cvn::Result Class Reference

Result, basic output of CVN neural net. More...

#include <Result.h>

Public Member Functions
	Result (const float *output, unsigned int &nOutputs)
	Result (const std::vector< std::vector< float > > output)
	Result ()
unsigned int	ArgMax (int output_n) const
	Index of maximum value in vector. More...
float	Max ()
	Maximum value in vector. More...
TFIsAntineutrino	PredictedIsAntineutrino () const
	Return the predicted is_antineutrino. More...
TFFlavour	PredictedFlavour () const
	Return the predicted flavour. More...
TFInteraction	PredictedInteraction () const
	Return the predicted interaction. More...
TFTopologyProtons	PredictedProtons () const
	Return the predicted protons. More...
TFTopologyPions	PredictedPions () const
	Return the predicted pions. More...
TFTopologyPizeros	PredictedPizeros () const
	Return the predicted pizeros. More...
TFTopologyNeutrons	PredictedNeutrons () const
	Return the predicted neutrons. More...
float	GetIsAntineutrinoProbability () const
	Return the is_antineutrino probability. More...
float	GetNumuProbability () const
	Return the numu flavour probability. More...
float	GetNueProbability () const
	Return the nue flavour probability. More...
float	GetNutauProbability () const
	Return the nutau flavour probability. More...
float	GetNCProbability () const
	Return the NC probability. More...
float	GetQEProbability () const
	Return the CC QE interaction probability. More...
float	GetResProbability () const
	Return the CC Res interaction probability. More...
float	GetDISProbability () const
	Return the CC DIS interaction probability. More...
float	GetOtherProbability () const
	Return the CC Other interaction probability. More...
float	Get0protonsProbability () const
	Return the 0 protons topology probability. More...
float	Get1protonsProbability () const
	Return the 1 protons topology probability. More...
float	Get2protonsProbability () const
	Return the 2 protons topology probability. More...
float	GetNprotonsProbability () const
	Return the >2 protons topology probability. More...
float	Get0pionsProbability () const
	Return the 0 pions topology probability. More...
float	Get1pionsProbability () const
	Return the 1 pions topology probability. More...
float	Get2pionsProbability () const
	Return the 2 pions topology probability. More...
float	GetNpionsProbability () const
	Return the >2 pions topology probability. More...
float	Get0pizerosProbability () const
	Return the 0 pizeros topology probability. More...
float	Get1pizerosProbability () const
	Return the 1 pizeros topology probability. More...
float	Get2pizerosProbability () const
	Return the 2 pizeros topology probability. More...
float	GetNpizerosProbability () const
	Return the >2 pizeros topology probability. More...
float	Get0neutronsProbability () const
	Return the 0 neutrons topology probability. More...
float	Get1neutronsProbability () const
	Return the 1 neutrons topology probability. More...
float	Get2neutronsProbability () const
	Return the 2 neutrons topology probability. More...
float	GetNneutronsProbability () const
	Return the >2 neutrons topology probability. More...
unsigned int	NOutput ()
	Number of outputs, i.e. size of vector. More...

Public Attributes
std::vector< std::vector< float > >	fOutput
	Vector of outputs from neural net. More...

Detailed Description

Result, basic output of CVN neural net.

Definition at line 18 of file Result.h.

Constructor & Destructor Documentation

cvn::Result::Result	(	const float *	output,
		unsigned int &	nOutputs
	)

Definition at line 20 of file Result.cxx.

                                                           :
  fOutput(1)
  {
    fOutput[0].resize(nOutputs);
    for(size_t i = 0; i < nOutputs; ++i)
    {
     fOutput[0][i] = output[i];
    }
  }

cvn::Result::Result

(

const std::vector< std::vector< float > >

output

)

Definition at line 30 of file Result.cxx.

                                                          {
    fOutput = output; 
  }

cvn::Result::Result

(

)

Definition at line 34 of file Result.cxx.

                :
  fOutput()
  {}

Member Function Documentation

unsigned int cvn::Result::ArgMax

(

int

output_n

)

const

Index of maximum value in vector.

Definition at line 38 of file Result.cxx.

  {
    // Get the max element iterator and convert to vector index

    // single-output
    if(fOutput.size() == 1)
        return std::distance(fOutput[0].begin(),std::max_element(fOutput[0].begin(),fOutput[0].end()));
    // multi-output
    return std::distance(fOutput[output_n].begin(),std::max_element(fOutput[output_n].begin(),fOutput[output_n].end()));
  }

float cvn::Result::Get0neutronsProbability

(

)

const

Return the 0 neutrons topology probability.

Definition at line 322 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no neutrons probability
    // multi-output
    return fOutput[TFMultioutputs::neutrons][TFTopologyNeutrons::kTop0neutron]; 
  }

float cvn::Result::Get0pionsProbability

(

)

const

Return the 0 pions topology probability.

Definition at line 242 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no pions probability
    // multi-output
    return fOutput[TFMultioutputs::pions][TFTopologyPions::kTop0pion]; 
  }

float cvn::Result::Get0pizerosProbability

(

)

const

Return the 0 pizeros topology probability.

Definition at line 282 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no pizeros probability
    // multi-output
    return fOutput[TFMultioutputs::pizeros][TFTopologyPizeros::kTop0pizero]; 
  }

float cvn::Result::Get0protonsProbability

(

)

const

Return the 0 protons topology probability.

Definition at line 202 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no protons probability
    // multi-output
    return fOutput[TFMultioutputs::protons][TFTopologyProtons::kTop0proton]; 
  }

float cvn::Result::Get1neutronsProbability

(

)

const

Return the 1 neutrons topology probability.

Definition at line 332 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no neutrons probability
    // multi-output
    return fOutput[TFMultioutputs::neutrons][TFTopologyNeutrons::kTop1neutron]; 
  }

float cvn::Result::Get1pionsProbability

(

)

const

Return the 1 pions topology probability.

Definition at line 252 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no pions probability
    // multi-output
    return fOutput[TFMultioutputs::pions][TFTopologyPions::kTop1pion]; 
  }

float cvn::Result::Get1pizerosProbability

(

)

const

Return the 1 pizeros topology probability.

Definition at line 292 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no pizeros probability
    // multi-output
    return fOutput[TFMultioutputs::pizeros][TFTopologyPizeros::kTop1pizero]; 
  }

float cvn::Result::Get1protonsProbability

(

)

const

Return the 1 protons topology probability.

Definition at line 212 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no protons probability
    // multi-output
    return fOutput[TFMultioutputs::protons][TFTopologyProtons::kTop1proton]; 
  }

float cvn::Result::Get2neutronsProbability

(

)

const

Return the 2 neutrons topology probability.

Definition at line 342 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no neutrons probability
    // multi-output
    return fOutput[TFMultioutputs::neutrons][TFTopologyNeutrons::kTop2neutron]; 
  }

float cvn::Result::Get2pionsProbability

(

)

const

Return the 2 pions topology probability.

Definition at line 262 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no pions probability
    // multi-output
    return fOutput[TFMultioutputs::pions][TFTopologyPions::kTop2pion]; 
  }

float cvn::Result::Get2pizerosProbability

(

)

const

Return the 2 pizeros topology probability.

Definition at line 302 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no pizeros probability
    // multi-output
    return fOutput[TFMultioutputs::pizeros][TFTopologyPizeros::kTop2pizero]; 
  }

float cvn::Result::Get2protonsProbability

(

)

const

Return the 2 protons topology probability.

Definition at line 222 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no protons probability
    // multi-output
    return fOutput[TFMultioutputs::protons][TFTopologyProtons::kTop2proton]; 
  }

float cvn::Result::GetDISProbability

(

)

const

Return the CC DIS interaction probability.

Definition at line 182 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no interaction probability
    // multi-output
    return fOutput[TFMultioutputs::interaction][TFInteraction::kInteDISCC];
  }

float cvn::Result::GetIsAntineutrinoProbability

(

)

const

Return the is_antineutrino probability.

Definition at line 97 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no is_antineutrino output
    // multi-output
    return fOutput[TFMultioutputs::is_antineutrino][0]; 
  }

float cvn::Result::GetNCProbability

(

)

const

Return the NC probability.

Definition at line 140 of file Result.cxx.

  {

    // The old caffe network didn't give us an NC probability
    // So make sure we have enough values to grab it
    float result = -999;

    // single-output
    if(fOutput.size() == 1){
      if(fOutput[0].size() > static_cast<unsigned int>(TFResultType::kTFNC)){
        result = fOutput[0][TFResultType::kTFNC];
      }
      else{
        mf::LogError("cvn::Result") << "Output vector too short to include an NC probability" << std::endl;
      }
      return result;
    }
    // multi-output
    return fOutput[TFMultioutputs::flavour][TFFlavour::kFlavNC];
  }

float cvn::Result::GetNneutronsProbability

(

)

const

Return the >2 neutrons topology probability.

Definition at line 352 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no neutrons probability
    // multi-output
    return fOutput[TFMultioutputs::neutrons][TFTopologyNeutrons::kTopNneutron]; 
  }

float cvn::Result::GetNpionsProbability

(

)

const

Return the >2 pions topology probability.

Definition at line 272 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no pions probability
    // multi-output
    return fOutput[TFMultioutputs::pions][TFTopologyPions::kTopNpion]; 
  }

float cvn::Result::GetNpizerosProbability

(

)

const

Return the >2 pizeros topology probability.

Definition at line 312 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no pizeros probability
    // multi-output
    return fOutput[TFMultioutputs::pizeros][TFTopologyPizeros::kTopNpizero]; 
  }

float cvn::Result::GetNprotonsProbability

(

)

const

Return the >2 protons topology probability.

Definition at line 232 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no protons probability
    // multi-output
    return fOutput[TFMultioutputs::protons][TFTopologyProtons::kTopNproton]; 
  }

float cvn::Result::GetNueProbability

(

)

const

Return the nue flavour probability.

Definition at line 118 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return fOutput[0][TFResultType::kTFNueQE] + fOutput[0][TFResultType::kTFNueRes]
           + fOutput[0][TFResultType::kTFNueDIS] + fOutput[0][TFResultType::kTFNueOther];
    // multi-output
    return fOutput[TFMultioutputs::flavour][TFFlavour::kFlavNueCC];
  }

float cvn::Result::GetNumuProbability

(

)

const

Return the numu flavour probability.

Definition at line 107 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return fOutput[0][TFResultType::kTFNumuQE] + fOutput[0][TFResultType::kTFNumuRes]
           + fOutput[0][TFResultType::kTFNumuDIS] + fOutput[0][TFResultType::kTFNumuOther];
    // multi-output
    return fOutput[TFMultioutputs::flavour][TFFlavour::kFlavNumuCC];
  }

float cvn::Result::GetNutauProbability

(

)

const

Return the nutau flavour probability.

Definition at line 129 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return fOutput[0][TFResultType::kTFNutauQE] + fOutput[0][TFResultType::kTFNutauRes]
           + fOutput[0][TFResultType::kTFNutauDIS] + fOutput[0][TFResultType::kTFNutauOther];
    // multi-output
    return fOutput[TFMultioutputs::flavour][TFFlavour::kFlavNutauCC];
  }

float cvn::Result::GetOtherProbability

(

)

const

Return the CC Other interaction probability.

Definition at line 192 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no interaction probability
    // multi-output
    return fOutput[TFMultioutputs::interaction][TFInteraction::kInteOtherCC];
  }

float cvn::Result::GetQEProbability

(

)

const

Return the CC QE interaction probability.

Definition at line 162 of file Result.cxx.

  { 
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no interaction probability
    // multi-output
    return fOutput[TFMultioutputs::interaction][TFInteraction::kInteQECC];
  }

float cvn::Result::GetResProbability

(

)

const

Return the CC Res interaction probability.

Definition at line 172 of file Result.cxx.

  {
    // single-output
    if(fOutput.size() == 1)
      return -1; // There is no interaction probability
    // multi-output
    return fOutput[TFMultioutputs::interaction][TFInteraction::kInteResCC];
  }

float cvn::Result::Max

(

)

Maximum value in vector.

unsigned int cvn::Result::NOutput

(

)

Number of outputs, i.e. size of vector.

TFFlavour cvn::Result::PredictedFlavour

(

)

const

Return the predicted flavour.

Definition at line 66 of file Result.cxx.

  {
    return static_cast<TFFlavour>(this->ArgMax(TFMultioutputs::flavour));
  }

TFInteraction cvn::Result::PredictedInteraction

(

)

const

Return the predicted interaction.

Definition at line 72 of file Result.cxx.

                                                  {
    return static_cast<TFInteraction>(this->ArgMax(TFMultioutputs::interaction));
  }

TFIsAntineutrino cvn::Result::PredictedIsAntineutrino

(

)

const

Return the predicted is_antineutrino.

Return the predicted is_antineutrion.

Definition at line 61 of file Result.cxx.

                                                        {
    return static_cast<TFIsAntineutrino>((int)round(this->GetIsAntineutrinoProbability()));
  }

TFTopologyNeutrons cvn::Result::PredictedNeutrons

(

)

const

Return the predicted neutrons.

Definition at line 92 of file Result.cxx.

                                                    {
    return static_cast<TFTopologyNeutrons>(this->ArgMax(TFMultioutputs::neutrons));
  }

TFTopologyPions cvn::Result::PredictedPions

(

)

const

Return the predicted pions.

Definition at line 82 of file Result.cxx.

                                              {
    return static_cast<TFTopologyPions>(this->ArgMax(TFMultioutputs::pions));
  }

TFTopologyPizeros cvn::Result::PredictedPizeros

(

)

const

Return the predicted pizeros.

Definition at line 87 of file Result.cxx.

                                                  {
    return static_cast<TFTopologyPizeros>(this->ArgMax(TFMultioutputs::pizeros));
  }

TFTopologyProtons cvn::Result::PredictedProtons

(

)

const

Return the predicted protons.

Definition at line 77 of file Result.cxx.

                                                  {
    return static_cast<TFTopologyProtons>(this->ArgMax(TFMultioutputs::protons));
  }

Member Data Documentation

std::vector< std::vector<float> > cvn::Result::fOutput

Vector of outputs from neural net.

Definition at line 132 of file Result.h.

---

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

• dunereco/dunereco/CVN/func/Result.h
• dunereco/dunereco/CVN/func/Result.cxx