DAS  3.0
Das Analysis System
DAS Namespace Reference

Namespaces

 BTagging
 
 Chebyshev
 
 DoubleCrystalBall
 
 JetEnergy
 
 Jets
 
 JetVeto
 
 MissingET
 
 MN
 
 Muon
 
 Muons
 
 Normalisation
 
 Photon
 
 Prefiring
 
 PUprofile
 
 PUstaub
 
 Uncertainties
 
 Unfolding
 

Classes

class  AbstractEvent
 
struct  AbstractPhysicsObject
 
struct  ControlPlots
 
struct  Di
 
class  GenericSFApplier
 
struct  GenEvent
 
struct  GenJet
 
struct  GenMuon
 
struct  GenPhoton
 
struct  Greta
 
struct  GretaPolynomial
 
class  GretaPolynomialReader
 
struct  Helper
 
struct  JMEmatching
 
struct  MET
 
struct  Parameters
 
class  PhysicsObject
 
struct  PileUp
 
struct  PrimaryVertex
 
struct  RecEvent
 
struct  RecJet
 
struct  RecMuon
 
struct  RecPhoton
 
class  Teddy
 
struct  Thunberg
 
struct  Trigger
 
struct  TriggerLumi
 
struct  Weight
 

Typedefs

using GenDijet = Di< GenJet, GenJet >
 
using GenDimuon = Di< GenMuon, GenMuon >
 
using GenZJet = Di< GenDimuon, GenJet >
 
using RecDijet = Di< RecJet, RecJet >
 
using RecDimuon = Di< RecMuon, RecMuon >
 
using RecZJet = Di< RecDimuon, RecJet >
 
typedef ROOT::Math::LorentzVector< ROOT::Math::PtEtaPhiM4D< float > > FourVector
 
typedef std::vector< WeightWeights
 

Functions

void mergeNtuples (const vector< fs::path > &inputs, const fs::path &output, const pt::ptree &config, const int steering, const DT::Slice slice={1, 0})
 
std::vector< TString > MakeTitle (const std::vector< double > &edges, const char *v, bool lowEdge, bool highEdge, std::function< const char *(double)> format)
 
Darwin::Tools::Options Options (const char *, int=Darwin::Tools::none)
 
std::unique_ptr< TH1 > getHistSafe (std::unique_ptr< TFile > &f, const std::string &name)
 
template<class Object >
WeightsweightsRef (Object &obj)
 
double identity (double x)
 
template<const size_t d>
TF1 * GetSmoothFit (TH1 *h, int ifm, int ifM, int nSigmaStop=0, const char *options="Q0SNRE", bool autoStop=false)
 
template<const size_t d>
TF1 * GetSmoothFit (TH1 *h, double m, double M, int nSigmaStop=0, const char *options="Q0SNRE", bool autoStop=false)
 
bool pt_sort (const PhysicsObject &j1, const PhysicsObject &j2)
 
template<typename TTreePtr >
bool branchExists (const TTreePtr &tree, TString brName)
 
template<typename T >
std::vector< T * > GetObjects (TDirectory *dir)
 
TDirectory * GetDirectory (TDirectory *dir, const std::vector< const char * > &names)
 
void EventLoop (const vector< fs::path > &inputs, const fs::path &output, const pt::ptree &config, const int steering, const DT::Slice slice={1, 0})
 
void SimpleExec (const fs::path &input, const fs::path &output, const pt::ptree &config, const int steering)
 
vector< double > GetTriggerTurnons (const fs::path &f)
 
void getMETfraction (const vector< fs::path > &inputs, const fs::path &output, const pt::ptree &config, const int steering, const DT::Slice slice={1, 0})
 
std::map< int, TriggerLumiGetLumiFromFiles (const std::filesystem::path &lumi_file, const std::filesystem::path &turnon_file)
 
map< int, TriggerLumiGetLumiFromFiles (const fs::path &lumi_file, const fs::path &turnon_file)
 
bool operator== (const PhysicsObject &l, const PhysicsObject &r)
 
bool operator< (const PhysicsObject &l, const PhysicsObject &r)
 
bool operator> (const PhysicsObject &l, const PhysicsObject &r)
 
bool operator== (const Weight &w, const int v)
 
bool operator== (const Weight &w, const float v)
 
bool operator== (const Weight &w, const double v)
 
bool operator== (const Weight &l, const Weight &r)
 
double operator* (const Weight &w, const int v)
 
double operator* (const int v, const Weight &w)
 
double operator* (const Weight &w, const float v)
 
double operator* (const float v, const Weight &w)
 
double operator* (const Weight &w, const double v)
 
double operator* (const double v, const Weight &w)
 
Weightoperator*= (Weight &w, const int v)
 
Weightoperator/= (Weight &w, const int v)
 
Weightoperator*= (Weight &w, const float v)
 
Weightoperator/= (Weight &w, const float v)
 
Weightoperator*= (Weight &w, const double v)
 
Weightoperator/= (Weight &w, const double v)
 
double operator* (const Weight &w1, const Weight &w2)
 
Weightsoperator*= (Weights &wgts, const int v)
 
Weightsoperator/= (Weights &wgts, const int v)
 
Weightsoperator*= (Weights &wgts, const float v)
 
Weightsoperator/= (Weights &wgts, const float v)
 
Weightsoperator*= (Weights &wgts, const double v)
 
Weightsoperator/= (Weights &wgts, const double v)
 
void getHighScalePUeventIDs (const vector< fs::path > &inputs, const fs::path &output, const pt::ptree &config, const int steering, const DT::Slice slice={1, 0})
 
void getHighScalePUeventIDsHT (const vector< fs::path > &inputs, const fs::path &output, const pt::ptree &config, const int steering, const DT::Slice slice={1, 0})
 
pair< int, int > GetBinRange (TH1 *h)
 
void ScaleWidth (TH1 *h, TH2 *cov)
 
void getSmoothFits (const fs::path &input, const fs::path &output, const pt::ptree &config, const int steering, const DT::Slice slice={1, 0})
 
Eigen::VectorXd identity (const Eigen::VectorXd &x)
 

Variables

static const std::vector< double > pthat_edges {30,34,39,44,50,56,63,71,80,89,98,108,120,131,143,156,170,196,226,260,300,336,375,420,470,500,531,564,600,645,693,744,800,846,894,946,1000,1088,1183,1287,1400,1491,1587,1690,1800,1934,2078,2233,2400,2579,2771,2978,3200,3578,4000,4472,5000}
 
static const std::vector< double > pt_edges {9, 12, 15,18,21,24,28,32,37,43,49,56,64,74,84,97,114,133,153,174,196,220,245,272,300,330,362,395,430,468,507,548,592,638,686,737,790,846,905,967,1032,1101,1172,1248,1327,1410,1497,1588,1684,1784,1890,2000,2116,2238,2366,2500,2640,2787,2941,3103,3273,3450,3637,3832,4037}
 
static const std::vector< double > Mjj_edges {160, 200, 249, 306, 372, 449, 539, 641, 756, 887, 1029, 1187, 1361, 1556, 1769, 2008, 2273, 2572, 2915, 3306, 3754, 4244, 4805, 5374, 6094, 6908, 7861, 8929, 10050 }
 
static const std::vector< double > pt_av_edges {147, 175, 207, 243, 284, 329, 380, 437, 499, 569, 646, 732, 827, 931, 1046, 1171, 1307, 1458, 1621, 1806, 2003, 2217, 2453, 2702}
 
static const std::vector< double > y_edges {0.0, 0.5, 1.0, 1.5, 2.0, 2.5, 3.0}
 
static const std::vector< double > n_edges {0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5}
 
static const int nYbins = y_edges.size()-1
 
static const int nPtBins = pt_edges.size()-1
 
static const int nMjjBins = Mjj_edges.size()-1
 
static const int nPtDijetBins = pt_av_edges.size()-1
 
static const int maxMult = n_edges.size()-1
 
static const std::vector< TString > yBins = MakeTitle(y_edges, "|y|", false, true, [](double v) { return Form("%.1f", v);} )
 
static const double ptmin = pt_edges.front()
 
static const double ptmax = pt_edges.back()
 
static const double ymin = y_edges.front()
 
static const double ymax = y_edges.back()
 
static const int nPUbins = 100
 
const std::string SysUp = "Up"
 
const std::string SysDown = "Down"
 

Typedef Documentation

◆ FourVector

typedef ROOT::Math::LorentzVector< ROOT::Math::PtEtaPhiM4D< float > > FourVector

◆ GenDijet

◆ GenDimuon

◆ GenZJet

◆ RecDijet

◆ RecDimuon

◆ RecZJet

◆ Weights

typedef std::vector<Weight> Weights

Function Documentation

◆ branchExists()

bool DAS::branchExists ( const TTreePtr &  tree,
TString  brName 
)

Check if branch exists

Loop over branches of tree and check if brName exists

28 {
29  auto brList = tree->GetListOfBranches();
30  bool brFound = false;
31  for (auto it = brList->begin(); it != brList->end(); ++it) {
32  TString name = (*it)->GetName();
33  if (name == brName) brFound = true;
34  }
35  return brFound;
36 }

◆ EventLoop()

void DAS::EventLoop ( const vector< fs::path > &  inputs,
const fs::path &  output,
const pt::ptree &  config,
const int  steering,
const DT::Slice  slice = {1,0} 
)

Template for function (TODO)

Parameters
inputsinput ROOT files (n-tuples)
outputoutput ROOT file (n-tuple)
configconfig handled with `Darwin::Tools::options`
steeringparameters obtained from explicit options
slicenumber and index of slice
39  {1,0}
40  )
41 {
42  cout << __func__ << ' ' << slice << " start" << endl;
43 
44  unique_ptr<TChain> tIn = DT::GetChain(inputs);
45  unique_ptr<TFile> fOut(DT_GetOutput(output));
46  auto tOut = unique_ptr<TTree>(tIn->CloneTree(0));
47 
48  DT::MetaInfo metainfo(tOut);
49  metainfo.Check(config);
50  auto isMC = metainfo.Get<bool>("flags", "isMC");
51  // TODO: fetch info from MetaInfo and/or fill it with new information
52 
53  vector<RecJet> * recJets = nullptr;
54  tIn->SetBranchAddress("recJets", &recJets);
55  vector<GenJet> * genJets = nullptr;
56  if (isMC)
57  tIn->SetBranchAddress("genJets", &genJets);
58  // TODO: load any branch you may need
59 
60  for (DT::Looper looper(tIn, slice); looper(); ++looper) {
61  [[ maybe_unused]]
62  static auto& cout = (steering & DT::verbose) == DT::verbose ? ::cout : DT::dev_null;
63 
64  // TODO: modify the branches
65 
66  if ((steering & DT::fill) == DT::fill) tOut->Fill();
67  }
68 
69  metainfo.Set<bool>("git", "complete", true);
70  tOut->Write();
71 
72  cout << __func__ << ' ' << slice << " stop" << endl;
73 }

◆ GetBinRange()

pair<int,int> DAS::GetBinRange ( TH1 *  h)

Find range for non-empty bins in an input histogram.

33 {
34  int N = h->GetNbinsX();
35  int im, iM;
36  for (im = 1; h->GetBinContent(im) <= 0 && im <= N; ++im);
37  for (iM = im; h->GetBinContent(iM) > 0 && iM <= N; ++iM);
38  --iM;
39  return {im,iM};
40 }

◆ GetDirectory()

TDirectory* DAS::GetDirectory ( TDirectory *  dir,
const std::vector< const char * > &  names 
)
inline

Get ((...)sub)subdirectory of dir.

56 {
57  for (const char * name: names) {
58  TDirectory * subdir = dir->GetDirectory(name);
59  if (!subdir)
60  BOOST_THROW_EXCEPTION( std::invalid_argument(
61  Form("`%s` could not be found in `%s`", name, dir->GetName())) );
62  dir = subdir;
63  }
64  return dir;
65 }

◆ getHighScalePUeventIDs()

void DAS::getHighScalePUeventIDs ( const vector< fs::path > &  inputs,
const fs::path &  output,
const pt::ptree &  config,
const int  steering,
const DT::Slice  slice = {1,0} 
)

Make a 2-column list of MB event IDs with the max genpt (if any).

Unlike most commands, this command should be run on the output of the n-tupliser directly, and only makes sense (even though it would technically work) for MB samples without pileup.

Todo:
include test in CI
Parameters
inputsinput ROOT files (n-tuples)
outputoutput ROOT file (n-tuple)
configconfig handled with `Darwin::Tools::options`
steeringparameters obtained from explicit options
slicenumber and index of slice
49  {1,0}
50  )
51 {
52  cout << __func__ << ' ' << slice << " start" << endl;
53 
54  shared_ptr<TChain> tIn = DT::GetChain(inputs, "ntupliser/events");
55 
56  RecEvent * recEvt = nullptr;
57  GenEvent * genEvt = nullptr;
58  tIn->SetBranchAddress("recEvent", &recEvt);
59  tIn->SetBranchAddress("genEvent", &genEvt);
60  vector<GenJet> * genJets = nullptr;
61  tIn->SetBranchAddress("genJets", &genJets);
62 
63  const auto minpt = config.get<float>("corrections.PUstaub.minpt");
64 
65  unordered_map<unsigned long long, float> maxgenpts;
66 
67  for (DT::Looper looper(tIn, slice); looper(); ++looper) {
68  [[ maybe_unused]]
69  static auto& cout = steering & DT::verbose ? ::cout : DT::dev_null;
70 
71  if (genJets->size() == 0) continue;
72  float pthat = genEvt->hard_scale,
73  maxgenpt = genJets->front().p4.Pt();
74 
75  if (pthat > 0 ? (maxgenpt > 3*pthat) // refinement to remove crazy parton shower
76  : (maxgenpt > minpt)) // refinment to remove diffractive events
77  maxgenpts[recEvt->evtNo] = maxgenpt;
78  }
79 
80  pt::ptree prop_tree;
81  for (const auto& evtID_pt: maxgenpts) {
82  auto evtID = Form("%llu", evtID_pt.first);
83  auto pt = evtID_pt.second;
84  prop_tree.put<float>(evtID, pt);
85  }
86  write_info(output.c_str(), prop_tree);
87 
88  cout << __func__ << ' ' << slice << " stop" << endl;
89 }

◆ getHighScalePUeventIDsHT()

void DAS::getHighScalePUeventIDsHT ( const vector< fs::path > &  inputs,
const fs::path &  output,
const pt::ptree &  config,
const int  steering,
const DT::Slice  slice = {1,0} 
)

Make a 2-column list of MB event IDs with the max genht (if any).

Unlike most commands, this command should be run on the output of the n-tupliser directly, and only makes sense (even though it would technically work) for MB samples without pileup.

Todo:
include test in CI
Parameters
inputsinput ROOT files (n-tuples)
outputoutput ROOT file (n-tuple)
configconfig handled with `Darwin::Tools::options`
steeringparameters obtained from explicit options
slicenumber and index of slice
49  {1,0}
50  )
51 {
52  cout << __func__ << ' ' << slice << " start" << endl;
53 
54  shared_ptr<TChain> tIn = DT::GetChain(inputs, "ntupliser/events");
55 
56  RecEvent * recEvt = nullptr;
57  GenEvent * genEvt = nullptr;
58  tIn->SetBranchAddress("recEvent", &recEvt);
59  tIn->SetBranchAddress("genEvent", &genEvt);
60  vector<GenJet> * genJets = nullptr;
61  tIn->SetBranchAddress("genJets", &genJets);
62 
63  const auto minht = config.get<float>("corrections.PUstaub.minht");
64 
65  unordered_map<unsigned long long, float> hts;
66 
67  for (DT::Looper looper(tIn, slice); looper(); ++looper) {
68  [[ maybe_unused]]
69  static auto& cout = steering & DT::verbose ? ::cout : DT::dev_null;
70 
71  if (genJets->size() == 0) continue;
72 
73  float ht = 0;
74  for (const auto& jet : *genJets) {
75  ht += jet.p4.Pt();
76  }
77 
78  if (ht > minht)
79  hts[recEvt->evtNo] = ht;
80 
81  }
82 
83  pt::ptree prop_tree;
84  for (const auto& evtID_ht: hts) {
85  auto evtID = Form("%llu", evtID_ht.first);
86  auto ht = evtID_ht.second;
87  prop_tree.put<float>(evtID, ht);
88  }
89  write_info(output.c_str(), prop_tree);
90 
91  cout << __func__ << ' ' << slice << " stop" << endl;
92 }

◆ getHistSafe()

std::unique_ptr<TH1> DAS::getHistSafe ( std::unique_ptr< TFile > &  f,
const std::string &  name 
)
inline

Gets an histogram from a TFile.

Exceptions
Darwin::Exceptions::BadInputif the histogram doesn't exist
Todo:
Move to Darwin?
24 {
26  auto h = std::unique_ptr<TH1>(f->Get<TH1>(name.c_str()));
27  if (!h) {
28  std::cerr << name << std::endl;
29  BOOST_THROW_EXCEPTION( Darwin::Exceptions::BadInput("Can't find required histogram", f) );
30  }
31  h->SetDirectory(nullptr);
32  return h;
33 }

◆ GetLumiFromFiles() [1/2]

map<int, TriggerLumi> DAS::GetLumiFromFiles ( const fs::path &  lumi_file,
const fs::path &  turnon_file 
)

GetLumiFromFiles returns a map containing key value pairs corresponding to the trigger threshold at HLT (e.g. 40, 60, etc.) and the object containing the turn-on point and its effective luminosity.

37 {
38  map<int, TriggerLumi> trigger_luminosities;
39 
40  ifstream infile; // will be used twice consecutively
41 
42  auto checkFile = [&infile]() {
43  if (!infile.fail()) return;
44  cerr << "Failure at opening the file\n";
45  exit(EXIT_FAILURE);
46  };
47 
48  // 1) get effective luminosity
49  assert(fs::exists(lumi_file));
50  infile.open(lumi_file);
51  cout << "Opening lumi file: " << lumi_file << endl;
52  checkFile();
53  while (infile.good()) {
54  int trigger;
55  float lumi;
56  infile >> trigger >> lumi;
57  if (infile.eof()) break;
58  TriggerLumi trigger_lumi(trigger);
59  trigger_lumi.weight = 1./lumi;
60  cout << trigger << ' ' << lumi << ' ' << trigger_lumi.weight << '\n';
61  trigger_luminosities.insert({trigger, trigger_lumi});
62  }
63  infile.close();
64 
65  // 2) get turn-on points
66  cout << "Opening turn-on file: " << turnon_file << endl;
67  assert(fs::exists(turnon_file));
68  infile.open(turnon_file);
69  checkFile();
70  while (infile.good()) {
71  int trigger;
72  double turnon;
73  infile >> trigger >> turnon;
74  if (infile.eof()) break;
75  cout << trigger << ' ' << turnon << '\n';
76  TriggerLumi& trigger_lumi = trigger_luminosities.at(trigger);
77  trigger_lumi.turnon = ceil(turnon); //goes to int
78  }
79  infile.close();
80 
81  // then remove pairs with dummy entry
82  for (auto trigger_lumi = trigger_luminosities.begin();
83  trigger_lumi != trigger_luminosities.end(); /* nothing */) {
84 
85  // remove or increment
86  if ( trigger_lumi->second.turnon == DUMMY
87  || trigger_lumi->second.weight == DUMMY)
88  trigger_lumi = trigger_luminosities.erase(trigger_lumi);
89  else ++trigger_lumi;
90 
91  }
92 
93  // display
94  for (auto trigger_lumi: trigger_luminosities)
95  cout << trigger_lumi.first << '\t'
96  << trigger_lumi.second.turnon << '\t'
97  << trigger_lumi.second.weight << '\n';
98 
99  cout << flush;
100 
101  return trigger_luminosities;
102 }

◆ GetLumiFromFiles() [2/2]

std::map<int, TriggerLumi> DAS::GetLumiFromFiles ( const std::filesystem::path &  lumi_file,
const std::filesystem::path &  turnon_file 
)

path to text file with turn-on points

Parameters
lumi_filepath to text file with effective luminosities

◆ getMETfraction()

void DAS::getMETfraction ( const vector< fs::path > &  inputs,
const fs::path &  output,
const pt::ptree &  config,
const int  steering,
const DT::Slice  slice = {1,0} 
)

Get MET fraction for each jet trigger separately.

Parameters
inputsinput ROOT file (n-tuple)
outputoutput ROOT file (histograms)
configconfig handled with `Darwin::Tools::Options`
steeringparameters obtained from explicit options
slicenumber and index of slice
64  {1,0}
65  )
66 {
67  cout << __func__ << ' ' << slice << " start" << endl;
68 
69  unique_ptr<TChain> tIn = DT::GetChain(inputs);
70  unique_ptr<TFile> fOut(DT_GetOutput(output));
71  auto tOut = unique_ptr<TTree>(tIn->CloneTree(0));
72 
73  DT::MetaInfo metainfo(tOut);
74  auto isMC = metainfo.Get<bool>("flags", "isMC");
75 
76  RecEvent * rEv = nullptr;
77  GenEvent * gEv = nullptr;
78  MET * met = nullptr;
79  tIn->SetBranchAddress("recEvent", &rEv);
80  if (isMC)
81  tIn->SetBranchAddress("genEvent", &gEv);
82  tIn->SetBranchAddress("met", &met);
83 
84  vector<RecJet> * recJets = nullptr;
85  tIn->SetBranchAddress("recJets", &recJets);
86 
87  vector<double> MET_edges;
88  for (float edge = 0; edge <= 1; edge += 0.01)
89  MET_edges.push_back(edge);
90  int nMETbins = MET_edges.size()-1;
91 
92  auto turnon_file = config.get<fs::path>("corrections.normalisation.turnons");
93  vector<double> trig_edges = GetTriggerTurnons(turnon_file);
94  int nTrigBins = trig_edges.size() - 1;
95 
96  auto METfraction = new TH2F("METfraction", ";MET fraction;p^{leading}_{T} (GeV)",
97  nMETbins, MET_edges.data(),
98  nTrigBins, trig_edges.data());
99 
100  for (DT::Looper looper(tIn, slice); looper(); ++looper) {
101  [[ maybe_unused ]]
102  static auto& cout = (steering & DT::verbose) == DT::verbose ? ::cout : DT::dev_null;
103 
104  if (recJets->empty()) continue;
105  static auto rapAcc = y_edges.back();
106  if (std::abs(recJets->front().Rapidity()) >= rapAcc) continue;
107  if (std::abs(met->SumEt) < feps) continue;
108 
109  auto pt = recJets->front().CorrPt();
110  auto frac = met->Et/met->SumEt;
111  double w = (isMC ? gEv->weights.front().v : 1) * rEv->weights.front().v;
112 
113  //cout << setw(15) << pt << setw(15) << frac << setw(15) << w << endl;
114 
115  // we do not use the jet weight,
116  // because the pt is only determined
117  // to find the right trigger window
118  // -> only the event weight matters
119  METfraction->Fill(frac, pt, w);
120  }
121 
122  METfraction->Write();
123 
124  metainfo.Set<bool>("git", "complete", true);
125  tOut->Write();
126 
127  cout << __func__ << ' ' << slice << " end" << endl;
128 }

◆ GetObjects()

std::vector<T*> DAS::GetObjects ( TDirectory *  dir)

Find all objects of type T directly in a TDirectory (i.e. not recursive)

41 {
42  if (!dir)
43  BOOST_THROW_EXCEPTION( std::runtime_error("Trying to access inexistent `TDirectory`") );
44  std::vector<T*> objects;
45  for (const auto&& element: *(dir->GetListOfKeys())) {
46  auto key = dynamic_cast<TKey*>(element);
47  if (auto obj = dynamic_cast<T*>(key->ReadObj()); obj)
48  objects.push_back(obj);
49  }
50  return objects;
51 }

◆ GetSmoothFit() [1/2]

TF1* DAS::GetSmoothFit ( TH1 *  h,
double  m,
double  M,
int  nSigmaStop = 0,
const char *  options = "Q0SNRE",
bool  autoStop = false 
)
Parameters
hhistogram to fit (NB: assumed to be normalised to bin width)
mmin
Mmax
nSigmaStopstop automatically before maxdegree if good chi2/ndf +/- nSigma ~ 1
optionsfit options
375 {
376  assert(m < M);
377 
378  int ifm = h->FindBin(m+feps),
379  ifM = h->FindBin(M-feps);
380  cout << "Axis interval (" << m << ',' << M << ") to bin interval (" << ifm << ',' << ifM << ')' << endl;
381 
382  assert(ifm < ifM);
383 
384  return GetSmoothFit<d>(h, ifm, ifM, nSigmaStop, options, autoStop);
385 }

◆ GetSmoothFit() [2/2]

TF1* DAS::GetSmoothFit ( TH1 *  h,
int  ifm,
int  ifM,
int  nSigmaStop = 0,
const char *  options = "Q0SNRE",
bool  autoStop = false 
)
Parameters
hhistogram to fit (NB: assumed to be normalised to bin width)
ifmmin index
ifMmax index
nSigmaStopstop automatically before maxdegree if good chi2/ndf +/- nSigma ~ 1
optionsfit options
273 {
274  assert(ifm > 0);
275  assert(ifM <= h->GetNbinsX());
276  assert(h->GetDimension() == 1);
277 
278  double contentfm = h->GetBinContent(ifm),
279  contentfM = h->GetBinContent(ifM);
280 
281  double m = h->GetBinLowEdge(ifm), M = h->GetBinLowEdge(ifM+1);
282 
283  cout << "From bin " << ifm << " (m = " << m << ", content = " << contentfm << ")"
284  << " to bin " << ifM << " (M = " << M << ", content = " << contentfM << ")" << endl;
285 
286  if (abs(contentfm) <= deps || abs(contentfM) <= deps) {
287  cerr << "Fit cannot start with empty bins\n";
288  //h->Print("all");
289  return nullptr;
290  }
291 
292  double errorfm = h->GetBinError(ifm),
293  errorfM = h->GetBinError(ifM);
294 
295  if (abs(errorfm) <= deps || abs(errorfM) <= deps) {
296  cerr << "There must be uncertainties for the fit\n";
297  //h->Print("all");
298  return nullptr;
299  }
300 
301  double fm = log(contentfm),
302  fM = log(contentfM);
303 
304  double x2n = dmax, error = dmax;
305 
306  static int iname = 0; ++iname;
307  //Greta greta(maxdegree, m, M);
308  Thunberg<d, log, exp> greta(m, M);
309  const size_t maxdegree = greta.maxdegree;
310  TF1 * f = new TF1(Form("greta%d", iname), greta, m, M, greta.npars);
311 
312  // setting initial parameters
313  f->SetParameter(0,(fM+fm)/2);
314  f->SetParameter(1,(fM-fm)/2);
315  for (size_t degree = 2; degree <= maxdegree; ++degree)
316  f->FixParameter(degree,0);
317 
318  auto dump = [f](int degree) {
319  cout << "parameters:\t";
320  for (int i = 0; i <= degree; ++i) cout << f->GetParameter(i) << ' ';
321  cout << endl;
322  };
323 
324  //running
325  for (size_t degree = 2; degree <= maxdegree; ++degree) {
326 
327  dump(degree-1);
328  f->ReleaseParameter(degree);
329 
330  TFitResultPtr r = h->Fit(f, options);
331 
332  double chi2 = r->Chi2();
333  if (!isnormal(chi2)) {
334  h->Print("all");
335  cerr << "Fit aborted (chi2 = " << chi2 << ")\n";
336  continue;
337  }
338  double ndf = r->Ndf();
339 
340  int status = r->Status();
341  if (status != 0) {
342  h->Print("all");
343  cerr << "Fit aborted (status = " << status << ")\n";
344  continue;
345  }
346 
347  auto lastx2n = x2n;
348  x2n = chi2/ndf;
349  error = sqrt(2./ndf);
350  cout << "\e[1m" << degree << ' ' << status << '\t' << chi2 << ' ' << ndf << '\t' << x2n << "\u00B1" << error << "\e[0m" << endl;
351 
352  if (ndf == 2) break;
353  if (autoStop && x2n > lastx2n) {
354  cerr << "Chi2/ndf has increased -- stepping back and stopping!\n";
355  f->FixParameter(degree,0);
356  --degree;
357  h->Fit(f, options);
358  break;
359  }
360  if (abs(x2n-1) <= nSigmaStop*error) break;
361  }
362  dump(maxdegree);
363 
364  return f;
365 }

◆ getSmoothFits()

void DAS::getSmoothFits ( const fs::path &  input,
const fs::path &  output,
const pt::ptree &  config,
const int  steering,
const DT::Slice  slice = {1,0} 
)

Smooth relative uncertainties on the output of getUnfPhysDist.

Parameters
inputinput ROOT files (histograms)
outputoutput ROOT file (histograms)
configconfig handled with `Darwin::Tools::options`
steeringparameters obtained from explicit options
slicenumber and index of slice
66  {1,0}
67  )
68 {
69  cout << __func__ << " start" << endl;
70 
71  auto fIn = make_unique<TFile>(input.c_str(), "READ");
72 
73  unique_ptr<TFile> fOut(DT_GetOutput(output));
74 
75  const TString nDist = config.get<string>("uncertainties.smoothness.distribution"),
76  nCov = config.get<string>("uncertainties.smoothness.covariance");
77  cout << nDist << ' ' << nCov << endl;
78 
79  Step::verbose = steering & DT::verbose;
80  for (const auto& var: GetObjects<TDirectory>(fIn.get())) {
81  // parallelisation (option `-j`)
82  {
83  static int ivar = 0; // used for parallelisation
84  ++ivar;
85  if (slice.second != ivar % slice.first) continue;
86  }
87 
88  TString varname = var->GetName();
89  if (varname.Contains("fake")) continue; // TODO: calculate cov matrix
90  if (varname.Contains("miss")) continue; // TODO: calculate cov matrix
91 
92  // looping over all available observables
93  for (const auto& obs: GetObjects<TDirectory>(var->GetDirectory(nDist))) {
94  TString obsname = obs->GetName();
95  cout << varname << ' ' << obsname << endl;
96 
97  [[ maybe_unused ]] // trick to only activate `cout` in the loop if option `-v` has been given
98  static auto& cout = steering & DT::verbose ? ::cout : DT::dev_null;
99 
100  var->cd();
101  TDirectory * dInDist = GetDirectory(var, {nDist, obsname}),
102  * dInCov = GetDirectory(var, {nCov, obsname, obsname}),
103  * dOutDist = fOut->mkdir(var->GetName(), "", true)
104  ->mkdir(nDist, "", true)
105  ->mkdir(obsname);
106  for (const auto& h: GetObjects<TH1>(dInDist)) {
107  if (h->Integral() <= 0) {
108  delete h;
109  continue;
110  }
111 
112  auto [im, iM] = GetBinRange(h);
113  if (iM - im <= 2) {
114  delete h;
115  continue;
116  }
117 
118  TString n = h->GetName(),
119  covName = n + "__" + n;
120 
121  auto cov = dInCov->Get<TH2>(covName);
122  if (!cov) {
123  h->Print("all");
124  BOOST_THROW_EXCEPTION( DE::BadInput("Covariance matrix "s + covName
125  + " could not be found for "s + varname, *dInCov) );
126  }
127 
128  ScaleWidth(h, cov);
129 
130  using namespace Step;
131  auto f = GetSmoothFit<Basis::Chebyshev,log,exp>(h, cov, im, iM, 10,
132  EarlyStopping::Chi2ndf, 2, 0, cout);
133  // NOTE: degree 10 and 2 sigmas are inspired from personal experience with inclusive jet
134  // --> we may want to make options from the command line in the future
135  dOutDist->cd();
136  for (int i = im; i <= iM; ++i) {
137  double err2 = cov->GetBinContent(i,i);
138  h->SetBinError(i, sqrt(err2));
139  }
140  h->SetDirectory(dOutDist);
141  h->Write();
142  f->Write(Form("fit_%s", h->GetName()));
143 
144  delete h;
145  delete cov;
146  delete f;
147  }
148  }
149  }
150 
151  cout << __func__ << " stop" << endl;
152 }

◆ GetTriggerTurnons()

vector<double> DAS::GetTriggerTurnons ( const fs::path &  f)

Load the two-column file with the HLT and corresponding offline PF thresholds.

41 {
42  if (!fs::exists(f))
43  BOOST_THROW_EXCEPTION(fs::filesystem_error("Bad input", f,
44  make_error_code(errc::no_such_file_or_directory)));
45 
46  pt::ptree thresholds;
47  read_info(f.string(), thresholds);
48 
49  vector<double> edges(1, 30);
50  for (const auto& threshold: thresholds)
51  edges.push_back(threshold.second.get_value<double>());
52  edges.push_back(6500);
53 
54  return edges;
55 }

◆ identity() [1/2]

Eigen::VectorXd DAS::identity ( const Eigen::VectorXd &  x)

identity (Eigen)

Trivial function returning argument, used as default function in the constructor of Teddy

◆ identity() [2/2]

double DAS::identity ( double  x)
inline
23 { return x; };

◆ MakeTitle()

std::vector<TString> DAS::MakeTitle ( const std::vector< double > &  edges,
const char *  v,
bool  lowEdge,
bool  highEdge,
std::function< const char *(double)>  format 
)
inline

Make a vector of properly formated titles from bin edges.

18 {
19  assert(edges.size() > 1);
20  std::vector<TString> titles;
21  for (size_t i = 1; i < edges.size(); ++i) {
22  TString title;
23  if (i > 1 || lowEdge) title += Form("%s < ", format(edges.at(i-1)));
24  title += v;
25  if (i < edges.size()-1 || highEdge) title += Form(" < %s", format(edges.at(i )));
26  titles.push_back(title);
27  }
28  return titles;
29 }

◆ mergeNtuples()

void DAS::mergeNtuples ( const vector< fs::path > &  inputs,
const fs::path &  output,
const pt::ptree &  config,
const int  steering,
const DT::Slice  slice = {1,0} 
)

Get fractioned n-tuples after the n-tuplisation and merge them into a single file. Complementary information about the pile-up may be included. A minimal selection is applied, e.g. on the primary vertex (PV).

Parameters
inputsinput ROOT file (n-tuple)
outputoutput ROOT file (n-tuple)
configconfig handled with `Darwin::Tools::options`
steeringparameters obtained from explicit options
slicenumber and index of slice
45  {1,0}
46  )
47 {
48  cout << __func__ << ' ' << slice << " start" << endl;
49 
50  unique_ptr<TChain> tIn = DT::GetChain(inputs, "ntupliser/events");
51  unique_ptr<TFile> fOut(DT_GetOutput(output));
52  auto tOut = unique_ptr<TTree>(tIn->CloneTree(0));
53 
54  DT::MetaInfo metainfo(tOut);
55  metainfo.Check(config);
56  bool isMC = metainfo.Get<bool>("flags", "isMC");
57  int year = metainfo.Get<int>("flags", "year");
58 
59  // event information
60  GenEvent * genEvt = nullptr;
61  if (isMC)
62  tIn->SetBranchAddress("genEvent", &genEvt);
63  RecEvent * recEvt = nullptr;
64  tIn->SetBranchAddress("recEvent", &recEvt);
65  PrimaryVertex * vtx = nullptr;
66  tIn->SetBranchAddress("primaryvertex", &vtx);
67 
68  // physics object information
69  vector<RecJet> * recJets = nullptr;
70  if (branchExists(tIn, "recJets"))
71  tIn->SetBranchAddress("recJets", &recJets);
72  vector<RecMuon> * recMuons = nullptr;
73  if (branchExists(tIn, "recMuons"))
74  tIn->SetBranchAddress("recMuons", &recMuons);
75  vector<RecPhoton> * recPhotons = nullptr;
76  if (branchExists(tIn, "recPhotons"))
77  tIn->SetBranchAddress("recPhotons", &recPhotons);
78 
79  // jet veto business
80  const auto& jetveto_file = config.get<fs::path>("corrections.jetvetomap.filename");
81  optional<JetVeto::Conservative> jetveto;
82  if (jetveto_file != "/dev/null")
83  jetveto = make_optional<JetVeto::Conservative>(jetveto_file);
84  else
85  cout << orange << "No jet veto file was provided." << def << endl;
86  metainfo.Set<fs::path>("corrections", "jetvetomap", "filename", jetveto_file);
87 
88  // MET filter business
89  MET * met = nullptr;
90  optional<MissingET::Filters> metfilters;
91  bool applyMETfilters = config.get<bool>("corrections.METfilters");
92  if (applyMETfilters) {
93  metfilters = make_optional<MissingET::Filters>(year);
94  tIn->SetBranchAddress("met", &met);
95  }
96  else
97  cout << orange << "No MET filters will be applied." << def << endl;
98  metainfo.Set<bool>("corrections", "METfilters", applyMETfilters);
99 
100  for (DT::Looper looper(tIn, slice); looper(); ++looper) {
101  [[ maybe_unused ]]
102  static auto& cout = steering & DT::verbose ? ::cout : DT::dev_null;
103 
104  const bool badPV = abs(vtx->z) > 24 /* cm */ || abs(vtx->Rho) > 2 /* cm */ || vtx->fake;
105  if (badPV) {
106  recEvt->weights *= 0;
107  if (recJets) recJets->clear();
108  if (recMuons) recMuons->clear();
109  if (recPhotons) recPhotons->clear();
110  }
111 
112  if (recJets && jetveto)
113  for (auto& recJet: *recJets)
114  (*jetveto)(recJet);
115 
116  if (metfilters) (*metfilters)(met, recEvt);
117 
118  if (steering & DT::fill) tOut->Fill();
119  }
120 
121  metainfo.Set<bool>("git", "complete", true);
122  fOut->cd();
123  tOut->Write();
124 
125  cout << __func__ << ' ' << slice << " end" << endl;
126 }

◆ operator*() [1/7]

double DAS::operator* ( const double  v,
const Weight w 
)
inline
32 { return w.v * v; }

◆ operator*() [2/7]

double DAS::operator* ( const float  v,
const Weight w 
)
inline
30 { return w.v * v; }

◆ operator*() [3/7]

double DAS::operator* ( const int  v,
const Weight w 
)
inline
28 { return w.v * v; }

◆ operator*() [4/7]

double DAS::operator* ( const Weight w,
const double  v 
)
inline
31 { return w.v * v; }

◆ operator*() [5/7]

double DAS::operator* ( const Weight w,
const float  v 
)
inline
29 { return w.v * v; }

◆ operator*() [6/7]

double DAS::operator* ( const Weight w,
const int  v 
)
inline
27 { return w.v * v; }

◆ operator*() [7/7]

double DAS::operator* ( const Weight w1,
const Weight w2 
)
inline
39 { return w1.v * w2.v; }

◆ operator*=() [1/6]

Weight& DAS::operator*= ( Weight w,
const double  v 
)
inline
37 { w.v *= v; return w; }

◆ operator*=() [2/6]

Weight& DAS::operator*= ( Weight w,
const float  v 
)
inline
35 { w.v *= v; return w; }

◆ operator*=() [3/6]

Weight& DAS::operator*= ( Weight w,
const int  v 
)
inline
33 { w.v *= v; return w; }

◆ operator*=() [4/6]

Weights& DAS::operator*= ( Weights wgts,
const double  v 
)
inline
47 { for (auto& w: wgts) w *= v; return wgts; }

◆ operator*=() [5/6]

Weights& DAS::operator*= ( Weights wgts,
const float  v 
)
inline
45 { for (auto& w: wgts) w *= v; return wgts; }

◆ operator*=() [6/6]

Weights& DAS::operator*= ( Weights wgts,
const int  v 
)
inline
43 { for (auto& w: wgts) w *= v; return wgts; }

◆ operator/=() [1/6]

Weight& DAS::operator/= ( Weight w,
const double  v 
)
inline
38 { w.v /= v; return w; }

◆ operator/=() [2/6]

Weight& DAS::operator/= ( Weight w,
const float  v 
)
inline
36 { w.v /= v; return w; }

◆ operator/=() [3/6]

Weight& DAS::operator/= ( Weight w,
const int  v 
)
inline
34 { w.v /= v; return w; }

◆ operator/=() [4/6]

Weights& DAS::operator/= ( Weights wgts,
const double  v 
)
inline
48 { for (auto& w: wgts) w /= v; return wgts; }

◆ operator/=() [5/6]

Weights& DAS::operator/= ( Weights wgts,
const float  v 
)
inline
46 { for (auto& w: wgts) w /= v; return wgts; }

◆ operator/=() [6/6]

Weights& DAS::operator/= ( Weights wgts,
const int  v 
)
inline
44 { for (auto& w: wgts) w /= v; return wgts; }

◆ operator<()

bool DAS::operator< ( const PhysicsObject l,
const PhysicsObject r 
)
inline
78 {
79  return l.CorrPt() < r.CorrPt();
80 }

◆ operator==() [1/5]

bool DAS::operator== ( const PhysicsObject l,
const PhysicsObject r 
)
inline
73 {
74  return l.p4 == r.p4 && l.scales == r.scales && l.weights == r.weights;
75 }

◆ operator==() [2/5]

bool DAS::operator== ( const Weight l,
const Weight r 
)
inline
26 { return l.v == r.v && l.i == r.i; }

◆ operator==() [3/5]

bool DAS::operator== ( const Weight w,
const double  v 
)
inline
25 { return w.v == v; }

◆ operator==() [4/5]

bool DAS::operator== ( const Weight w,
const float  v 
)
inline
24 { return w.v == v; }

◆ operator==() [5/5]

bool DAS::operator== ( const Weight w,
const int  v 
)
inline
23 { return w.v == v; }

◆ operator>()

bool DAS::operator> ( const PhysicsObject l,
const PhysicsObject r 
)
inline
83 {
84  return l.CorrPt() > r.CorrPt();
85 }

◆ Options()

DT::Options Options ( const char *  description,
int  options = Darwin::Tools::none 
)

Constructs Darwin options with the correct commit information.

15 {
16 #ifdef DAS_IN_CMSSW
17  // Getting the commit hash is not supported by the scram build system. Pass
18  // a null hash, which means using the Darwin commit hash. This is the best
19  // we can do.
20  return DT::Options(description, options, nullptr);
21 #else
22  return DT::Options(description, options, DAS_COMMIT_HASH);
23 #endif
24 }

◆ pt_sort()

bool DAS::pt_sort ( const PhysicsObject j1,
const PhysicsObject j2 
)
inline
19 {
20  return j1.CorrPt() > j2.CorrPt();
21 }

◆ ScaleWidth()

void DAS::ScaleWidth ( TH1 *  h,
TH2 *  cov 
)

Divide the histogram by bin width and adapt the covariance matrix accordingly.

46 {
47  for (int i = 1; i <= h->GetNbinsX(); ++i) {
48  double width = h->GetBinWidth(i);
49  double content = h->GetBinContent(i);
50  h->SetBinContent(i, content/width);
51  for (int j = 1; j <= h->GetNbinsX(); ++j) {
52  double width2 = h->GetBinWidth(j);
53  double content = cov->GetBinContent(i,j);
54  cov->SetBinContent(i, j, content/width/width2);
55  }
56  }
57 }

◆ SimpleExec()

void DAS::SimpleExec ( const fs::path &  input,
const fs::path &  output,
const pt::ptree &  config,
const int  steering 
)

Template for function (TODO)

Parameters
inputinput ROOT files (histograms)
outputoutput ROOT file (histograms)
configconfig handled with `Darwin::Tools::options`
steeringparameters obtained from explicit options
35 {
36  cout << __func__ << " start" << endl;
37 
38  // TODO
39 
40  cout << __func__ << " stop" << endl;
41 }

◆ weightsRef()

Weights& DAS::weightsRef ( Object &  obj)

Customization point for how weights are retrieved from an object.

The default implementation tries to use the weights field.

42 {
43  return obj.weights;
44 }

Variable Documentation

◆ maxMult

const int maxMult = n_edges.size()-1
static

◆ Mjj_edges

const std::vector<double> Mjj_edges {160, 200, 249, 306, 372, 449, 539, 641, 756, 887, 1029, 1187, 1361, 1556, 1769, 2008, 2273, 2572, 2915, 3306, 3754, 4244, 4805, 5374, 6094, 6908, 7861, 8929, 10050 }
static

◆ n_edges

const std::vector<double> n_edges {0.5, 1.5, 2.5, 3.5, 4.5, 5.5, 6.5, 7.5}
static

◆ nMjjBins

const int nMjjBins = Mjj_edges.size()-1
static

◆ nPtBins

const int nPtBins = pt_edges.size()-1
static

◆ nPtDijetBins

const int nPtDijetBins = pt_av_edges.size()-1
static

◆ nPUbins

const int nPUbins = 100
static

◆ nYbins

const int nYbins = y_edges.size()-1
static

◆ pt_av_edges

const std::vector<double> pt_av_edges {147, 175, 207, 243, 284, 329, 380, 437, 499, 569, 646, 732, 827, 931, 1046, 1171, 1307, 1458, 1621, 1806, 2003, 2217, 2453, 2702}
static

◆ pt_edges

const std::vector<double> pt_edges {9, 12, 15,18,21,24,28,32,37,43,49,56,64,74,84,97,114,133,153,174,196,220,245,272,300,330,362,395,430,468,507,548,592,638,686,737,790,846,905,967,1032,1101,1172,1248,1327,1410,1497,1588,1684,1784,1890,2000,2116,2238,2366,2500,2640,2787,2941,3103,3273,3450,3637,3832,4037}
static

◆ pthat_edges

const std::vector<double> pthat_edges {30,34,39,44,50,56,63,71,80,89,98,108,120,131,143,156,170,196,226,260,300,336,375,420,470,500,531,564,600,645,693,744,800,846,894,946,1000,1088,1183,1287,1400,1491,1587,1690,1800,1934,2078,2233,2400,2579,2771,2978,3200,3578,4000,4472,5000}
static

◆ ptmax

const double ptmax = pt_edges.back()
static

◆ ptmin

const double ptmin = pt_edges.front()
static

◆ SysDown

const std::string SysDown = "Down"
inline

Suffix used for "down" uncertainties. Follows the Combine convention.

◆ SysUp

const std::string SysUp = "Up"
inline

Suffix used for "up" uncertainties. Follows the Combine convention.

◆ y_edges

const std::vector<double> y_edges {0.0, 0.5, 1.0, 1.5, 2.0, 2.5, 3.0}
static

◆ yBins

const std::vector<TString> yBins = MakeTitle(y_edges, "|y|", false, true, [](double v) { return Form("%.1f", v);} )
static

◆ ymax

const double ymax = y_edges.back()
static

◆ ymin

const double ymin = y_edges.front()
static
DYToLL_M-50_13TeV_pythia8_cff_GEN_SIM_RECOBEFMIX_DIGI_L1_DIGI2RAW_L1Reco_RECO.name
name
Definition: DYToLL_M-50_13TeV_pythia8_cff_GEN_SIM_RECOBEFMIX_DIGI_L1_DIGI2RAW_L1Reco_RECO.py:48
metPhiCorrectionExample.infile
string infile
Definition: metPhiCorrectionExample.py:25
Ntupliser_cfg.cerr
cerr
Definition: Ntupliser_cfg.py:93
DAS::y_edges
static const std::vector< double > y_edges
Definition: binnings.h:36
DYToLL_M-50_13TeV_pythia8_cff_GEN_SIM_RECOBEFMIX_DIGI_L1_DIGI2RAW_L1Reco_RECO.options
options
Definition: DYToLL_M-50_13TeV_pythia8_cff_GEN_SIM_RECOBEFMIX_DIGI_L1_DIGI2RAW_L1Reco_RECO.py:41
jmarExample.pt
pt
Definition: jmarExample.py:19
dmax
static const double dmax
Definition: Greta.h:19
Step::verbose
static bool verbose
Definition: Step.h:40
DAS::Normalisation::thresholds
vector< double > thresholds
Definition: getTriggerCurves.cc:44
Step::def
static const char * def
Definition: Step.h:36
Ntupliser_cfg.year
int year
Definition: Ntupliser_cfg.py:63
Darwin::Tools::Looper
Facility to loop over a n-tuple, including parallelisation and printing.
Definition: Looper.h:33
Darwin::Tools::GetChain
std::unique_ptr< TChain > GetChain(std::vector< std::filesystem::path > inputs, const char *name="events")
Load chain from a list of files.
Definition: FileUtils.cc:67
Ntupliser_cfg.f
f
Definition: Ntupliser_cfg.py:255
jercExample.key
string key
Definition: jercExample.py:109
DAS::ScaleWidth
void ScaleWidth(TH1 *h, TH2 *cov)
Definition: getSmoothTests.cc:45
DAS::JetEnergy::w
static const float w
Definition: common.h:47
DAS::MET::Et
float Et
transverse energy
Definition: Event.h:85
Darwin::Tools::MetaInfo
Generic meta-information for n-tuple (including speficities to Darwin).
Definition: MetaInfo.h:65
DAS::GetDirectory
TDirectory * GetDirectory(TDirectory *dir, const std::vector< const char * > &names)
Get ((...)sub)subdirectory of dir.
Definition: toolbox.h:55
deps
static const double deps
Definition: Greta.h:18
DAS::MN::minpt
static const double minpt
Definition: getMNobservables.cc:42
Darwin::Tools::fill
@ fill
activate -f to fill the tree
Definition: Options.h:28
feps
static const float feps
Definition: Greta.h:17
Ntupliser_cfg.config
config
Definition: Ntupliser_cfg.py:263
orange
static const char * orange
Definition: colours.h:6
DYToLL_M-50_13TeV_pythia8_cff_GEN_SIM_RECOBEFMIX_DIGI_L1_DIGI2RAW_L1Reco_RECO.input
input
Definition: DYToLL_M-50_13TeV_pythia8_cff_GEN_SIM_RECOBEFMIX_DIGI_L1_DIGI2RAW_L1Reco_RECO.py:35
DAS::GetBinRange
pair< int, int > GetBinRange(TH1 *h)
Find range for non-empty bins in an input histogram.
Definition: getSmoothTests.cc:32
Step
Smoothness Test with Expansion of Polynmials.
Definition: Step.h:31
DUMMY
#define DUMMY
Definition: TriggerLumi.cc:9
met
DAS::MET met
Definition: classes.h:28
Step::Chi2ndf
@ Chi2ndf
stop as soon as Chi2ndf has reached a plateau, or as soon as it is compatible with 1
Definition: Step.h:432
DAS::branchExists
bool branchExists(const TTreePtr &tree, TString brName)
Definition: toolbox.h:27
Ntupliser_cfg.isMC
string isMC
Definition: Ntupliser_cfg.py:59
feps
static const auto feps
Definition: getMETfraction.cc:34
DAS::GetTriggerTurnons
vector< double > GetTriggerTurnons(const fs::path &f)
Load the two-column file with the HLT and corresponding offline PF thresholds.
Definition: getMETfraction.cc:40
DAS_COMMIT_HASH
#define DAS_COMMIT_HASH
Definition: version.h:1
DAS::Normalisation::threshold
const float threshold
Definition: sigmoid.h:14
jercExample.inputs
def inputs
Definition: jercExample.py:118
DAS::Options
Darwin::Tools::Options Options(const char *, int=Darwin::Tools::none)
Constructs Darwin options with the correct commit information.
Definition: DASOptions.cc:14
Darwin::Tools::dev_null
static std::ostream dev_null(nullptr)
to redirect output stream to nowhere
DAS::MissingET::applyMETfilters
void applyMETfilters(const vector< fs::path > &inputs, const fs::path &output, const int steering, const DT::Slice slice={1, 0})
Definition: applyMETfilters.cc:85
DAS::MET::SumEt
float SumEt
sum of the transverse energies of all the components (jet, leptons, etc.) present in the event
Definition: Event.h:86
DT_GetOutput
#define DT_GetOutput(output)
Definition: FileUtils.h:96
Darwin::Exceptions::BadInput
Generic exception for ill-defined input (before the event loop).
Definition: exceptions.h:68
Ntupliser_cfg.dump
string dump
Definition: Ntupliser_cfg.py:46