-1),
222  idx = cms.int32(1),
223  name = cms.string('leptonPtRel_1'),
224  taggingVarName = cms.string('leptonPtRel')
225  ),
226  cms.PSet(
227  default = cms.double(-10000),
228  idx = cms.int32(0),
229  name = cms.string('leptonSip3d_0'),
230  taggingVarName = cms.string('leptonSip3d')
231  ),
232  cms.PSet(
233  default = cms.double(-10000),
234  idx = cms.int32(1),
235  name = cms.string('leptonSip3d_1'),
236  taggingVarName = cms.string('leptonSip3d')
237  ),
238  cms.PSet(
239  default = cms.double(-1),
240  idx = cms.int32(0),
241  name = cms.string('leptonDeltaR_0'),
242  taggingVarName = cms.string('leptonDeltaR')
243  ),
244  cms.PSet(
245  default = cms.double(-1),
246  idx = cms.int32(1),
247  name = cms.string('leptonDeltaR_1'),
248  taggingVarName = cms.string('leptonDeltaR')
249  ),
250  cms.PSet(
251  default = cms.double(-1),
252  idx = cms.int32(0),
253  name = cms.string('leptonRatioRel_0'),
254  taggingVarName = cms.string('leptonRatioRel')
255  ),
256  cms.PSet(
257  default = cms.double(-1),
258  idx = cms.int32(1),
259  name = cms.string('leptonRatioRel_1'),
260  taggingVarName = cms.string('leptonRatioRel')
261  ),
262  cms.PSet(
263  default = cms.double(-1),
264  idx = cms.int32(0),
265  name = cms.string('leptonEtaRel_0'),
266  taggingVarName = cms.string('leptonEtaRel')
267  ),
268  cms.PSet(
269  default = cms.double(-1),
270  idx = cms.int32(1),
271  name = cms.string('leptonEtaRel_1'),
272  taggingVarName = cms.string('leptonEtaRel')
273  ),
274  cms.PSet(
275  default = cms.double(-1),
276  idx = cms.int32(0),
277  name = cms.string('leptonRatio_0'),
278  taggingVarName = cms.string('leptonRatio')
279  ),
280  cms.PSet(
281  default = cms.double(-1),
282  idx = cms.int32(1),
283  name = cms.string('leptonRatio_1'),
284  taggingVarName = cms.string('leptonRatio')
285  ))
286 
287 
288 c_vs_b_vars_vpset = cms.VPSet(cms.PSet(
289  default = cms.double(-1),
290  name = cms.string('vertexLeptonCategory'),
291  taggingVarName = cms.string('vertexLeptonCategory')
292 ),
293  cms.PSet(
294  default = cms.double(-100),
295  idx = cms.int32(0),
296  name = cms.string('trackSip2dSig_0'),
297  taggingVarName = cms.string('trackSip2dSig')
298  ),
299  cms.PSet(
300  default = cms.double(-100),
301  idx = cms.int32(1),
302  name = cms.string('trackSip2dSig_1'),
303  taggingVarName = cms.string('trackSip2dSig')
304  ),
305  cms.PSet(
306  default = cms.double(-100),
307  idx = cms.int32(0),
308  name = cms.string('trackSip3dSig_0'),
309  taggingVarName = cms.string('trackSip3dSig')
310  ),
311  cms.PSet(
312  default = cms.double(-100),
313  idx = cms.int32(1),
314  name = cms.string('trackSip3dSig_1'),
315  taggingVarName = cms.string('trackSip3dSig')
316  ),
317  cms.PSet(
318  default = cms.double(-1),
319  idx = cms.int32(0),
320  name = cms.string('trackPtRel_0'),
321  taggingVarName = cms.string('trackPtRel')
322  ),
323  cms.PSet(
324  default = cms.double(-1),
325  idx = cms.int32(1),
326  name = cms.string('trackPtRel_1'),
327  taggingVarName = cms.string('trackPtRel')
328  ),
329  cms.PSet(
330  default = cms.double(-1),
331  idx = cms.int32(0),
332  name = cms.string('trackPPar_0'),
333  taggingVarName = cms.string('trackPPar')
334  ),
335  cms.PSet(
336  default = cms.double(-1),
337  idx = cms.int32(1),
338  name = cms.string('trackPPar_1'),
339  taggingVarName = cms.string('trackPPar')
340  ),
341  cms.PSet(
342  default = cms.double(-1),
343  idx = cms.int32(0),
344  name = cms.string('trackEtaRel_0'),
345  taggingVarName = cms.string('trackEtaRel')
346  ),
347  cms.PSet(
348  default = cms.double(-1),
349  idx = cms.int32(1),
350  name = cms.string('trackEtaRel_1'),
351  taggingVarName = cms.string('trackEtaRel')
352  ),
353  cms.PSet(
354  default = cms.double(-0.1),
355  idx = cms.int32(0),
356  name = cms.string('trackDeltaR_0'),
357  taggingVarName = cms.string('trackDeltaR')
358  ),
359  cms.PSet(
360  default = cms.double(-0.1),
361  idx = cms.int32(1),
362  name = cms.string('trackDeltaR_1'),
363  taggingVarName = cms.string('trackDeltaR')
364  ),
365  cms.PSet(
366  default = cms.double(-0.1),
367  idx = cms.int32(0),
368  name = cms.string('trackPtRatio_0'),
369  taggingVarName = cms.string('trackPtRatio')
370  ),
371  cms.PSet(
372  default = cms.double(-0.1),
373  idx = cms.int32(1),
374  name = cms.string('trackPtRatio_1'),
375  taggingVarName = cms.string('trackPtRatio')
376  ),
377  cms.PSet(
378  default = cms.double(1.1),
379  idx = cms.int32(0),
380  name = cms.string('trackPParRatio_0'),
381  taggingVarName = cms.string('trackPParRatio')
382  ),
383  cms.PSet(
384  default = cms.double(1.1),
385  idx = cms.int32(1),
386  name = cms.string('trackPParRatio_1'),
387  taggingVarName = cms.string('trackPParRatio')
388  ),
389  cms.PSet(
390  default = cms.double(-0.1),
391  idx = cms.int32(0),
392  name = cms.string('trackJetDist_0'),
393  taggingVarName = cms.string('trackJetDist')
394  ),
395  cms.PSet(
396  default = cms.double(-0.1),
397  idx = cms.int32(1),
398  name = cms.string('trackJetDist_1'),
399  taggingVarName = cms.string('trackJetDist')
400  ),
401  cms.PSet(
402  default = cms.double(-0.1),
403  idx = cms.int32(0),
404  name = cms.string('trackDecayLenVal_0'),
405  taggingVarName = cms.string('trackDecayLenVal')
406  ),
407  cms.PSet(
408  default = cms.double(-0.1),
409  idx = cms.int32(1),
410  name = cms.string('trackDecayLenVal_1'),
411  taggingVarName = cms.string('trackDecayLenVal')
412  ),
413  cms.PSet(
414  default = cms.double(0),
415  name = cms.string('jetNSecondaryVertices'),
416  taggingVarName = cms.string('jetNSecondaryVertices')
417  ),
418  cms.PSet(
419  default = cms.double(-0.1),
420  name = cms.string('jetNTracks'),
421  taggingVarName = cms.string('jetNTracks')
422  ),
423  cms.PSet(
424  default = cms.double(-0.1),
425  name = cms.string('trackSumJetEtRatio'),
426  taggingVarName = cms.string('trackSumJetEtRatio')
427  ),
428  cms.PSet(
429  default = cms.double(-0.1),
430  name = cms.string('trackSumJetDeltaR'),
431  taggingVarName = cms.string('trackSumJetDeltaR')
432  ),
433  cms.PSet(
434  default = cms.double(-0.1),
435  idx = cms.int32(0),
436  name = cms.string('vertexMass_0'),
437  taggingVarName = cms.string('vertexMass')
438  ),
439  cms.PSet(
440  default = cms.double(-10),
441  idx = cms.int32(0),
442  name = cms.string('vertexEnergyRatio_0'),
443  taggingVarName = cms.string('vertexEnergyRatio')
444  ),
445  cms.PSet(
446  default = cms.double(-999),
447  idx = cms.int32(0),
448  name = cms.string('trackSip2dSigAboveCharm_0'),
449  taggingVarName = cms.string('trackSip2dSigAboveCharm')
450  ),
451  cms.PSet(
452  default = cms.double(-999),
453  idx = cms.int32(0),
454  name = cms.string('trackSip3dSigAboveCharm_0'),
455  taggingVarName = cms.string('trackSip3dSigAboveCharm')
456  ),
457  cms.PSet(
458  default = cms.double(-1),
459  idx = cms.int32(0),
460  name = cms.string('flightDistance2dSig_0'),
461  taggingVarName = cms.string('flightDistance2dSig')
462  ),
463  cms.PSet(
464  default = cms.double(-1),
465  idx = cms.int32(0),
466  name = cms.string('flightDistance3dSig_0'),
467  taggingVarName = cms.string('flightDistance3dSig')
468  ),
469  cms.PSet(
470  default = cms.double(-0.1),
471  idx = cms.int32(0),
472  name = cms.string('vertexJetDeltaR_0'),
473  taggingVarName = cms.string('vertexJetDeltaR')
474  ),
475  cms.PSet(
476  default = cms.double(0),
477  idx = cms.int32(0),
478  name = cms.string('vertexNTracks_0'),
479  taggingVarName = cms.string('vertexNTracks')
480  ),
481  cms.PSet(
482  default = cms.double(-0.1),
483  idx = cms.int32(0),
484  name = cms.string('massVertexEnergyFraction_0'),
485  taggingVarName = cms.string('massVertexEnergyFraction')
486  ),
487  cms.PSet(
488  default = cms.double(-0.1),
489  idx = cms.int32(0),
490  name = cms.string('vertexBoostOverSqrtJetPt_0'),
491  taggingVarName = cms.string('vertexBoostOverSqrtJetPt')
492  ),
493  cms.PSet(
494  default = cms.double(-1),
495  idx = cms.int32(0),
496  name = cms.string('leptonPtRel_0'),
497  taggingVarName = cms.string('leptonPtRel')
498  ),
499  cms.PSet(
500  default = cms.double(-1),
501  idx = cms.int32(1),
502  name = cms.string('leptonPtRel_1'),
503  taggingVarName = cms.string('leptonPtRel')
504  ),
505  cms.PSet(
506  default = cms.double(-10000),
507  idx = cms.int32(0),
508  name = cms.string('leptonSip3d_0'),
509  taggingVarName = cms.string('leptonSip3d')
510  ),
511  cms.PSet(
512  default = cms.double(-10000),
513  idx = cms.int32(1),
514  name = cms.string('leptonSip3d_1'),
515  taggingVarName = cms.string('leptonSip3d')
516  ),
517  cms.PSet(
518  default = cms.double(-1),
519  idx = cms.int32(0),
520  name = cms.string('leptonDeltaR_0'),
521  taggingVarName = cms.string('leptonDeltaR')
522  ),
523  cms.PSet(
524  default = cms.double(-1),
525  idx = cms.int32(1),
526  name = cms.string('leptonDeltaR_1'),
527  taggingVarName = cms.string('leptonDeltaR')
528  ),
529  cms.PSet(
530  default = cms.double(-1),
531  idx = cms.int32(0),
532  name = cms.string('leptonRatioRel_0'),
533  taggingVarName = cms.string('leptonRatioRel')
534  ),
535  cms.PSet(
536  default = cms.double(-1),
537  idx = cms.int32(1),
538  name = cms.string('leptonRatioRel_1'),
539  taggingVarName = cms.string('leptonRatioRel')
540  ),
541  cms.PSet(
542  default = cms.double(-1),
543  idx = cms.int32(0),
544  name = cms.string('leptonEtaRel_0'),
545  taggingVarName = cms.string('leptonEtaRel')
546  ),
547  cms.PSet(
548  default = cms.double(-1),
549  idx = cms.int32(1),
550  name = cms.string('leptonEtaRel_1'),
551  taggingVarName = cms.string('leptonEtaRel')
552  ),
553  cms.PSet(
554  default = cms.double(-1),
555  idx = cms.int32(0),
556  name = cms.string('leptonRatio_0'),
557  taggingVarName = cms.string('leptonRatio')
558  ),
559  cms.PSet(
560  default = cms.double(-1),
561  idx = cms.int32(1),
562  name = cms.string('leptonRatio_1'),
563  taggingVarName = cms.string('leptonRatio')
564  ))
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