ElectronEnergyRegressionEvaluate.h

CMSSW/EgammaAnalysis/ElectronTools/interface/ElectronEnergyRegressionEvaluate.h

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1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283 284 285 286 287 288 289 290 291 292 293 294 295 296 297 298 299 300 301 302 303 304 305 306 307 308 309 310 311 312 313 314 315 316 317 318 319 320 321 322 323 324 325 326 327 328 329 330 331 332 333 334 335 336 337 338 339 340 341 342 343 344 345 346 347 348 349 350 351 352 353 354 355 356 357 358 359 360 361 362 363 364 365 366 367 368 369 370 371 372 373 374 375 376 377 378 379 380 381 382 383 384 385 386 387 388 389 390 391 392 393 394 395 396 397 398 399 400 401 402 403 404 405 406 407 408 409 410 411 412 413 414 415 416 417 418 419 420 421 422 423 424 425 426 427 428 429 430 431 432 433 434 435 436 437 438 439 440 441 442 443 444 445 446 447 448 449 450 451 452 453 454 455 456 457 458 459 460 461 462 463 464 465 466 467 468 469 470 471 472 473 474 475 476 477 478 479 480 481 482 483 484 485 486 487 488 489 490 491 492 493 494 495 496 497 498 499 500 501 502 503 504 505 506 507 508 509 510 511 512 513 514 515 516 517 518 519 520 521 522 523 524 525 526 527 528 529 530 531 532 533 534 535 536 537 538 539 540 541 542 543 544 545 546 547 548 549 550 551 552 553 554 555 556 557 558 559 560 561 562 563 564 565 566 567 568 569 570 571 572 573 574 575 576 577 578 579 580 581 582 583 584 585 586 587 588 589 590 591 592 593 594 595 596 597 598 599 600 601 602 603 604 605 606 607 608 609 610 611 612 613 614 615 616 617 618 619 620 621 622 623 624 625 626 627 628 629 630 631 632 633 634 635 636 637 638 639 640 641 642 643 644 645 646 647 648 649 650	`//--------------------------------------------------------------------------------------------------` `// $Id $` `//` `// ElectronEnergyRegressionEvaluate` `//` `// Helper Class for applying electron energy regression calculation` `//` `// Authors: A.Takeda, S.Xie, E. Di Marco` `//--------------------------------------------------------------------------------------------------` `/// --> NOTE if you want to use this class as standalone without the CMSSW part` `/// you need to uncomment the below line and compile normally with scramv1 b` `/// Then you need just to load it in your root macro the lib with the correct path, eg:` `/// gSystem->Load("/data/benedet/CMSSW_5_2_2/lib/slc5_amd64_gcc462/pluginEGammaEGammaAnalysisTools.so");` `//#define STANDALONE // <---- this line` `#ifndef ELECTRONENERGYREGRESSIONEVALUATE_H` `#define ELECTRONENERGYREGRESSIONEVALUATE_H` `#include "TFile.h"` `#include "TTree.h"` `// For applying regression` `#include "CondFormats/GBRForest/interface/GBRForest.h"` `#ifndef STANDALONE` `#include "DataFormats/EgammaCandidates/interface/GsfElectronFwd.h"` `#include "EgammaAnalysis/ElectronTools/interface/SuperClusterHelper.h"` `#endif` `class ElectronEnergyRegressionEvaluate {` `public:` `ElectronEnergyRegressionEvaluate();` `~ElectronEnergyRegressionEvaluate();` `enum ElectronEnergyRegressionType {` `kNoTrkVar,` `kNoTrkVarV1,` `kWithTrkVar,` `kWithTrkVarV1,` `kWithTrkVarV2,` `kWithSubCluVar` `};` `void initialize(std::string weightsFile, ElectronEnergyRegressionEvaluate::ElectronEnergyRegressionType type);` `bool isInitialized() const { return fIsInitialized; }` `#ifndef STANDALONE` `double calculateRegressionEnergy(const reco::GsfElectron ele,` `SuperClusterHelper &mySCHelper,` `double rho,` `double nvertices,` `bool printDebug = false);` `double calculateRegressionEnergyUncertainty(const reco::GsfElectron ele,` `SuperClusterHelper &mySCHelper,` `double rho,` `double nvertices,` `bool printDebug = false);` `#endif` `// Evaluates regression without tracker variables` `double regressionValueNoTrkVar(double SCRawEnergy,` `double scEta,` `double scPhi,` `double R9,` `double etawidth,` `double phiwidth,` `double NClusters,` `double HoE,` `double rho,` `double vertices,` `double EtaSeed,` `double PhiSeed,` `double ESeed,` `double E3x3Seed,` `double E5x5Seed,` `double see,` `double spp,` `double sep,` `double EMaxSeed,` `double E2ndSeed,` `double ETopSeed,` `double EBottomSeed,` `double ELeftSeed,` `double ERightSeed,` `double E2x5MaxSeed,` `double E2x5TopSeed,` `double E2x5BottomSeed,` `double E2x5LeftSeed,` `double E2x5RightSeed,` `double IEtaSeed,` `double IPhiSeed,` `double EtaCrySeed,` `double PhiCrySeed,` `double PreShowerOverRaw,` `bool printDebug = false);` `// Evaluates regression without tracker variables` `double regressionUncertaintyNoTrkVar(double SCRawEnergy,` `double scEta,` `double scPhi,` `double R9,` `double etawidth,` `double phiwidth,` `double NClusters,` `double HoE,` `double rho,` `double vertices,` `double EtaSeed,` `double PhiSeed,` `double ESeed,` `double E3x3Seed,` `double E5x5Seed,` `double see,` `double spp,` `double sep,` `double EMaxSeed,` `double E2ndSeed,` `double ETopSeed,` `double EBottomSeed,` `double ELeftSeed,` `double ERightSeed,` `double E2x5MaxSeed,` `double E2x5TopSeed,` `double E2x5BottomSeed,` `double E2x5LeftSeed,` `double E2x5RightSeed,` `double IEtaSeed,` `double IPhiSeed,` `double EtaCrySeed,` `double PhiCrySeed,` `double PreShowerOverRaw,` `bool printDebug = false);` `// Evaluates regression without tracker variables` `double regressionValueNoTrkVarV1(double SCRawEnergy,` `double scEta,` `double scPhi,` `double R9,` `double etawidth,` `double phiwidth,` `double NClusters,` `double HoE,` `double rho,` `double vertices,` `double EtaSeed,` `double PhiSeed,` `double ESeed,` `double E3x3Seed,` `double E5x5Seed,` `double see,` `double spp,` `double sep,` `double EMaxSeed,` `double E2ndSeed,` `double ETopSeed,` `double EBottomSeed,` `double ELeftSeed,` `double ERightSeed,` `double E2x5MaxSeed,` `double E2x5TopSeed,` `double E2x5BottomSeed,` `double E2x5LeftSeed,` `double E2x5RightSeed,` `double IEtaSeed,` `double IPhiSeed,` `double EtaCrySeed,` `double PhiCrySeed,` `double PreShowerOverRaw,` `int IsEcalDriven,` `bool printDebug = false);` `// Evaluates regression without tracker variables` `double regressionUncertaintyNoTrkVarV1(double SCRawEnergy,` `double scEta,` `double scPhi,` `double R9,` `double etawidth,` `double phiwidth,` `double NClusters,` `double HoE,` `double rho,` `double vertices,` `double EtaSeed,` `double PhiSeed,` `double ESeed,` `double E3x3Seed,` `double E5x5Seed,` `double see,` `double spp,` `double sep,` `double EMaxSeed,` `double E2ndSeed,` `double ETopSeed,` `double EBottomSeed,` `double ELeftSeed,` `double ERightSeed,` `double E2x5MaxSeed,` `double E2x5TopSeed,` `double E2x5BottomSeed,` `double E2x5LeftSeed,` `double E2x5RightSeed,` `double IEtaSeed,` `double IPhiSeed,` `double EtaCrySeed,` `double PhiCrySeed,` `double PreShowerOverRaw,` `int IsEcalDriven,` `bool printDebug = false);` `// Evaluates regression using tracker variables` `// This option is now deprecated. we keep it only` `// for backwards compatibility` `double regressionValueWithTrkVar(double electronP,` `double SCRawEnergy,` `double scEta,` `double scPhi,` `double R9,` `double etawidth,` `double phiwidth,` `double NClusters,` `double HoE,` `double rho,` `double vertices,` `double EtaSeed,` `double PhiSeed,` `double ESeed,` `double E3x3Seed,` `double E5x5Seed,` `double see,` `double spp,` `double sep,` `double EMaxSeed,` `double E2ndSeed,` `double ETopSeed,` `double EBottomSeed,` `double ELeftSeed,` `double ERightSeed,` `double E2x5MaxSeed,` `double E2x5TopSeed,` `double E2x5BottomSeed,` `double E2x5LeftSeed,` `double E2x5RightSeed,` `double pt,` `double GsfTrackPIn,` `double fbrem,` `double Charge,` `double EoP,` `double IEtaSeed,` `double IPhiSeed,` `double EtaCrySeed,` `double PhiCrySeed,` `double PreShowerOverRaw,` `bool printDebug = false);` `// Evaluates regression using tracker variables` `// This option is now deprecated. we keep it only` `// for backwards compatibility` `double regressionUncertaintyWithTrkVar(double electronP,` `double SCRawEnergy,` `double scEta,` `double scPhi,` `double R9,` `double etawidth,` `double phiwidth,` `double NClusters,` `double HoE,` `double rho,` `double vertices,` `double EtaSeed,` `double PhiSeed,` `double ESeed,` `double E3x3Seed,` `double E5x5Seed,` `double see,` `double spp,` `double sep,` `double EMaxSeed,` `double E2ndSeed,` `double ETopSeed,` `double EBottomSeed,` `double ELeftSeed,` `double ERightSeed,` `double E2x5MaxSeed,` `double E2x5TopSeed,` `double E2x5BottomSeed,` `double E2x5LeftSeed,` `double E2x5RightSeed,` `double pt,` `double GsfTrackPIn,` `double fbrem,` `double Charge,` `double EoP,` `double IEtaSeed,` `double IPhiSeed,` `double EtaCrySeed,` `double PhiCrySeed,` `double PreShowerOverRaw,` `bool printDebug = false);` `// Evaluates regression using tracker variables` `double regressionValueWithTrkVarV1(double SCRawEnergy,` `double scEta,` `double scPhi,` `double R9,` `double etawidth,` `double phiwidth,` `double NClusters,` `double HoE,` `double rho,` `double vertices,` `double EtaSeed,` `double PhiSeed,` `double ESeed,` `double E3x3Seed,` `double E5x5Seed,` `double see,` `double spp,` `double sep,` `double EMaxSeed,` `double E2ndSeed,` `double ETopSeed,` `double EBottomSeed,` `double ELeftSeed,` `double ERightSeed,` `double E2x5MaxSeed,` `double E2x5TopSeed,` `double E2x5BottomSeed,` `double E2x5LeftSeed,` `double E2x5RightSeed,` `double IEtaSeed,` `double IPhiSeed,` `double EtaCrySeed,` `double PhiCrySeed,` `double PreShowerOverRaw,` `int IsEcalDriven,` `double GsfTrackPIn,` `double fbrem,` `double Charge,` `double EoP,` `double TrackMomentumError,` `double EcalEnergyError,` `int Classification,` `bool printDebug = false);` `// Evaluates regression using tracker variables` `double regressionUncertaintyWithTrkVarV1(double SCRawEnergy,` `double scEta,` `double scPhi,` `double R9,` `double etawidth,` `double phiwidth,` `double NClusters,` `double HoE,` `double rho,` `double vertices,` `double EtaSeed,` `double PhiSeed,` `double ESeed,` `double E3x3Seed,` `double E5x5Seed,` `double see,` `double spp,` `double sep,` `double EMaxSeed,` `double E2ndSeed,` `double ETopSeed,` `double EBottomSeed,` `double ELeftSeed,` `double ERightSeed,` `double E2x5MaxSeed,` `double E2x5TopSeed,` `double E2x5BottomSeed,` `double E2x5LeftSeed,` `double E2x5RightSeed,` `double IEtaSeed,` `double IPhiSeed,` `double EtaCrySeed,` `double PhiCrySeed,` `double PreShowerOverRaw,` `int IsEcalDriven,` `double GsfTrackPIn,` `double fbrem,` `double Charge,` `double EoP,` `double TrackMomentumError,` `double EcalEnergyError,` `int Classification,` `bool printDebug = false);` `double regressionValueWithTrkVarV1(std::vector<double> &inputvars, bool printDebug = false);` `double regressionUncertaintyWithTrkVarV1(std::vector<double> &inputvars, bool printDebug = false);` `// Evaluates regression using tracker variables` `double regressionValueWithTrkVarV2(double SCRawEnergy,` `double scEta,` `double scPhi,` `double R9,` `double etawidth,` `double phiwidth,` `double NClusters,` `double HoE,` `double rho,` `double vertices,` `double EtaSeed,` `double PhiSeed,` `double ESeed,` `double E3x3Seed,` `double E5x5Seed,` `double see,` `double spp,` `double sep,` `double EMaxSeed,` `double E2ndSeed,` `double ETopSeed,` `double EBottomSeed,` `double ELeftSeed,` `double ERightSeed,` `double E2x5MaxSeed,` `double E2x5TopSeed,` `double E2x5BottomSeed,` `double E2x5LeftSeed,` `double E2x5RightSeed,` `double IEtaSeed,` `double IPhiSeed,` `double EtaCrySeed,` `double PhiCrySeed,` `double PreShowerOverRaw,` `int IsEcalDriven,` `double GsfTrackPIn,` `double fbrem,` `double Charge,` `double EoP,` `double TrackMomentumError,` `double EcalEnergyError,` `int Classification,` `double detaIn,` `double dphiIn,` `double detaCalo,` `double dphiCalo,` `double GsfTrackChiSqr,` `double KFTrackNLayers,` `double ElectronEnergyOverPout,` `bool printDebug = false);` `// Evaluates regression using tracker variables` `double regressionUncertaintyWithTrkVarV2(double SCRawEnergy,` `double scEta,` `double scPhi,` `double R9,` `double etawidth,` `double phiwidth,` `double NClusters,` `double HoE,` `double rho,` `double vertices,` `double EtaSeed,` `double PhiSeed,` `double ESeed,` `double E3x3Seed,` `double E5x5Seed,` `double see,` `double spp,` `double sep,` `double EMaxSeed,` `double E2ndSeed,` `double ETopSeed,` `double EBottomSeed,` `double ELeftSeed,` `double ERightSeed,` `double E2x5MaxSeed,` `double E2x5TopSeed,` `double E2x5BottomSeed,` `double E2x5LeftSeed,` `double E2x5RightSeed,` `double IEtaSeed,` `double IPhiSeed,` `double EtaCrySeed,` `double PhiCrySeed,` `double PreShowerOverRaw,` `int IsEcalDriven,` `double GsfTrackPIn,` `double fbrem,` `double Charge,` `double EoP,` `double TrackMomentumError,` `double EcalEnergyError,` `int Classification,` `double detaIn,` `double dphiIn,` `double detaCalo,` `double dphiCalo,` `double GsfTrackChiSqr,` `double KFTrackNLayers,` `double ElectronEnergyOverPout,` `bool printDebug = false);` `double regressionValueWithTrkVarV2(std::vector<double> &inputvars, bool printDebug = false);` `double regressionUncertaintyWithTrkVarV2(std::vector<double> &inputvars, bool printDebug = false);` `// Evaluates regression uncertainty with subcluster variables and without track variables` `double regressionValueWithSubClusters(double SCRawEnergy,` `double scEta,` `double scPhi,` `double R9,` `double etawidth,` `double phiwidth,` `double NClusters,` `double HoE,` `double rho,` `double vertices,` `double EtaSeed,` `double PhiSeed,` `double ESeed,` `double E3x3Seed,` `double E5x5Seed,` `double see,` `double spp,` `double sep,` `double EMaxSeed,` `double E2ndSeed,` `double ETopSeed,` `double EBottomSeed,` `double ELeftSeed,` `double ERightSeed,` `double E2x5MaxSeed,` `double E2x5TopSeed,` `double E2x5BottomSeed,` `double E2x5LeftSeed,` `double E2x5RightSeed,` `double IEtaSeed,` `double IPhiSeed,` `double EtaCrySeed,` `double PhiCrySeed,` `double PreShowerOverRaw,` `double isEcalDriven,` `double isEtaGap,` `double isPhiGap,` `double isDeeGap,` `double ESubs,` `double ESub1,` `double EtaSub1,` `double PhiSub1,` `double EMaxSub1,` `double E3x3Sub1,` `double ESub2,` `double EtaSub2,` `double PhiSub2,` `double EMaxSub2,` `double E3x3Sub2,` `double ESub3,` `double EtaSub3,` `double PhiSub3,` `double EMaxSub3,` `double E3x3Sub3,` `double NPshwClusters,` `double EPshwSubs,` `double EPshwSub1,` `double EtaPshwSub1,` `double PhiPshwSub1,` `double EPshwSub2,` `double EtaPshwSub2,` `double PhiPshwSub2,` `double EPshwSub3,` `double EtaPshwSub3,` `double PhiPshwSub3,` `bool isEB,` `bool printDebug = false);` `// Evaluates regression uncertainty with subcluster variables and without track variables` `double regressionUncertaintyWithSubClusters(double SCRawEnergy,` `double scEta,` `double scPhi,` `double R9,` `double etawidth,` `double phiwidth,` `double NClusters,` `double HoE,` `double rho,` `double vertices,` `double EtaSeed,` `double PhiSeed,` `double ESeed,` `double E3x3Seed,` `double E5x5Seed,` `double see,` `double spp,` `double sep,` `double EMaxSeed,` `double E2ndSeed,` `double ETopSeed,` `double EBottomSeed,` `double ELeftSeed,` `double ERightSeed,` `double E2x5MaxSeed,` `double E2x5TopSeed,` `double E2x5BottomSeed,` `double E2x5LeftSeed,` `double E2x5RightSeed,` `double IEtaSeed,` `double IPhiSeed,` `double EtaCrySeed,` `double PhiCrySeed,` `double PreShowerOverRaw,` `double isEcalDriven,` `double isEtaGap,` `double isPhiGap,` `double isDeeGap,` `double ESubs,` `double ESub1,` `double EtaSub1,` `double PhiSub1,` `double EMaxSub1,` `double E3x3Sub1,` `double ESub2,` `double EtaSub2,` `double PhiSub2,` `double EMaxSub2,` `double E3x3Sub2,` `double ESub3,` `double EtaSub3,` `double PhiSub3,` `double EMaxSub3,` `double E3x3Sub3,` `double NPshwClusters,` `double EPshwSubs,` `double EPshwSub1,` `double EtaPshwSub1,` `double PhiPshwSub1,` `double EPshwSub2,` `double EtaPshwSub2,` `double PhiPshwSub2,` `double EPshwSub3,` `double EtaPshwSub3,` `double PhiPshwSub3,` `bool isEB,` `bool printDebug = false);` `private:` `bool fIsInitialized;` `ElectronEnergyRegressionEvaluate::ElectronEnergyRegressionType fVersionType;` `GBRForest forestCorrection_eb; // Pointer to the GBRForest for barrel` `GBRForest forestCorrection_ee; // Pointer to the GBRForest for endcap` `GBRForest forestUncertainty_eb;` `GBRForest forestUncertainty_ee;` `};` `#endif`

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//--------------------------------------------------------------------------------------------------
// $Id $
//
// ElectronEnergyRegressionEvaluate
//
// Helper Class for applying electron energy regression calculation
//
// Authors: A.Takeda, S.Xie, E. Di Marco
//--------------------------------------------------------------------------------------------------

/// --> NOTE if you want to use this class as standalone without the CMSSW part
///  you need to uncomment the below line and compile normally with scramv1 b
///  Then you need just to load it in your root macro the lib with the correct path, eg:
///  gSystem->Load("/data/benedet/CMSSW_5_2_2/lib/slc5_amd64_gcc462/pluginEGammaEGammaAnalysisTools.so");

//#define STANDALONE   // <---- this line

#ifndef ELECTRONENERGYREGRESSIONEVALUATE_H
#define ELECTRONENERGYREGRESSIONEVALUATE_H

#include "TFile.h"
#include "TTree.h"

// For applying regression
#include "CondFormats/GBRForest/interface/GBRForest.h"
#ifndef STANDALONE
#include "DataFormats/EgammaCandidates/interface/GsfElectronFwd.h"
#include "EgammaAnalysis/ElectronTools/interface/SuperClusterHelper.h"
#endif

class ElectronEnergyRegressionEvaluate {
public:
  ElectronEnergyRegressionEvaluate();
  ~ElectronEnergyRegressionEvaluate();

  enum ElectronEnergyRegressionType {
    kNoTrkVar,
    kNoTrkVarV1,
    kWithTrkVar,
    kWithTrkVarV1,
    kWithTrkVarV2,
    kWithSubCluVar
  };

  void initialize(std::string weightsFile, ElectronEnergyRegressionEvaluate::ElectronEnergyRegressionType type);

  bool isInitialized() const { return fIsInitialized; }

#ifndef STANDALONE
  double calculateRegressionEnergy(const reco::GsfElectron *ele,
                                   SuperClusterHelper &mySCHelper,
                                   double rho,
                                   double nvertices,
                                   bool printDebug = false);
  double calculateRegressionEnergyUncertainty(const reco::GsfElectron *ele,
                                              SuperClusterHelper &mySCHelper,
                                              double rho,
                                              double nvertices,
                                              bool printDebug = false);
#endif

  // Evaluates regression without tracker variables
  double regressionValueNoTrkVar(double SCRawEnergy,
                                 double scEta,
                                 double scPhi,
                                 double R9,
                                 double etawidth,
                                 double phiwidth,
                                 double NClusters,
                                 double HoE,
                                 double rho,
                                 double vertices,
                                 double EtaSeed,
                                 double PhiSeed,
                                 double ESeed,
                                 double E3x3Seed,
                                 double E5x5Seed,
                                 double see,
                                 double spp,
                                 double sep,
                                 double EMaxSeed,
                                 double E2ndSeed,
                                 double ETopSeed,
                                 double EBottomSeed,
                                 double ELeftSeed,
                                 double ERightSeed,
                                 double E2x5MaxSeed,
                                 double E2x5TopSeed,
                                 double E2x5BottomSeed,
                                 double E2x5LeftSeed,
                                 double E2x5RightSeed,
                                 double IEtaSeed,
                                 double IPhiSeed,
                                 double EtaCrySeed,
                                 double PhiCrySeed,
                                 double PreShowerOverRaw,
                                 bool printDebug = false);

  // Evaluates regression without tracker variables
  double regressionUncertaintyNoTrkVar(double SCRawEnergy,
                                       double scEta,
                                       double scPhi,
                                       double R9,
                                       double etawidth,
                                       double phiwidth,
                                       double NClusters,
                                       double HoE,
                                       double rho,
                                       double vertices,
                                       double EtaSeed,
                                       double PhiSeed,
                                       double ESeed,
                                       double E3x3Seed,
                                       double E5x5Seed,
                                       double see,
                                       double spp,
                                       double sep,
                                       double EMaxSeed,
                                       double E2ndSeed,
                                       double ETopSeed,
                                       double EBottomSeed,
                                       double ELeftSeed,
                                       double ERightSeed,
                                       double E2x5MaxSeed,
                                       double E2x5TopSeed,
                                       double E2x5BottomSeed,
                                       double E2x5LeftSeed,
                                       double E2x5RightSeed,
                                       double IEtaSeed,
                                       double IPhiSeed,
                                       double EtaCrySeed,
                                       double PhiCrySeed,
                                       double PreShowerOverRaw,
                                       bool printDebug = false);

  // Evaluates regression without tracker variables
  double regressionValueNoTrkVarV1(double SCRawEnergy,
                                   double scEta,
                                   double scPhi,
                                   double R9,
                                   double etawidth,
                                   double phiwidth,
                                   double NClusters,
                                   double HoE,
                                   double rho,
                                   double vertices,
                                   double EtaSeed,
                                   double PhiSeed,
                                   double ESeed,
                                   double E3x3Seed,
                                   double E5x5Seed,
                                   double see,
                                   double spp,
                                   double sep,
                                   double EMaxSeed,
                                   double E2ndSeed,
                                   double ETopSeed,
                                   double EBottomSeed,
                                   double ELeftSeed,
                                   double ERightSeed,
                                   double E2x5MaxSeed,
                                   double E2x5TopSeed,
                                   double E2x5BottomSeed,
                                   double E2x5LeftSeed,
                                   double E2x5RightSeed,
                                   double IEtaSeed,
                                   double IPhiSeed,
                                   double EtaCrySeed,
                                   double PhiCrySeed,
                                   double PreShowerOverRaw,
                                   int IsEcalDriven,
                                   bool printDebug = false);

  // Evaluates regression without tracker variables
  double regressionUncertaintyNoTrkVarV1(double SCRawEnergy,
                                         double scEta,
                                         double scPhi,
                                         double R9,
                                         double etawidth,
                                         double phiwidth,
                                         double NClusters,
                                         double HoE,
                                         double rho,
                                         double vertices,
                                         double EtaSeed,
                                         double PhiSeed,
                                         double ESeed,
                                         double E3x3Seed,
                                         double E5x5Seed,
                                         double see,
                                         double spp,
                                         double sep,
                                         double EMaxSeed,
                                         double E2ndSeed,
                                         double ETopSeed,
                                         double EBottomSeed,
                                         double ELeftSeed,
                                         double ERightSeed,
                                         double E2x5MaxSeed,
                                         double E2x5TopSeed,
                                         double E2x5BottomSeed,
                                         double E2x5LeftSeed,
                                         double E2x5RightSeed,
                                         double IEtaSeed,
                                         double IPhiSeed,
                                         double EtaCrySeed,
                                         double PhiCrySeed,
                                         double PreShowerOverRaw,
                                         int IsEcalDriven,
                                         bool printDebug = false);

  // Evaluates regression using tracker variables
  // This option is now deprecated. we keep it only
  // for backwards compatibility
  double regressionValueWithTrkVar(double electronP,
                                   double SCRawEnergy,
                                   double scEta,
                                   double scPhi,
                                   double R9,
                                   double etawidth,
                                   double phiwidth,
                                   double NClusters,
                                   double HoE,
                                   double rho,
                                   double vertices,
                                   double EtaSeed,
                                   double PhiSeed,
                                   double ESeed,
                                   double E3x3Seed,
                                   double E5x5Seed,
                                   double see,
                                   double spp,
                                   double sep,
                                   double EMaxSeed,
                                   double E2ndSeed,
                                   double ETopSeed,
                                   double EBottomSeed,
                                   double ELeftSeed,
                                   double ERightSeed,
                                   double E2x5MaxSeed,
                                   double E2x5TopSeed,
                                   double E2x5BottomSeed,
                                   double E2x5LeftSeed,
                                   double E2x5RightSeed,
                                   double pt,
                                   double GsfTrackPIn,
                                   double fbrem,
                                   double Charge,
                                   double EoP,
                                   double IEtaSeed,
                                   double IPhiSeed,
                                   double EtaCrySeed,
                                   double PhiCrySeed,
                                   double PreShowerOverRaw,
                                   bool printDebug = false);

  // Evaluates regression using tracker variables
  // This option is now deprecated. we keep it only
  // for backwards compatibility
  double regressionUncertaintyWithTrkVar(double electronP,
                                         double SCRawEnergy,
                                         double scEta,
                                         double scPhi,
                                         double R9,
                                         double etawidth,
                                         double phiwidth,
                                         double NClusters,
                                         double HoE,
                                         double rho,
                                         double vertices,
                                         double EtaSeed,
                                         double PhiSeed,
                                         double ESeed,
                                         double E3x3Seed,
                                         double E5x5Seed,
                                         double see,
                                         double spp,
                                         double sep,
                                         double EMaxSeed,
                                         double E2ndSeed,
                                         double ETopSeed,
                                         double EBottomSeed,
                                         double ELeftSeed,
                                         double ERightSeed,
                                         double E2x5MaxSeed,
                                         double E2x5TopSeed,
                                         double E2x5BottomSeed,
                                         double E2x5LeftSeed,
                                         double E2x5RightSeed,
                                         double pt,
                                         double GsfTrackPIn,
                                         double fbrem,
                                         double Charge,
                                         double EoP,
                                         double IEtaSeed,
                                         double IPhiSeed,
                                         double EtaCrySeed,
                                         double PhiCrySeed,
                                         double PreShowerOverRaw,
                                         bool printDebug = false);

  // Evaluates regression using tracker variables
  double regressionValueWithTrkVarV1(double SCRawEnergy,
                                     double scEta,
                                     double scPhi,
                                     double R9,
                                     double etawidth,
                                     double phiwidth,
                                     double NClusters,
                                     double HoE,
                                     double rho,
                                     double vertices,
                                     double EtaSeed,
                                     double PhiSeed,
                                     double ESeed,
                                     double E3x3Seed,
                                     double E5x5Seed,
                                     double see,
                                     double spp,
                                     double sep,
                                     double EMaxSeed,
                                     double E2ndSeed,
                                     double ETopSeed,
                                     double EBottomSeed,
                                     double ELeftSeed,
                                     double ERightSeed,
                                     double E2x5MaxSeed,
                                     double E2x5TopSeed,
                                     double E2x5BottomSeed,
                                     double E2x5LeftSeed,
                                     double E2x5RightSeed,
                                     double IEtaSeed,
                                     double IPhiSeed,
                                     double EtaCrySeed,
                                     double PhiCrySeed,
                                     double PreShowerOverRaw,
                                     int IsEcalDriven,
                                     double GsfTrackPIn,
                                     double fbrem,
                                     double Charge,
                                     double EoP,
                                     double TrackMomentumError,
                                     double EcalEnergyError,
                                     int Classification,
                                     bool printDebug = false);

  // Evaluates regression using tracker variables
  double regressionUncertaintyWithTrkVarV1(double SCRawEnergy,
                                           double scEta,
                                           double scPhi,
                                           double R9,
                                           double etawidth,
                                           double phiwidth,
                                           double NClusters,
                                           double HoE,
                                           double rho,
                                           double vertices,
                                           double EtaSeed,
                                           double PhiSeed,
                                           double ESeed,
                                           double E3x3Seed,
                                           double E5x5Seed,
                                           double see,
                                           double spp,
                                           double sep,
                                           double EMaxSeed,
                                           double E2ndSeed,
                                           double ETopSeed,
                                           double EBottomSeed,
                                           double ELeftSeed,
                                           double ERightSeed,
                                           double E2x5MaxSeed,
                                           double E2x5TopSeed,
                                           double E2x5BottomSeed,
                                           double E2x5LeftSeed,
                                           double E2x5RightSeed,
                                           double IEtaSeed,
                                           double IPhiSeed,
                                           double EtaCrySeed,
                                           double PhiCrySeed,
                                           double PreShowerOverRaw,
                                           int IsEcalDriven,
                                           double GsfTrackPIn,
                                           double fbrem,
                                           double Charge,
                                           double EoP,
                                           double TrackMomentumError,
                                           double EcalEnergyError,
                                           int Classification,
                                           bool printDebug = false);

  double regressionValueWithTrkVarV1(std::vector<double> &inputvars, bool printDebug = false);
  double regressionUncertaintyWithTrkVarV1(std::vector<double> &inputvars, bool printDebug = false);

  // Evaluates regression using tracker variables
  double regressionValueWithTrkVarV2(double SCRawEnergy,
                                     double scEta,
                                     double scPhi,
                                     double R9,
                                     double etawidth,
                                     double phiwidth,
                                     double NClusters,
                                     double HoE,
                                     double rho,
                                     double vertices,
                                     double EtaSeed,
                                     double PhiSeed,
                                     double ESeed,
                                     double E3x3Seed,
                                     double E5x5Seed,
                                     double see,
                                     double spp,
                                     double sep,
                                     double EMaxSeed,
                                     double E2ndSeed,
                                     double ETopSeed,
                                     double EBottomSeed,
                                     double ELeftSeed,
                                     double ERightSeed,
                                     double E2x5MaxSeed,
                                     double E2x5TopSeed,
                                     double E2x5BottomSeed,
                                     double E2x5LeftSeed,
                                     double E2x5RightSeed,
                                     double IEtaSeed,
                                     double IPhiSeed,
                                     double EtaCrySeed,
                                     double PhiCrySeed,
                                     double PreShowerOverRaw,
                                     int IsEcalDriven,
                                     double GsfTrackPIn,
                                     double fbrem,
                                     double Charge,
                                     double EoP,
                                     double TrackMomentumError,
                                     double EcalEnergyError,
                                     int Classification,
                                     double detaIn,
                                     double dphiIn,
                                     double detaCalo,
                                     double dphiCalo,
                                     double GsfTrackChiSqr,
                                     double KFTrackNLayers,
                                     double ElectronEnergyOverPout,
                                     bool printDebug = false);

  // Evaluates regression using tracker variables
  double regressionUncertaintyWithTrkVarV2(double SCRawEnergy,
                                           double scEta,
                                           double scPhi,
                                           double R9,
                                           double etawidth,
                                           double phiwidth,
                                           double NClusters,
                                           double HoE,
                                           double rho,
                                           double vertices,
                                           double EtaSeed,
                                           double PhiSeed,
                                           double ESeed,
                                           double E3x3Seed,
                                           double E5x5Seed,
                                           double see,
                                           double spp,
                                           double sep,
                                           double EMaxSeed,
                                           double E2ndSeed,
                                           double ETopSeed,
                                           double EBottomSeed,
                                           double ELeftSeed,
                                           double ERightSeed,
                                           double E2x5MaxSeed,
                                           double E2x5TopSeed,
                                           double E2x5BottomSeed,
                                           double E2x5LeftSeed,
                                           double E2x5RightSeed,
                                           double IEtaSeed,
                                           double IPhiSeed,
                                           double EtaCrySeed,
                                           double PhiCrySeed,
                                           double PreShowerOverRaw,
                                           int IsEcalDriven,
                                           double GsfTrackPIn,
                                           double fbrem,
                                           double Charge,
                                           double EoP,
                                           double TrackMomentumError,
                                           double EcalEnergyError,
                                           int Classification,
                                           double detaIn,
                                           double dphiIn,
                                           double detaCalo,
                                           double dphiCalo,
                                           double GsfTrackChiSqr,
                                           double KFTrackNLayers,
                                           double ElectronEnergyOverPout,
                                           bool printDebug = false);

  double regressionValueWithTrkVarV2(std::vector<double> &inputvars, bool printDebug = false);
  double regressionUncertaintyWithTrkVarV2(std::vector<double> &inputvars, bool printDebug = false);

  // Evaluates regression uncertainty with subcluster variables and without track variables
  double regressionValueWithSubClusters(double SCRawEnergy,
                                        double scEta,
                                        double scPhi,
                                        double R9,
                                        double etawidth,
                                        double phiwidth,
                                        double NClusters,
                                        double HoE,
                                        double rho,
                                        double vertices,
                                        double EtaSeed,
                                        double PhiSeed,
                                        double ESeed,
                                        double E3x3Seed,
                                        double E5x5Seed,
                                        double see,
                                        double spp,
                                        double sep,
                                        double EMaxSeed,
                                        double E2ndSeed,
                                        double ETopSeed,
                                        double EBottomSeed,
                                        double ELeftSeed,
                                        double ERightSeed,
                                        double E2x5MaxSeed,
                                        double E2x5TopSeed,
                                        double E2x5BottomSeed,
                                        double E2x5LeftSeed,
                                        double E2x5RightSeed,
                                        double IEtaSeed,
                                        double IPhiSeed,
                                        double EtaCrySeed,
                                        double PhiCrySeed,
                                        double PreShowerOverRaw,
                                        double isEcalDriven,
                                        double isEtaGap,
                                        double isPhiGap,
                                        double isDeeGap,
                                        double ESubs,
                                        double ESub1,
                                        double EtaSub1,
                                        double PhiSub1,
                                        double EMaxSub1,
                                        double E3x3Sub1,
                                        double ESub2,
                                        double EtaSub2,
                                        double PhiSub2,
                                        double EMaxSub2,
                                        double E3x3Sub2,
                                        double ESub3,
                                        double EtaSub3,
                                        double PhiSub3,
                                        double EMaxSub3,
                                        double E3x3Sub3,
                                        double NPshwClusters,
                                        double EPshwSubs,
                                        double EPshwSub1,
                                        double EtaPshwSub1,
                                        double PhiPshwSub1,
                                        double EPshwSub2,
                                        double EtaPshwSub2,
                                        double PhiPshwSub2,
                                        double EPshwSub3,
                                        double EtaPshwSub3,
                                        double PhiPshwSub3,
                                        bool isEB,
                                        bool printDebug = false);

  // Evaluates regression uncertainty with subcluster variables and without track variables
  double regressionUncertaintyWithSubClusters(double SCRawEnergy,
                                              double scEta,
                                              double scPhi,
                                              double R9,
                                              double etawidth,
                                              double phiwidth,
                                              double NClusters,
                                              double HoE,
                                              double rho,
                                              double vertices,
                                              double EtaSeed,
                                              double PhiSeed,
                                              double ESeed,
                                              double E3x3Seed,
                                              double E5x5Seed,
                                              double see,
                                              double spp,
                                              double sep,
                                              double EMaxSeed,
                                              double E2ndSeed,
                                              double ETopSeed,
                                              double EBottomSeed,
                                              double ELeftSeed,
                                              double ERightSeed,
                                              double E2x5MaxSeed,
                                              double E2x5TopSeed,
                                              double E2x5BottomSeed,
                                              double E2x5LeftSeed,
                                              double E2x5RightSeed,
                                              double IEtaSeed,
                                              double IPhiSeed,
                                              double EtaCrySeed,
                                              double PhiCrySeed,
                                              double PreShowerOverRaw,
                                              double isEcalDriven,
                                              double isEtaGap,
                                              double isPhiGap,
                                              double isDeeGap,
                                              double ESubs,
                                              double ESub1,
                                              double EtaSub1,
                                              double PhiSub1,
                                              double EMaxSub1,
                                              double E3x3Sub1,
                                              double ESub2,
                                              double EtaSub2,
                                              double PhiSub2,
                                              double EMaxSub2,
                                              double E3x3Sub2,
                                              double ESub3,
                                              double EtaSub3,
                                              double PhiSub3,
                                              double EMaxSub3,
                                              double E3x3Sub3,
                                              double NPshwClusters,
                                              double EPshwSubs,
                                              double EPshwSub1,
                                              double EtaPshwSub1,
                                              double PhiPshwSub1,
                                              double EPshwSub2,
                                              double EtaPshwSub2,
                                              double PhiPshwSub2,
                                              double EPshwSub3,
                                              double EtaPshwSub3,
                                              double PhiPshwSub3,
                                              bool isEB,
                                              bool printDebug = false);

private:
  bool fIsInitialized;
  ElectronEnergyRegressionEvaluate::ElectronEnergyRegressionType fVersionType;
  GBRForest *forestCorrection_eb;  // Pointer to the GBRForest for barrel
  GBRForest *forestCorrection_ee;  // Pointer to the GBRForest for endcap

  GBRForest *forestUncertainty_eb;
  GBRForest *forestUncertainty_ee;
};

#endif

ElectronEnergyRegressionEvaluate

ElectronEnergyRegressionType

Macros