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
|
#include "HLTriggerOffline/Btag/interface/HLTBTagHarvestingAnalyzer.h"
HLTBTagHarvestingAnalyzer::HLTBTagHarvestingAnalyzer(const edm::ParameterSet &iConfig) {
// getParameter
mainFolder_ = iConfig.getParameter<std::string>("mainFolder");
hltPathNames_ = iConfig.getParameter<std::vector<std::string>>("HLTPathNames");
edm::ParameterSet mc = iConfig.getParameter<edm::ParameterSet>("mcFlavours");
m_mcLabels = mc.getParameterNamesForType<std::vector<unsigned int>>();
m_histoName = iConfig.getParameter<std::vector<std::string>>("histoName");
m_minTag = iConfig.getParameter<double>("minTag");
HCALSpecialsNames[HEP17] = "HEP17";
HCALSpecialsNames[HEP18] = "HEP18";
HCALSpecialsNames[HEM17] = "HEM17";
}
HLTBTagHarvestingAnalyzer::~HLTBTagHarvestingAnalyzer() {}
// ------------ method called once each job just after ending the event loop
// ------------
void HLTBTagHarvestingAnalyzer::dqmEndJob(DQMStore::IBooker &ibooker, DQMStore::IGetter &igetter) {
using namespace edm;
Exception excp(errors::LogicError);
std::string dqmFolder_hist;
// for each hltPath and for each flavour, do the "b-tag efficiency vs jet pt"
// and "b-tag efficiency vs mistag rate" plots
for (unsigned int ind = 0; ind < hltPathNames_.size(); ind++) {
dqmFolder_hist = Form("%s/Discriminator/%s", mainFolder_.c_str(), hltPathNames_[ind].c_str());
std::string effDir = Form("%s/Discriminator/%s/efficiency", mainFolder_.c_str(), hltPathNames_[ind].c_str());
std::string relationsDir = Form("%s/Discriminator/%s/HEP17_HEM17", mainFolder_.c_str(), hltPathNames_[ind].c_str());
ibooker.setCurrentFolder(effDir);
TH1 *den = nullptr;
TH1 *num = nullptr;
std::map<std::string, TH1F> effics;
std::map<std::string, bool> efficsOK;
std::map<std::string, std::map<HCALSpecials, TH1F>> efficsmod;
std::map<std::string, std::map<HCALSpecials, bool>> efficsmodOK;
for (unsigned int i = 0; i < m_mcLabels.size(); ++i) {
bool isOK = false;
std::string label = m_histoName.at(ind) + "__"; //"JetTag__";
std::string flavour = m_mcLabels[i];
label += flavour;
isOK =
GetNumDenumerators(ibooker, igetter, dqmFolder_hist + "/" + label, dqmFolder_hist + "/" + label, num, den, 0);
if (isOK) {
// do the 'b-tag efficiency vs discr' plot
effics[flavour] = calculateEfficiency1D(ibooker, igetter, *num, *den, label + "_efficiency_vs_disc");
efficsOK[flavour] = isOK;
}
// for modules (HEP17 etc.)
for (const auto &j : HCALSpecialsNames) {
ibooker.setCurrentFolder(dqmFolder_hist + "/" + j.second + "/efficiency");
isOK = GetNumDenumerators(ibooker,
igetter,
dqmFolder_hist + "/" + j.second + "/" + label,
dqmFolder_hist + "/" + j.second + "/" + label,
num,
den,
0);
if (isOK) {
// do the 'b-tag efficiency vs discr' plot
efficsmod[flavour][j.first] =
calculateEfficiency1D(ibooker, igetter, *num, *den, label + "_efficiency_vs_disc");
efficsmodOK[flavour][j.first] = isOK;
}
}
ibooker.setCurrentFolder(effDir);
label = m_histoName.at(ind) + "___";
std::string labelEta = label;
std::string labelPhi = label;
label += flavour + "_disc_pT";
labelEta += flavour + "_disc_eta";
labelPhi += flavour + "_disc_phi";
isOK =
GetNumDenumerators(ibooker, igetter, dqmFolder_hist + "/" + label, dqmFolder_hist + "/" + label, num, den, 1);
if (isOK) {
// do the 'b-tag efficiency vs pT' plot
TH1F eff = calculateEfficiency1D(ibooker, igetter, *num, *den, label + "_efficiency_vs_pT");
}
isOK = GetNumDenumerators(
ibooker, igetter, dqmFolder_hist + "/" + labelEta, dqmFolder_hist + "/" + labelEta, num, den, 2);
if (isOK) {
// do the 'b-tag efficiency vs Eta' plot
TH1F eff = calculateEfficiency1D(ibooker, igetter, *num, *den, labelEta + "_efficiency_vs_eta");
}
isOK = GetNumDenumerators(
ibooker, igetter, dqmFolder_hist + "/" + labelPhi, dqmFolder_hist + "/" + labelPhi, num, den, 2);
if (isOK) {
// do the 'b-tag efficiency vs Phi' plot
TH1F eff = calculateEfficiency1D(ibooker, igetter, *num, *den, labelPhi + "_efficiency_vs_phi");
}
/// save efficiency_vs_disc_HEP17 / efficiency_vs_disc_HEM17 plots
ibooker.setCurrentFolder(relationsDir);
if (efficsmodOK[flavour][HEP17] && efficsmodOK[flavour][HEM17])
modulesrate(ibooker,
igetter,
&efficsmod[flavour][HEP17],
&efficsmod[flavour][HEM17],
m_histoName.at(ind) + "_" + flavour + "_HEP17_HEM17_effs_vs_disc_rate");
ibooker.setCurrentFolder(effDir);
} /// for mc labels
/// save mistagrate vs b-eff plots
if (efficsOK["b"] && efficsOK["c"])
mistagrate(ibooker, igetter, &effics["b"], &effics["c"], m_histoName.at(ind) + "_b_c_mistagrate");
if (efficsOK["b"] && efficsOK["light"])
mistagrate(ibooker, igetter, &effics["b"], &effics["light"], m_histoName.at(ind) + "_b_light_mistagrate");
if (efficsOK["b"] && efficsOK["g"])
mistagrate(ibooker, igetter, &effics["b"], &effics["g"], m_histoName.at(ind) + "_b_g_mistagrate");
/// save mistagrate vs b-eff plots for modules (HEP17 etc.)
for (const auto &j : HCALSpecialsNames) {
ibooker.setCurrentFolder(dqmFolder_hist + "/" + j.second + "/efficiency");
if (efficsmodOK["b"][j.first] && efficsmodOK["c"][j.first])
mistagrate(ibooker,
igetter,
&efficsmod["b"][j.first],
&efficsmod["c"][j.first],
m_histoName.at(ind) + "_b_c_mistagrate");
if (efficsmodOK["b"][j.first] && efficsmodOK["light"][j.first])
mistagrate(ibooker,
igetter,
&efficsmod["b"][j.first],
&efficsmod["light"][j.first],
m_histoName.at(ind) + "_b_light_mistagrate");
if (efficsmodOK["b"][j.first] && efficsmodOK["g"][j.first])
mistagrate(ibooker,
igetter,
&efficsmod["b"][j.first],
&efficsmod["g"][j.first],
m_histoName.at(ind) + "_b_g_mistagrate");
}
/// save mistagrate_HEP17 / mistagrate_HEM17 plots
ibooker.setCurrentFolder(relationsDir);
bool isOK = false;
isOK = GetNumDenumerators(ibooker,
igetter,
dqmFolder_hist + "/HEP17/efficiency/" + m_histoName.at(ind) + "_b_c_mistagrate",
dqmFolder_hist + "/HEM17/efficiency/" + m_histoName.at(ind) + "_b_c_mistagrate",
num,
den,
3);
if (isOK)
modulesrate(ibooker, igetter, (TH1F *)num, (TH1F *)den, m_histoName.at(ind) + "_HEP17_HEM17_b_c_mistagrate");
isOK = GetNumDenumerators(ibooker,
igetter,
dqmFolder_hist + "/HEP17/efficiency/" + m_histoName.at(ind) + "_b_light_mistagrate",
dqmFolder_hist + "/HEM17/efficiency/" + m_histoName.at(ind) + "_b_light_mistagrate",
num,
den,
3);
if (isOK)
modulesrate(ibooker, igetter, (TH1F *)num, (TH1F *)den, m_histoName.at(ind) + "_HEP17_HEM17_b_light_mistagrate");
isOK = GetNumDenumerators(ibooker,
igetter,
dqmFolder_hist + "/HEP17/efficiency/" + m_histoName.at(ind) + "_b_g_mistagrate",
dqmFolder_hist + "/HEM17/efficiency/" + m_histoName.at(ind) + "_b_g_mistagrate",
num,
den,
3);
if (isOK)
modulesrate(ibooker, igetter, (TH1F *)num, (TH1F *)den, m_histoName.at(ind) + "_HEP17_HEM17_b_g_mistagrate");
} /// for triggers
}
bool HLTBTagHarvestingAnalyzer::GetNumDenumerators(DQMStore::IBooker &ibooker,
DQMStore::IGetter &igetter,
std::string num,
std::string den,
TH1 *&ptrnum,
TH1 *&ptrden,
int type) {
using namespace edm;
/*
possible types:
type =0 for eff_vs_discriminator
type =1 for eff_vs_pT
type =2 for eff_vs_eta or eff_vs_phi
type =3 for HEP17 / HEM17 mistagrate relation
*/
MonitorElement *denME = nullptr;
MonitorElement *numME = nullptr;
denME = igetter.get(den);
numME = igetter.get(num);
Exception excp(errors::LogicError);
if (denME == nullptr || numME == nullptr) {
excp << "Plots not found:\n";
if (denME == nullptr)
excp << den << "\n";
if (numME == nullptr)
excp << num << "\n";
excp.raise();
}
if (type == 0) // efficiency_vs_discr: fill "ptrnum" with the cumulative function of
// the DQM plots contained in "num" and "ptrden" with a flat function
{
TH1 *numH1 = numME->getTH1();
TH1 *denH1 = denME->getTH1();
ptrden = (TH1 *)denH1->Clone("denominator");
ptrnum = (TH1 *)numH1->Clone("numerator");
ptrnum->SetBinContent(1, numH1->Integral());
ptrden->SetBinContent(1, numH1->Integral());
for (int j = 2; j <= numH1->GetNbinsX(); j++) {
ptrnum->SetBinContent(j, numH1->Integral() - numH1->Integral(1, j - 1));
ptrden->SetBinContent(j, numH1->Integral());
}
}
if (type == 1) // efficiency_vs_pT: fill "ptrden" with projection of the plots
// contained in "den" and fill "ptrnum" with projection of the
// plots contained in "num", having btag>m_minTag
{
TH2F *numH2 = numME->getTH2F();
TH2F *denH2 = denME->getTH2F();
/// numerator preparing
TCutG *cutg_num = new TCutG("cutg_num", 4);
cutg_num->SetPoint(0, m_minTag, 0);
cutg_num->SetPoint(1, m_minTag, 9999);
cutg_num->SetPoint(2, 1.1, 9999);
cutg_num->SetPoint(3, 1.1, 0);
ptrnum = numH2->ProjectionY("numerator", 0, -1, "[cutg_num]");
/// denominator preparing
TCutG *cutg_den = new TCutG("cutg_den", 4);
cutg_den->SetPoint(0, -10.1, 0);
cutg_den->SetPoint(1, -10.1, 9999);
cutg_den->SetPoint(2, 1.1, 9999);
cutg_den->SetPoint(3, 1.1, 0);
ptrden = denH2->ProjectionY("denumerator", 0, -1, "[cutg_den]");
delete cutg_num;
delete cutg_den;
}
if (type == 2) // efficiency_vs_eta: fill "ptrden" with projection of the
// plots contained in "den" and fill "ptrnum" with projection
// of the plots contained in "num", having btag>m_minTag
{
TH2F *numH2 = numME->getTH2F();
TH2F *denH2 = denME->getTH2F();
/// numerator preparing
TCutG *cutg_num = new TCutG("cutg_num", 4);
cutg_num->SetPoint(0, m_minTag, -10);
cutg_num->SetPoint(1, m_minTag, 10);
cutg_num->SetPoint(2, 1.1, 10);
cutg_num->SetPoint(3, 1.1, -10);
ptrnum = numH2->ProjectionY("numerator", 0, -1, "[cutg_num]");
/// denominator preparing
TCutG *cutg_den = new TCutG("cutg_den", 4);
cutg_den->SetPoint(0, -10.1, -10);
cutg_den->SetPoint(1, -10.1, 10);
cutg_den->SetPoint(2, 1.1, 10);
cutg_den->SetPoint(3, 1.1, -10);
ptrden = denH2->ProjectionY("denumerator", 0, -1, "[cutg_den]");
delete cutg_num;
delete cutg_den;
}
if (type == 3) // mistagrate HEP17 / HEM17 relation: fill "ptrnum" with HEP17
// mistagrate and "ptrden" with HEM17 mistagrate
{
ptrden = denME->getTH1();
ptrnum = numME->getTH1();
}
return true;
}
void HLTBTagHarvestingAnalyzer::mistagrate(
DQMStore::IBooker &ibooker, DQMStore::IGetter &igetter, TH1F *num, TH1F *den, std::string effName) {
// do the efficiency_vs_mistag_rate plot
TH1F *eff;
eff = new TH1F(effName.c_str(), effName.c_str(), 100, 0, 1);
eff->SetTitle(effName.c_str());
eff->SetXTitle("b-effficiency");
eff->SetYTitle("mistag rate");
eff->SetOption("E");
eff->SetLineColor(2);
eff->SetLineWidth(2);
eff->SetMarkerStyle(20);
eff->SetMarkerSize(0.8);
eff->GetYaxis()->SetRangeUser(0.001, 1.001);
eff->GetXaxis()->SetRangeUser(-0.001, 1.001);
eff->SetStats(kFALSE);
// for each bin in the discr -> find efficiency and mistagrate -> put them in
// a plot
for (int i = 1; i <= num->GetNbinsX(); i++) {
double beff = num->GetBinContent(i);
double miseff = den->GetBinContent(i);
double miseffErr = den->GetBinError(i);
int binX = eff->GetXaxis()->FindBin(beff);
if (eff->GetBinContent(binX) != 0)
continue;
eff->SetBinContent(binX, miseff);
eff->SetBinError(binX, miseffErr);
}
MonitorElement *me;
me = ibooker.book1D(effName, eff);
me->setEfficiencyFlag();
delete eff;
return;
}
void HLTBTagHarvestingAnalyzer::modulesrate(
DQMStore::IBooker &ibooker, DQMStore::IGetter &igetter, TH1F *num, TH1F *den, std::string effName) {
// do the eff_vs_disc_HEP17 / eff_vs_disc_HEM17 plot
TH1F *eff = new TH1F(*num);
// eff = new TH1F(effName.c_str(),effName.c_str(),100,0,1);
eff->Divide(den);
eff->SetTitle(effName.c_str());
eff->SetXTitle(num->GetXaxis()->GetTitle());
eff->SetYTitle("");
eff->SetOption("E");
eff->SetLineColor(2);
eff->SetLineWidth(2);
eff->SetMarkerStyle(20);
eff->SetMarkerSize(0.8);
eff->GetYaxis()->SetRangeUser(0.001, 2.001);
// eff->GetXaxis()->SetRangeUser(-0.001,1.001);
eff->SetStats(kFALSE);
MonitorElement *me;
me = ibooker.book1D(effName, eff);
me->setEfficiencyFlag();
delete eff;
return;
}
TH1F HLTBTagHarvestingAnalyzer::calculateEfficiency1D(
DQMStore::IBooker &ibooker, DQMStore::IGetter &igetter, TH1 &num, TH1 &den, std::string effName) {
// calculate the efficiency as num/den ratio
TH1F eff;
if (num.GetXaxis()->GetXbins()->GetSize() == 0) {
eff = TH1F(effName.c_str(),
effName.c_str(),
num.GetXaxis()->GetNbins(),
num.GetXaxis()->GetXmin(),
num.GetXaxis()->GetXmax());
} else {
eff = TH1F(effName.c_str(), effName.c_str(), num.GetXaxis()->GetNbins(), num.GetXaxis()->GetXbins()->GetArray());
}
eff.SetTitle(effName.c_str());
eff.SetXTitle(num.GetXaxis()->GetTitle());
eff.SetYTitle("Efficiency");
eff.SetOption("PE");
eff.SetLineColor(2);
eff.SetLineWidth(2);
eff.SetMarkerStyle(20);
eff.SetMarkerSize(0.8);
eff.GetYaxis()->SetRangeUser(-0.001, 1.001);
for (int i = 1; i <= num.GetNbinsX(); i++) {
double d, n, err;
d = den.GetBinContent(i);
n = num.GetBinContent(i);
double e;
if (d != 0) {
e = n / d;
err = std::max(e - TEfficiency::ClopperPearson(d, n, 0.683, false),
TEfficiency::ClopperPearson(d, n, 0.683, true) - e);
// err = sqrt(e*(1-e)/d); //from binomial standard deviation
} else {
e = 0;
err = 0;
}
eff.SetBinContent(i, e);
eff.SetBinError(i, err);
}
MonitorElement *me;
me = ibooker.book1D(effName, &eff);
me->setEfficiencyFlag();
return eff;
}
// define this as a plug-in
DEFINE_FWK_MODULE(HLTBTagHarvestingAnalyzer);
|