1 | //************************************************************************
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2 | //
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3 | // Authors : Eva Domingo, 12/2004 <mailto:domingo@ifae.es>
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4 | // Wolfgang Wittek, 12/2004 <mailto:wittek@mpppmu.mpg.de>
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5 | //
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6 | //
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7 | // Macro for estimating the DISP parameter
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8 | // ---------------------------------------
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9 | //
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10 | // DISP is the distance between the center of gravity of the shower image
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11 | // and the estimated source position, assumed to lie on the major
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12 | // axis of the shower
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13 | //
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14 | // In order to get an estimate of DISP
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15 | // - one assumes a parametrization DISP = f(a,b,c,... ; s1,s2,s3,... )
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16 | // where s1,s2,s3,... are measurable quantities like
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17 | // image parameters, (theta, phi), etc.
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18 | // and a,b,c, ... are free parameters
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19 | //
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20 | // - and determines the free parameters a,b,c ... from MC gamma data
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21 | // by minimizing a chi2 which measures the deviation of the estimated
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22 | // source position (using DISP) and the true source position
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23 | //
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24 | // The following classes are used :
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25 | //
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26 | // MDisp container holding the parameters p[0],p[1],p[2],...
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27 | //
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28 | // ::Calc member function calculating DISP for a given event;
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29 | // it is called by MDispCalc::Process()
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30 | //
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31 | // MDispCalc task calculating DISP with the parameters stored in MDisp
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32 | //
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33 | // MFindDisp class with several functions :
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34 | //
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35 | // ::DefineTrainMatrix \ member functions which generate the training
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36 | // ::DefineTestMatrix | and test samples (in the form of matrices)
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37 | // ::DefineTrainTestMatrix / from the MC gamma data
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38 | //
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39 | // ::FindParams member function steering the minimization
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40 | // (definition of the fcn function for Minuit, setting up the
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41 | // event loop to be executed in each minimization step,
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42 | // call to Minuit);
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43 | // for the minimization the training matrix is used
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44 | //
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45 | // ::TestParams member function testing the quality of the DISP estimate;
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46 | // for the test the test matrix is used
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47 | //
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48 | // MHDisp container for histograms which are useful for judging
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49 | // the quality of the DISP estimate
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50 | // Also task calculating the chi2 contribution of an event
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51 | // (in Fill())
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52 | // and computing the final chi2 of the whole event sample
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53 | // (in Finalize())
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54 | //
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55 | // MFDisp filter to select sample for the optimization
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56 | //
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57 | //
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58 | // The classes are stored in the CVS directory Mars/mtemp/mifae/library
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59 | // and Mars/mtemp/mifae/macros
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60 | //
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61 | //
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62 | //************************************************************************
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63 |
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64 | void OptimizeDisp()
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65 | {
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66 | //************************************************************************
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67 |
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68 | Bool_t CMatrix = kFALSE; // Create training and test matrices
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69 | Bool_t WOptimize = kFALSE; // Do optimization using the training sample
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70 | // and write Disp parameter values
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71 | // onto the file parDispfile
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72 | // Optimize Disp with :
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73 | //TString typeOpt = "Data";
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74 | TString typeOpt = "MC";
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75 | Bool_t RTest = kFALSE; // Test the quality of the Disp estimate
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76 | // using the test matrix
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77 | Bool_t WDisp = kTRUE; // Make Disp plots for the data of type :
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78 | //TString typeInput = "ON";
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79 | //TString typeInput = "OFF";
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80 | TString typeInput = "MC";
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81 |
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82 | //************************************************************************
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83 |
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84 | gLog.SetNoColors();
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85 |
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86 | if (gRandom)
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87 | delete gRandom;
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88 | gRandom = new TRandom3(0);
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89 |
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90 | //-----------------------------------------------
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91 | //names of files to be read for generating the training and test matrices
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92 | const char *filetrain = "...";
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93 | const char *filetest = "...";
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94 |
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95 | //-----------------------------------------------
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96 | // path for input for Mars
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97 | TString inPathON =
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98 | "/home/pcmagic14/wittek/CalibData/CrabLow42/2004_10_16/";
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99 | TString inPathOFF =
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100 | "/home/pcmagic14/wittek/CalibData/CrabLow42/2004_10_17/";
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101 | TString inPathMC =
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102 | "~domingo/MC/";
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103 |
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104 | // path for output from Mars
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105 | TString outPath = "/mnt/home/pcmagic04/domingo/DispOptimization/";
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106 |
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107 | //-----------------------------------------------
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108 | // names of files for which Disp plots should be made
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109 | const char *offfile = "*OffCrabLow42*";
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110 | const char *onfile = "*CrabLowEn42*";
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111 | const char *mcfile = "starmc_Gammas_30-20_Period21.27ReducedMC.Zbins0-12";
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112 | //-----------------------------------------------
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113 |
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114 |
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115 | //---------------------------------------------------------------------
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116 | gLog << "=====================================================" << endl;
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117 | gLog << "Macro OptimizeDisp : Start " << endl;
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118 |
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119 | gLog << "" << endl;
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120 | gLog << "Macro OptimizeDisp : CMatrix, WOptimize, RTest, WDisp = "
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121 | << (CMatrix ? "kTRUE" : "kFALSE") << ", "
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122 | << (WOptimize ? "kTRUE" : "kFALSE") << ", "
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123 | << (RTest ? "kTRUE" : "kFALSE") << ", "
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124 | << (WDisp ? "kTRUE" : "kFALSE") << endl;
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125 |
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126 |
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127 | //--------------------------------------------
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128 | // files to contain the matrices (generated from filenameTrain and
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129 | // filenameTest)
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130 | //
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131 | // for the training
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132 | TString fileMatrixTrain = outPath;
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133 | fileMatrixTrain += "MatrixTrainDisp";
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134 | fileMatrixTrain += ".root";
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135 | gLog << "" << endl;
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136 | gLog << "Files containing the Training and Test matrices :" << endl;
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137 | gLog << " fileMatrixTrain = " << fileMatrixTrain << endl;
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138 |
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139 | // for testing
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140 | TString fileMatrixTest = outPath;
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141 | fileMatrixTest += "MatrixTestDisp";
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142 | fileMatrixTest += ".root";
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143 | gLog << " fileMatrixTest = " << fileMatrixTest << endl;
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144 | gLog << "" << endl;
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145 |
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146 |
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147 | //---------------
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148 | // file to contain the optimum Disp parameter values
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149 | TString parDispFile = outPath;
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150 | // parDispFile += "parDispMC.root";
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151 | parDispFile += "parDispMC_withcuts.root";
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152 |
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153 | gLog << "" << endl;
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154 | gLog << "File containing the optimum Disp parameter values : parDispFile = "
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155 | << parDispFile << endl;
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156 |
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157 |
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158 | // Set the filter cuts to select a sample of events for the Disp optimization
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159 | // (islandsmin,islandsmax,usedpixelsmin,usedpixelsmax,corepixelsmin,
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160 | // corepixelsmax,sizemin,sizemax,leakage1min,leakage1max,leakage2min,
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161 | // leakage2max,lengthmin,widthmin);
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162 | MFDisp *fdisp = NULL;
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163 | fdisp = new MFDisp;
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164 | fdisp->SetCuts(0,2,7,600,0,600,0.,3000.,0.,0.,0.,0.,0.,0.);
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165 | fdisp->SetName("FilterSelector2");
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166 |
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167 |
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168 | // Create the MFindDisp object and set the file to store optimium Disp parameters
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169 | MFindDisp finddisp(fdisp);
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170 | finddisp.SetFilenameParam(parDispFile);
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171 |
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172 |
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173 |
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174 | //======================================================================
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175 | // Create matrices and write them onto files
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176 | //======================================================================
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177 |
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178 | if (CMatrix)
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179 | {
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180 | gLog << "-----------------------------------------------------" << endl;
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181 | gLog << "Generate the training and test samples" << endl;
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182 |
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183 | //--------------------------------------------
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184 | // files to be read for optimizing the Disp parameters
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185 | //
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186 | // for the training
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187 | TString filenameTrain = inPathMC;
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188 | filenameTrain += mcfile;
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189 | filenameTrain += ".root";
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190 | Int_t howManyTrain = 30000;
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191 | gLog << "filenameTrain = " << filenameTrain << ", howManyTrain = "
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192 | << howManyTrain << endl;
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193 |
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194 | // for testing
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195 | TString filenameTest = inPathMC;
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196 | filenameTest += mcfile;
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197 | filenameTest += ".root";
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198 | Int_t howManyTest = 30000;
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199 | gLog << "filenameTest = " << filenameTest << ", howManyTest = "
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200 | << howManyTest << endl;
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201 |
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202 |
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203 | //--------------------------------------------
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204 | // For the events in the matrices define requested distribution
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205 | // in some quantities; this may be a 1-dim, 2-dim or 3-dim distribution
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206 |
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207 | /*
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208 | // Define the cos(theta) distribution
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209 | TString mname("costheta");
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210 | MBinning bincost("Binning"+mname);
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211 | bincost.SetEdges(10, 0., 1.0);
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212 |
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213 | //MH3 mh3("cos((MPointingPos.fZd)/kRad2Deg)");
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214 | MH3 mh3("cos(MMcEvt.fTelescopeTheta)");
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215 | mh3.SetName(mname);
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216 | MH::SetBinning(&mh3.GetHist(), &bincost);
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217 |
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218 | for (Int_t i=1; i<=mh3.GetNbins(); i++)
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219 | mh3.GetHist().SetBinContent(i, 1.0);
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220 | */
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221 |
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222 | // Define the log10(Etrue) distribution
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223 | TString mh3name("log10Etrue");
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224 | MBinning binslogE("Binning"+mh3name);
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225 | binslogE.SetEdges(50, 1., 3.);
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226 |
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227 | MH3 mh3("log10(MMcEvt.fEnergy)");
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228 | mh3.SetName(mh3name);
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229 | MH::SetBinning(&mh3.GetHist(), &binslogE);
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230 |
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231 | // Flat energy distribution
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232 | // for (Int_t i=1; i<=mh3.GetNbins(); i++)
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233 | // mh3.GetHist().SetBinContent(i, 1.0);
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234 |
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235 | // Power law energy distribution
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236 | // for (Int_t i=1; i<=mh3.GetNbins(); i++)
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237 | // {
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238 | // Double_t weight = pow((Double_t)i, -1.7);
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239 | // mh3.GetHist().SetBinContent(i, weight);
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240 | // }
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241 |
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242 | /*
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243 | // define the 'cos(Theta) vs. log10(Etrue)' distribution
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244 | TString mh3name("cosThetaVslog10Etrue");
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245 | MBinning binslogE("Binning"+mh3name+"X");
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246 | binslogE.SetEdges(18, 1.5, 2.2);
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247 | MBinning binscost("Binning"+mh3name+"Y");
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248 | binscost.SetEdges(10, 0., 1.0);
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249 |
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250 | // MH3 mh3("log10(MMcEvt.fEnergy)", "cos((MPointingPos.fZd)/kRad2Deg)");
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251 | MH3 mh3("log10(MMcEvt.fEnergy)", "cos(MMcEvt.fTelescopeTheta)");
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252 | mh3.SetName(mh3name);
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253 | MH::SetBinning((TH2*)&mh3.GetHist(), &binslogE, &binscost);
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254 |
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255 | for (Int_t i=1; i<=((TH2*)mh3.GetHist()).GetNbinsX(); i++)
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256 | {
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257 | // Double_t weight = pow((Double_t)i, -1.7);
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258 | for (Int_t j=1; j<=((TH2*)mh3.GetHist()).GetNbinsY(); j++)
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259 | {
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260 | // mh3.GetHist().SetBinContent(i, j, weight);
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261 | mh3.GetHist().SetBinContent(i, j, 1.);
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262 | }
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263 | }
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264 | */
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265 |
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266 | //--------------------------
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267 | // Training and test samples are generated from the same input files
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268 | if (filenameTrain == filenameTest)
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269 | {
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270 | if ( !finddisp.DefineTrainTestMatrix(
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271 | filenameTrain, mh3,
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272 | howManyTrain, howManyTest,
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273 | fileMatrixTrain, fileMatrixTest, 0) )
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274 | {
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275 | *fLog << "OptimizeDisp.C : DefineTrainTestMatrix failed" << endl;
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276 | return;
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277 | }
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278 | }
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279 |
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280 | //--------------------------
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281 | // Training and test samples are generated from different input files
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282 | else
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283 | {
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284 | if ( !finddisp.DefineTrainMatrix(filenameTrain, mh3,
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285 | howManyTrain, fileMatrixTrain, 0) )
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286 | {
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287 | *fLog << "OptimizeDisp.C : DefineTrainMatrix failed" << endl;
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288 | return;
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289 | }
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290 |
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291 | if ( !finddisp.DefineTestMatrix( filenameTest, mh3,
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292 | howManyTest, fileMatrixTest, 0) )
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293 | {
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294 | *fLog << "OptimizeDisp.C : DefineTestMatrix failed" << endl;
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295 | return;
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296 | }
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297 | }
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298 |
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299 | gLog << "Generation of training and test samples finished" << endl;
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300 | gLog << "-----------------------------------------------------" << endl;
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301 | }
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302 |
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303 |
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304 |
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305 | //======================================================================
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306 | // Optimize Disp parameters using the training sample
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307 | //
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308 | // the initial values of the parameters are taken
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309 | // - from the file parDispInit (if != "")
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310 | // - or from the arrays params and steps (if their sizes are != 0)
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311 | // - or from the MDisp constructor
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312 | //======================================================================
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313 |
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314 | if (WOptimize)
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315 | {
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316 | gLog << "-----------------------------------------------------" << endl;
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317 | gLog << "Optimize the Disp parameters over a "
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318 | << typeOpt << " sample, using the training matrix" << endl;
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319 |
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320 | // Read training matrix from file
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321 | finddisp.ReadMatrix(fileMatrixTrain, fileMatrixTest);
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322 |
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323 | //--------------------------------------------
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324 | // file which contains the initial values for the Disp parameters;
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325 | // if parDispInit =""
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326 | // - the initial values are taken from the arrays params and steps
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327 | // if their sizes are different from 0
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328 | // - otherwise they are taken from the MDisp constructor
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329 |
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330 | TString parDispInit = outPath;
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331 | //parDispInit += "parDispInit.root";
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332 | parDispInit = "";
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333 |
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334 | //--------------------------------------------
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335 |
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336 | TArrayD params(0);
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337 | TArrayD steps(0);
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338 |
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339 | if (parDispInit == "")
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340 | {
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341 | Double_t vparams[5] = {
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342 | // p[0], p[1], p[2], p[3], p[4], p[5]
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343 | 1.0, 0.6, -0.8, -0.8, -1.2/*, 0.5*/};
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344 | // 0.5, 0., 0.03, 0., 0./*, 0.5*/};
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345 | // 0.8, 0., 0., 0., 0./*, 0.5*/};
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346 |
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347 | Double_t vsteps[5] = {
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348 | // dp[0], dp[1], dp[2], dp[3], dp[4], dp[5]
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349 | 0.01, 0.005, 0.005, 0.005, 0.01/*, 0.001*/};
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350 | // 0.01, 0.01, 0.01, 0.01, 0.01/*, 0.001*/};
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351 | // 0.01, 0.01, 0.01, 0.01, 0.01/*, 0.001*/};
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352 |
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353 | params.Set(5, vparams);
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354 | steps.Set (5, vsteps );
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355 | }
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356 |
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357 |
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358 | Bool_t rf;
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359 | rf = finddisp.FindParams(parDispInit, params, steps);
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360 |
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361 | if (!rf)
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362 | {
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363 | gLog << "OptimizeDisp.C : optimization of the Disp parameters failed" << endl;
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364 | return;
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365 | }
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366 |
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367 | gLog << "Optimization of Disp parameters finished" << endl;
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368 | gLog << "-----------------------------------------------------" << endl;
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369 | }
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370 |
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371 |
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372 |
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373 | //======================================================================
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374 | // Test the Disp parameters on the test sample
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375 | //======================================================================
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376 |
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377 | if (RTest)
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378 | {
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379 | // Read test matrix from file
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380 | finddisp.ReadMatrix(fileMatrixTrain, fileMatrixTest);
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381 |
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382 | gLog << "-----------------------------------------------------" << endl;
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383 | gLog << "Test the Disp parameters using on the test matrix" << endl;
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384 | Bool_t rt = finddisp.TestParams();
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385 | if (!rt)
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386 | {
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387 | gLog << "Test of the Disp parameters on the test matrix failed"
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388 | << endl;
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389 | }
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390 | gLog << "Test of the Disp parameters finished" << endl;
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391 | gLog << "-----------------------------------------------------" << endl;
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392 | }
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393 |
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394 |
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395 |
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396 |
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397 | //======================================================================
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398 | // Make Disp plots
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399 | //======================================================================
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400 |
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401 | if (WDisp)
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402 | {
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403 | gLog << "" << endl;
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404 | gLog << "-----------------------------------------------------" << endl;
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405 | gLog << "Make plots for Disp for data of the type " << typeInput << endl;
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406 |
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407 | //--------------------------------------------
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408 | // type of data to be read (ON, OFF or MC)
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409 | if (typeInput == "ON")
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410 | TString file(onfile);
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411 | else if (typeInput == "OFF")
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412 | TString file(offfile);
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413 | else if (typeInput == "MC")
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414 | TString file(mcfile);
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415 |
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416 | // name of input root file
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417 | TString filenameData = inPathMC;
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418 | filenameData += mcfile;
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419 | filenameData += ".root";
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420 | gLog << "Input file '" << filenameData << endl;
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421 |
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422 | //----------------------------------------------------
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423 | // read in optimum Disp parameter values
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424 |
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425 | TFile inparam(parDispFile);
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426 | MDisp dispin;
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427 | dispin.Read("MDisp");
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428 | inparam.Close();
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429 |
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430 | gLog << "Disp parameter values were read in from file '"
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431 | << parDispFile << "'" << endl;
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432 |
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433 | TArrayD dispPar;
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434 | dispPar = dispin.GetParameters();
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435 |
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436 | TArrayD dispStep;
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437 | dispStep = dispin.GetStepsizes();
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438 |
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439 | gLog << "optimum parameter values for calculating Disp : " << endl;
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440 | for (Int_t i=0; i<dispPar.GetSize(); i++)
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441 | {
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442 | gLog << dispPar[i] << ", ";
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443 | }
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444 | gLog << endl;
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445 |
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446 |
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447 | //----------------------------------------------------
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448 | MTaskList tliston;
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449 | MParList pliston;
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450 |
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451 | MReadMarsFile read("Events", filenameData);
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452 | read.DisableAutoScheme();
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453 |
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454 | // set cuts to select an event sample to apply Disp
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455 | MContinue contdisp(fdisp);
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456 |
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457 | // calculate Disp
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458 | MDispCalc dispcalc;
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459 |
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460 | // make Disp plots
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461 | // SelectedPos = 1 means choose the right source position
|
---|
462 | // 2 wrong
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463 | // 3 the position according to M3Long
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464 | // 4 the position according to Asym
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465 | MHDisp hdisp;
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466 | hdisp.SetSelectedPos(1);
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467 | MFillH filldisp("MHDisp", "");
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468 | filldisp.SetName("FillDispPlots");
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469 |
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470 | MHDisp hdisp1;
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471 | hdisp1.SetName("MHDispCorr");
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472 | hdisp1.SetSelectedPos(1);
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473 | MFillH filldisp1("MHDispCorr[MHDisp]", "");
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474 |
|
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475 | MHDisp hdisp2;
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476 | hdisp2.SetName("MHDispWrong");
|
---|
477 | hdisp2.SetSelectedPos(2);
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478 | MFillH filldisp2("MHDispWrong[MHDisp]", "");
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---|
479 |
|
---|
480 | MHDisp hdisp3;
|
---|
481 | hdisp3.SetName("MHDispM3Long");
|
---|
482 | hdisp3.SetSelectedPos(3);
|
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483 | MFillH filldisp3("MHDispM3Long[MHDisp]", "");
|
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484 |
|
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485 | MHDisp hdisp4;
|
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486 | hdisp4.SetName("MHDispAsym");
|
---|
487 | hdisp4.SetSelectedPos(4);
|
---|
488 | MFillH filldisp4("MHDispAsym[MHDisp]", "");
|
---|
489 |
|
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490 |
|
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491 | //*****************************
|
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492 | // entries in MParList
|
---|
493 |
|
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494 | pliston.AddToList(&tliston);
|
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495 | pliston.AddToList(&dispin);
|
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496 | pliston.AddToList(&hdisp);
|
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497 | pliston.AddToList(&hdisp1);
|
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498 | pliston.AddToList(&hdisp2);
|
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499 | pliston.AddToList(&hdisp3);
|
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500 | pliston.AddToList(&hdisp4);
|
---|
501 |
|
---|
502 | //*****************************
|
---|
503 | // entries in MTaskList
|
---|
504 |
|
---|
505 | tliston.AddToList(&read);
|
---|
506 | if (fdisp != NULL)
|
---|
507 | tliston.AddToList(&contdisp);
|
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508 | tliston.AddToList(&dispcalc);
|
---|
509 | tliston.AddToList(&filldisp);
|
---|
510 | tliston.AddToList(&filldisp1);
|
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511 | tliston.AddToList(&filldisp2);
|
---|
512 | tliston.AddToList(&filldisp3);
|
---|
513 | tliston.AddToList(&filldisp4);
|
---|
514 |
|
---|
515 | //*****************************
|
---|
516 |
|
---|
517 | //-------------------------------------------
|
---|
518 | // Execute event loop
|
---|
519 | //
|
---|
520 | MProgressBar bar;
|
---|
521 | MEvtLoop evtloop;
|
---|
522 | evtloop.SetParList(&pliston);
|
---|
523 | evtloop.SetProgressBar(&bar);
|
---|
524 |
|
---|
525 | Int_t maxevents = -1;
|
---|
526 | if ( !evtloop.Eventloop(maxevents) )
|
---|
527 | return;
|
---|
528 |
|
---|
529 | tliston.PrintStatistics(0, kTRUE);
|
---|
530 |
|
---|
531 | //-------------------------------------------
|
---|
532 | // Display the histograms
|
---|
533 | //
|
---|
534 | // hdisp.Draw();
|
---|
535 | hdisp1.Draw();
|
---|
536 | hdisp2.Draw();
|
---|
537 | hdisp3.Draw();
|
---|
538 | hdisp4.Draw();
|
---|
539 |
|
---|
540 | //-------------------------------------------
|
---|
541 |
|
---|
542 | gLog << "Disp plots were made for file '" << filenameData << endl;
|
---|
543 | gLog << "-----------------------------------------------------" << endl;
|
---|
544 | }
|
---|
545 |
|
---|
546 | delete fdisp;
|
---|
547 |
|
---|
548 | gLog << "Macro OptimizeDisp.C : End " << endl;
|
---|
549 | gLog << "=======================================================" << endl;
|
---|
550 |
|
---|
551 | }
|
---|
552 |
|
---|
553 |
|
---|
554 |
|
---|
555 |
|
---|
556 |
|
---|
557 |
|
---|
558 |
|
---|
559 |
|
---|
560 |
|
---|