Class responsible for handling of systematic error parameters with different types defined in the config. Like spline, normalisation parameters etc.
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| | ParameterHandlerGeneric (const std::vector< std::string > &FileNames, std::string name="xsec_cov", double threshold=-1, int FirstPCAdpar=-999, int LastPCAdpar=-999) |
| | Constructor. More...
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| | ~ParameterHandlerGeneric () |
| | Destructor. More...
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| std::vector< std::string > | GetParSampleID (const int i) const |
| | ETA - just return the int of the SampleName, this can be removed to do a string comp at some point. More...
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| std::string | GetParamTypeString (const int i) const |
| | ETA - just return a string of "spline", "norm" or "functional". More...
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| SystType | GetParamType (const int i) const |
| | Returns enum describing our param type. More...
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| SplineInterpolation | GetParSplineInterpolation (const int i) const |
| | Get interpolation type for a given parameter. More...
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| const std::vector< SplineInterpolation > | GetSplineInterpolationFromSampleName (const std::string &SampleName) |
| | Get the interpolation types for splines affecting a particular SampleName. More...
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| std::string | GetParSplineName (const int i) const |
| | Get the name of the spline associated with the spline at index i. More...
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| const std::vector< int > | GetGlobalSystIndexFromSampleName (const std::string &SampleName, const SystType Type) |
| | DB Get spline parameters depending on given SampleName. More...
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| double | GetParSplineKnotUpperBound (const int i) const |
| | EM: value at which we cap spline knot weight. More...
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| double | GetParSplineKnotLowerBound (const int i) const |
| | EM: value at which we cap spline knot weight. More...
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| int | GetNumParamsFromSampleName (const std::string &SampleName, const SystType Type) |
| | DB Grab the number of parameters for the relevant SampleName. More...
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| const std::vector< std::string > | GetParsNamesFromSampleName (const std::string &SampleName, const SystType Type) |
| | DB Grab the parameter names for the relevant SampleName. More...
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| const std::vector< int > | GetParsIndexFromSampleName (const std::string &SampleName, const SystType Type) |
| | DB Grab the parameter indices for the relevant SampleName. More...
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| const std::vector< std::string > | GetSplineParsNamesFromSampleName (const std::string &SampleName) |
| | DB Get spline parameters depending on given SampleName. More...
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| const std::vector< std::string > | GetSplineFileParsNamesFromSampleName (const std::string &SampleName) |
| | DB Get spline parameters depending on given SampleName. More...
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| const std::vector< std::vector< int > > | GetSplineModeVecFromSampleName (const std::string &SampleName) |
| | DB Grab the Spline Modes for the relevant SampleName. More...
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| const std::vector< int > | GetSystIndexFromSampleName (const std::string &SampleName, const SystType Type) const |
| | Grab the index of the syst relative to global numbering. More...
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| const std::vector< NormParameter > | GetNormParsFromSampleName (const std::string &SampleName) const |
| | DB Get norm/func parameters depending on given SampleName. More...
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| const std::vector< FunctionalParameter > | GetFunctionalParametersFromSampleName (const std::string &SampleName) const |
| | HH Get functional parameters for the relevant SampleName. More...
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| const std::vector< SplineParameter > | GetSplineParsFromSampleName (const std::string &SampleName) const |
| | KS: Grab the Spline parameters for the relevant SampleName. More...
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| bool | IsParFromGroup (const int i, const std::string &Group) const |
| | Checks if parameter belongs to a given group. More...
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| int | GetNumParFromGroup (const std::string &Group) const |
| | KS: Check how many parameters are associated with given group. More...
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| std::vector< std::string > | GetUniqueParameterGroups () |
| | KS: Get names of all unique parameter groups. More...
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| void | SetGroupOnlyParameters (const std::string &Group, const std::vector< double > &Pars={}) |
| | KS Function to set to prior parameters of a given group or values from vector. More...
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| void | SetGroupOnlyParameters (const std::vector< std::string > &Groups) |
| | KS Function to set to prior parameters of a given groups or values from vector. More...
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| void | SetFixGroupOnlyParameters (const std::string &Group) |
| | TN Method to set parameters within a group to be fixed to their prior values. More...
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| void | SetFixGroupOnlyParameters (const std::vector< std::string > &Groups) |
| | TN Method to set parameters of certain groups to be fixed to their prior values. More...
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| void | SetFreeGroupOnlyParameters (const std::string &Group) |
| | TN Method to set parameters within a group to be treated as free. More...
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| void | SetFreeGroupOnlyParameters (const std::vector< std::string > &Groups) |
| | TN Method to set parameters of certain groups to be treated as free. More...
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| void | ToggleFixGroupOnlyParameters (const std::string &Group) |
| | TN Method to toggle fix/free parameters within a group. More...
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| void | ToggleFixGroupOnlyParameters (const std::vector< std::string > &Groups) |
| | TN Method to toggle fix/free parameters within given groups. More...
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| void | DumpMatrixToFile (const std::string &Name) |
| | Dump Matrix to ROOT file, useful when we need to pass matrix info to another fitting group. More...
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| std::vector< const double * > | GetOscParsFromSampleName (const std::string &SampleName) |
| | Get pointers to Osc params from Sample name. More...
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Public Member Functions inherited from ParameterHandlerBase |
| | ParameterHandlerBase (const std::vector< std::string > &YAMLFile, std::string name, double threshold=-1, int FirstPCAdpar=-999, int LastPCAdpar=-999) |
| | ETA - constructor for a YAML file. More...
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| | ParameterHandlerBase (std::string name, std::string file, double threshold=-1, int FirstPCAdpar=-999, int LastPCAdpar=-999) |
| | "Usual" constructors from root file More...
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| virtual | ~ParameterHandlerBase () |
| | Destructor. More...
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| void | SetCovMatrix (TMatrixDSym *cov) |
| | Set covariance matrix. More...
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| void | SetName (const std::string &name) |
| | Set matrix name. More...
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| void | SetParName (const int i, const std::string &name) |
| | change parameter name More...
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| void | SetSingleParameter (const int parNo, const double parVal) |
| | Set value of single param to a given value. More...
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| void | SetPar (const int i, const double val) |
| | Set all the covariance matrix parameters to a user-defined value. More...
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| void | SetParCurrProp (const int i, const double val) |
| | Set current parameter value. More...
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| void | SetParProp (const int i, const double val) |
| | Set proposed parameter value. More...
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| void | SetParameters (const std::vector< double > &pars={}) |
| | Set parameter values using vector, it has to have same size as covariance class. More...
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| void | SetFlatPrior (const int i, const bool eL) |
| | Set if parameter should have flat prior or not. More...
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| void | SetRandomThrow (const int i, const double rand) |
| | Set random value useful for debugging/CI. More...
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| double | GetRandomThrow (const int i) const |
| | Get random value useful for debugging/CI. More...
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| void | SetBranches (TTree &tree, const bool SaveProposal=false) |
| | set branches for output file More...
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| void | SetStepScale (const double scale, const bool verbose=true) |
| | Set global step scale for covariance object. More...
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| void | SetIndivStepScale (const int ParameterIndex, const double StepScale) |
| | DB Function to set fIndivStepScale from a vector (Can be used from execs and inside covariance constructors) More...
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| void | SetIndivStepScale (const std::vector< double > &stepscale) |
| | DB Function to set fIndivStepScale from a vector (Can be used from execs and inside covariance constructors) More...
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| void | SetPrintLength (const unsigned int PriLen) |
| | KS: In case someone really want to change this. More...
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| void | SaveUpdatedMatrixConfig () |
| | KS: After step scale, prefit etc. value were modified save this modified config. More...
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| void | ThrowParameters () |
| | Throw the parameters according to the covariance matrix. This shouldn't be used in MCMC code ase it can break Detailed Balance;. More...
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| void | RandomConfiguration () |
| | Randomly throw the parameters in their 1 sigma range. More...
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| int | CheckBounds () const _noexcept_ |
| | Check if parameters were proposed outside physical boundary. More...
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| double | CalcLikelihood () const _noexcept_ |
| | Calc penalty term based on inverted covariance matrix. More...
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| virtual double | GetLikelihood () |
| | Return CalcLikelihood if some params were thrown out of boundary return LARGE_LOGL More...
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| TMatrixDSym * | GetCovMatrix () const |
| | Return covariance matrix. More...
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| TMatrixDSym * | GetInvCovMatrix () const |
| | Return inverted covariance matrix. More...
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| double | GetInvCovMatrix (const int i, const int j) const |
| | Return inverted covariance matrix. More...
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| double | GetCorrThrows (const int i) const |
| | Return correlated throws. More...
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| bool | GetFlatPrior (const int i) const |
| | Get if param has flat prior or not. More...
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| std::string | GetName () const |
| | Get name of covariance. More...
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| std::string | GetParName (const int i) const |
| | Get name of parameter. More...
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| int | GetParIndex (const std::string &name) const |
| | Get index based on name. More...
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| std::string | GetParFancyName (const int i) const |
| | Get fancy name of the Parameter. More...
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| std::string | GetInputFile () const |
| | Get name of input file. More...
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| double | GetDiagonalError (const int i) const |
| | Get diagonal error for ith parameter. More...
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| double | GetError (const int i) const |
| | Get the error for the ith parameter. More...
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| void | ResetIndivStepScale () |
| | Adaptive Step Tuning Stuff. More...
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| void | SetIndivStepScaleForSkippedAdaptParams () |
| | Set individual step scale for parameters which are skipped during adaption to initial values. More...
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| void | InitialiseAdaption (const YAML::Node &adapt_manager) |
| | Initialise adaptive MCMC. More...
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| void | SaveAdaptiveToFile (const std::string &outFileName, const std::string &systematicName) |
| | Save adaptive throw matrix to file. More...
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| bool | GetDoAdaption () const |
| | Do we adapt or not. More...
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| void | SetThrowMatrix (TMatrixDSym *cov) |
| | Use new throw matrix, used in adaptive MCMC. More...
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| void | SetSubThrowMatrix (int first_index, int last_index, TMatrixDSym const &subcov) |
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| void | UpdateThrowMatrix (TMatrixDSym *cov) |
| | Replaces old throw matrix with new one. More...
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| void | SetNumberOfSteps (const int nsteps) |
| | Set number of MCMC step, when running adaptive MCMC it is updated with given frequency. We need number of steps to determine frequency. More...
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| TMatrixDSym * | GetThrowMatrix () const |
| | Get matrix used for step proposal. More...
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| double | GetThrowMatrix (const int i, const int j) const |
| | Get matrix used for step proposal. More...
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| TH2D * | GetCorrelationMatrix () |
| | KS: Convert covariance matrix to correlation matrix and return TH2D which can be used for fancy plotting. More...
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| const double * | RetPointer (const int iParam) |
| | DB Pointer return to param position. More...
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| const std::vector< double > & | GetParPropVec () |
| | Get a reference to the proposed parameter values Can be useful if you want to track these without having to copy values using getProposed() More...
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| int | GetNumParams () const |
| | Get total number of parameters. More...
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| std::vector< double > | GetPreFitValues () const |
| | Get the pre-fit values of the parameters. More...
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| std::vector< double > | GetProposed () const |
| | Get vector of all proposed parameter values. More...
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| double | GetParProp (const int i) const |
| | Get proposed parameter value. More...
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| double | GetParCurr (const int i) const |
| | Get current parameter value. More...
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| const std::vector< double > & | GetParCurrVec () const |
| | Get vector of current parameter values. More...
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| double | GetParInit (const int i) const |
| | Get prior parameter value. More...
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| double | GetUpperBound (const int i) const |
| | Get upper parameter bound in which it is physically valid. More...
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| double | GetLowerBound (const int i) const |
| | Get lower parameter bound in which it is physically valid. More...
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| double | GetIndivStepScale (const int ParameterIndex) const |
| | Get individual step scale for selected parameter. More...
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| double | GetGlobalStepScale () const |
| | Get global step scale for covariance object. More...
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| int | GetNParameters () const |
| | Get number of params which will be different depending if using Eigen decomposition or not. More...
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| void | PrintNominal () const |
| | Print prior value for every parameter. More...
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| void | PrintNominalCurrProp () const |
| | Print prior, current and proposed value for each parameter. More...
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| void | PrintParameters () const |
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| void | PrintIndivStepScale () const |
| | Print step scale for each parameter. More...
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| virtual void | ProposeStep () |
| | Generate a new proposed state. More...
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| void | Randomize () _noexcept_ |
| | "Randomize" the parameters in the covariance class for the proposed step. Used the proposal kernel and the current parameter value to set proposed step More...
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| void | CorrelateSteps () _noexcept_ |
| | Use Cholesky throw matrix for better step proposal. More...
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| void | UpdateAdaptiveCovariance () |
| | Method to update adaptive MCMC [13]. More...
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| void | AcceptStep () _noexcept_ |
| | Accepted this step. More...
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| void | SetFixAllParameters () |
| | Set all parameters to be fixed at prior values. More...
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| void | SetFixParameter (const int i) |
| | Set parameter to be fixed at prior value. More...
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| void | SetFixParameter (const std::string &name) |
| | Set parameter to be fixed at prior value. More...
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| void | SetFreeAllParameters () |
| | Set all parameters to be treated as free. More...
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| void | SetFreeParameter (const int i) |
| | Set parameter to be treated as free. More...
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| void | SetFreeParameter (const std::string &name) |
| | Set parameter to be treated as free. More...
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| void | ToggleFixAllParameters () |
| | Toggle fixing parameters at prior values. More...
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| void | ToggleFixParameter (const int i) |
| | Toggle fixing parameter at prior values. More...
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| void | ToggleFixParameter (const std::string &name) |
| | Toggle fixing parameter at prior values. More...
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| bool | IsParameterFixed (const int i) const |
| | Is parameter fixed or not. More...
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| bool | IsParameterFixed (const std::string &name) const |
| | Is parameter fixed or not. More...
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| void | ConstructPCA (const double eigen_threshold, int FirstPCAdpar, int LastPCAdpar) |
| | CW: Calculate eigen values, prepare transition matrices and remove param based on defined threshold. More...
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| bool | IsPCA () const |
| | is PCA, can use to query e.g. LLH scans More...
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| YAML::Node | GetConfig () const |
| | Getter to return a copy of the YAML node. More...
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| adaptive_mcmc::AdaptiveMCMCHandler * | GetAdaptiveHandler () const |
| | Get pointer for AdaptiveHandler. More...
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| void | SetTune (const std::string &TuneName) |
| | KS: Set proposed parameter values vector to be base on tune values, for example set proposed values to be of generated or maybe PostND. More...
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| PCAHandler * | GetPCAHandler () const |
| | Get pointer for PCAHandler. More...
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| void | MatchMaCh3OutputBranches (TTree *PosteriorFile, std::vector< double > &BranchValues, std::vector< std::string > &BranchNames, const std::vector< std::string > &FancyNames={}) |
| | Matches branches in a TTree to parameters in a systematic handler. More...
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| void | Print () |
| | Print information about the whole object once it is set. More...
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| void | PrintGlobablInfo () |
| | Prints general information about the ParameterHandler object. More...
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| void | PrintNormParams () |
| | Prints normalization parameters. More...
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| void | PrintSplineParams () |
| | Prints spline parameters. More...
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| void | PrintFunctionalParams () |
| | Prints functional parameters. More...
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| void | PrintOscillationParams () |
| | Prints oscillation parameters. More...
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| void | PrintParameterGroups () |
| | Prints groups of parameters. More...
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| void | CheckCorrectInitialisation () |
| | KS: Check if matrix is correctly initialised. More...
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| template<typename FilterFunc , typename ActionFunc > |
| void | IterateOverParams (const std::string &SampleName, FilterFunc filter, ActionFunc action) |
| | Iterates over parameters and applies a filter and action function. More...
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| void | InitParams () |
| | Initializes the systematic parameters from the configuration file. This function loads parameters like normalizations and splines from the provided YAML file. More...
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| void | InitParametersTypeFromConfig () |
| | Parses the YAML configuration to set up cross-section parameters. The YAML file defines the types of systematic errors, interpolation types, and bounds for splines. More...
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| NormParameter | GetNormParameter (const YAML::Node ¶m, const int Index) |
| | Get Norm params. More...
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| OscillationParameter | GetOscillationParameters (const YAML::Node ¶m, const int Index) |
| | Get Osc params. More...
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| FunctionalParameter | GetFunctionalParameters (const YAML::Node ¶m, const int Index) |
| | Get Func params. More...
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| SplineParameter | GetSplineParameter (const YAML::Node ¶m, const int Index) |
| | Get Spline params. More...
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| void | GetBaseParameter (const YAML::Node ¶m, const int Index, TypeParameterBase &Parameter) |
| | Fill base parameters. More...
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| template<typename ParamT > |
| std::vector< ParamT > | GetTypeParamsFromSampleName (const std::map< int, int > &indexMap, const std::vector< ParamT > ¶ms, const std::string &SampleName) const |
| | Retrieve parameters that apply to a given sample name. More...
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Protected Member Functions inherited from ParameterHandlerBase |
| void | Init (const std::string &name, const std::string &file) |
| | Initialisation of the class using matrix from root file. More...
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| void | Init (const std::vector< std::string > &YAMLFile) |
| | Initialisation of the class using config. More...
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| void | ReserveMemory (const int size) |
| | Initialise vectors with parameters information. More...
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| void | MakePosDef (TMatrixDSym *cov=nullptr) |
| | Make matrix positive definite by adding small values to diagonal, necessary for inverting matrix. More...
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| void | MakeClosestPosDef (TMatrixDSym *cov) |
| | HW: Finds closest possible positive definite matrix in Frobenius Norm ||.||_frob Where ||X||_frob=sqrt[sum_ij(x_ij^2)] (basically just turns an n,n matrix into vector in n^2 space then does Euclidean norm) More...
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| void | SetThrowMatrixFromFile (const std::string &matrix_file_name, const std::string &matrix_name, const std::string &means_name) |
| | sets throw matrix from a file More...
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| bool | AppliesToSample (const int SystIndex, const std::string &SampleName) const |
| | Check if parameter is affecting given sample name. More...
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| void | FlipParameterValue (const int index, const double FlipPoint) |
| | KS: Flip parameter around given value, for example mass ordering around 0. More...
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| void | CircularParBounds (const int i, const double LowBound, const double UpBound) |
| | HW :: This method is a tad hacky but modular arithmetic gives me a headache. More...
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| void | EnableSpecialProposal (const YAML::Node ¶m, const int Index) |
| | Enable special proposal. More...
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| void | SpecialStepProposal () |
| | Perform Special Step Proposal. More...
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| std::vector< SystType > | _fParamType |
| | Type of parameter like norm, spline etc. More...
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| std::vector< std::string > | _fSplineNames |
| | Name of spline in TTree (TBranch),. More...
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| std::vector< std::string > | _ParameterGroup |
| | KS: Allow to group parameters for example to affect only cross-section or only flux etc. More...
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| std::vector< std::map< int, int > > | _fSystToGlobalSystIndexMap |
| | Map between number of given parameter type with global parameter numbering. For example 2nd norm param may be 10-th global param. More...
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| std::vector< SplineParameter > | SplineParams |
| | Vector containing info for normalisation systematics. More...
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| std::vector< NormParameter > | NormParams |
| | Vector containing info for normalisation systematics. More...
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| std::vector< FunctionalParameter > | FuncParams |
| | Vector containing info for functional systematics. More...
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| std::vector< OscillationParameter > | OscParams |
| | Vector containing info for functional systematics. More...
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Protected Attributes inherited from ParameterHandlerBase |
| bool | doSpecialStepProposal |
| | Check if any of special step proposal were enabled. More...
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| const std::string | inputFile |
| | The input root file we read in. More...
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| std::string | matrixName |
| | Name of cov matrix. More...
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| TMatrixDSym * | covMatrix |
| | The covariance matrix. More...
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| TMatrixDSym * | invCovMatrix |
| | The inverse covariance matrix. More...
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| std::vector< std::vector< double > > | InvertCovMatrix |
| | KS: Same as above but much faster as TMatrixDSym cache miss. More...
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| std::vector< std::unique_ptr< TRandom3 > > | random_number |
| | KS: Set Random numbers for each thread so each thread has different seed. More...
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| double * | randParams |
| | Random number taken from gaussian around prior error used for corr_throw. More...
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| double * | corr_throw |
| | Result of multiplication of Cholesky matrix and randParams. More...
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| double | _fGlobalStepScale |
| | Global step scale applied to all params in this class. More...
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| int | PrintLength |
| | KS: This is used when printing parameters, sometimes we have super long parameters name, we want to flexibly adjust couts. More...
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| std::vector< std::string > | _fNames |
| | ETA _fNames is set automatically in the covariance class to be something like param_i, this is currently to make things compatible with the Diagnostic tools. More...
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| std::vector< std::string > | _fFancyNames |
| | Fancy name for example rather than param_0 it is MAQE, useful for human reading. More...
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| YAML::Node | _fYAMLDoc |
| | Stores config describing systematics. More...
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| int | _fNumPar |
| | Number of systematic parameters. More...
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| std::vector< double > | _fPreFitValue |
| | Parameter value dictated by the prior model. Based on it penalty term is calculated. More...
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| std::vector< double > | _fCurrVal |
| | Current value of the parameter. More...
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| std::vector< double > | _fPropVal |
| | Proposed value of the parameter. More...
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| std::vector< double > | _fError |
| | Prior error on the parameter. More...
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| std::vector< double > | _fLowBound |
| | Lowest physical bound, parameter will not be able to go beyond it. More...
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| std::vector< double > | _fUpBound |
| | Upper physical bound, parameter will not be able to go beyond it. More...
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| std::vector< double > | _fIndivStepScale |
| | Individual step scale used by MCMC algorithm. More...
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| std::vector< bool > | _fFlatPrior |
| | Whether to apply flat prior or not. More...
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| std::vector< std::vector< std::string > > | _fSampleNames |
| | Tells to which samples object param should be applied. More...
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| std::vector< double > | _fIndivStepScaleInitial |
| | Backup of _fIndivStepScale for parameters which are skipped during adaption. More...
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| double | _fGlobalStepScaleInitial |
| | Backup of _fGlobalStepScale for parameters which are skipped during adaption. More...
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| std::vector< bool > | param_skip_adapt_flags |
| | Flags telling if parameter should be skipped during adaption. More...
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| TMatrixDSym * | throwMatrix |
| | Matrix which we use for step proposal before Cholesky decomposition (not actually used for step proposal) More...
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| double ** | throwMatrixCholDecomp |
| | Throw matrix that is being used in the fit, much faster as TMatrixDSym cache miss. More...
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| bool | pca |
| | perform PCA or not More...
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| bool | use_adaptive |
| | Are we using AMCMC? More...
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| std::unique_ptr< PCAHandler > | PCAObj |
| | Struct containing information about PCA. More...
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| std::unique_ptr< adaptive_mcmc::AdaptiveMCMCHandler > | AdaptiveHandler |
| | Struct containing information about adaption. More...
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| std::unique_ptr< ParameterTunes > | Tunes |
| | Struct containing information about adaption. More...
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| std::vector< int > | FlipParameterIndex |
| | Indices of parameters with flip symmetry. More...
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| std::vector< double > | FlipParameterPoint |
| | Central points around which parameters are flipped. More...
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| std::vector< int > | CircularBoundsIndex |
| | Indices of parameters with circular bounds. More...
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| std::vector< std::pair< double, double > > | CircularBoundsValues |
| | Circular bounds for each parameter (lower, upper) More...
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