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#include <algorithm>
#include <sstream>
#include "CondFormats/BTauObjects/interface/BTagEntry.h"
#include "FWCore/Utilities/interface/Exception.h"
BTagEntry::Parameters::Parameters(OperatingPoint op,
std::string measurement_type,
std::string sys_type,
JetFlavor jf,
float eta_min,
float eta_max,
float pt_min,
float pt_max,
float discr_min,
float discr_max)
: operatingPoint(op),
measurementType(measurement_type),
sysType(sys_type),
jetFlavor(jf),
etaMin(eta_min),
etaMax(eta_max),
ptMin(pt_min),
ptMax(pt_max),
discrMin(discr_min),
discrMax(discr_max) {
std::transform(measurementType.begin(), measurementType.end(), measurementType.begin(), ::tolower);
std::transform(sysType.begin(), sysType.end(), sysType.begin(), ::tolower);
}
BTagEntry::BTagEntry(const std::string& csvLine, bool validate) {
// make tokens
std::stringstream buff(csvLine);
std::vector<std::string> vec;
std::string token;
while (std::getline(buff, token, ","[0])) {
token = BTagEntry::trimStr(token);
if (token.empty()) {
continue;
}
vec.push_back(token);
}
if (vec.size() != 11) {
throw cms::Exception("BTagCalibration") << "Invalid csv line; num tokens != 11: " << csvLine;
}
// clean string values
char chars[] = " \"\n";
for (unsigned int i = 0; i < strlen(chars); ++i) {
vec[1].erase(remove(vec[1].begin(), vec[1].end(), chars[i]), vec[1].end());
vec[2].erase(remove(vec[2].begin(), vec[2].end(), chars[i]), vec[2].end());
vec[10].erase(remove(vec[10].begin(), vec[10].end(), chars[i]), vec[10].end());
}
// make formula
formula = vec[10];
if (validate) {
TF1 f1("", formula.c_str()); // compile formula to check validity
if (f1.IsZombie()) {
throw cms::Exception("BTagCalibration") << "Invalid csv line; formula does not compile: " << csvLine;
}
}
// make parameters
unsigned op = stoi(vec[0]);
if (op > 3) {
throw cms::Exception("BTagCalibration") << "Invalid csv line; OperatingPoint > 3: " << csvLine;
}
unsigned jf = stoi(vec[3]);
if (jf > 2) {
throw cms::Exception("BTagCalibration") << "Invalid csv line; JetFlavor > 2: " << csvLine;
}
params = BTagEntry::Parameters(BTagEntry::OperatingPoint(op),
vec[1],
vec[2],
BTagEntry::JetFlavor(jf),
stof(vec[4]),
stof(vec[5]),
stof(vec[6]),
stof(vec[7]),
stof(vec[8]),
stof(vec[9]));
}
BTagEntry::BTagEntry(const std::string& func, BTagEntry::Parameters p) : formula(func), params(p) {
TF1 f1("", formula.c_str()); // compile formula to check validity
if (f1.IsZombie()) {
throw cms::Exception("BTagCalibration") << "Invalid func string; formula does not compile: " << func;
}
}
BTagEntry::BTagEntry(const TF1* func, BTagEntry::Parameters p)
: formula(std::string(func->GetExpFormula("p").Data())), params(p) {
if (func->IsZombie()) {
throw cms::Exception("BTagCalibration") << "Invalid TF1 function; function is zombie: " << func->GetName();
}
}
// Creates chained step functions like this:
// "<prevous_bin> : x<bin_high_bound ? bin_value : <next_bin>"
// e.g. "x<0 ? 1 : x<1 ? 2 : x<2 ? 3 : 4"
std::string th1ToFormulaLin(const TH1* hist) {
int nbins = hist->GetNbinsX();
TAxis const* axis = hist->GetXaxis();
std::stringstream buff;
buff << "x<" << axis->GetBinLowEdge(1) << " ? 0. : "; // default value
for (int i = 1; i < nbins + 1; ++i) {
char tmp_buff[50];
sprintf(tmp_buff,
"x<%g ? %g : ", // %g is the smaller one of %e or %f
axis->GetBinUpEdge(i),
hist->GetBinContent(i));
buff << tmp_buff;
}
buff << 0.; // default value
return buff.str();
}
// Creates step functions making a binary search tree:
// "x<mid_bin_bound ? (<left side tree>) : (<right side tree>)"
// e.g. "x<2 ? (x<1 ? (x<0 ? 0:0.1) : (1)) : (x<4 ? (x<3 ? 2:3) : (0))"
std::string th1ToFormulaBinTree(const TH1* hist, int start = 0, int end = -1) {
if (end == -1) { // initialize
start = 0.;
end = hist->GetNbinsX() + 1;
TH1* h2 = (TH1*)hist->Clone();
h2->SetBinContent(start, 0); // kill underflow
h2->SetBinContent(end, 0); // kill overflow
std::string res = th1ToFormulaBinTree(h2, start, end);
delete h2;
return res;
}
if (start == end) { // leave is reached
char tmp_buff[20];
sprintf(tmp_buff, "%g", hist->GetBinContent(start));
return std::string(tmp_buff);
}
if (start == end - 1) { // no parenthesis for neighbors
char tmp_buff[70];
sprintf(tmp_buff,
"x<%g ? %g:%g",
hist->GetXaxis()->GetBinUpEdge(start),
hist->GetBinContent(start),
hist->GetBinContent(end));
return std::string(tmp_buff);
}
// top-down recursion
std::stringstream buff;
int mid = (end - start) / 2 + start;
char tmp_buff[25];
sprintf(tmp_buff, "x<%g ? (", hist->GetXaxis()->GetBinUpEdge(mid));
buff << tmp_buff << th1ToFormulaBinTree(hist, start, mid) << ") : (" << th1ToFormulaBinTree(hist, mid + 1, end)
<< ")";
return buff.str();
}
BTagEntry::BTagEntry(const TH1* hist, BTagEntry::Parameters p) : params(p) {
int nbins = hist->GetNbinsX();
TAxis const* axis = hist->GetXaxis();
// overwrite bounds with histo values
if (params.operatingPoint == BTagEntry::OP_RESHAPING) {
params.discrMin = axis->GetBinLowEdge(1);
params.discrMax = axis->GetBinUpEdge(nbins);
} else {
params.ptMin = axis->GetBinLowEdge(1);
params.ptMax = axis->GetBinUpEdge(nbins);
}
// balanced full binary tree height = ceil(log(2*n_leaves)/log(2))
// breakes even around 10, but lower values are more propable in pt-spectrum
if (nbins < 15) {
formula = th1ToFormulaLin(hist);
} else {
formula = th1ToFormulaBinTree(hist);
}
// compile formula to check validity
TF1 f1("", formula.c_str());
if (f1.IsZombie()) {
throw cms::Exception("BTagCalibration")
<< "Invalid histogram; formula does not compile (>150 bins?): " << hist->GetName();
}
}
std::string BTagEntry::makeCSVHeader() {
return "OperatingPoint, "
"measurementType, "
"sysType, "
"jetFlavor, "
"etaMin, "
"etaMax, "
"ptMin, "
"ptMax, "
"discrMin, "
"discrMax, "
"formula \n";
}
std::string BTagEntry::makeCSVLine() const {
std::stringstream buff;
buff << params.operatingPoint << ", " << params.measurementType << ", " << params.sysType << ", " << params.jetFlavor
<< ", " << params.etaMin << ", " << params.etaMax << ", " << params.ptMin << ", " << params.ptMax << ", "
<< params.discrMin << ", " << params.discrMax << ", \"" << formula << "\" \n";
return buff.str();
}
std::string BTagEntry::trimStr(std::string str) {
size_t s = str.find_first_not_of(" \n\r\t");
size_t e = str.find_last_not_of(" \n\r\t");
if ((std::string::npos == s) || (std::string::npos == e))
return "";
else
return str.substr(s, e - s + 1);
}
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