1 | /* ======================================================================== *\
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2 | !
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3 | ! *
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4 | ! * This file is part of MARS, the MAGIC Analysis and Reconstruction
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5 | ! * Software. It is distributed to you in the hope that it can be a useful
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6 | ! * and timesaving tool in analysing Data of imaging Cerenkov telescopes.
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7 | ! * It is distributed WITHOUT ANY WARRANTY.
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8 | ! *
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9 | ! * Permission to use, copy, modify and distribute this software and its
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10 | ! * documentation for any purpose is hereby granted without fee,
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11 | ! * provided that the above copyright notice appear in all copies and
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12 | ! * that both that copyright notice and this permission notice appear
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13 | ! * in supporting documentation. It is provided "as is" without express
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14 | ! * or implied warranty.
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15 | ! *
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16 | !
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17 | !
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18 | ! Author(s): Thomas Bretz, 5/2002 <mailto:tbretz@astro.uni-wuerzburg.de>
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19 | ! Author(s): Rudy Bock, 5/2002 <mailto:rkb@mppmu.mpg.de>
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20 | !
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21 | ! Copyright: MAGIC Software Development, 2000-2002
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22 | !
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23 | !
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24 | \* ======================================================================== */
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25 |
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26 | /////////////////////////////////////////////////////////////////////////////
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27 | //
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28 | // MMultiDimDistCalc
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29 | //
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30 | // Calculated a multidimensional distance. It calculates the distance to
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31 | // all vectors in a given matrix describing Gammas and another one
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32 | // describing Hadrons (non gammas). The shortest distances are avaraged.
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33 | // How many distances are used for avaraging can be specified in the
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34 | // constructor.
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35 | //
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36 | // * If you want to use the nearest neighbor function for calculation use:
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37 | // MMultiDimDistCalc::SetUseKernelMethod(kFALSE);
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38 | // * If you want to use the kernel function for calculation use:
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39 | // MMultiDimDistCalc::SetUseKernelMethod(kTRUE); <default>
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40 | // * To use only the n next neighbors for your calculation use:
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41 | // MMultiDimDistCalc::SetUseNumRows(n);
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42 | // * To use all reference events set the number to 0 <default>
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43 | //
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44 | ////////////////////////////////////////////////////////////////////////////
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45 | #include "MMultiDimDistCalc.h"
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46 |
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47 | #include <fstream>
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48 |
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49 | #include <TVector.h>
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50 |
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51 | #include "MHMatrix.h" // must be before MLogManip.h
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52 |
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53 | #include "MLog.h"
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54 | #include "MLogManip.h"
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55 |
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56 | #include "MParList.h"
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57 | #include "MDataChain.h"
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58 | #include "MDataArray.h"
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59 |
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60 | #include "MParameters.h"
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61 |
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62 | ClassImp(MMultiDimDistCalc);
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63 |
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64 | using namespace std;
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65 |
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66 | static const TString gsDefName = "MMultiDimDistCalc";
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67 | static const TString gsDefTitle = "Calculate Hadronness with Nearest Neighbor/Kernel Method";
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68 |
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69 | // --------------------------------------------------------------------------
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70 | //
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71 | // Setup histograms and the number of distances which are used for
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72 | // avaraging in CalcDist
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73 | //
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74 | MMultiDimDistCalc::MMultiDimDistCalc(const char *name, const char *title)
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75 | : fNum(0), fUseKernel(kTRUE), fHadronnessName("MHadronness"), fData(NULL)
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76 | {
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77 | //
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78 | // set the name and title of this object
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79 | //
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80 | fName = name ? name : gsDefName.Data();
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81 | fTitle = title ? title : gsDefTitle.Data();
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82 |
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83 | /*
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84 | fData = new TList;
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85 | fData->SetOwner();
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86 | */
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87 | }
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88 |
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89 | // --------------------------------------------------------------------------
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90 | //
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91 | // Needs:
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92 | // - MatrixGammas [MHMatrix]
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93 | // - MatrixHadrons {MHMatrix]
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94 | // - MHadroness
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95 | // - all data containers used to build the matrixes
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96 | //
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97 | // The matrix object can be filles using MFillH. And must be of the same
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98 | // number of columns (with the same meaning).
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99 | //
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100 | Int_t MMultiDimDistCalc::PreProcess(MParList *plist)
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101 | {
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102 | fMGammas = (MHMatrix*)plist->FindObject("MatrixGammas", "MHMatrix");
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103 | if (!fMGammas)
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104 | {
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105 | *fLog << err << dbginf << "MatrixGammas [MHMatrix] not found... aborting." << endl;
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106 | return kFALSE;
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107 | }
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108 |
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109 | fMHadrons = (MHMatrix*)plist->FindObject("MatrixHadrons", "MHMatrix");
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110 | if (!fMHadrons)
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111 | {
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112 | *fLog << err << dbginf << "MatrixHadrons [MHMatrix] not found... aborting." << endl;
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113 | return kFALSE;
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114 | }
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115 |
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116 | if (fMGammas->GetM().GetNcols() != fMHadrons->GetM().GetNcols())
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117 | {
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118 | *fLog << err << dbginf << "Error matrices have different numbers of columns... aborting." << endl;
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119 | return kFALSE;
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120 | }
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121 |
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122 | /*
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123 | TIter Next(fMGammas->GetRules());
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124 | TObject *data=NULL;
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125 | while ((data=Next()))
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126 | {
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127 | MDataChain *chain = new MDataChain(data->GetName());
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128 | if (!chain->PreProcess(plist))
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129 | {
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130 | delete chain;
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131 | return kFALSE;
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132 | }
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133 | fData->Add(chain);
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134 | }
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135 | */
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136 | fData = fMGammas->GetColumns();
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137 | if (!fData)
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138 | {
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139 | *fLog << err << dbginf << "Error matrix doesn't contain columns... aborting." << endl;
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140 | return kFALSE;
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141 | }
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142 |
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143 | if (!fData->PreProcess(plist))
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144 | {
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145 | *fLog << err << dbginf << "PreProcessing of the MDataArray failed for the columns failed... aborting." << endl;
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146 | return kFALSE;
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147 | }
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148 |
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149 | fHadronness = (MParameterD*)plist->FindCreateObj("MParameterD", fHadronnessName);
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150 | if (!fHadronness)
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151 | return kFALSE;
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152 |
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153 | return kTRUE;
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154 | }
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155 |
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156 | // --------------------------------------------------------------------------
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157 | //
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158 | // Evaluates the avarage over the fNum shortest distances in a
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159 | // multidimensional space to a matrix (set of vectors) describing
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160 | // gammas and hadrons.
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161 | // The hadroness of the event is defines as the avarage distance to the
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162 | // set of gammas (dg) divided by the avarage distance to the set of
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163 | // hadrons (dh). Because this value is in teh range [0, inf] it is
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164 | // transformed into [0,1] by:
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165 | // H = exp(-dh/dg);
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166 | //
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167 | Int_t MMultiDimDistCalc::Process()
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168 | {
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169 | // first copy the data from the data array to a vector event
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170 | TVector event;
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171 | *fData >> event;
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172 |
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173 | Int_t numg = fNum;
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174 | Int_t numh = fNum;
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175 | if (fNum==0)
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176 | {
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177 | numg = fMGammas->GetM().GetNrows();
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178 | numh = fMHadrons->GetM().GetNrows();
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179 | }
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180 | if (fUseKernel)
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181 | {
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182 | numg = -numg;
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183 | numh = -numh;
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184 | }
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185 |
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186 | const Double_t dg = fMGammas->CalcDist(event, numg);
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187 | const Double_t dh = fMHadrons->CalcDist(event, numh);
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188 |
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189 | if (dg<0 || dh<0)
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190 | {
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191 | *fLog << err << "MHMatrix::CalcDist failed (dg=" << dg << ", dh=" << dh << ")... aborting" << endl;
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192 | return kERROR;
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193 | }
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194 |
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195 | fHadronness->SetVal(dg==0 ? 0 : exp(-dh/dg));
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196 | fHadronness->SetReadyToSave();
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197 |
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198 | return kTRUE;
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199 | }
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200 |
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201 | void MMultiDimDistCalc::StreamPrimitive(ostream &out) const
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202 | {
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203 | out << " MMultiDimDist " << GetUniqueName();
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204 |
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205 | if (fName!=gsDefName || fTitle!=gsDefTitle)
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206 | {
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207 | out << "(\"" << fName << "\"";
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208 | if (fTitle!=gsDefTitle)
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209 | out << ", \"" << fTitle << "\")";
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210 | }
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211 | out << ";" << endl;
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212 |
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213 | if (fHadronnessName!="MHadronness")
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214 | out << " " << GetUniqueName() << ".SetHadronnessName(\"" << fHadronnessName << "\");" << endl;
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215 | if (fNum!=0)
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216 | out << " " << GetUniqueName() << ".SetUseNumRows(" << fNum << ");" << endl;
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217 | if (fUseKernel)
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218 | out << " " << GetUniqueName() << ".SetUseKernelMethod();" << endl;
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219 | }
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220 |
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