ChargedPidMVAMulticlassModule Class Reference

This module evaluates the response of a multi-class MVA trained for global charged particle identification. More...

#include <ChargedPidMVAMulticlassModule.h>

Inheritance diagram for ChargedPidMVAMulticlassModule:

Collaboration diagram for ChargedPidMVAMulticlassModule:

Public Types
enum	EModulePropFlags {   c_Input = 1 ,   c_Output = 2 ,   c_ParallelProcessingCertified = 4 ,   c_HistogramManager = 8 ,   c_InternalSerializer = 16 ,   c_TerminateInAllProcesses = 32 ,   c_DontCollectStatistics = 64 }
	Each module can be tagged with property flags, which indicate certain features of the module. More...
typedef ModuleCondition::EAfterConditionPath	EAfterConditionPath
	Forward the EAfterConditionPath definition from the ModuleCondition.

Public Member Functions
	ChargedPidMVAMulticlassModule ()
	Constructor, for setting module description and parameters.
virtual	~ChargedPidMVAMulticlassModule ()
	Destructor, use this to clean up anything you created in the constructor.
virtual void	initialize () override
	Use this to initialize resources or memory your module needs.
virtual void	beginRun () override
	Called once before a new run begins.
virtual void	event () override
	Called once for each event.
virtual std::vector< std::string >	getFileNames (bool outputFiles)
	Return a list of output filenames for this modules.
virtual void	endRun ()
	This method is called if the current run ends.
virtual void	terminate ()
	This method is called at the end of the event processing.
const std::string &	getName () const
	Returns the name of the module.
const std::string &	getType () const
	Returns the type of the module (i.e.
const std::string &	getPackage () const
	Returns the package this module is in.
const std::string &	getDescription () const
	Returns the description of the module.
void	setName (const std::string &name)
	Set the name of the module.
void	setPropertyFlags (unsigned int propertyFlags)
	Sets the flags for the module properties.
LogConfig &	getLogConfig ()
	Returns the log system configuration.
void	setLogConfig (const LogConfig &logConfig)
	Set the log system configuration.
void	setLogLevel (int logLevel)
	Configure the log level.
void	setDebugLevel (int debugLevel)
	Configure the debug messaging level.
void	setAbortLevel (int abortLevel)
	Configure the abort log level.
void	setLogInfo (int logLevel, unsigned int logInfo)
	Configure the printed log information for the given level.
void	if_value (const std::string &expression, const std::shared_ptr< Path > &path, EAfterConditionPath afterConditionPath=EAfterConditionPath::c_End)
	Add a condition to the module.
void	if_false (const std::shared_ptr< Path > &path, EAfterConditionPath afterConditionPath=EAfterConditionPath::c_End)
	A simplified version to add a condition to the module.
void	if_true (const std::shared_ptr< Path > &path, EAfterConditionPath afterConditionPath=EAfterConditionPath::c_End)
	A simplified version to set the condition of the module.
bool	hasCondition () const
	Returns true if at least one condition was set for the module.
const ModuleCondition *	getCondition () const
	Return a pointer to the first condition (or nullptr, if none was set)
const std::vector< ModuleCondition > &	getAllConditions () const
	Return all set conditions for this module.
bool	evalCondition () const
	If at least one condition was set, it is evaluated and true returned if at least one condition returns true.
std::shared_ptr< Path >	getConditionPath () const
	Returns the path of the last true condition (if there is at least one, else reaturn a null pointer).
Module::EAfterConditionPath	getAfterConditionPath () const
	What to do after the conditional path is finished.
std::vector< std::shared_ptr< Path > >	getAllConditionPaths () const
	Return all condition paths currently set (no matter if the condition is true or not).
bool	hasProperties (unsigned int propertyFlags) const
	Returns true if all specified property flags are available in this module.
bool	hasUnsetForcedParams () const
	Returns true and prints error message if the module has unset parameters which the user has to set in the steering file.
const ModuleParamList &	getParamList () const
	Return module param list.
template<typename T >
ModuleParam< T > &	getParam (const std::string &name) const
	Returns a reference to a parameter.
bool	hasReturnValue () const
	Return true if this module has a valid return value set.
int	getReturnValue () const
	Return the return value set by this module.
std::shared_ptr< PathElement >	clone () const override
	Create an independent copy of this module.
std::shared_ptr< boost::python::list >	getParamInfoListPython () const
	Returns a python list of all parameters.

Static Public Member Functions
static void	exposePythonAPI ()
	Exposes methods of the Module class to Python.

Protected Member Functions
virtual void	def_initialize ()
	Wrappers to make the methods without "def_" prefix callable from Python.
virtual void	def_beginRun ()
	Wrapper method for the virtual function beginRun() that has the implementation to be used in a call from Python.
virtual void	def_event ()
	Wrapper method for the virtual function event() that has the implementation to be used in a call from Python.
virtual void	def_endRun ()
	This method can receive that the current run ends as a call from the Python side.
virtual void	def_terminate ()
	Wrapper method for the virtual function terminate() that has the implementation to be used in a call from Python.
void	setDescription (const std::string &description)
	Sets the description of the module.
void	setType (const std::string &type)
	Set the module type.
template<typename T >
void	addParam (const std::string &name, T &paramVariable, const std::string &description, const T &defaultValue)
	Adds a new parameter to the module.
template<typename T >
void	addParam (const std::string &name, T &paramVariable, const std::string &description)
	Adds a new enforced parameter to the module.
void	setReturnValue (int value)
	Sets the return value for this module as integer.
void	setReturnValue (bool value)
	Sets the return value for this module as bool.
void	setParamList (const ModuleParamList &params)
	Replace existing parameter list.

Private Types
typedef std::vector< std::unique_ptr< MVA::Expert > >	ExpertsList
	Typedef.
typedef std::vector< std::unique_ptr< MVA::SingleDataset > >	DatasetsList
	Typedef.
typedef std::vector< std::unique_ptr< Variable::Cut > >	CutsList
	Typedef.
typedef std::vector< std::vector< const Variable::Manager::Var * > >	VariablesLists
	Typedef.

Private Member Functions
void	initializeMVA ()
const std::string	getParticleName (const ParticleList *pList) const
	Split the particle list name in "particleName", "particleLabel", and return the particle name w/o the charge +/- label.
void	registerAliasesLegacy ()
	Set variable aliases needed by the MVA.
void	registerAliases ()
	Set variable aliases needed by the MVA.
std::list< ModulePtr >	getModules () const override
	no submodules, return empty list
std::string	getPathString () const override
	return the module name.
void	setParamPython (const std::string &name, const boost::python::object &pyObj)
	Implements a method for setting boost::python objects.
void	setParamPythonDict (const boost::python::dict &dictionary)
	Implements a method for reading the parameter values from a boost::python dictionary.

Private Attributes
StoreArray< Particle >	m_particles
	StoreArray of Particles.
std::vector< std::string >	m_decayStrings
	The input list of DecayStrings, where each selected (^) daughter should correspond to a standard charged ParticleList, e.g.
std::string	m_payload_name
	The name of the database payload object with the MVA weights.
bool	m_charge_independent
	Flag to specify if we use a charge-independent training.
bool	m_ecl_only
	Flag to specify if we use an ECL-only based training.
StoreObjPtr< EventMetaData >	m_event_metadata
	The event information.
std::unique_ptr< DBObjPtr< ChargedPidMVAWeights > >	m_weightfiles_representation
	Interface to get the database payload with the MVA weight files.
ExpertsList	m_experts
	List of MVA::Expert objects.
DatasetsList	m_datasets
	List of MVA::SingleDataset objects.
CutsList	m_cuts
	List of Cut objects.
VariablesLists	m_variables
	List of lists of feature variables.
VariablesLists	m_spectators
	List of lists of spectator variables.
std::vector< std::string >	m_classes
	List of MVA class names.
std::map< int, std::string >	m_stdChargedInfo
	Map with standard charged particles' info.
std::string	m_name
	The name of the module, saved as a string (user-modifiable)
std::string	m_type
	The type of the module, saved as a string.
std::string	m_package
	Package this module is found in (may be empty).
std::string	m_description
	The description of the module.
unsigned int	m_propertyFlags
	The properties of the module as bitwise or (with |) of EModulePropFlags.
LogConfig	m_logConfig
	The log system configuration of the module.
ModuleParamList	m_moduleParamList
	List storing and managing all parameter of the module.
bool	m_hasReturnValue
	True, if the return value is set.
int	m_returnValue
	The return value.
std::vector< ModuleCondition >	m_conditions
	Module condition, only non-null if set.

Detailed Description

This module evaluates the response of a multi-class MVA trained for global charged particle identification.

It takes the Particle objects in the input charged stable particles' ParticleLists, calculates the MVA per-class score using the appropriate xml weight file, and adds it as ExtraInfo to the Particle objects.

Definition at line 42 of file ChargedPidMVAMulticlassModule.h.

Member Typedef Documentation

CutsList

typedef std::vector<std::unique_ptr<Variable::Cut> > CutsList

private

Typedef.

Definition at line 46 of file ChargedPidMVAMulticlassModule.h.

DatasetsList

typedef std::vector<std::unique_ptr<MVA::SingleDataset> > DatasetsList

private

Typedef.

Definition at line 45 of file ChargedPidMVAMulticlassModule.h.

EAfterConditionPath

typedef ModuleCondition::EAfterConditionPath EAfterConditionPath

inherited

Forward the EAfterConditionPath definition from the ModuleCondition.

Definition at line 88 of file Module.h.

ExpertsList

typedef std::vector<std::unique_ptr<MVA::Expert> > ExpertsList

private

Typedef.

Definition at line 44 of file ChargedPidMVAMulticlassModule.h.

VariablesLists

typedef std::vector< std::vector<const Variable::Manager::Var*> > VariablesLists

private

Typedef.

Definition at line 47 of file ChargedPidMVAMulticlassModule.h.

Member Enumeration Documentation

EModulePropFlags

enum EModulePropFlags

inherited

Each module can be tagged with property flags, which indicate certain features of the module.

Enumerator
c_Input	This module is an input module (reads data).
c_Output	This module is an output module (writes data).
c_ParallelProcessingCertified	This module can be run in parallel processing mode safely (All I/O must be done through the data store, in particular, the module must not write any files.)
c_HistogramManager	This module is used to manage histograms accumulated by other modules.
c_InternalSerializer	This module is an internal serializer/deserializer for parallel processing.
c_TerminateInAllProcesses	When using parallel processing, call this module's terminate() function in all processes(). This will also ensure that there is exactly one process (single-core if no parallel modules found) or at least one input, one main and one output process.
c_DontCollectStatistics	No statistics is collected for this module.

Definition at line 77 of file Module.h.

                          {
      c_Input                       = 1,  
      c_Output                      = 2,  
      c_ParallelProcessingCertified = 4,  
      c_HistogramManager            = 8, 
      c_InternalSerializer          = 16,  
      c_TerminateInAllProcesses     = 32,  
      c_DontCollectStatistics       = 64,  
    };

Constructor & Destructor Documentation

ChargedPidMVAMulticlassModule()

ChargedPidMVAMulticlassModule

(

)

Constructor, for setting module description and parameters.

Definition at line 25 of file ChargedPidMVAMulticlassModule.cc.

                                                             : Module()
{
  setDescription("This module evaluates the response of a multi-class MVA trained for global charged particle identification.. It takes the Particle objects in the input charged stable particles' ParticleLists, calculates the MVA per-class score using the appropriate xml weight file, and adds it as ExtraInfo to the Particle objects.");
 
  setPropertyFlags(c_ParallelProcessingCertified);
 
  addParam("particleLists",
           m_decayStrings,
           "The input list of DecayStrings, where each selected (^) daughter should correspond to a standard charged ParticleList, e.g. ['Lambda0:sig -> ^p+ ^pi-', 'J/psi:sig -> ^mu+ ^mu-']. One can also directly pass a list of standard charged ParticleLists, e.g. ['e+:my_electrons', 'pi+:my_pions']. Note that charge-conjugated ParticleLists will automatically be included.",
           std::vector<std::string>());
  addParam("payloadName",
           m_payload_name,
           "The name of the database payload object with the MVA weights.",
           std::string("ChargedPidMVAWeights"));
  addParam("chargeIndependent",
           m_charge_independent,
           "Specify whether to use a charge-independent training of the MVA.",
           bool(false));
  addParam("useECLOnlyTraining",
           m_ecl_only,
           "Specify whether to use an ECL-only training of the MVA.",
           bool(false));
}

Member Function Documentation

beginRun()

void beginRun ( )

overridevirtual

Called once before a new run begins.

This method gives you the chance to change run dependent constants like alignment parameters, etc.

Reimplemented from Module.

Definition at line 65 of file ChargedPidMVAMulticlassModule.cc.

{
}

clone()

std::shared_ptr< PathElement > clone ( ) const

overridevirtualinherited

Create an independent copy of this module.

Note that parameters are shared, so changing them on a cloned module will also affect the original module.

Implements PathElement.

Definition at line 179 of file Module.cc.

{
  ModulePtr newModule = ModuleManager::Instance().registerModule(getType());
  newModule->m_moduleParamList.setParameters(getParamList());
  newModule->setName(getName());
  newModule->m_package = m_package;
  newModule->m_propertyFlags = m_propertyFlags;
  newModule->m_logConfig = m_logConfig;
  newModule->m_conditions = m_conditions;
 
  return newModule;
}

def_beginRun()

virtual void def_beginRun ( )

inlineprotectedvirtualinherited

Wrapper method for the virtual function beginRun() that has the implementation to be used in a call from Python.

Reimplemented in PyModule.

Definition at line 426 of file Module.h.

{ beginRun(); }

def_endRun()

virtual void def_endRun ( )

inlineprotectedvirtualinherited

This method can receive that the current run ends as a call from the Python side.

For regular C++-Modules that forwards the call to the regular endRun() method.

Reimplemented in PyModule.

Definition at line 439 of file Module.h.

{ endRun(); }

def_event()

virtual void def_event ( )

inlineprotectedvirtualinherited

Wrapper method for the virtual function event() that has the implementation to be used in a call from Python.

Reimplemented in PyModule.

Definition at line 432 of file Module.h.

{ event(); }

def_initialize()

virtual void def_initialize ( )

inlineprotectedvirtualinherited

Wrappers to make the methods without "def_" prefix callable from Python.

Overridden in PyModule. Wrapper method for the virtual function initialize() that has the implementation to be used in a call from Python.

Reimplemented in PyModule.

Definition at line 420 of file Module.h.

{ initialize(); }

def_terminate()

virtual void def_terminate ( )

inlineprotectedvirtualinherited

Wrapper method for the virtual function terminate() that has the implementation to be used in a call from Python.

Reimplemented in PyModule.

Definition at line 445 of file Module.h.

{ terminate(); }

endRun()

virtual void endRun ( )

inlinevirtualinherited

This method is called if the current run ends.

Use this method to store information, which should be aggregated over one run.

This method can be implemented by subclasses.

Reimplemented in CurlTaggerModule, LowEnergyPi0IdentificationExpertModule, LowEnergyPi0VetoExpertModule, B2BIIMCParticlesMonitorModule, B2BIIConvertMdstModule, B2BIIMdstInputModule, BelleMCOutputModule, HistoModule, SubEventModule, SwitchDataStoreModule, EventInfoPrinterModule, RandomBarrierModule, HistoManagerModule, StatisticsSummaryModule, SeqRootInputModule, SeqRootOutputModule, RxModule, TxModule, ZMQTxInputModule, ZMQTxWorkerModule, AWESOMEBasicModule, and PyModule.

Definition at line 166 of file Module.h.

{};

evalCondition()

bool evalCondition ( ) const

inherited

If at least one condition was set, it is evaluated and true returned if at least one condition returns true.

If no condition or result value was defined, the method returns false. Otherwise, the condition is evaluated and true returned, if at least one condition returns true. To speed up the evaluation, the condition strings were already parsed in the method if_value().

Returns

True if at least one condition and return value exists and at least one condition expression was evaluated to true.

Definition at line 96 of file Module.cc.

{
  if (m_conditions.empty()) return false;
 
  //okay, a condition was set for this Module...
  if (!m_hasReturnValue) {
    B2FATAL("A condition was set for '" << getName() << "', but the module did not set a return value!");
  }
 
  for (const auto& condition : m_conditions) {
    if (condition.evaluate(m_returnValue)) {
      return true;
    }
  }
  return false;
}

event()

void event ( )

overridevirtual

Called once for each event.

This is most likely where your module will actually do anything.

Reimplemented from Module.

Definition at line 70 of file ChargedPidMVAMulticlassModule.cc.

{
 
  // Debug strings per log level.
  std::map<int, std::string> debugStr = {
    {11, ""},
    {12, ""}
  };
 
  B2DEBUG(11, "EVENT: " << m_event_metadata->getEvent());
 
  for (auto decayString : m_decayStrings) {
 
    DecayDescriptor decayDescriptor;
    decayDescriptor.init(decayString);
    auto pListName = decayDescriptor.getMother()->getFullName();
 
    unsigned short m_nSelectedDaughters = decayDescriptor.getSelectionNames().size();
    StoreObjPtr<ParticleList> pList(pListName);
 
    if (!pList) {
      B2FATAL("ParticleList: " << pListName << " could not be found. Aborting...");
    }
 
    auto pListSize = pList->getListSize();
 
    B2DEBUG(11, "ParticleList: " << pList->getParticleListName() << " - N = " << pListSize << " particles.");
 
    const auto nTargetParticles = (m_nSelectedDaughters == 0) ? pListSize : pListSize * m_nSelectedDaughters;
 
    // Need to get an absolute value in order to check if in Const::ChargedStable.
    std::vector<int> pdgs;
    if (m_nSelectedDaughters == 0) {
      pdgs.push_back(pList->getPDGCode());
    } else {
      pdgs = decayDescriptor.getSelectionPDGCodes();
    }
    for (auto pdg : pdgs) {
      // Check if this ParticleList is made up of legit Const::ChargedStable particles.
      if (!(*m_weightfiles_representation.get())->isValidPdg(abs(pdg))) {
        B2FATAL("PDG: " << pdg << " of ParticleList: " << pListName <<
                " is not that of a valid particle in Const::chargedStableSet! Aborting...");
      }
    }
    std::vector<const Particle*> targetParticles;
    if (m_nSelectedDaughters > 0) {
      for (unsigned int iPart(0); iPart < pListSize; ++iPart) {
        auto* iParticle = pList->getParticle(iPart);
        auto daughters = decayDescriptor.getSelectionParticles(iParticle);
        for (auto* iDaughter : daughters) {
          targetParticles.push_back(iDaughter);
        }
      }
    }
 
    for (unsigned int ipart(0); ipart < nTargetParticles; ++ipart) {
 
      const Particle* particle = (m_nSelectedDaughters > 0) ? targetParticles[ipart] : pList->getParticle(ipart);
 
      if (!(*m_weightfiles_representation.get())->hasImplicitNaNmasking()) {
        // LEGACY TRAININGS: always require a track-cluster match.
        const ECLCluster* eclCluster = particle->getECLCluster();
        if (!eclCluster) {
          B2DEBUG(11, "\nParticle [" << ipart << "] has invalid Track-ECLCluster relation, skip MVA application...");
          continue;
        }
      }
 
      // Retrieve the index for the correct MVA expert and dataset,
      // given the reconstructed (polar angle, p, charge)
      auto thVarName = (*m_weightfiles_representation.get())->getThetaVarName();
      auto theta = std::get<double>(Variable::Manager::Instance().getVariable(thVarName)->function(particle));
      auto p = particle->getP();
      // Set a dummy charge of zero to pick charge-independent payloads, if requested.
      auto charge = (!m_charge_independent) ? particle->getCharge() : 0.0;
      if (std::isnan(theta) or std::isnan(p) or std::isnan(charge)) {
        B2DEBUG(11, "\nParticle [" << ipart << "] has invalid input variable, skip MVA application..." <<
                " polar angle: " << theta << ", p: " << p << ", charge: " << charge);
        continue;
      }
 
      int idx_theta, idx_p, idx_charge;
      auto index = (*m_weightfiles_representation.get())->getMVAWeightIdx(theta, p, charge, idx_theta, idx_p, idx_charge);
 
      auto* matchVar = Variable::Manager::Instance().getVariable("clusterTrackMatch");
      auto hasMatch = std::isnormal(std::get<double>(matchVar->function(particle)));
 
      debugStr[11] += "\n";
      debugStr[11] += ("Particle [" + std::to_string(ipart) + "]\n");
      debugStr[11] += ("Has ECL cluster match? " + std::to_string(hasMatch) + "\n");
      debugStr[11] += ("polar angle: " + thVarName + " = " + std::to_string(theta) + " [rad]\n");
      debugStr[11] += ("p = " + std::to_string(p) + " [GeV/c]\n");
      if (!m_charge_independent) {
        debugStr[11] += ("charge = " + std::to_string(charge) + "\n");
      }
      debugStr[11] += ("Is brems corrected ? " + std::to_string(particle->hasExtraInfo("bremsCorrected")) + "\n");
      debugStr[11] += ("Weightfile idx = " + std::to_string(index) + " - (polar angle, p, charge) = (" + std::to_string(
                         idx_theta) + ", " + std::to_string(idx_p) + ", " +
                       std::to_string(idx_charge) + ")\n");
      if (m_cuts.at(index)) {
        debugStr[11] += ("Category cut: " + m_cuts.at(index)->decompile() + "\n");
      }
 
      B2DEBUG(11, debugStr[11]);
      debugStr[11].clear();
 
      // Don't even bother if particle does not fulfil the category selection.
      if (m_cuts.at(index)) {
        if (!m_cuts.at(index)->check(particle)) {
          B2DEBUG(11, "\nParticle [" << ipart << "] didn't pass MVA category cut, skip MVA application...");
          continue;
        }
      }
 
      // Fill the MVA::SingleDataset w/ variables and spectators.
 
      debugStr[11] += "\n";
      debugStr[11] += "MVA variables:\n";
 
      auto nvars = m_variables.at(index).size();
      for (unsigned int ivar(0); ivar < nvars; ++ivar) {
 
        auto varobj = m_variables.at(index).at(ivar);
 
        double var = std::numeric_limits<double>::quiet_NaN();
        auto var_result = varobj->function(particle);
        if (std::holds_alternative<double>(var_result)) {
          var = std::get<double>(var_result);
        } else if (std::holds_alternative<int>(var_result)) {
          var = std::get<int>(var_result);
        } else if (std::holds_alternative<bool>(var_result)) {
          var = std::get<bool>(var_result);
        } else {
          B2ERROR("Variable '" << varobj->name << "' has wrong data type! It must be one of double, integer, or bool.");
        }
 
        if (!(*m_weightfiles_representation.get())->hasImplicitNaNmasking()) {
          // LEGACY TRAININGS: manual imputation value of -999 for NaN (undefined) variables. Needed by TMVA.
          var = (std::isnan(var)) ? -999.0 : var;
        }
 
        debugStr[11] += ("\tvar[" + std::to_string(ivar) + "] : " + varobj->name + " = " + std::to_string(var) + "\n");
 
        m_datasets.at(index)->m_input[ivar] = var;
 
      }
 
      B2DEBUG(11, debugStr[11]);
      debugStr[11].clear();
 
      // Check spectators only when in debug mode.
      if (LogSystem::Instance().isLevelEnabled(LogConfig::c_Debug, 12)) {
 
        debugStr[12] += "\n";
        debugStr[12] += "MVA spectators:\n";
 
        auto nspecs = m_spectators.at(index).size();
        for (unsigned int ispec(0); ispec < nspecs; ++ispec) {
 
          auto specobj = m_spectators.at(index).at(ispec);
 
          double spec = std::numeric_limits<double>::quiet_NaN();
          auto spec_result = specobj->function(particle);
          if (std::holds_alternative<double>(spec_result)) {
            spec = std::get<double>(spec_result);
          } else if (std::holds_alternative<int>(spec_result)) {
            spec = std::get<int>(spec_result);
          } else if (std::holds_alternative<bool>(spec_result)) {
            spec = std::get<bool>(spec_result);
          } else {
            B2ERROR("Variable '" << specobj->name << "' has wrong data type! It must be one of double, integer, or bool.");
          }
 
          debugStr[12] += ("\tspec[" + std::to_string(ispec) + "] : " + specobj->name + " = " + std::to_string(spec) + "\n");
 
          m_datasets.at(index)->m_spectators[ispec] = spec;
 
        }
 
        B2DEBUG(12, debugStr[12]);
        debugStr[12].clear();
 
      }
 
      // Compute MVA score for each available class.
 
      debugStr[11] += "\n";
      debugStr[12] += "\n";
      debugStr[11] += "MVA response:\n";
 
      std::string score_varname("");
      // We deal w/ a SingleDataset, so 0 is the only existing component by construction.
      std::vector<float> scores = m_experts.at(index)->applyMulticlass(*m_datasets.at(index))[0];
 
      for (unsigned int classID(0); classID < m_classes.size(); ++classID) {
 
        const std::string className(m_classes.at(classID));
 
        score_varname = "pidChargedBDTScore_" + className;
 
        if (m_ecl_only) {
          score_varname += "_" + std::to_string(Const::ECL);
        } else {
          for (const Const::EDetector& det : Const::PIDDetectorSet::set()) {
            score_varname += "_" + std::to_string(det);
          }
        }
 
        debugStr[11] += ("\tclass[" + std::to_string(classID) + "] = " + className + " - score = " +  std::to_string(
                           scores[classID]) + "\n");
        debugStr[12] += ("\textraInfo: " + score_varname + "\n");
 
        // Store the MVA score as a new particle object property.
        m_particles[particle->getArrayIndex()]->writeExtraInfo(score_varname, scores[classID]);
 
      }
 
      B2DEBUG(11, debugStr[11]);
      B2DEBUG(12, debugStr[12]);
      debugStr[11].clear();
      debugStr[12].clear();
 
    }
 
  }
 
  // Clear the debug string map before next event.
  debugStr.clear();
 
}

exposePythonAPI()

void exposePythonAPI ( )

staticinherited

Exposes methods of the Module class to Python.

Definition at line 325 of file Module.cc.

{
  // to avoid confusion between std::arg and boost::python::arg we want a shorthand namespace as well
  namespace bp = boost::python;
 
  docstring_options options(true, true, false); //userdef, py sigs, c++ sigs
 
  void (Module::*setReturnValueInt)(int) = &Module::setReturnValue;
 
  enum_<Module::EAfterConditionPath>("AfterConditionPath",
                                     R"(Determines execution behaviour after a conditional path has been executed:
 
.. attribute:: END
 
  End processing of this path after the conditional path. (this is the default for if_value() etc.)
 
.. attribute:: CONTINUE
 
  After the conditional path, resume execution after this module.)")
  .value("END", Module::EAfterConditionPath::c_End)
  .value("CONTINUE", Module::EAfterConditionPath::c_Continue)
  ;
 
  /* Do not change the names of >, <, ... we use them to serialize conditional pathes */
  enum_<Belle2::ModuleCondition::EConditionOperators>("ConditionOperator")
  .value(">", Belle2::ModuleCondition::EConditionOperators::c_GT)
  .value("<", Belle2::ModuleCondition::EConditionOperators::c_ST)
  .value(">=", Belle2::ModuleCondition::EConditionOperators::c_GE)
  .value("<=", Belle2::ModuleCondition::EConditionOperators::c_SE)
  .value("==", Belle2::ModuleCondition::EConditionOperators::c_EQ)
  .value("!=", Belle2::ModuleCondition::EConditionOperators::c_NE)
  ;
 
  enum_<Module::EModulePropFlags>("ModulePropFlags",
                                  R"(Flags to indicate certain low-level features of modules, see :func:`Module.set_property_flags()`, :func:`Module.has_properties()`. Most useful flags are:
 
.. attribute:: PARALLELPROCESSINGCERTIFIED
 
    This module can be run in parallel processing mode safely (All I/O must be done through the data store, in particular, the module must not write any files.)
 
.. attribute:: HISTOGRAMMANAGER
 
  This module is used to manage histograms accumulated by other modules
 
.. attribute:: TERMINATEINALLPROCESSES
 
  When using parallel processing, call this module's terminate() function in all processes. This will also ensure that there is exactly one process (single-core if no parallel modules found) or at least one input, one main and one output process.
)")
  .value("INPUT", Module::EModulePropFlags::c_Input)
  .value("OUTPUT", Module::EModulePropFlags::c_Output)
  .value("PARALLELPROCESSINGCERTIFIED", Module::EModulePropFlags::c_ParallelProcessingCertified)
  .value("HISTOGRAMMANAGER", Module::EModulePropFlags::c_HistogramManager)
  .value("INTERNALSERIALIZER", Module::EModulePropFlags::c_InternalSerializer)
  .value("TERMINATEINALLPROCESSES", Module::EModulePropFlags::c_TerminateInAllProcesses)
  ;
 
  //Python class definition
  class_<Module, PyModule> module("Module", R"(
Base class for Modules.
 
A module is the smallest building block of the framework.
A typical event processing chain consists of a Path containing
modules. By inheriting from this base class, various types of
modules can be created. To use a module, please refer to
:func:`Path.add_module()`.  A list of modules is available by running
``basf2 -m`` or ``basf2 -m package``, detailed information on parameters is
given by e.g. ``basf2 -m RootInput``.
 
The 'Module Development' section in the manual provides detailed information
on how to create modules, setting parameters, or using return values/conditions:
https://confluence.desy.de/display/BI/Software+Basf2manual#Module_Development
 
)");
  module
  .def("__str__", &Module::getPathString)
  .def("name", &Module::getName, return_value_policy<copy_const_reference>(),
       "Returns the name of the module. Can be changed via :func:`set_name() <Module.set_name()>`, use :func:`type() <Module.type()>` for identifying a particular module class.")
  .def("type", &Module::getType, return_value_policy<copy_const_reference>(),
       "Returns the type of the module (i.e. class name minus 'Module')")
  .def("set_name", &Module::setName, args("name"), R"(
Set custom name, e.g. to distinguish multiple modules of the same type.
 
>>> path.add_module('EventInfoSetter')
>>> ro = path.add_module('RootOutput', branchNames=['EventMetaData'])
>>> ro.set_name('RootOutput_metadata_only')
>>> print(path)
[EventInfoSetter -> RootOutput_metadata_only]
 
)")
  .def("description", &Module::getDescription, return_value_policy<copy_const_reference>(),
       "Returns the description of this module.")
  .def("package", &Module::getPackage, return_value_policy<copy_const_reference>(),
       "Returns the package this module belongs to.")
  .def("available_params", &_getParamInfoListPython,
       "Return list of all module parameters as `ModuleParamInfo` instances")
  .def("has_properties", &Module::hasProperties, (bp::arg("properties")),
       R"DOCSTRING(Allows to check if the module has the given properties out of `ModulePropFlags` set.
 
>>> if module.has_properties(ModulePropFlags.PARALLELPROCESSINGCERTIFIED):
>>>     ...
 
Parameters:
  properties (int): bitmask of `ModulePropFlags` to check for.
)DOCSTRING")
  .def("set_property_flags", &Module::setPropertyFlags, args("property_mask"),
       "Set module properties in the form of an OR combination of `ModulePropFlags`.");
  {
    // python signature is too crowded, make ourselves
    docstring_options subOptions(true, false, false); //userdef, py sigs, c++ sigs
    module
    .def("if_value", &Module::if_value,
         (bp::arg("expression"), bp::arg("condition_path"), bp::arg("after_condition_path")= Module::EAfterConditionPath::c_End),
         R"DOCSTRING(if_value(expression, condition_path, after_condition_path=AfterConditionPath.END)
 
Sets a conditional sub path which will be executed after this
module if the return value set in the module passes the given ``expression``.
 
Modules can define a return value (int or bool) using ``setReturnValue()``,
which can be used in the steering file to split the Path based on this value, for example
 
>>> module_with_condition.if_value("<1", another_path)
 
In case the return value of the ``module_with_condition`` for a given event is
less than 1, the execution will be diverted into ``another_path`` for this event.
 
You could for example set a special return value if an error occurs, and divert
the execution into a path containing :b2:mod:`RootOutput` if it is found;
saving only the data producing/produced by the error.
 
After a conditional path has executed, basf2 will by default stop processing
the path for this event. This behaviour can be changed by setting the
``after_condition_path`` argument.
 
Parameters:
  expression (str): Expression to determine if the conditional path should be executed.
      This should be one of the comparison operators ``<``, ``>``, ``<=``,
      ``>=``, ``==``, or ``!=`` followed by a numerical value for the return value
  condition_path (Path): path to execute in case the expression is fulfilled
  after_condition_path (AfterConditionPath): What to do once the ``condition_path`` has been executed.
)DOCSTRING")
    .def("if_false", &Module::if_false,
         (bp::arg("condition_path"), bp::arg("after_condition_path")= Module::EAfterConditionPath::c_End),
         R"DOC(if_false(condition_path, after_condition_path=AfterConditionPath.END)
 
Sets a conditional sub path which will be executed after this module if
the return value of the module evaluates to False. This is equivalent to
calling `if_value` with ``expression=\"<1\"``)DOC")
    .def("if_true", &Module::if_true,
         (bp::arg("condition_path"), bp::arg("after_condition_path")= Module::EAfterConditionPath::c_End),
         R"DOC(if_true(condition_path, after_condition_path=AfterConditionPath.END)
 
Sets a conditional sub path which will be executed after this module if
the return value of the module evaluates to True. It is equivalent to
calling `if_value` with ``expression=\">=1\"``)DOC");
  }
  module
  .def("has_condition", &Module::hasCondition,
       "Return true if a conditional path has been set for this module "
       "using `if_value`, `if_true` or `if_false`")
  .def("get_all_condition_paths", &_getAllConditionPathsPython,
       "Return a list of all conditional paths set for this module using "
       "`if_value`, `if_true` or `if_false`")
  .def("get_all_conditions", &_getAllConditionsPython,
       "Return a list of all conditional path expressions set for this module using "
       "`if_value`, `if_true` or `if_false`")
  .add_property("logging", make_function(&Module::getLogConfig, return_value_policy<reference_existing_object>()),
                &Module::setLogConfig)

getAfterConditionPath()

Module::EAfterConditionPath getAfterConditionPath ( ) const

inherited

What to do after the conditional path is finished.

(defaults to c_End if no condition is set)

Definition at line 133 of file Module.cc.

{
  if (m_conditions.empty()) return EAfterConditionPath::c_End;
 
  //okay, a condition was set for this Module...
  if (!m_hasReturnValue) {
    B2FATAL("A condition was set for '" << getName() << "', but the module did not set a return value!");
  }
 
  for (const auto& condition : m_conditions) {
    if (condition.evaluate(m_returnValue)) {
      return condition.getAfterConditionPath();
    }
  }
 
  return EAfterConditionPath::c_End;
}

getAllConditionPaths()

std::vector< std::shared_ptr< Path > > getAllConditionPaths ( ) const

inherited

Return all condition paths currently set (no matter if the condition is true or not).

Definition at line 150 of file Module.cc.

{
  std::vector<std::shared_ptr<Path>> allConditionPaths;
  for (const auto& condition : m_conditions) {
    allConditionPaths.push_back(condition.getPath());
  }
 
  return allConditionPaths;
}

getAllConditions()

const std::vector< ModuleCondition > & getAllConditions ( ) const

inlineinherited

Return all set conditions for this module.

Definition at line 324 of file Module.h.

    {
      return m_conditions;
    }

getCondition()

const ModuleCondition * getCondition ( ) const

inlineinherited

Return a pointer to the first condition (or nullptr, if none was set)

Definition at line 314 of file Module.h.

    {
      if (m_conditions.empty()) {
        return nullptr;
      } else {
        return &m_conditions.front();
      }
    }

getConditionPath()

std::shared_ptr< Path > getConditionPath ( ) const

inherited

Returns the path of the last true condition (if there is at least one, else reaturn a null pointer).

Definition at line 113 of file Module.cc.

{
  PathPtr p;
  if (m_conditions.empty()) return p;
 
  //okay, a condition was set for this Module...
  if (!m_hasReturnValue) {
    B2FATAL("A condition was set for '" << getName() << "', but the module did not set a return value!");
  }
 
  for (const auto& condition : m_conditions) {
    if (condition.evaluate(m_returnValue)) {
      return condition.getPath();
    }
  }
 
  // if none of the conditions were true, return a null pointer.
  return p;
}

getDescription()

const std::string & getDescription ( ) const

inlineinherited

Returns the description of the module.

Definition at line 202 of file Module.h.

{return m_description;}

getFileNames()

virtual std::vector< std::string > getFileNames ( bool  outputFiles )

inlinevirtualinherited

Return a list of output filenames for this modules.

This will be called when basf2 is run with "--dry-run" if the module has set either the c_Input or c_Output properties.

If the parameter outputFiles is false (for modules with c_Input) the list of input filenames should be returned (if any). If outputFiles is true (for modules with c_Output) the list of output files should be returned (if any).

If a module has sat both properties this member is called twice, once for each property.

The module should return the actual list of requested input or produced output filenames (including handling of input/output overrides) so that the grid system can handle input/output files correctly.

This function should return the same value when called multiple times. This is especially important when taking the input/output overrides from Environment as they get consumed when obtained so the finalized list of output files should be stored for subsequent calls.

Reimplemented in RootInputModule, and RootOutputModule.

Definition at line 134 of file Module.h.

    {
      return std::vector<std::string>();
    }

getLogConfig()

LogConfig & getLogConfig ( )

inlineinherited

Returns the log system configuration.

Definition at line 225 of file Module.h.

{return m_logConfig;}

getModules()

std::list< ModulePtr > getModules ( ) const

inlineoverrideprivatevirtualinherited

no submodules, return empty list

Implements PathElement.

Definition at line 506 of file Module.h.

{ return std::list<ModulePtr>(); }

getName()

const std::string & getName ( ) const

inlineinherited

Returns the name of the module.

This can be changed via e.g. set_name() in the steering file to give more useful names if there is more than one module of the same type.

For identifying the type of a module, using getType() (or type() in Python) is recommended.

Definition at line 187 of file Module.h.

{return m_name;}

getPackage()

const std::string & getPackage ( ) const

inlineinherited

Returns the package this module is in.

Definition at line 197 of file Module.h.

{return m_package;}

getParamInfoListPython()

std::shared_ptr< boost::python::list > getParamInfoListPython ( ) const

inherited

Returns a python list of all parameters.

Each item in the list consists of the name of the parameter, a string describing its type, a python list of all default values and the description of the parameter.

Returns

A python list containing the parameters of this parameter list.

Definition at line 279 of file Module.cc.

{
  return m_moduleParamList.getParamInfoListPython();
}

getParamList()

const ModuleParamList & getParamList ( ) const

inlineinherited

Return module param list.

Definition at line 363 of file Module.h.

{ return m_moduleParamList; }

getParticleName()

const std::string getParticleName ( const ParticleList *  pList ) const

inlineprivate

Split the particle list name in "particleName", "particleLabel", and return the particle name w/o the charge +/- label.

This corresponds to the name as given in the evt.pdl

Definition at line 97 of file ChargedPidMVAMulticlassModule.h.

    {
 
      auto fullName = pList->getParticleListName();
      auto delimiter(":");
      auto signedName = fullName.substr(0, fullName.find(delimiter));
      signedName.pop_back();
 
      return signedName;
    }

getPathString()

std::string getPathString ( ) const

overrideprivatevirtualinherited

return the module name.

Implements PathElement.

Definition at line 192 of file Module.cc.

{
 
  std::string output = getName();
 
  for (const auto& condition : m_conditions) {
    output += condition.getString();
  }
 
  return output;
}

getReturnValue()

int getReturnValue ( ) const

inlineinherited

Return the return value set by this module.

This value is only meaningful if hasReturnValue() is true

Definition at line 381 of file Module.h.

{ return m_returnValue; }

getType()

const std::string & getType ( ) const

inherited

Returns the type of the module (i.e.

class name minus 'Module')

Definition at line 41 of file Module.cc.

{
  if (m_type.empty())
    B2FATAL("Module type not set for " << getName());
  return m_type;
}

hasCondition()

bool hasCondition ( ) const

inlineinherited

Returns true if at least one condition was set for the module.

Definition at line 311 of file Module.h.

{ return not m_conditions.empty(); };

hasProperties()

bool hasProperties ( unsigned int  propertyFlags ) const

inherited

Returns true if all specified property flags are available in this module.

Parameters

propertyFlags

Ored EModulePropFlags which should be compared with the module flags.

Definition at line 160 of file Module.cc.

{
  return (propertyFlags & m_propertyFlags) == propertyFlags;
}

hasReturnValue()

bool hasReturnValue ( ) const

inlineinherited

Return true if this module has a valid return value set.

Definition at line 378 of file Module.h.

{ return m_hasReturnValue; }

hasUnsetForcedParams()

bool hasUnsetForcedParams ( ) const

inherited

Returns true and prints error message if the module has unset parameters which the user has to set in the steering file.

Definition at line 166 of file Module.cc.

{
  auto missing = m_moduleParamList.getUnsetForcedParams();
  std::string allMissing = "";
  for (const auto& s : missing)
    allMissing += s + " ";
  if (!missing.empty())
    B2ERROR("The following required parameters of Module '" << getName() << "' were not specified: " << allMissing <<
            "\nPlease add them to your steering file.");
  return !missing.empty();
}

if_false()

void if_false ( const std::shared_ptr< Path > &  path, EAfterConditionPath  afterConditionPath = EAfterConditionPath::c_End  )

inherited

A simplified version to add a condition to the module.

Please note that successive calls of this function will add more than one condition to the module. If more than one condition results in true, only the last of them will be used.

Please be careful: Avoid creating cyclic paths, e.g. by linking a condition to a path which is processed before the path where this module is located in.

It is equivalent to the if_value() method, using the expression "<1". This method is meant to be used together with the setReturnValue(bool value) method.

Parameters

path	Shared pointer to the Path which will be executed if the return value is false.
afterConditionPath	What to do after executing 'path'.

Definition at line 85 of file Module.cc.

{
  if_value("<1", path, afterConditionPath);
}

if_true()

void if_true ( const std::shared_ptr< Path > &  path, EAfterConditionPath  afterConditionPath = EAfterConditionPath::c_End  )

inherited

A simplified version to set the condition of the module.

Please note that successive calls of this function will add more than one condition to the module. If more than one condition results in true, only the last of them will be used.

Please be careful: Avoid creating cyclic paths, e.g. by linking a condition to a path which is processed before the path where this module is located in.

It is equivalent to the if_value() method, using the expression ">=1". This method is meant to be used together with the setReturnValue(bool value) method.

Parameters

path	Shared pointer to the Path which will be executed if the return value is true.
afterConditionPath	What to do after executing 'path'.

Definition at line 90 of file Module.cc.

{
  if_value(">=1", path, afterConditionPath);
}

if_value()

void if_value ( const std::string &  expression, const std::shared_ptr< Path > &  path, EAfterConditionPath  afterConditionPath = EAfterConditionPath::c_End  )

inherited

Add a condition to the module.

Please note that successive calls of this function will add more than one condition to the module. If more than one condition results in true, only the last of them will be used.

See https://confluence.desy.de/display/BI/Software+ModCondTut or ModuleCondition for a description of the syntax.

Please be careful: Avoid creating cyclic paths, e.g. by linking a condition to a path which is processed before the path where this module is located in.

Parameters

expression	The expression of the condition.
path	Shared pointer to the Path which will be executed if the condition is evaluated to true.
afterConditionPath	What to do after executing 'path'.

Definition at line 79 of file Module.cc.

{
  m_conditions.emplace_back(expression, path, afterConditionPath);
}

initialize()

void initialize ( )

overridevirtual

Use this to initialize resources or memory your module needs.

Also register any outputs of your module (StoreArrays, StoreObjPtrs, relations) here, see the respective class documentation for details.

Reimplemented from Module.

Definition at line 53 of file ChargedPidMVAMulticlassModule.cc.

{
  m_event_metadata.isRequired();
 
  m_weightfiles_representation = std::make_unique<DBObjPtr<ChargedPidMVAWeights>>(m_payload_name);
 
  /* Initialize MVA if the payload has changed and now. */
  (*m_weightfiles_representation.get()).addCallback([this]() { initializeMVA(); });
  initializeMVA();
}

initializeMVA()

void initializeMVA ( )

private

1. Check if a payload is found in the database.
2. Check the MVA weights for consistency every time they change in the database.
3. Load MVA weight files, and set MVA::Expert and MVA::SingleDataset objects for each file found.

Definition at line 383 of file ChargedPidMVAMulticlassModule.cc.

{
 
  B2INFO("Run: " << m_event_metadata->getRun() <<
         ". Load supported MVA interfaces for multi-class charged particle identification...");
 
  // Set the necessary variable aliases from the payload.
  this->registerAliases();
 
  // The supported methods have to be initialized once (calling it more than once is safe).
  MVA::AbstractInterface::initSupportedInterfaces();
  auto supported_interfaces = MVA::AbstractInterface::getSupportedInterfaces();
 
  B2INFO("\tLoading weightfiles from the payload class.");
 
  auto serialized_weightfiles = (*m_weightfiles_representation.get())->getMVAWeightsMulticlass();
  auto nfiles = serialized_weightfiles->size();
 
  B2INFO("\tConstruct the MVA experts and datasets from N = " << nfiles << " weightfiles...");
 
  // The size of the vectors must correspond
  // to the number of available weightfiles for this pdgId.
  m_experts.resize(nfiles);
  m_datasets.resize(nfiles);
  m_cuts.resize(nfiles);
  m_variables.resize(nfiles);
  m_spectators.resize(nfiles);
 
  for (unsigned int idx(0); idx < nfiles; idx++) {
 
    B2DEBUG(12, "\t\tweightfile[" << idx << "]");
 
    // De-serialize the string into an MVA::Weightfile object.
    std::stringstream ss(serialized_weightfiles->at(idx));
    auto weightfile = MVA::Weightfile::loadFromStream(ss);
 
    MVA::GeneralOptions general_options;
    weightfile.getOptions(general_options);
 
    // Store the list of pointers to the relevant variables for this xml file.
    Variable::Manager& manager = Variable::Manager::Instance();
    m_variables[idx] = manager.getVariables(general_options.m_variables);
    m_spectators[idx] = manager.getVariables(general_options.m_spectators);
 
    B2DEBUG(12, "\t\tRetrieved N = " << general_options.m_variables.size()
            << " variables, N = " << general_options.m_spectators.size()
            << " spectators");
 
    // Store an MVA::Expert object.
    m_experts[idx] = supported_interfaces[general_options.m_method]->getExpert();
    m_experts.at(idx)->load(weightfile);
 
    B2DEBUG(12, "\t\tweightfile loaded successfully into expert[" << idx << "]!");
 
    // Store an MVA::SingleDataset object, in which we will save our features later...
    std::vector<float> v(general_options.m_variables.size(), 0.0);
    std::vector<float> s(general_options.m_spectators.size(), 0.0);
    m_datasets[idx] = std::make_unique<MVA::SingleDataset>(general_options, v, 1.0, s);
 
    B2DEBUG(12, "\t\tdataset[" << idx << "] created successfully!");
 
    // Compile cut for this category.
    const auto cuts = (*m_weightfiles_representation.get())->getCutsMulticlass();
    const auto cutstr = (!cuts->empty()) ? cuts->at(idx) : "";
    m_cuts[idx] = (!cutstr.empty()) ? Variable::Cut::compile(cutstr) : nullptr;
 
    B2DEBUG(12, "\t\tcut[" << idx << "] created successfully!");
 
    // Register class names only once.
    if (idx == 0) {
      // QUESTION: could this be made generic?
      // Problem is I am not sure how other MVA methods deal with multi-classification,
      // so it's difficult to make an abstract interface that surely works for everything... ideas?
      MVA::TMVAOptionsMulticlass specific_options;
      weightfile.getOptions(specific_options);
 
      if (specific_options.m_classes.empty()) {
        B2FATAL("MVA::SpecificOptions of weightfile[" << idx <<
                "] has no registered MVA classes! This shouldn't happen in multi-class mode. Aborting...");
      }
 
      m_classes.clear();
      for (const auto& cls : specific_options.m_classes) {
        m_classes.push_back(cls);
      }
 
    }
  }
 
}

registerAliases()

void registerAliases ( )

private

Set variable aliases needed by the MVA.

Read from payload.

Definition at line 353 of file ChargedPidMVAMulticlassModule.cc.

{
 
  auto aliases = (*m_weightfiles_representation.get())->getAliases();
 
  if (!aliases->empty()) {
 
    B2INFO("Setting aliases for the ChargedPidMVA algorithm read from the payload.");
 
    std::string debugStr("\n");
    for (const auto& [alias, variable] : *aliases) {
      if (alias != variable) {
        debugStr += (alias + " --> " + variable + "\n");
        if (!Variable::Manager::Instance().addAlias(alias, variable)) {
          B2ERROR("Something went wrong with setting alias: " << alias << " for variable: " << variable);
        }
      }
    }
    B2DEBUG(10, debugStr);
 
    return;
 
  }
 
  // Manually set aliases - for bw compatibility
  this->registerAliasesLegacy();
 
}

registerAliasesLegacy()

void registerAliasesLegacy ( )

private

Set variable aliases needed by the MVA.

Fallback to this if no aliases map found in payload.

Definition at line 301 of file ChargedPidMVAMulticlassModule.cc.

{
 
  std::string epsilon("1e-8");
 
  std::map<std::string, std::string> aliasesLegacy;
 
  aliasesLegacy.insert(std::make_pair("__event__", "evtNum"));
 
  for (Const::DetectorSet::Iterator it = Const::PIDDetectorSet::set().begin();
       it != Const::PIDDetectorSet::set().end(); ++it) {
 
    auto detName = Const::parseDetectors(*it);
 
    aliasesLegacy.insert(std::make_pair("missingLogL_" + detName, "pidMissingProbabilityExpert(" + detName + ")"));
 
    for (auto& [pdgId, fullName] : m_stdChargedInfo) {
 
      std::string alias = fullName + "ID_" + detName;
      std::string var = "pidProbabilityExpert(" + std::to_string(pdgId) + ", " + detName + ")";
      std::string aliasLogTrf = alias + "_LogTransfo";
      std::string varLogTrf = "formula(-1. * log10(formula(((1. - " + alias + ") + " + epsilon + ") / (" + alias + " + " + epsilon +
                              "))))";
 
      aliasesLegacy.insert(std::make_pair(alias, var));
      aliasesLegacy.insert(std::make_pair(aliasLogTrf, varLogTrf));
 
      if (it.getIndex() == 0) {
        aliasLogTrf = fullName + "ID_LogTransfo";
        varLogTrf = "formula(-1. * log10(formula(((1. - " + fullName + "ID) + " + epsilon + ") / (" + fullName + "ID + " + epsilon +
                    "))))";
        aliasesLegacy.insert(std::make_pair(aliasLogTrf, varLogTrf));
      }
 
    }
 
  }
 
  B2INFO("Setting hard-coded aliases for the ChargedPidMVA algorithm.");
 
  std::string debugStr("\n");
  for (const auto& [alias, variable] : aliasesLegacy) {
    debugStr += (alias + " --> " + variable + "\n");
    if (!Variable::Manager::Instance().addAlias(alias, variable)) {
      B2ERROR("Something went wrong with setting alias: " << alias << " for variable: " << variable);
    }
  }
  B2DEBUG(10, debugStr);
 
}

setAbortLevel()

void setAbortLevel ( int  abortLevel )

inherited

Configure the abort log level.

Definition at line 67 of file Module.cc.

{
  m_logConfig.setAbortLevel(static_cast<LogConfig::ELogLevel>(abortLevel));
}

setDebugLevel()

void setDebugLevel ( int  debugLevel )

inherited

Configure the debug messaging level.

Definition at line 61 of file Module.cc.

{
  m_logConfig.setDebugLevel(debugLevel);
}

setDescription()

void setDescription ( const std::string &  description )

protectedinherited

Sets the description of the module.

Parameters

description

A description of the module.

Definition at line 214 of file Module.cc.

{
  m_description = description;
}

setLogConfig()

void setLogConfig ( const LogConfig &  logConfig )

inlineinherited

Set the log system configuration.

Definition at line 230 of file Module.h.

{m_logConfig = logConfig;}

setLogInfo()

void setLogInfo ( int  logLevel, unsigned int  logInfo  )

inherited

Configure the printed log information for the given level.

Parameters

logLevel	The log level (one of LogConfig::ELogLevel)
logInfo	What kind of info should be printed? ORed combination of LogConfig::ELogInfo flags.

Definition at line 73 of file Module.cc.

{
  m_logConfig.setLogInfo(static_cast<LogConfig::ELogLevel>(logLevel), logInfo);
}

setLogLevel()

void setLogLevel ( int  logLevel )

inherited

Configure the log level.

Definition at line 55 of file Module.cc.

{
  m_logConfig.setLogLevel(static_cast<LogConfig::ELogLevel>(logLevel));
}

setName()

void setName ( const std::string &  name )

inlineinherited

Set the name of the module.

Note

The module name is set when using the REG_MODULE macro, but the module can be renamed before calling process() using the set_name() function in your steering file.

Parameters

name	The name of the module

Definition at line 214 of file Module.h.

{ m_name = name; };

setParamList()

void setParamList ( const ModuleParamList &  params )

inlineprotectedinherited

Replace existing parameter list.

Definition at line 501 of file Module.h.

{ m_moduleParamList = params; }

setParamPython()

void setParamPython ( const std::string &  name, const boost::python::object &  pyObj  )

privateinherited

Implements a method for setting boost::python objects.

The method supports the following types: list, dict, int, double, string, bool The conversion of the python object to the C++ type and the final storage of the parameter value is done in the ModuleParam class.

Parameters

name	The unique name of the parameter.
pyObj	The object which should be converted and stored as the parameter value.

Definition at line 234 of file Module.cc.

{
  LogSystem& logSystem = LogSystem::Instance();
  logSystem.updateModule(&(getLogConfig()), getName());
  try {
    m_moduleParamList.setParamPython(name, pyObj);
  } catch (std::runtime_error& e) {
    throw std::runtime_error("Cannot set parameter '" + name + "' for module '"
                             + m_name + "': " + e.what());
  }
 
  logSystem.updateModule(nullptr);
}

setParamPythonDict()

void setParamPythonDict ( const boost::python::dict &  dictionary )

privateinherited

Implements a method for reading the parameter values from a boost::python dictionary.

The key of the dictionary has to be the name of the parameter and the value has to be of one of the supported parameter types.

Parameters

dictionary

The python dictionary from which the parameter values are read.

Definition at line 249 of file Module.cc.

{
 
  LogSystem& logSystem = LogSystem::Instance();
  logSystem.updateModule(&(getLogConfig()), getName());
 
  boost::python::list dictKeys = dictionary.keys();
  int nKey = boost::python::len(dictKeys);
 
  //Loop over all keys in the dictionary
  for (int iKey = 0; iKey < nKey; ++iKey) {
    boost::python::object currKey = dictKeys[iKey];
    boost::python::extract<std::string> keyProxy(currKey);
 
    if (keyProxy.check()) {
      const boost::python::object& currValue = dictionary[currKey];
      setParamPython(keyProxy, currValue);
    } else {
      B2ERROR("Setting the module parameters from a python dictionary: invalid key in dictionary!");
    }
  }
 
  logSystem.updateModule(nullptr);
}

setPropertyFlags()

void setPropertyFlags ( unsigned int  propertyFlags )

inherited

Sets the flags for the module properties.

Parameters

propertyFlags

bitwise OR of EModulePropFlags

Definition at line 208 of file Module.cc.

{
  m_propertyFlags = propertyFlags;
}

setReturnValue() [1/2]

void setReturnValue ( bool  value )

protectedinherited

Sets the return value for this module as bool.

The bool value is saved as an integer with the convention 1 meaning true and 0 meaning false. The value can be used in the steering file to divide the analysis chain into several paths.

Parameters

value

The value of the return value.

Definition at line 227 of file Module.cc.

{
  m_hasReturnValue = true;
  m_returnValue = value;
}

setReturnValue() [2/2]

void setReturnValue ( int  value )

protectedinherited

Sets the return value for this module as integer.

The value can be used in the steering file to divide the analysis chain into several paths.

Parameters

value

The value of the return value.

Definition at line 220 of file Module.cc.

{
  m_hasReturnValue = true;
  m_returnValue = value;
}

setType()

void setType ( const std::string &  type )

protectedinherited

Set the module type.

Only for use by internal modules (which don't use the normal REG_MODULE mechanism).

Definition at line 48 of file Module.cc.

{
  if (!m_type.empty())
    B2FATAL("Trying to change module type from " << m_type << " is not allowed, the value is assumed to be fixed.");
  m_type = type;
}

terminate()

virtual void terminate ( )

inlinevirtualinherited

This method is called at the end of the event processing.

This method is called only once after the event processing finished. Use this method for cleaning up, closing files, etc.

This method can be implemented by subclasses.

Reimplemented in CurlTaggerModule, EventKinematicsModule, FlavorTaggerInfoFillerModule, LowEnergyPi0IdentificationExpertModule, LowEnergyPi0VetoExpertModule, ParticleKinematicFitterModule, ParticleLoaderModule, ParticleMassHypothesesUpdaterModule, ParticleMassUpdaterModule, ParticleMCDecayStringModule, ParticleMomentumUpdaterModule, ParticleStatsModule, ParticleWeightingLookUpCreatorModule, RemoveParticlesNotInListsModule, SkimFilterModule, TreeFitterModule, VariablesToEventBasedTreeModule, VariablesToHistogramModule, VariablesToNtupleModule, B2BIIMCParticlesMonitorModule, B2BIIConvertMdstModule, B2BIIFixMdstModule, B2BIIMdstInputModule, BelleMCOutputModule, HistoModule, MergeDataStoreModule, SubEventModule, SwitchDataStoreModule, ProgressBarModule, RandomBarrierModule, HistoManagerModule, ProfileModule, RootInputModule, RootOutputModule, SeqRootInputModule, SeqRootOutputModule, AsyncWrapper, RxModule, TxModule, ZMQRxOutputModule, ZMQRxWorkerModule, ZMQTxInputModule, ZMQTxWorkerModule, GeometryModule, MVAExpertModule, MVAMultipleExpertsModule, AWESOMEBasicModule, and PyModule.

Definition at line 176 of file Module.h.

{};

Member Data Documentation

m_charge_independent

bool m_charge_independent

private

Flag to specify if we use a charge-independent training.

Definition at line 130 of file ChargedPidMVAMulticlassModule.h.

m_classes

std::vector<std::string> m_classes

private

List of MVA class names.

Definition at line 185 of file ChargedPidMVAMulticlassModule.h.

m_conditions

std::vector<ModuleCondition> m_conditions

privateinherited

Module condition, only non-null if set.

Definition at line 521 of file Module.h.

m_cuts

CutsList m_cuts

private

List of Cut objects.

One Cut to be stored for each training category.

Definition at line 168 of file ChargedPidMVAMulticlassModule.h.

m_datasets

DatasetsList m_datasets

private

List of MVA::SingleDataset objects.

One DS to be stored for each xml file found in the database, i.e. for each training category.

Definition at line 162 of file ChargedPidMVAMulticlassModule.h.

m_decayStrings

std::vector<std::string> m_decayStrings

private

The input list of DecayStrings, where each selected (^) daughter should correspond to a standard charged ParticleList, e.g.

‘['Lambda0:sig -> ^p+ ^pi-’, 'J/psi:sig -> ^mu+ ^mu-']. One can also directly pass a list of standard charged ParticleLists, e.g.['e+:my_electrons', 'pi+:my_pions']`. Note that charge-conjugated ParticleLists will automatically be included.

Definition at line 120 of file ChargedPidMVAMulticlassModule.h.

m_description

std::string m_description

privateinherited

The description of the module.

Definition at line 511 of file Module.h.

m_ecl_only

bool m_ecl_only

private

Flag to specify if we use an ECL-only based training.

Definition at line 135 of file ChargedPidMVAMulticlassModule.h.

m_event_metadata

StoreObjPtr<EventMetaData> m_event_metadata

private

The event information.

Used for debugging purposes.

Definition at line 140 of file ChargedPidMVAMulticlassModule.h.

m_experts

ExpertsList m_experts

private

List of MVA::Expert objects.

One Expert to be stored for each xml file found in the database, i.e. for each training category.

Definition at line 156 of file ChargedPidMVAMulticlassModule.h.

m_hasReturnValue

bool m_hasReturnValue

privateinherited

True, if the return value is set.

Definition at line 518 of file Module.h.

m_logConfig

LogConfig m_logConfig

privateinherited

The log system configuration of the module.

Definition at line 514 of file Module.h.

m_moduleParamList

ModuleParamList m_moduleParamList

privateinherited

List storing and managing all parameter of the module.

Definition at line 516 of file Module.h.

m_name

std::string m_name

privateinherited

The name of the module, saved as a string (user-modifiable)

Definition at line 508 of file Module.h.

m_package

std::string m_package

privateinherited

Package this module is found in (may be empty).

Definition at line 510 of file Module.h.

m_particles

StoreArray<Particle> m_particles

private

StoreArray of Particles.

Definition at line 112 of file ChargedPidMVAMulticlassModule.h.

m_payload_name

std::string m_payload_name

private

The name of the database payload object with the MVA weights.

Definition at line 125 of file ChargedPidMVAMulticlassModule.h.

m_propertyFlags

unsigned int m_propertyFlags

privateinherited

The properties of the module as bitwise or (with |) of EModulePropFlags.

Definition at line 512 of file Module.h.

m_returnValue

int m_returnValue

privateinherited

The return value.

Definition at line 519 of file Module.h.

m_spectators

VariablesLists m_spectators

private

List of lists of spectator variables.

One list of lists to be stored for each xml file found in the database, i.e. for each training category.

Definition at line 180 of file ChargedPidMVAMulticlassModule.h.

m_stdChargedInfo

std::map<int, std::string> m_stdChargedInfo

private

Initial value:

= {
      { Const::electron.getPDGCode(), "electron" },
      { Const::muon.getPDGCode(), "muon" },
      { Const::pion.getPDGCode(), "pion" },
      { Const::kaon.getPDGCode(), "kaon" },
      { Const::proton.getPDGCode(), "proton" },
      { Const::deuteron.getPDGCode(), "deuteron" }
    }

Map with standard charged particles' info.

For convenience.

Definition at line 190 of file ChargedPidMVAMulticlassModule.h.

m_type

std::string m_type

privateinherited

The type of the module, saved as a string.

Definition at line 509 of file Module.h.

m_variables

VariablesLists m_variables

private

List of lists of feature variables.

One list of lists to be stored for each xml file found in the database, i.e. for each training category.

Definition at line 174 of file ChargedPidMVAMulticlassModule.h.

m_weightfiles_representation

std::unique_ptr<DBObjPtr<ChargedPidMVAWeights> > m_weightfiles_representation

private

Interface to get the database payload with the MVA weight files.

The payload class has a method to retrieve the correct weightfile representation given a reconstructed particle's (polar angle, p, charge). Note that the theta of the track helix extraplolated at the ECL entry surface is used if the particle doesn't have an ECL cluster match.

Definition at line 149 of file ChargedPidMVAMulticlassModule.h.

---

The documentation for this class was generated from the following files:

• analysis/modules/ChargedParticleIdentificator/include/ChargedPidMVAMulticlassModule.h
• analysis/modules/ChargedParticleIdentificator/src/ChargedPidMVAMulticlassModule.cc