| 1 |
#include "MitPhysics/Utils/interface/ElectronEnergyRegression.h"
|
| 2 |
#include <cmath>
|
| 3 |
#include <cassert>
|
| 4 |
#include <iostream>
|
| 5 |
|
| 6 |
ClassImp(mithep::ElectronEnergyRegression)
|
| 7 |
|
| 8 |
using namespace mithep;
|
| 9 |
|
| 10 |
|
| 11 |
ElectronEnergyRegression::ElectronEnergyRegression() :
|
| 12 |
fIsInitialized(kFALSE),
|
| 13 |
fVersionType(kNoTrkVar),
|
| 14 |
forestCorrection_eb(0),
|
| 15 |
forestCorrection_ee(0),
|
| 16 |
forestUncertainty_eb(0),
|
| 17 |
forestUncertainty_ee(0) {
|
| 18 |
}
|
| 19 |
|
| 20 |
ElectronEnergyRegression::~ElectronEnergyRegression() {}
|
| 21 |
// Destructor does nothing
|
| 22 |
|
| 23 |
|
| 24 |
void ElectronEnergyRegression::initialize(std::string weightsFile,
|
| 25 |
ElectronEnergyRegression::ElectronEnergyRegressionType type) {
|
| 26 |
|
| 27 |
// Loading forest object according to different versions
|
| 28 |
TFile file(weightsFile.c_str());
|
| 29 |
|
| 30 |
if (type == kNoTrkVar || type == kWithTrkVarV1 || type == kWithTrkVarV2) {
|
| 31 |
forestCorrection_eb = (GBRForest*) file.Get("EBCorrection");
|
| 32 |
forestCorrection_ee = (GBRForest*) file.Get("EECorrection");
|
| 33 |
forestUncertainty_eb = (GBRForest*) file.Get("EBUncertainty");
|
| 34 |
forestUncertainty_ee = (GBRForest*) file.Get("EEUncertainty");
|
| 35 |
|
| 36 |
// Just checking
|
| 37 |
assert(forestCorrection_eb);
|
| 38 |
assert(forestCorrection_ee);
|
| 39 |
assert(forestUncertainty_eb);
|
| 40 |
assert(forestUncertainty_ee);
|
| 41 |
}
|
| 42 |
|
| 43 |
// Updating type and marking as initialized
|
| 44 |
fVersionType = type;
|
| 45 |
fIsInitialized = kTRUE;
|
| 46 |
}
|
| 47 |
|
| 48 |
|
| 49 |
double ElectronEnergyRegression::regressionValueNoTrkVar(
|
| 50 |
double SCRawEnergy,
|
| 51 |
double scEta,
|
| 52 |
double scPhi,
|
| 53 |
double R9,
|
| 54 |
double etawidth,
|
| 55 |
double phiwidth,
|
| 56 |
double NClusters,
|
| 57 |
double HoE,
|
| 58 |
double rho,
|
| 59 |
double vertices,
|
| 60 |
double EtaSeed,
|
| 61 |
double PhiSeed,
|
| 62 |
double ESeed,
|
| 63 |
double E3x3Seed,
|
| 64 |
double E5x5Seed,
|
| 65 |
double see,
|
| 66 |
double spp,
|
| 67 |
double sep,
|
| 68 |
double EMaxSeed,
|
| 69 |
double E2ndSeed,
|
| 70 |
double ETopSeed,
|
| 71 |
double EBottomSeed,
|
| 72 |
double ELeftSeed,
|
| 73 |
double ERightSeed,
|
| 74 |
double E2x5MaxSeed,
|
| 75 |
double E2x5TopSeed,
|
| 76 |
double E2x5BottomSeed,
|
| 77 |
double E2x5LeftSeed,
|
| 78 |
double E2x5RightSeed,
|
| 79 |
double IEtaSeed,
|
| 80 |
double IPhiSeed,
|
| 81 |
double EtaCrySeed,
|
| 82 |
double PhiCrySeed,
|
| 83 |
double PreShowerOverRaw,
|
| 84 |
bool printDebug)
|
| 85 |
{
|
| 86 |
// Checking if instance has been initialized
|
| 87 |
if (fIsInitialized == kFALSE) {
|
| 88 |
printf("ElectronEnergyRegression instance not initialized !!!");
|
| 89 |
return 0;
|
| 90 |
}
|
| 91 |
|
| 92 |
// Checking if type is correct
|
| 93 |
if (!(fVersionType == kNoTrkVar)) {
|
| 94 |
std::cout << "Error: Regression VersionType " << fVersionType << " is not supported to use function regressionValueNoTrkVar.\n";
|
| 95 |
return 0;
|
| 96 |
}
|
| 97 |
|
| 98 |
// Now applying regression according to version and (endcap/barrel)
|
| 99 |
float *vals = (fabs(scEta) <= 1.479) ? new float[38] : new float[31];
|
| 100 |
if (fabs(scEta) <= 1.479) { // Barrel
|
| 101 |
vals[0] = SCRawEnergy;
|
| 102 |
vals[1] = scEta;
|
| 103 |
vals[2] = scPhi;
|
| 104 |
vals[3] = R9;
|
| 105 |
vals[4] = E5x5Seed/SCRawEnergy;
|
| 106 |
vals[5] = etawidth;
|
| 107 |
vals[6] = phiwidth;
|
| 108 |
vals[7] = NClusters;
|
| 109 |
vals[8] = HoE;
|
| 110 |
vals[9] = rho;
|
| 111 |
vals[10] = vertices;
|
| 112 |
vals[11] = EtaSeed - scEta;
|
| 113 |
vals[12] = atan2(sin(PhiSeed-scPhi),cos(PhiSeed-scPhi));
|
| 114 |
vals[13] = ESeed/SCRawEnergy;
|
| 115 |
vals[14] = E3x3Seed/ESeed;
|
| 116 |
vals[15] = E5x5Seed/ESeed;
|
| 117 |
vals[16] = see;
|
| 118 |
vals[17] = spp;
|
| 119 |
vals[18] = sep;
|
| 120 |
vals[19] = EMaxSeed/ESeed;
|
| 121 |
vals[20] = E2ndSeed/ESeed;
|
| 122 |
vals[21] = ETopSeed/ESeed;
|
| 123 |
vals[22] = EBottomSeed/ESeed;
|
| 124 |
vals[23] = ELeftSeed/ESeed;
|
| 125 |
vals[24] = ERightSeed/ESeed;
|
| 126 |
vals[25] = E2x5MaxSeed/ESeed;
|
| 127 |
vals[26] = E2x5TopSeed/ESeed;
|
| 128 |
vals[27] = E2x5BottomSeed/ESeed;
|
| 129 |
vals[28] = E2x5LeftSeed/ESeed;
|
| 130 |
vals[29] = E2x5RightSeed/ESeed;
|
| 131 |
vals[30] = IEtaSeed;
|
| 132 |
vals[31] = IPhiSeed;
|
| 133 |
vals[32] = ((int) IEtaSeed)%5;
|
| 134 |
vals[33] = ((int) IPhiSeed)%2;
|
| 135 |
vals[34] = (abs(IEtaSeed)<=25)*(((int)IEtaSeed)%25) + (abs(IEtaSeed)>25)*(((int) (IEtaSeed-25*abs(IEtaSeed)/IEtaSeed))%20);
|
| 136 |
vals[35] = ((int) IPhiSeed)%20;
|
| 137 |
vals[36] = EtaCrySeed;
|
| 138 |
vals[37] = PhiCrySeed;
|
| 139 |
}
|
| 140 |
else { // Endcap
|
| 141 |
vals[0] = SCRawEnergy;
|
| 142 |
vals[1] = scEta;
|
| 143 |
vals[2] = scPhi;
|
| 144 |
vals[3] = R9;
|
| 145 |
vals[4] = E5x5Seed/SCRawEnergy;
|
| 146 |
vals[5] = etawidth;
|
| 147 |
vals[6] = phiwidth;
|
| 148 |
vals[7] = NClusters;
|
| 149 |
vals[8] = HoE;
|
| 150 |
vals[9] = rho;
|
| 151 |
vals[10] = vertices;
|
| 152 |
vals[11] = EtaSeed - scEta;
|
| 153 |
vals[12] = atan2(sin(PhiSeed-scPhi),cos(PhiSeed-scPhi));
|
| 154 |
vals[13] = ESeed/SCRawEnergy;
|
| 155 |
vals[14] = E3x3Seed/ESeed;
|
| 156 |
vals[15] = E5x5Seed/ESeed;
|
| 157 |
vals[16] = see;
|
| 158 |
vals[17] = spp;
|
| 159 |
vals[18] = sep;
|
| 160 |
vals[19] = EMaxSeed/ESeed;
|
| 161 |
vals[20] = E2ndSeed/ESeed;
|
| 162 |
vals[21] = ETopSeed/ESeed;
|
| 163 |
vals[22] = EBottomSeed/ESeed;
|
| 164 |
vals[23] = ELeftSeed/ESeed;
|
| 165 |
vals[24] = ERightSeed/ESeed;
|
| 166 |
vals[25] = E2x5MaxSeed/ESeed;
|
| 167 |
vals[26] = E2x5TopSeed/ESeed;
|
| 168 |
vals[27] = E2x5BottomSeed/ESeed;
|
| 169 |
vals[28] = E2x5LeftSeed/ESeed;
|
| 170 |
vals[29] = E2x5RightSeed/ESeed;
|
| 171 |
vals[30] = PreShowerOverRaw;
|
| 172 |
}
|
| 173 |
|
| 174 |
// Now evaluating the regression
|
| 175 |
double regressionResult = 0;
|
| 176 |
Int_t BinIndex = -1;
|
| 177 |
|
| 178 |
if (fVersionType == kNoTrkVar) {
|
| 179 |
if (fabs(scEta) <= 1.479) {
|
| 180 |
regressionResult = SCRawEnergy * forestCorrection_eb->GetResponse(vals);
|
| 181 |
BinIndex = 0;
|
| 182 |
}
|
| 183 |
else {
|
| 184 |
regressionResult = (SCRawEnergy*(1+PreShowerOverRaw)) * forestCorrection_ee->GetResponse(vals);
|
| 185 |
BinIndex = 1;
|
| 186 |
}
|
| 187 |
}
|
| 188 |
|
| 189 |
//print debug
|
| 190 |
if (printDebug) {
|
| 191 |
if ( fabs(scEta) <= 1.479) {
|
| 192 |
std::cout << "Barrel :";
|
| 193 |
for (uint v=0; v < 38; ++v) std::cout << vals[v] << ", ";
|
| 194 |
std::cout << "\n";
|
| 195 |
}
|
| 196 |
else {
|
| 197 |
std::cout << "Endcap :";
|
| 198 |
for (uint v=0; v < 32; ++v) std::cout << vals[v] << ", ";
|
| 199 |
std::cout << "\n";
|
| 200 |
}
|
| 201 |
std::cout << "BinIndex : " << BinIndex << "\n";
|
| 202 |
std::cout << "SCRawEnergy = " << SCRawEnergy << " : PreShowerOverRaw = " << PreShowerOverRaw << std::endl;
|
| 203 |
std::cout << "regression energy = " << regressionResult << std::endl;
|
| 204 |
}
|
| 205 |
|
| 206 |
|
| 207 |
// Cleaning up and returning
|
| 208 |
delete[] vals;
|
| 209 |
return regressionResult;
|
| 210 |
}
|
| 211 |
|
| 212 |
double ElectronEnergyRegression::regressionUncertaintyNoTrkVar(
|
| 213 |
double SCRawEnergy,
|
| 214 |
double scEta,
|
| 215 |
double scPhi,
|
| 216 |
double R9,
|
| 217 |
double etawidth,
|
| 218 |
double phiwidth,
|
| 219 |
double NClusters,
|
| 220 |
double HoE,
|
| 221 |
double rho,
|
| 222 |
double vertices,
|
| 223 |
double EtaSeed,
|
| 224 |
double PhiSeed,
|
| 225 |
double ESeed,
|
| 226 |
double E3x3Seed,
|
| 227 |
double E5x5Seed,
|
| 228 |
double see,
|
| 229 |
double spp,
|
| 230 |
double sep,
|
| 231 |
double EMaxSeed,
|
| 232 |
double E2ndSeed,
|
| 233 |
double ETopSeed,
|
| 234 |
double EBottomSeed,
|
| 235 |
double ELeftSeed,
|
| 236 |
double ERightSeed,
|
| 237 |
double E2x5MaxSeed,
|
| 238 |
double E2x5TopSeed,
|
| 239 |
double E2x5BottomSeed,
|
| 240 |
double E2x5LeftSeed,
|
| 241 |
double E2x5RightSeed,
|
| 242 |
double IEtaSeed,
|
| 243 |
double IPhiSeed,
|
| 244 |
double EtaCrySeed,
|
| 245 |
double PhiCrySeed,
|
| 246 |
double PreShowerOverRaw,
|
| 247 |
bool printDebug)
|
| 248 |
{
|
| 249 |
// Checking if instance has been initialized
|
| 250 |
if (fIsInitialized == kFALSE) {
|
| 251 |
printf("ElectronEnergyRegression instance not initialized !!!");
|
| 252 |
return 0;
|
| 253 |
}
|
| 254 |
|
| 255 |
// Checking if type is correct
|
| 256 |
if (!(fVersionType == kNoTrkVar)) {
|
| 257 |
std::cout << "Error: Regression VersionType " << fVersionType << " is not supported to use function regressionValueNoTrkVar.\n";
|
| 258 |
return 0;
|
| 259 |
}
|
| 260 |
|
| 261 |
// Now applying regression according to version and (endcap/barrel)
|
| 262 |
float *vals = (fabs(scEta) <= 1.479) ? new float[38] : new float[31];
|
| 263 |
if (fabs(scEta) <= 1.479) { // Barrel
|
| 264 |
vals[0] = SCRawEnergy;
|
| 265 |
vals[1] = scEta;
|
| 266 |
vals[2] = scPhi;
|
| 267 |
vals[3] = R9;
|
| 268 |
vals[4] = E5x5Seed/SCRawEnergy;
|
| 269 |
vals[5] = etawidth;
|
| 270 |
vals[6] = phiwidth;
|
| 271 |
vals[7] = NClusters;
|
| 272 |
vals[8] = HoE;
|
| 273 |
vals[9] = rho;
|
| 274 |
vals[10] = vertices;
|
| 275 |
vals[11] = EtaSeed - scEta;
|
| 276 |
vals[12] = atan2(sin(PhiSeed-scPhi),cos(PhiSeed-scPhi));
|
| 277 |
vals[13] = ESeed/SCRawEnergy;
|
| 278 |
vals[14] = E3x3Seed/ESeed;
|
| 279 |
vals[15] = E5x5Seed/ESeed;
|
| 280 |
vals[16] = see;
|
| 281 |
vals[17] = spp;
|
| 282 |
vals[18] = sep;
|
| 283 |
vals[19] = EMaxSeed/ESeed;
|
| 284 |
vals[20] = E2ndSeed/ESeed;
|
| 285 |
vals[21] = ETopSeed/ESeed;
|
| 286 |
vals[22] = EBottomSeed/ESeed;
|
| 287 |
vals[23] = ELeftSeed/ESeed;
|
| 288 |
vals[24] = ERightSeed/ESeed;
|
| 289 |
vals[25] = E2x5MaxSeed/ESeed;
|
| 290 |
vals[26] = E2x5TopSeed/ESeed;
|
| 291 |
vals[27] = E2x5BottomSeed/ESeed;
|
| 292 |
vals[28] = E2x5LeftSeed/ESeed;
|
| 293 |
vals[29] = E2x5RightSeed/ESeed;
|
| 294 |
vals[30] = IEtaSeed;
|
| 295 |
vals[31] = IPhiSeed;
|
| 296 |
vals[32] = ((int) IEtaSeed)%5;
|
| 297 |
vals[33] = ((int) IPhiSeed)%2;
|
| 298 |
vals[34] = (abs(IEtaSeed)<=25)*(((int)IEtaSeed)%25) + (abs(IEtaSeed)>25)*(((int) (IEtaSeed-25*abs(IEtaSeed)/IEtaSeed))%20);
|
| 299 |
vals[35] = ((int) IPhiSeed)%20;
|
| 300 |
vals[36] = EtaCrySeed;
|
| 301 |
vals[37] = PhiCrySeed;
|
| 302 |
}
|
| 303 |
else { // Endcap
|
| 304 |
vals[0] = SCRawEnergy;
|
| 305 |
vals[1] = scEta;
|
| 306 |
vals[2] = scPhi;
|
| 307 |
vals[3] = R9;
|
| 308 |
vals[4] = E5x5Seed/SCRawEnergy;
|
| 309 |
vals[5] = etawidth;
|
| 310 |
vals[6] = phiwidth;
|
| 311 |
vals[7] = NClusters;
|
| 312 |
vals[8] = HoE;
|
| 313 |
vals[9] = rho;
|
| 314 |
vals[10] = vertices;
|
| 315 |
vals[11] = EtaSeed - scEta;
|
| 316 |
vals[12] = atan2(sin(PhiSeed-scPhi),cos(PhiSeed-scPhi));
|
| 317 |
vals[13] = ESeed/SCRawEnergy;
|
| 318 |
vals[14] = E3x3Seed/ESeed;
|
| 319 |
vals[15] = E5x5Seed/ESeed;
|
| 320 |
vals[16] = see;
|
| 321 |
vals[17] = spp;
|
| 322 |
vals[18] = sep;
|
| 323 |
vals[19] = EMaxSeed/ESeed;
|
| 324 |
vals[20] = E2ndSeed/ESeed;
|
| 325 |
vals[21] = ETopSeed/ESeed;
|
| 326 |
vals[22] = EBottomSeed/ESeed;
|
| 327 |
vals[23] = ELeftSeed/ESeed;
|
| 328 |
vals[24] = ERightSeed/ESeed;
|
| 329 |
vals[25] = E2x5MaxSeed/ESeed;
|
| 330 |
vals[26] = E2x5TopSeed/ESeed;
|
| 331 |
vals[27] = E2x5BottomSeed/ESeed;
|
| 332 |
vals[28] = E2x5LeftSeed/ESeed;
|
| 333 |
vals[29] = E2x5RightSeed/ESeed;
|
| 334 |
vals[30] = PreShowerOverRaw;
|
| 335 |
}
|
| 336 |
|
| 337 |
// Now evaluating the regression
|
| 338 |
double regressionResult = 0;
|
| 339 |
Int_t BinIndex = -1;
|
| 340 |
|
| 341 |
if (fVersionType == kNoTrkVar) {
|
| 342 |
if (fabs(scEta) <= 1.479) {
|
| 343 |
regressionResult = SCRawEnergy * forestUncertainty_eb->GetResponse(vals);
|
| 344 |
BinIndex = 0;
|
| 345 |
}
|
| 346 |
else {
|
| 347 |
regressionResult = (SCRawEnergy*(1+PreShowerOverRaw)) * forestUncertainty_ee->GetResponse(vals);
|
| 348 |
BinIndex = 1;
|
| 349 |
}
|
| 350 |
}
|
| 351 |
|
| 352 |
//print debug
|
| 353 |
if (printDebug) {
|
| 354 |
if (fabs(scEta) <= 1.479) {
|
| 355 |
std::cout << "Barrel :";
|
| 356 |
for (uint v=0; v < 38; ++v) std::cout << vals[v] << ", ";
|
| 357 |
std::cout << "\n";
|
| 358 |
}
|
| 359 |
else {
|
| 360 |
std::cout << "Endcap :";
|
| 361 |
for (uint v=0; v < 32; ++v) std::cout << vals[v] << ", ";
|
| 362 |
std::cout << "\n";
|
| 363 |
}
|
| 364 |
std::cout << "BinIndex : " << BinIndex << "\n";
|
| 365 |
std::cout << "SCRawEnergy = " << SCRawEnergy << " : PreShowerOverRaw = " << PreShowerOverRaw << std::endl;
|
| 366 |
std::cout << "regression energy uncertainty = " << regressionResult << std::endl;
|
| 367 |
}
|
| 368 |
|
| 369 |
|
| 370 |
// Cleaning up and returning
|
| 371 |
delete[] vals;
|
| 372 |
return regressionResult;
|
| 373 |
}
|
| 374 |
|
| 375 |
double ElectronEnergyRegression::regressionValueWithTrkVarV1( std::vector<double> &inputvars,
|
| 376 |
bool printDebug)
|
| 377 |
{
|
| 378 |
// Checking if instance has been initialized
|
| 379 |
if (fIsInitialized == kFALSE) {
|
| 380 |
printf("ElectronEnergyRegression instance not initialized !!!");
|
| 381 |
return 0;
|
| 382 |
}
|
| 383 |
|
| 384 |
// Checking if fVersionType is correct
|
| 385 |
assert(fVersionType == kWithTrkVarV1);
|
| 386 |
|
| 387 |
//Check that inputvars vector has the right number of inputs
|
| 388 |
assert(inputvars.size() == 42);
|
| 389 |
|
| 390 |
//assign variables from inputvars array to named variables
|
| 391 |
double SCRawEnergy = inputvars[0];
|
| 392 |
double scEta = inputvars[1];
|
| 393 |
double scPhi = inputvars[2];
|
| 394 |
double R9 = inputvars[3];
|
| 395 |
double etawidth = inputvars[4];
|
| 396 |
double phiwidth = inputvars[5];
|
| 397 |
double NClusters = inputvars[6];
|
| 398 |
double HoE = inputvars[7];
|
| 399 |
double rho = inputvars[8];
|
| 400 |
double vertices = inputvars[9];
|
| 401 |
double EtaSeed = inputvars[10];
|
| 402 |
double PhiSeed = inputvars[11];
|
| 403 |
double ESeed = inputvars[12];
|
| 404 |
double E3x3Seed = inputvars[13];
|
| 405 |
double E5x5Seed = inputvars[14];
|
| 406 |
double see = inputvars[15];
|
| 407 |
double spp = inputvars[16];
|
| 408 |
double sep = inputvars[17];
|
| 409 |
double EMaxSeed = inputvars[18];
|
| 410 |
double E2ndSeed = inputvars[19];
|
| 411 |
double ETopSeed = inputvars[20];
|
| 412 |
double EBottomSeed = inputvars[21];
|
| 413 |
double ELeftSeed = inputvars[22];
|
| 414 |
double ERightSeed = inputvars[23];
|
| 415 |
double E2x5MaxSeed = inputvars[24];
|
| 416 |
double E2x5TopSeed = inputvars[25];
|
| 417 |
double E2x5BottomSeed = inputvars[26];
|
| 418 |
double E2x5LeftSeed = inputvars[27];
|
| 419 |
double E2x5RightSeed = inputvars[28];
|
| 420 |
double IEtaSeed = inputvars[29];
|
| 421 |
double IPhiSeed = inputvars[30];
|
| 422 |
double EtaCrySeed = inputvars[31];
|
| 423 |
double PhiCrySeed = inputvars[32];
|
| 424 |
double PreShowerOverRaw = inputvars[33];
|
| 425 |
int IsEcalDriven = inputvars[34];
|
| 426 |
double GsfTrackPIn = inputvars[35];
|
| 427 |
double fbrem = inputvars[36];
|
| 428 |
double Charge = inputvars[37];
|
| 429 |
double EoP = inputvars[38];
|
| 430 |
double TrackMomentumError = inputvars[39];
|
| 431 |
double EcalEnergyError = inputvars[40];
|
| 432 |
int Classification = inputvars[41];
|
| 433 |
|
| 434 |
float *vals = (fabs(scEta) <= 1.479) ? new float[46] : new float[39];
|
| 435 |
if (fabs(scEta) <= 1.479) { // Barrel
|
| 436 |
vals[0] = SCRawEnergy;
|
| 437 |
vals[1] = scEta;
|
| 438 |
vals[2] = scPhi;
|
| 439 |
vals[3] = R9;
|
| 440 |
vals[4] = E5x5Seed/SCRawEnergy;
|
| 441 |
vals[5] = etawidth;
|
| 442 |
vals[6] = phiwidth;
|
| 443 |
vals[7] = NClusters;
|
| 444 |
vals[8] = HoE;
|
| 445 |
vals[9] = rho;
|
| 446 |
vals[10] = vertices;
|
| 447 |
vals[11] = EtaSeed - scEta;
|
| 448 |
vals[12] = atan2(sin(PhiSeed-scPhi),cos(PhiSeed-scPhi));
|
| 449 |
vals[13] = ESeed/SCRawEnergy;
|
| 450 |
vals[14] = E3x3Seed/ESeed;
|
| 451 |
vals[15] = E5x5Seed/ESeed;
|
| 452 |
vals[16] = see;
|
| 453 |
vals[17] = spp;
|
| 454 |
vals[18] = sep;
|
| 455 |
vals[19] = EMaxSeed/ESeed;
|
| 456 |
vals[20] = E2ndSeed/ESeed;
|
| 457 |
vals[21] = ETopSeed/ESeed;
|
| 458 |
vals[22] = EBottomSeed/ESeed;
|
| 459 |
vals[23] = ELeftSeed/ESeed;
|
| 460 |
vals[24] = ERightSeed/ESeed;
|
| 461 |
vals[25] = E2x5MaxSeed/ESeed;
|
| 462 |
vals[26] = E2x5TopSeed/ESeed;
|
| 463 |
vals[27] = E2x5BottomSeed/ESeed;
|
| 464 |
vals[28] = E2x5LeftSeed/ESeed;
|
| 465 |
vals[29] = E2x5RightSeed/ESeed;
|
| 466 |
vals[30] = IsEcalDriven;
|
| 467 |
vals[31] = GsfTrackPIn;
|
| 468 |
vals[32] = fbrem;
|
| 469 |
vals[33] = Charge;
|
| 470 |
vals[34] = EoP;
|
| 471 |
vals[35] = TrackMomentumError/GsfTrackPIn;
|
| 472 |
vals[36] = EcalEnergyError/SCRawEnergy;
|
| 473 |
vals[37] = Classification;
|
| 474 |
vals[38] = IEtaSeed;
|
| 475 |
vals[39] = IPhiSeed;
|
| 476 |
vals[40] = ((int) IEtaSeed)%5;
|
| 477 |
vals[41] = ((int) IPhiSeed)%2;
|
| 478 |
vals[42] = (abs(IEtaSeed)<=25)*(((int)IEtaSeed)%25) + (abs(IEtaSeed)>25)*(((int) (IEtaSeed-25*abs(IEtaSeed)/IEtaSeed))%20);
|
| 479 |
vals[43] = ((int) IPhiSeed)%20;
|
| 480 |
vals[44] = EtaCrySeed;
|
| 481 |
vals[45] = PhiCrySeed;
|
| 482 |
}
|
| 483 |
|
| 484 |
else { // Endcap
|
| 485 |
vals[0] = SCRawEnergy;
|
| 486 |
vals[1] = scEta;
|
| 487 |
vals[2] = scPhi;
|
| 488 |
vals[3] = R9;
|
| 489 |
vals[4] = E5x5Seed/SCRawEnergy;
|
| 490 |
vals[5] = etawidth;
|
| 491 |
vals[6] = phiwidth;
|
| 492 |
vals[7] = NClusters;
|
| 493 |
vals[8] = HoE;
|
| 494 |
vals[9] = rho;
|
| 495 |
vals[10] = vertices;
|
| 496 |
vals[11] = EtaSeed - scEta;
|
| 497 |
vals[12] = atan2(sin(PhiSeed-scPhi),cos(PhiSeed-scPhi));
|
| 498 |
vals[13] = ESeed/SCRawEnergy;
|
| 499 |
vals[14] = E3x3Seed/ESeed;
|
| 500 |
vals[15] = E5x5Seed/ESeed;
|
| 501 |
vals[16] = see;
|
| 502 |
vals[17] = spp;
|
| 503 |
vals[18] = sep;
|
| 504 |
vals[19] = EMaxSeed/ESeed;
|
| 505 |
vals[20] = E2ndSeed/ESeed;
|
| 506 |
vals[21] = ETopSeed/ESeed;
|
| 507 |
vals[22] = EBottomSeed/ESeed;
|
| 508 |
vals[23] = ELeftSeed/ESeed;
|
| 509 |
vals[24] = ERightSeed/ESeed;
|
| 510 |
vals[25] = E2x5MaxSeed/ESeed;
|
| 511 |
vals[26] = E2x5TopSeed/ESeed;
|
| 512 |
vals[27] = E2x5BottomSeed/ESeed;
|
| 513 |
vals[28] = E2x5LeftSeed/ESeed;
|
| 514 |
vals[29] = E2x5RightSeed/ESeed;
|
| 515 |
vals[30] = IsEcalDriven;
|
| 516 |
vals[31] = GsfTrackPIn;
|
| 517 |
vals[32] = fbrem;
|
| 518 |
vals[33] = Charge;
|
| 519 |
vals[34] = EoP;
|
| 520 |
vals[35] = TrackMomentumError/GsfTrackPIn;
|
| 521 |
vals[36] = EcalEnergyError/SCRawEnergy;
|
| 522 |
vals[37] = Classification;
|
| 523 |
vals[38] = PreShowerOverRaw;
|
| 524 |
}
|
| 525 |
|
| 526 |
// Now evaluating the regression
|
| 527 |
double regressionResult = 0;
|
| 528 |
|
| 529 |
if (fVersionType == kWithTrkVarV1) {
|
| 530 |
if (fabs(scEta) <= 1.479) regressionResult = SCRawEnergy * forestCorrection_eb->GetResponse(vals);
|
| 531 |
else regressionResult = (SCRawEnergy*(1+PreShowerOverRaw)) * forestCorrection_ee->GetResponse(vals);
|
| 532 |
}
|
| 533 |
|
| 534 |
|
| 535 |
//print debug
|
| 536 |
if (printDebug) {
|
| 537 |
if (fabs(scEta) <= 1.479) {
|
| 538 |
std::cout << "Barrel :";
|
| 539 |
for (uint v=0; v < 46; ++v) std::cout << vals[v] << ", ";
|
| 540 |
std::cout << "\n";
|
| 541 |
}
|
| 542 |
else {
|
| 543 |
std::cout << "Endcap :";
|
| 544 |
for (uint v=0; v < 39; ++v) std::cout << vals[v] << ", ";
|
| 545 |
std::cout << "\n";
|
| 546 |
}
|
| 547 |
std::cout << "SCRawEnergy = " << SCRawEnergy << " : PreShowerOverRaw = " << PreShowerOverRaw << std::endl;
|
| 548 |
std::cout << "regression energy = " << regressionResult << std::endl;
|
| 549 |
}
|
| 550 |
|
| 551 |
// Cleaning up and returning
|
| 552 |
delete[] vals;
|
| 553 |
return regressionResult;
|
| 554 |
}
|
| 555 |
|
| 556 |
|
| 557 |
|
| 558 |
|
| 559 |
|
| 560 |
double ElectronEnergyRegression::regressionUncertaintyWithTrkVarV1( std::vector<double> &inputvars,
|
| 561 |
bool printDebug)
|
| 562 |
{
|
| 563 |
// Checking if instance has been initialized
|
| 564 |
if (fIsInitialized == kFALSE) {
|
| 565 |
printf("ElectronEnergyRegression instance not initialized !!!");
|
| 566 |
return 0;
|
| 567 |
}
|
| 568 |
|
| 569 |
// Checking if fVersionType is correct
|
| 570 |
assert(fVersionType == kWithTrkVarV1);
|
| 571 |
|
| 572 |
// Checking if fVersionType is correct
|
| 573 |
assert(inputvars.size() == 42);
|
| 574 |
|
| 575 |
double SCRawEnergy = inputvars[0];
|
| 576 |
double scEta = inputvars[1];
|
| 577 |
double scPhi = inputvars[2];
|
| 578 |
double R9 = inputvars[3];
|
| 579 |
double etawidth = inputvars[4];
|
| 580 |
double phiwidth = inputvars[5];
|
| 581 |
double NClusters = inputvars[6];
|
| 582 |
double HoE = inputvars[7];
|
| 583 |
double rho = inputvars[8];
|
| 584 |
double vertices = inputvars[9];
|
| 585 |
double EtaSeed = inputvars[10];
|
| 586 |
double PhiSeed = inputvars[11];
|
| 587 |
double ESeed = inputvars[12];
|
| 588 |
double E3x3Seed = inputvars[13];
|
| 589 |
double E5x5Seed = inputvars[14];
|
| 590 |
double see = inputvars[15];
|
| 591 |
double spp = inputvars[16];
|
| 592 |
double sep = inputvars[17];
|
| 593 |
double EMaxSeed = inputvars[18];
|
| 594 |
double E2ndSeed = inputvars[19];
|
| 595 |
double ETopSeed = inputvars[20];
|
| 596 |
double EBottomSeed = inputvars[21];
|
| 597 |
double ELeftSeed = inputvars[22];
|
| 598 |
double ERightSeed = inputvars[23];
|
| 599 |
double E2x5MaxSeed = inputvars[24];
|
| 600 |
double E2x5TopSeed = inputvars[25];
|
| 601 |
double E2x5BottomSeed = inputvars[26];
|
| 602 |
double E2x5LeftSeed = inputvars[27];
|
| 603 |
double E2x5RightSeed = inputvars[28];
|
| 604 |
double IEtaSeed = inputvars[29];
|
| 605 |
double IPhiSeed = inputvars[30];
|
| 606 |
double EtaCrySeed = inputvars[31];
|
| 607 |
double PhiCrySeed = inputvars[32];
|
| 608 |
double PreShowerOverRaw = inputvars[33];
|
| 609 |
int IsEcalDriven = inputvars[34];
|
| 610 |
double GsfTrackPIn = inputvars[35];
|
| 611 |
double fbrem = inputvars[36];
|
| 612 |
double Charge = inputvars[37];
|
| 613 |
double EoP = inputvars[38];
|
| 614 |
double TrackMomentumError = inputvars[39];
|
| 615 |
double EcalEnergyError = inputvars[40];
|
| 616 |
int Classification = inputvars[41];
|
| 617 |
|
| 618 |
|
| 619 |
float *vals = (fabs(scEta) <= 1.479) ? new float[46] : new float[39];
|
| 620 |
if (fabs(scEta) <= 1.479) { // Barrel
|
| 621 |
vals[0] = SCRawEnergy;
|
| 622 |
vals[1] = scEta;
|
| 623 |
vals[2] = scPhi;
|
| 624 |
vals[3] = R9;
|
| 625 |
vals[4] = E5x5Seed/SCRawEnergy;
|
| 626 |
vals[5] = etawidth;
|
| 627 |
vals[6] = phiwidth;
|
| 628 |
vals[7] = NClusters;
|
| 629 |
vals[8] = HoE;
|
| 630 |
vals[9] = rho;
|
| 631 |
vals[10] = vertices;
|
| 632 |
vals[11] = EtaSeed - scEta;
|
| 633 |
vals[12] = atan2(sin(PhiSeed-scPhi),cos(PhiSeed-scPhi));
|
| 634 |
vals[13] = ESeed/SCRawEnergy;
|
| 635 |
vals[14] = E3x3Seed/ESeed;
|
| 636 |
vals[15] = E5x5Seed/ESeed;
|
| 637 |
vals[16] = see;
|
| 638 |
vals[17] = spp;
|
| 639 |
vals[18] = sep;
|
| 640 |
vals[19] = EMaxSeed/ESeed;
|
| 641 |
vals[20] = E2ndSeed/ESeed;
|
| 642 |
vals[21] = ETopSeed/ESeed;
|
| 643 |
vals[22] = EBottomSeed/ESeed;
|
| 644 |
vals[23] = ELeftSeed/ESeed;
|
| 645 |
vals[24] = ERightSeed/ESeed;
|
| 646 |
vals[25] = E2x5MaxSeed/ESeed;
|
| 647 |
vals[26] = E2x5TopSeed/ESeed;
|
| 648 |
vals[27] = E2x5BottomSeed/ESeed;
|
| 649 |
vals[28] = E2x5LeftSeed/ESeed;
|
| 650 |
vals[29] = E2x5RightSeed/ESeed;
|
| 651 |
vals[30] = IsEcalDriven;
|
| 652 |
vals[31] = GsfTrackPIn;
|
| 653 |
vals[32] = fbrem;
|
| 654 |
vals[33] = Charge;
|
| 655 |
vals[34] = EoP;
|
| 656 |
vals[35] = TrackMomentumError/GsfTrackPIn;
|
| 657 |
vals[36] = EcalEnergyError/SCRawEnergy;
|
| 658 |
vals[37] = Classification;
|
| 659 |
vals[38] = IEtaSeed;
|
| 660 |
vals[39] = IPhiSeed;
|
| 661 |
vals[40] = ((int) IEtaSeed)%5;
|
| 662 |
vals[41] = ((int) IPhiSeed)%2;
|
| 663 |
vals[42] = (abs(IEtaSeed)<=25)*(((int)IEtaSeed)%25) + (abs(IEtaSeed)>25)*(((int) (IEtaSeed-25*abs(IEtaSeed)/IEtaSeed))%20);
|
| 664 |
vals[43] = ((int) IPhiSeed)%20;
|
| 665 |
vals[44] = EtaCrySeed;
|
| 666 |
vals[45] = PhiCrySeed;
|
| 667 |
}
|
| 668 |
|
| 669 |
else { // Endcap
|
| 670 |
vals[0] = SCRawEnergy;
|
| 671 |
vals[1] = scEta;
|
| 672 |
vals[2] = scPhi;
|
| 673 |
vals[3] = R9;
|
| 674 |
vals[4] = E5x5Seed/SCRawEnergy;
|
| 675 |
vals[5] = etawidth;
|
| 676 |
vals[6] = phiwidth;
|
| 677 |
vals[7] = NClusters;
|
| 678 |
vals[8] = HoE;
|
| 679 |
vals[9] = rho;
|
| 680 |
vals[10] = vertices;
|
| 681 |
vals[11] = EtaSeed - scEta;
|
| 682 |
vals[12] = atan2(sin(PhiSeed-scPhi),cos(PhiSeed-scPhi));
|
| 683 |
vals[13] = ESeed/SCRawEnergy;
|
| 684 |
vals[14] = E3x3Seed/ESeed;
|
| 685 |
vals[15] = E5x5Seed/ESeed;
|
| 686 |
vals[16] = see;
|
| 687 |
vals[17] = spp;
|
| 688 |
vals[18] = sep;
|
| 689 |
vals[19] = EMaxSeed/ESeed;
|
| 690 |
vals[20] = E2ndSeed/ESeed;
|
| 691 |
vals[21] = ETopSeed/ESeed;
|
| 692 |
vals[22] = EBottomSeed/ESeed;
|
| 693 |
vals[23] = ELeftSeed/ESeed;
|
| 694 |
vals[24] = ERightSeed/ESeed;
|
| 695 |
vals[25] = E2x5MaxSeed/ESeed;
|
| 696 |
vals[26] = E2x5TopSeed/ESeed;
|
| 697 |
vals[27] = E2x5BottomSeed/ESeed;
|
| 698 |
vals[28] = E2x5LeftSeed/ESeed;
|
| 699 |
vals[29] = E2x5RightSeed/ESeed;
|
| 700 |
vals[30] = IsEcalDriven;
|
| 701 |
vals[31] = GsfTrackPIn;
|
| 702 |
vals[32] = fbrem;
|
| 703 |
vals[33] = Charge;
|
| 704 |
vals[34] = EoP;
|
| 705 |
vals[35] = TrackMomentumError/GsfTrackPIn;
|
| 706 |
vals[36] = EcalEnergyError/SCRawEnergy;
|
| 707 |
vals[37] = Classification;
|
| 708 |
vals[38] = PreShowerOverRaw;
|
| 709 |
}
|
| 710 |
|
| 711 |
// Now evaluating the regression
|
| 712 |
double regressionResult = 0;
|
| 713 |
|
| 714 |
if (fVersionType == kWithTrkVarV1) {
|
| 715 |
if (fabs(scEta) <= 1.479) regressionResult = SCRawEnergy * forestUncertainty_eb->GetResponse(vals);
|
| 716 |
else regressionResult = (SCRawEnergy*(1+PreShowerOverRaw)) * forestUncertainty_ee->GetResponse(vals);
|
| 717 |
}
|
| 718 |
|
| 719 |
//print debug
|
| 720 |
if (printDebug) {
|
| 721 |
if (fabs(scEta) <= 1.479) {
|
| 722 |
std::cout << "Barrel :";
|
| 723 |
for (uint v=0; v < 46; ++v) std::cout << vals[v] << ", ";
|
| 724 |
std::cout << "\n";
|
| 725 |
}
|
| 726 |
else {
|
| 727 |
std::cout << "Endcap :";
|
| 728 |
for (uint v=0; v < 39; ++v) std::cout << vals[v] << ", ";
|
| 729 |
std::cout << "\n";
|
| 730 |
}
|
| 731 |
std::cout << " SCRawEnergy = " << SCRawEnergy << " : PreShowerOverRaw = " << PreShowerOverRaw << std::endl;
|
| 732 |
std::cout << "regression energy uncertainty = " << regressionResult << std::endl;
|
| 733 |
}
|
| 734 |
|
| 735 |
|
| 736 |
// Cleaning up and returning
|
| 737 |
delete[] vals;
|
| 738 |
return regressionResult;
|
| 739 |
}
|
| 740 |
|
| 741 |
|
| 742 |
|
| 743 |
|
| 744 |
|
| 745 |
|
| 746 |
double ElectronEnergyRegression::regressionValueWithTrkVarV2( std::vector<double> &inputvars,
|
| 747 |
bool printDebug)
|
| 748 |
{
|
| 749 |
// Checking if instance has been initialized
|
| 750 |
if (fIsInitialized == kFALSE) {
|
| 751 |
printf("ElectronEnergyRegression instance not initialized !!!");
|
| 752 |
return 0;
|
| 753 |
}
|
| 754 |
|
| 755 |
// Checking if fVersionType is correct
|
| 756 |
assert(fVersionType == kWithTrkVarV2);
|
| 757 |
|
| 758 |
// Checking if fVersionType is correct
|
| 759 |
assert(inputvars.size() == 49);
|
| 760 |
|
| 761 |
double SCRawEnergy = inputvars[0];
|
| 762 |
double scEta = inputvars[1];
|
| 763 |
double scPhi = inputvars[2];
|
| 764 |
double R9 = inputvars[3];
|
| 765 |
double etawidth = inputvars[4];
|
| 766 |
double phiwidth = inputvars[5];
|
| 767 |
double NClusters = inputvars[6];
|
| 768 |
double HoE = inputvars[7];
|
| 769 |
double rho = inputvars[8];
|
| 770 |
double vertices = inputvars[9];
|
| 771 |
double EtaSeed = inputvars[10];
|
| 772 |
double PhiSeed = inputvars[11];
|
| 773 |
double ESeed = inputvars[12];
|
| 774 |
double E3x3Seed = inputvars[13];
|
| 775 |
double E5x5Seed = inputvars[14];
|
| 776 |
double see = inputvars[15];
|
| 777 |
double spp = inputvars[16];
|
| 778 |
double sep = inputvars[17];
|
| 779 |
double EMaxSeed = inputvars[18];
|
| 780 |
double E2ndSeed = inputvars[19];
|
| 781 |
double ETopSeed = inputvars[20];
|
| 782 |
double EBottomSeed = inputvars[21];
|
| 783 |
double ELeftSeed = inputvars[22];
|
| 784 |
double ERightSeed = inputvars[23];
|
| 785 |
double E2x5MaxSeed = inputvars[24];
|
| 786 |
double E2x5TopSeed = inputvars[25];
|
| 787 |
double E2x5BottomSeed = inputvars[26];
|
| 788 |
double E2x5LeftSeed = inputvars[27];
|
| 789 |
double E2x5RightSeed = inputvars[28];
|
| 790 |
double IEtaSeed = inputvars[29];
|
| 791 |
double IPhiSeed = inputvars[30];
|
| 792 |
double EtaCrySeed = inputvars[31];
|
| 793 |
double PhiCrySeed = inputvars[32];
|
| 794 |
double PreShowerOverRaw = inputvars[33];
|
| 795 |
int IsEcalDriven = inputvars[34];
|
| 796 |
double GsfTrackPIn = inputvars[35];
|
| 797 |
double fbrem = inputvars[36];
|
| 798 |
double Charge = inputvars[37];
|
| 799 |
double EoP = inputvars[38];
|
| 800 |
double TrackMomentumError = inputvars[39];
|
| 801 |
double EcalEnergyError = inputvars[40];
|
| 802 |
int Classification = inputvars[41];
|
| 803 |
double detaIn = inputvars[42];
|
| 804 |
double dphiIn = inputvars[43];
|
| 805 |
double detaCalo = inputvars[44];
|
| 806 |
double dphiCalo = inputvars[45];
|
| 807 |
double GsfTrackChiSqr = inputvars[46];
|
| 808 |
double KFTrackNLayers = inputvars[47];
|
| 809 |
double ElectronEnergyOverPout = inputvars[48];
|
| 810 |
|
| 811 |
float *vals = (fabs(scEta) <= 1.479) ? new float[53] : new float[46];
|
| 812 |
if (fabs(scEta) <= 1.479) { // Barrel
|
| 813 |
vals[0] = SCRawEnergy;
|
| 814 |
vals[1] = scEta;
|
| 815 |
vals[2] = scPhi;
|
| 816 |
vals[3] = R9;
|
| 817 |
vals[4] = E5x5Seed/SCRawEnergy;
|
| 818 |
vals[5] = etawidth;
|
| 819 |
vals[6] = phiwidth;
|
| 820 |
vals[7] = NClusters;
|
| 821 |
vals[8] = HoE;
|
| 822 |
vals[9] = rho;
|
| 823 |
vals[10] = vertices;
|
| 824 |
vals[11] = EtaSeed - scEta;
|
| 825 |
vals[12] = atan2(sin(PhiSeed-scPhi),cos(PhiSeed-scPhi));
|
| 826 |
vals[13] = ESeed/SCRawEnergy;
|
| 827 |
vals[14] = E3x3Seed/ESeed;
|
| 828 |
vals[15] = E5x5Seed/ESeed;
|
| 829 |
vals[16] = see;
|
| 830 |
vals[17] = spp;
|
| 831 |
vals[18] = sep;
|
| 832 |
vals[19] = EMaxSeed/ESeed;
|
| 833 |
vals[20] = E2ndSeed/ESeed;
|
| 834 |
vals[21] = ETopSeed/ESeed;
|
| 835 |
vals[22] = EBottomSeed/ESeed;
|
| 836 |
vals[23] = ELeftSeed/ESeed;
|
| 837 |
vals[24] = ERightSeed/ESeed;
|
| 838 |
vals[25] = E2x5MaxSeed/ESeed;
|
| 839 |
vals[26] = E2x5TopSeed/ESeed;
|
| 840 |
vals[27] = E2x5BottomSeed/ESeed;
|
| 841 |
vals[28] = E2x5LeftSeed/ESeed;
|
| 842 |
vals[29] = E2x5RightSeed/ESeed;
|
| 843 |
vals[30] = IsEcalDriven;
|
| 844 |
vals[31] = GsfTrackPIn;
|
| 845 |
vals[32] = fbrem;
|
| 846 |
vals[33] = Charge;
|
| 847 |
vals[34] = EoP;
|
| 848 |
vals[35] = TrackMomentumError/GsfTrackPIn;
|
| 849 |
vals[36] = EcalEnergyError/SCRawEnergy;
|
| 850 |
vals[37] = Classification;
|
| 851 |
vals[38] = detaIn;
|
| 852 |
vals[39] = dphiIn;
|
| 853 |
vals[40] = detaCalo;
|
| 854 |
vals[41] = dphiCalo;
|
| 855 |
vals[42] = GsfTrackChiSqr;
|
| 856 |
vals[43] = KFTrackNLayers;
|
| 857 |
vals[44] = ElectronEnergyOverPout;
|
| 858 |
vals[45] = IEtaSeed;
|
| 859 |
vals[46] = IPhiSeed;
|
| 860 |
vals[47] = ((int) IEtaSeed)%5;
|
| 861 |
vals[48] = ((int) IPhiSeed)%2;
|
| 862 |
vals[49] = (abs(IEtaSeed)<=25)*(((int)IEtaSeed)%25) + (abs(IEtaSeed)>25)*(((int) (IEtaSeed-25*abs(IEtaSeed)/IEtaSeed))%20);
|
| 863 |
vals[50] = ((int) IPhiSeed)%20;
|
| 864 |
vals[51] = EtaCrySeed;
|
| 865 |
vals[52] = PhiCrySeed;
|
| 866 |
}
|
| 867 |
|
| 868 |
else { // Endcap
|
| 869 |
vals[0] = SCRawEnergy;
|
| 870 |
vals[1] = scEta;
|
| 871 |
vals[2] = scPhi;
|
| 872 |
vals[3] = R9;
|
| 873 |
vals[4] = E5x5Seed/SCRawEnergy;
|
| 874 |
vals[5] = etawidth;
|
| 875 |
vals[6] = phiwidth;
|
| 876 |
vals[7] = NClusters;
|
| 877 |
vals[8] = HoE;
|
| 878 |
vals[9] = rho;
|
| 879 |
vals[10] = vertices;
|
| 880 |
vals[11] = EtaSeed - scEta;
|
| 881 |
vals[12] = atan2(sin(PhiSeed-scPhi),cos(PhiSeed-scPhi));
|
| 882 |
vals[13] = ESeed/SCRawEnergy;
|
| 883 |
vals[14] = E3x3Seed/ESeed;
|
| 884 |
vals[15] = E5x5Seed/ESeed;
|
| 885 |
vals[16] = see;
|
| 886 |
vals[17] = spp;
|
| 887 |
vals[18] = sep;
|
| 888 |
vals[19] = EMaxSeed/ESeed;
|
| 889 |
vals[20] = E2ndSeed/ESeed;
|
| 890 |
vals[21] = ETopSeed/ESeed;
|
| 891 |
vals[22] = EBottomSeed/ESeed;
|
| 892 |
vals[23] = ELeftSeed/ESeed;
|
| 893 |
vals[24] = ERightSeed/ESeed;
|
| 894 |
vals[25] = E2x5MaxSeed/ESeed;
|
| 895 |
vals[26] = E2x5TopSeed/ESeed;
|
| 896 |
vals[27] = E2x5BottomSeed/ESeed;
|
| 897 |
vals[28] = E2x5LeftSeed/ESeed;
|
| 898 |
vals[29] = E2x5RightSeed/ESeed;
|
| 899 |
vals[30] = IsEcalDriven;
|
| 900 |
vals[31] = GsfTrackPIn;
|
| 901 |
vals[32] = fbrem;
|
| 902 |
vals[33] = Charge;
|
| 903 |
vals[34] = EoP;
|
| 904 |
vals[35] = TrackMomentumError/GsfTrackPIn;
|
| 905 |
vals[36] = EcalEnergyError/SCRawEnergy;
|
| 906 |
vals[37] = Classification;
|
| 907 |
vals[38] = detaIn;
|
| 908 |
vals[39] = dphiIn;
|
| 909 |
vals[40] = detaCalo;
|
| 910 |
vals[41] = dphiCalo;
|
| 911 |
vals[42] = GsfTrackChiSqr;
|
| 912 |
vals[43] = KFTrackNLayers;
|
| 913 |
vals[44] = ElectronEnergyOverPout;
|
| 914 |
vals[45] = PreShowerOverRaw;
|
| 915 |
}
|
| 916 |
|
| 917 |
// Now evaluating the regression
|
| 918 |
double regressionResult = 0;
|
| 919 |
|
| 920 |
if (fVersionType == kWithTrkVarV2) {
|
| 921 |
if (fabs(scEta) <= 1.479) regressionResult = SCRawEnergy * forestCorrection_eb->GetResponse(vals);
|
| 922 |
else regressionResult = (SCRawEnergy*(1+PreShowerOverRaw)) * forestCorrection_ee->GetResponse(vals);
|
| 923 |
}
|
| 924 |
|
| 925 |
|
| 926 |
//print debug
|
| 927 |
if (printDebug) {
|
| 928 |
if (fabs(scEta) <= 1.479) {
|
| 929 |
std::cout << "Barrel :";
|
| 930 |
for (uint v=0; v < 53; ++v) std::cout << vals[v] << ", ";
|
| 931 |
std::cout << "\n";
|
| 932 |
}
|
| 933 |
else {
|
| 934 |
std::cout << "Endcap :";
|
| 935 |
for (uint v=0; v < 46; ++v) std::cout << vals[v] << ", ";
|
| 936 |
std::cout << "\n";
|
| 937 |
}
|
| 938 |
std::cout << "SCRawEnergy = " << SCRawEnergy << " : PreShowerOverRaw = " << PreShowerOverRaw << std::endl;
|
| 939 |
std::cout << "regression energy = " << regressionResult << std::endl;
|
| 940 |
}
|
| 941 |
|
| 942 |
// Cleaning up and returning
|
| 943 |
delete[] vals;
|
| 944 |
return regressionResult;
|
| 945 |
}
|
| 946 |
|
| 947 |
|
| 948 |
|
| 949 |
|
| 950 |
|
| 951 |
|
| 952 |
double ElectronEnergyRegression::regressionUncertaintyWithTrkVarV2( std::vector<double> &inputvars,
|
| 953 |
bool printDebug)
|
| 954 |
{
|
| 955 |
// Checking if instance has been initialized
|
| 956 |
if (fIsInitialized == kFALSE) {
|
| 957 |
printf("ElectronEnergyRegression instance not initialized !!!");
|
| 958 |
return 0;
|
| 959 |
}
|
| 960 |
|
| 961 |
// Checking if fVersionType is correct
|
| 962 |
assert(fVersionType == kWithTrkVarV2);
|
| 963 |
|
| 964 |
// Checking if fVersionType is correct
|
| 965 |
assert(inputvars.size() == 49);
|
| 966 |
|
| 967 |
double SCRawEnergy = inputvars[0];
|
| 968 |
double scEta = inputvars[1];
|
| 969 |
double scPhi = inputvars[2];
|
| 970 |
double R9 = inputvars[3];
|
| 971 |
double etawidth = inputvars[4];
|
| 972 |
double phiwidth = inputvars[5];
|
| 973 |
double NClusters = inputvars[6];
|
| 974 |
double HoE = inputvars[7];
|
| 975 |
double rho = inputvars[8];
|
| 976 |
double vertices = inputvars[9];
|
| 977 |
double EtaSeed = inputvars[10];
|
| 978 |
double PhiSeed = inputvars[11];
|
| 979 |
double ESeed = inputvars[12];
|
| 980 |
double E3x3Seed = inputvars[13];
|
| 981 |
double E5x5Seed = inputvars[14];
|
| 982 |
double see = inputvars[15];
|
| 983 |
double spp = inputvars[16];
|
| 984 |
double sep = inputvars[17];
|
| 985 |
double EMaxSeed = inputvars[18];
|
| 986 |
double E2ndSeed = inputvars[19];
|
| 987 |
double ETopSeed = inputvars[20];
|
| 988 |
double EBottomSeed = inputvars[21];
|
| 989 |
double ELeftSeed = inputvars[22];
|
| 990 |
double ERightSeed = inputvars[23];
|
| 991 |
double E2x5MaxSeed = inputvars[24];
|
| 992 |
double E2x5TopSeed = inputvars[25];
|
| 993 |
double E2x5BottomSeed = inputvars[26];
|
| 994 |
double E2x5LeftSeed = inputvars[27];
|
| 995 |
double E2x5RightSeed = inputvars[28];
|
| 996 |
double IEtaSeed = inputvars[29];
|
| 997 |
double IPhiSeed = inputvars[30];
|
| 998 |
double EtaCrySeed = inputvars[31];
|
| 999 |
double PhiCrySeed = inputvars[32];
|
| 1000 |
double PreShowerOverRaw = inputvars[33];
|
| 1001 |
int IsEcalDriven = inputvars[34];
|
| 1002 |
double GsfTrackPIn = inputvars[35];
|
| 1003 |
double fbrem = inputvars[36];
|
| 1004 |
double Charge = inputvars[37];
|
| 1005 |
double EoP = inputvars[38];
|
| 1006 |
double TrackMomentumError = inputvars[39];
|
| 1007 |
double EcalEnergyError = inputvars[40];
|
| 1008 |
int Classification = inputvars[41];
|
| 1009 |
double detaIn = inputvars[42];
|
| 1010 |
double dphiIn = inputvars[43];
|
| 1011 |
double detaCalo = inputvars[44];
|
| 1012 |
double dphiCalo = inputvars[45];
|
| 1013 |
double GsfTrackChiSqr = inputvars[46];
|
| 1014 |
double KFTrackNLayers = inputvars[47];
|
| 1015 |
double ElectronEnergyOverPout = inputvars[48];
|
| 1016 |
|
| 1017 |
float *vals = (fabs(scEta) <= 1.479) ? new float[53] : new float[46];
|
| 1018 |
if (fabs(scEta) <= 1.479) { // Barrel
|
| 1019 |
vals[0] = SCRawEnergy;
|
| 1020 |
vals[1] = scEta;
|
| 1021 |
vals[2] = scPhi;
|
| 1022 |
vals[3] = R9;
|
| 1023 |
vals[4] = E5x5Seed/SCRawEnergy;
|
| 1024 |
vals[5] = etawidth;
|
| 1025 |
vals[6] = phiwidth;
|
| 1026 |
vals[7] = NClusters;
|
| 1027 |
vals[8] = HoE;
|
| 1028 |
vals[9] = rho;
|
| 1029 |
vals[10] = vertices;
|
| 1030 |
vals[11] = EtaSeed - scEta;
|
| 1031 |
vals[12] = atan2(sin(PhiSeed-scPhi),cos(PhiSeed-scPhi));
|
| 1032 |
vals[13] = ESeed/SCRawEnergy;
|
| 1033 |
vals[14] = E3x3Seed/ESeed;
|
| 1034 |
vals[15] = E5x5Seed/ESeed;
|
| 1035 |
vals[16] = see;
|
| 1036 |
vals[17] = spp;
|
| 1037 |
vals[18] = sep;
|
| 1038 |
vals[19] = EMaxSeed/ESeed;
|
| 1039 |
vals[20] = E2ndSeed/ESeed;
|
| 1040 |
vals[21] = ETopSeed/ESeed;
|
| 1041 |
vals[22] = EBottomSeed/ESeed;
|
| 1042 |
vals[23] = ELeftSeed/ESeed;
|
| 1043 |
vals[24] = ERightSeed/ESeed;
|
| 1044 |
vals[25] = E2x5MaxSeed/ESeed;
|
| 1045 |
vals[26] = E2x5TopSeed/ESeed;
|
| 1046 |
vals[27] = E2x5BottomSeed/ESeed;
|
| 1047 |
vals[28] = E2x5LeftSeed/ESeed;
|
| 1048 |
vals[29] = E2x5RightSeed/ESeed;
|
| 1049 |
vals[30] = IsEcalDriven;
|
| 1050 |
vals[31] = GsfTrackPIn;
|
| 1051 |
vals[32] = fbrem;
|
| 1052 |
vals[33] = Charge;
|
| 1053 |
vals[34] = EoP;
|
| 1054 |
vals[35] = TrackMomentumError/GsfTrackPIn;
|
| 1055 |
vals[36] = EcalEnergyError/SCRawEnergy;
|
| 1056 |
vals[37] = Classification;
|
| 1057 |
vals[38] = detaIn;
|
| 1058 |
vals[39] = dphiIn;
|
| 1059 |
vals[40] = detaCalo;
|
| 1060 |
vals[41] = dphiCalo;
|
| 1061 |
vals[42] = GsfTrackChiSqr;
|
| 1062 |
vals[43] = KFTrackNLayers;
|
| 1063 |
vals[44] = ElectronEnergyOverPout;
|
| 1064 |
vals[45] = IEtaSeed;
|
| 1065 |
vals[46] = IPhiSeed;
|
| 1066 |
vals[47] = ((int) IEtaSeed)%5;
|
| 1067 |
vals[48] = ((int) IPhiSeed)%2;
|
| 1068 |
vals[49] = (abs(IEtaSeed)<=25)*(((int)IEtaSeed)%25) + (abs(IEtaSeed)>25)*(((int) (IEtaSeed-25*abs(IEtaSeed)/IEtaSeed))%20);
|
| 1069 |
vals[50] = ((int) IPhiSeed)%20;
|
| 1070 |
vals[51] = EtaCrySeed;
|
| 1071 |
vals[52] = PhiCrySeed;
|
| 1072 |
}
|
| 1073 |
|
| 1074 |
else { // Endcap
|
| 1075 |
vals[0] = SCRawEnergy;
|
| 1076 |
vals[1] = scEta;
|
| 1077 |
vals[2] = scPhi;
|
| 1078 |
vals[3] = R9;
|
| 1079 |
vals[4] = E5x5Seed/SCRawEnergy;
|
| 1080 |
vals[5] = etawidth;
|
| 1081 |
vals[6] = phiwidth;
|
| 1082 |
vals[7] = NClusters;
|
| 1083 |
vals[8] = HoE;
|
| 1084 |
vals[9] = rho;
|
| 1085 |
vals[10] = vertices;
|
| 1086 |
vals[11] = EtaSeed - scEta;
|
| 1087 |
vals[12] = atan2(sin(PhiSeed-scPhi),cos(PhiSeed-scPhi));
|
| 1088 |
vals[13] = ESeed/SCRawEnergy;
|
| 1089 |
vals[14] = E3x3Seed/ESeed;
|
| 1090 |
vals[15] = E5x5Seed/ESeed;
|
| 1091 |
vals[16] = see;
|
| 1092 |
vals[17] = spp;
|
| 1093 |
vals[18] = sep;
|
| 1094 |
vals[19] = EMaxSeed/ESeed;
|
| 1095 |
vals[20] = E2ndSeed/ESeed;
|
| 1096 |
vals[21] = ETopSeed/ESeed;
|
| 1097 |
vals[22] = EBottomSeed/ESeed;
|
| 1098 |
vals[23] = ELeftSeed/ESeed;
|
| 1099 |
vals[24] = ERightSeed/ESeed;
|
| 1100 |
vals[25] = E2x5MaxSeed/ESeed;
|
| 1101 |
vals[26] = E2x5TopSeed/ESeed;
|
| 1102 |
vals[27] = E2x5BottomSeed/ESeed;
|
| 1103 |
vals[28] = E2x5LeftSeed/ESeed;
|
| 1104 |
vals[29] = E2x5RightSeed/ESeed;
|
| 1105 |
vals[30] = IsEcalDriven;
|
| 1106 |
vals[31] = GsfTrackPIn;
|
| 1107 |
vals[32] = fbrem;
|
| 1108 |
vals[33] = Charge;
|
| 1109 |
vals[34] = EoP;
|
| 1110 |
vals[35] = TrackMomentumError/GsfTrackPIn;
|
| 1111 |
vals[36] = EcalEnergyError/SCRawEnergy;
|
| 1112 |
vals[37] = Classification;
|
| 1113 |
vals[38] = detaIn;
|
| 1114 |
vals[39] = dphiIn;
|
| 1115 |
vals[40] = detaCalo;
|
| 1116 |
vals[41] = dphiCalo;
|
| 1117 |
vals[42] = GsfTrackChiSqr;
|
| 1118 |
vals[43] = KFTrackNLayers;
|
| 1119 |
vals[44] = ElectronEnergyOverPout;
|
| 1120 |
vals[45] = PreShowerOverRaw;
|
| 1121 |
}
|
| 1122 |
|
| 1123 |
// Now evaluating the regression
|
| 1124 |
double regressionResult = 0;
|
| 1125 |
|
| 1126 |
if (fVersionType == kWithTrkVarV2) {
|
| 1127 |
if (fabs(scEta) <= 1.479) regressionResult = SCRawEnergy * forestUncertainty_eb->GetResponse(vals);
|
| 1128 |
else regressionResult = (SCRawEnergy*(1+PreShowerOverRaw)) * forestUncertainty_ee->GetResponse(vals);
|
| 1129 |
}
|
| 1130 |
|
| 1131 |
//print debug
|
| 1132 |
if (printDebug) {
|
| 1133 |
if (fabs(scEta) <= 1.479) {
|
| 1134 |
std::cout << "Barrel :";
|
| 1135 |
for (uint v=0; v < 53; ++v) std::cout << vals[v] << ", ";
|
| 1136 |
std::cout << "\n";
|
| 1137 |
}
|
| 1138 |
else {
|
| 1139 |
std::cout << "Endcap :";
|
| 1140 |
for (uint v=0; v < 46; ++v) std::cout << vals[v] << ", ";
|
| 1141 |
std::cout << "\n";
|
| 1142 |
}
|
| 1143 |
std::cout << "SCRawEnergy = " << SCRawEnergy << " : PreShowerOverRaw = " << PreShowerOverRaw << std::endl;
|
| 1144 |
std::cout << "regression energy uncertainty = " << regressionResult << std::endl;
|
| 1145 |
}
|
| 1146 |
|
| 1147 |
|
| 1148 |
// Cleaning up and returning
|
| 1149 |
delete[] vals;
|
| 1150 |
return regressionResult;
|
| 1151 |
}
|
| 1152 |
|
