1 | //#---------------------------------------------------------------------------
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2 | //# SDMath.cc: A collection of single dish mathematical operations
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3 | //#---------------------------------------------------------------------------
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4 | //# Copyright (C) 2004
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5 | //# Malte Marquarding, ATNF
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6 | //#
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7 | //# This program is free software; you can redistribute it and/or modify it
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8 | //# under the terms of the GNU General Public License as published by the Free
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9 | //# Software Foundation; either version 2 of the License, or (at your option)
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10 | //# any later version.
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11 | //#
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12 | //# This program is distributed in the hope that it will be useful, but
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13 | //# WITHOUT ANY WARRANTY; without even the implied warranty of
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14 | //# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU General
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15 | //# Public License for more details.
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16 | //#
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17 | //# You should have received a copy of the GNU General Public License along
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18 | //# with this program; if not, write to the Free Software Foundation, Inc.,
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19 | //# 675 Massachusetts Ave, Cambridge, MA 02139, USA.
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20 | //#
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21 | //# Correspondence concerning this software should be addressed as follows:
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22 | //# Internet email: Malte.Marquarding@csiro.au
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23 | //# Postal address: Malte Marquarding,
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24 | //# Australia Telescope National Facility,
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25 | //# P.O. Box 76,
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26 | //# Epping, NSW, 2121,
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27 | //# AUSTRALIA
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28 | //#
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29 | //# $Id:
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30 | //#---------------------------------------------------------------------------
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31 | #include <vector>
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32 |
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33 | #include <aips/aips.h>
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34 | #include <aips/Utilities/String.h>
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35 | #include <aips/Arrays/IPosition.h>
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36 | #include <aips/Arrays/Array.h>
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37 | #include <aips/Arrays/ArrayAccessor.h>
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38 | #include <aips/Arrays/Slice.h>
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39 | #include <aips/Arrays/ArrayMath.h>
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40 | #include <aips/Arrays/ArrayLogical.h>
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41 | #include <aips/Arrays/MaskedArray.h>
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42 | #include <aips/Arrays/MaskArrMath.h>
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43 | #include <aips/Arrays/MaskArrLogi.h>
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44 |
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45 | #include <aips/Tables/Table.h>
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46 | #include <aips/Tables/ScalarColumn.h>
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47 | #include <aips/Tables/ArrayColumn.h>
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48 |
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49 | #include <aips/Fitting.h>
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50 | #include <trial/Fitting/LinearFit.h>
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51 | #include <trial/Functionals/CompiledFunction.h>
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52 | #include <trial/Images/ImageUtilities.h>
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53 | #include <trial/Coordinates/SpectralCoordinate.h>
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54 | #include <aips/Mathematics/AutoDiff.h>
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55 | #include <aips/Mathematics/AutoDiffMath.h>
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56 |
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57 | #include "MathUtils.h"
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58 | #include "SDContainer.h"
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59 | #include "SDMemTable.h"
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60 |
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61 | #include "SDMath.h"
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62 |
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63 | using namespace atnf_sd;
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64 | //using namespace atnf_sd::SDMath;
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65 |
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66 | CountedPtr<SDMemTable> SDMath::average(const CountedPtr<SDMemTable>& in) {
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67 | Table t = in->table();
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68 | ROArrayColumn<Float> tsys(t, "TSYS");
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69 | ROScalarColumn<Double> mjd(t, "TIME");
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70 | ROScalarColumn<String> srcn(t, "SRCNAME");
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71 | ROScalarColumn<Double> integr(t, "INTERVAL");
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72 | ROArrayColumn<uInt> freqidc(t, "FREQID");
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73 | IPosition ip = in->rowAsMaskedArray(0).shape();
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74 | Array<Float> outarr(ip); outarr =0.0;
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75 | Array<Float> narr(ip);narr = 0.0;
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76 | Array<Float> narrinc(ip);narrinc = 1.0;
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77 |
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78 | Array<Float> tsarr(tsys.shape(0));
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79 | Array<Float> outtsarr(tsys.shape(0));
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80 | outtsarr =0.0;
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81 | tsys.get(0, tsarr);// this is probably unneccessary as tsys should
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82 | Double tme = 0.0;
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83 | Double inttime = 0.0;
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84 |
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85 | for (uInt i=0; i < t.nrow(); i++) {
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86 | // data stuff
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87 | MaskedArray<Float> marr(in->rowAsMaskedArray(i));
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88 | outarr += marr;
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89 | MaskedArray<Float> n(narrinc,marr.getMask());
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90 | narr += n;
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91 | // get
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92 | tsys.get(i, tsarr);// this is probably unneccessary as tsys should
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93 | outtsarr += tsarr; // be constant
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94 | Double tmp;
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95 | mjd.get(i,tmp);
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96 | tme += tmp;// average time
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97 | integr.get(i,tmp);
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98 | inttime += tmp;
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99 | }
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100 | // averaging using mask
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101 | MaskedArray<Float> nma(narr,(narr > Float(0)));
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102 | outarr /= nma;
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103 | Array<Bool> outflagsb = !(nma.getMask());
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104 | Array<uChar> outflags(outflagsb.shape());
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105 | convertArray(outflags,outflagsb);
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106 | SDContainer sc = in->getSDContainer();
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107 | Int n = t.nrow();
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108 | outtsarr /= Float(n);
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109 | sc.timestamp = tme/Double(n);
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110 | sc.interval = inttime;
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111 | String tstr; srcn.getScalar(0,tstr);// get sourcename of "mid" point
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112 | sc.sourcename = tstr;
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113 | Vector<uInt> tvec;
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114 | freqidc.get(0,tvec);
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115 | sc.putFreqMap(tvec);
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116 | sc.putTsys(outtsarr);
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117 | sc.scanid = 0;
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118 | sc.putSpectrum(outarr);
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119 | sc.putFlags(outflags);
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120 | SDMemTable* sdmt = new SDMemTable(*in,True);
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121 | sdmt->putSDContainer(sc);
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122 | return CountedPtr<SDMemTable>(sdmt);
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123 | }
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124 |
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125 | CountedPtr<SDMemTable>
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126 | SDMath::quotient(const CountedPtr<SDMemTable>& on,
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127 | const CountedPtr<SDMemTable>& off) {
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128 |
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129 | Table ton = on->table();
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130 | Table toff = off->table();
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131 | ROArrayColumn<Float> tsys(toff, "TSYS");
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132 | ROScalarColumn<Double> mjd(ton, "TIME");
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133 | ROScalarColumn<Double> integr(ton, "INTERVAL");
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134 | ROScalarColumn<String> srcn(ton, "SRCNAME");
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135 | ROArrayColumn<uInt> freqidc(ton, "FREQID");
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136 |
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137 | MaskedArray<Float> mon(on->rowAsMaskedArray(0));
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138 | MaskedArray<Float> moff(off->rowAsMaskedArray(0));
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139 | IPosition ipon = mon.shape();
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140 | IPosition ipoff = moff.shape();
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141 | Array<Float> tsarr;//(tsys.shape(0));
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142 | tsys.get(0, tsarr);
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143 | if (ipon != ipoff && ipon != tsarr.shape())
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144 | cerr << "on/off not conformant" << endl;
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145 |
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146 | MaskedArray<Float> tmp = (mon-moff);
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147 | Array<Float> out(tmp.getArray());
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148 | out /= moff;
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149 | out *= tsarr;
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150 | Array<Bool> outflagsb = !(mon.getMask() && moff.getMask());
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151 | Array<uChar> outflags(outflagsb.shape());
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152 | convertArray(outflags,outflagsb);
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153 | SDContainer sc = on->getSDContainer();
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154 | sc.putTsys(tsarr);
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155 | sc.scanid = 0;
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156 | sc.putSpectrum(out);
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157 | sc.putFlags(outflags);
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158 | SDMemTable* sdmt = new SDMemTable(*on, True);
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159 | sdmt->putSDContainer(sc);
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160 | return CountedPtr<SDMemTable>(sdmt);
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161 | }
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162 |
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163 | CountedPtr<SDMemTable>
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164 | SDMath::multiply(const CountedPtr<SDMemTable>& in, Float factor) {
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165 | SDMemTable* sdmt = new SDMemTable(*in);
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166 | Table t = sdmt->table();
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167 | ArrayColumn<Float> spec(t,"SPECTRA");
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168 |
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169 | for (uInt i=0; i < t.nrow(); i++) {
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170 | // data stuff
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171 | MaskedArray<Float> marr(sdmt->rowAsMaskedArray(i));
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172 | marr *= factor;
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173 | spec.put(i, marr.getArray());
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174 | }
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175 | return CountedPtr<SDMemTable>(sdmt);
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176 | }
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177 |
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178 | bool SDMath::fit(Vector<Float>& thefit, const Vector<Float>& data,
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179 | const Vector<Bool>& mask,
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180 | const std::string& fitexpr) {
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181 |
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182 | LinearFit<Float> fitter;
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183 | Vector<Float> x(data.nelements());
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184 | indgen(x);
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185 | CompiledFunction<AutoDiff<Float> > fn;
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186 | fn.setFunction(String(fitexpr));
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187 | fitter.setFunction(fn);
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188 | Vector<Float> out,out1;
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189 | out = fitter.fit(x,data,&mask);
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190 | thefit = data;
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191 | fitter.residual(thefit, x);
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192 | cout << "Parameter solution = " << out << endl;
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193 | return True;
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194 | }
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195 |
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196 | CountedPtr<SDMemTable>
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197 | SDMath::baseline(const CountedPtr<SDMemTable>& in,
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198 | const std::string& fitexpr,
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199 | const std::vector<bool>& mask) {
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200 |
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201 | IPosition ip = in->rowAsMaskedArray(0).shape();
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202 | SDContainer sc = in->getSDContainer();
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203 | String sname(in->getSourceName());
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204 | String stim(in->getTime());
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205 | cout << "Fitting: " << String(fitexpr) << " to "
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206 | << sname << " [" << stim << "]" << ":" <<endl;
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207 | MaskedArray<Float> marr(in->rowAsMaskedArray(0));
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208 | Vector<Bool> inmask(mask);
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209 | Array<Float> arr = marr.getArray();
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210 | Array<Bool> barr = marr.getMask();
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211 | for (uInt i=0; i<in->nBeam();++i) {
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212 | for (uInt j=0; j<in->nIF();++j) {
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213 | for (uInt k=0; k<in->nPol();++k) {
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214 | IPosition start(4,i,j,k,0);
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215 | IPosition end(4,i,j,k,in->nChan()-1);
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216 | Array<Float> subArr(arr(start,end));
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217 | Array<Bool> subMask(barr(start,end));
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218 | Vector<Float> outv;
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219 | Vector<Float> v(subArr.nonDegenerate());
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220 | Vector<Bool> m(subMask.nonDegenerate());
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221 | cout << "\t Polarisation " << k << "\t";
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222 | SDMath::fit(outv, v, m&&inmask, fitexpr);
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223 | ArrayAccessor<Float, Axis<0> > aa0(outv);
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224 | for (ArrayAccessor<Float, Axis<3> > aa(subArr); aa != aa.end();++aa) {
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225 | (*aa) = (*aa0);
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226 | aa0++;
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227 | }
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228 | }
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229 | }
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230 | }
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231 | Array<uChar> outflags(barr.shape());
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232 | convertArray(outflags,!barr);
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233 | sc.putSpectrum(arr);
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234 | sc.putFlags(outflags);
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235 | SDMemTable* sdmt = new SDMemTable(*in,True);
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236 | sdmt->putSDContainer(sc);
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237 | return CountedPtr<SDMemTable>(sdmt);
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238 | }
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239 |
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240 |
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241 | CountedPtr<SDMemTable>
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242 | SDMath::hanning(const CountedPtr<SDMemTable>& in) {
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243 |
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244 | IPosition ip = in->rowAsMaskedArray(0).shape();
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245 | MaskedArray<Float> marr(in->rowAsMaskedArray(0));
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246 |
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247 | Array<Float> arr = marr.getArray();
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248 | Array<Bool> barr = marr.getMask();
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249 | for (uInt i=0; i<in->nBeam();++i) {
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250 | for (uInt j=0; j<in->nIF();++j) {
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251 | for (uInt k=0; k<in->nPol();++k) {
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252 | IPosition start(4,i,j,k,0);
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253 | IPosition end(4,i,j,k,in->nChan()-1);
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254 | Array<Float> subArr(arr(start,end));
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255 | Array<Bool> subMask(barr(start,end));
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256 | Vector<Float> outv;
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257 | Vector<Bool> outm;
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258 | Vector<Float> v(subArr.nonDegenerate());
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259 | Vector<Bool> m(subMask.nonDegenerate());
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260 | ::hanning(outv,outm,v,m);
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261 | ArrayAccessor<Float, Axis<0> > aa0(outv);
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262 | ArrayAccessor<Bool, Axis<0> > ba0(outm);
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263 | ArrayAccessor<Bool, Axis<3> > ba(subMask);
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264 | for (ArrayAccessor<Float, Axis<3> > aa(subArr); aa != aa.end();++aa) {
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265 | (*aa) = (*aa0);
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266 | (*ba) = (*ba0);
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267 | aa0++;
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268 | ba0++;
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269 | ba++;
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270 | }
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271 | }
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272 | }
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273 | }
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274 | Array<uChar> outflags(barr.shape());
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275 | convertArray(outflags,!barr);
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276 | SDContainer sc = in->getSDContainer();
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277 | sc.putSpectrum(arr);
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278 | sc.putFlags(outflags);
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279 | SDMemTable* sdmt = new SDMemTable(*in,True);
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280 | sdmt->putSDContainer(sc);
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281 | return CountedPtr<SDMemTable>(sdmt);
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282 | }
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283 |
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284 | CountedPtr<SDMemTable>
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285 | SDMath::averages(const Block<CountedPtr<SDMemTable> >& in,
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286 | const Vector<Bool>& mask) {
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287 | IPosition ip = in[0]->rowAsMaskedArray(0).shape();
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288 | Array<Float> arr(ip);
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289 | Array<Bool> barr(ip);
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290 | Double inttime = 0.0;
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291 |
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292 | uInt n = in[0]->nChan();
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293 | for (uInt i=0; i<in[0]->nBeam();++i) {
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294 | for (uInt j=0; j<in[0]->nIF();++j) {
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295 | for (uInt k=0; k<in[0]->nPol();++k) {
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296 | Float stdevsqsum = 0.0;
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297 | Vector<Float> initvec(n);initvec = 0.0;
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298 | Vector<Bool> initmask(n);initmask = True;
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299 | MaskedArray<Float> outmarr(initvec,initmask);
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300 | for (uInt bi=0; bi< in.nelements(); ++bi) {
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301 | MaskedArray<Float> marr(in[bi]->rowAsMaskedArray(0));
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302 | inttime += in[bi]->getInterval();
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303 | Array<Float> arr = marr.getArray();
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304 | Array<Bool> barr = marr.getMask();
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305 | IPosition start(4,i,j,k,0);
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306 | IPosition end(4,i,j,k,n-1);
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307 | Array<Float> subArr(arr(start,end));
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308 | Array<Bool> subMask(barr(start,end));
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309 | Vector<Float> outv;
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310 | Vector<Bool> outm;
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311 | Vector<Float> v(subArr.nonDegenerate());
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312 | Vector<Bool> m(subMask.nonDegenerate());
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313 | MaskedArray<Float> tmparr(v,m);
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314 | MaskedArray<Float> tmparr2(tmparr(mask));
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315 | Float stdvsq = pow(stddev(tmparr2),2);
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316 | stdevsqsum+=1.0/stdvsq;
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317 | tmparr /= stdvsq;
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318 | outmarr += tmparr;
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319 | }
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320 | outmarr /= stdevsqsum;
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321 | Array<Float> tarr(outmarr.getArray());
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322 | Array<Bool> tbarr(outmarr.getMask());
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323 | IPosition start(4,i,j,k,0);
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324 | IPosition end(4,i,j,k,n-1);
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325 | Array<Float> subArr(arr(start,end));
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326 | Array<Bool> subMask(barr(start,end));
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327 | ArrayAccessor<Float, Axis<0> > aa0(tarr);
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328 | ArrayAccessor<Bool, Axis<0> > ba0(tbarr);
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329 | ArrayAccessor<Bool, Axis<3> > ba(subMask);
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330 | for (ArrayAccessor<Float, Axis<3> > aa(subArr); aa != aa.end();++aa) {
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331 | (*aa) = (*aa0);
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332 | (*ba) = (*ba0);
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333 | aa0++;
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334 | ba0++;
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335 | ba++;
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336 | }
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337 | }
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338 | }
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339 | }
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340 | Array<uChar> outflags(barr.shape());
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341 | convertArray(outflags,!barr);
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342 | SDContainer sc = in[0]->getSDContainer();
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343 | sc.putSpectrum(arr);
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344 | sc.putFlags(outflags);
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345 | sc.interval = inttime;
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346 | SDMemTable* sdmt = new SDMemTable(*in[0],True);
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347 | sdmt->putSDContainer(sc);
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348 | return CountedPtr<SDMemTable>(sdmt);
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349 | }
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350 |
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351 | CountedPtr<SDMemTable>
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352 | SDMath::averagePol(const CountedPtr<SDMemTable>& in,
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353 | const Vector<Bool>& mask) {
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354 | MaskedArray<Float> marr(in->rowAsMaskedArray(0));
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355 | uInt n = in->nChan();
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356 | IPosition ip = marr.shape();
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357 | Array<Float> arr = marr.getArray();
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358 | Array<Bool> barr = marr.getMask();
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359 | for (uInt i=0; i<in->nBeam();++i) {
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360 | for (uInt j=0; j<in->nIF();++j) {
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361 | Float stdevsqsum = 0.0;
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362 | Vector<Float> initvec(n);initvec = 0.0;
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363 | Vector<Bool> initmask(n);initmask = True;
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364 | MaskedArray<Float> outmarr(initvec,initmask);
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365 | for (uInt k=0; k<in->nPol();++k) {
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366 | IPosition start(4,i,j,k,0);
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367 | IPosition end(4,i,j,k,in->nChan()-1);
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368 | Array<Float> subArr(arr(start,end));
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369 | Array<Bool> subMask(barr(start,end));
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370 | Vector<Float> outv;
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371 | Vector<Bool> outm;
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372 | Vector<Float> v(subArr.nonDegenerate());
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373 | Vector<Bool> m(subMask.nonDegenerate());
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374 | MaskedArray<Float> tmparr(v,m);
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375 | MaskedArray<Float> tmparr2(tmparr(mask));
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376 | Float stdvsq = pow(stddev(tmparr2),2);
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377 | stdevsqsum+=1.0/stdvsq;
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378 | tmparr /= stdvsq;
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379 | outmarr += tmparr;
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380 | }
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381 | outmarr /= stdevsqsum;
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382 | Array<Float> tarr(outmarr.getArray());
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383 | Array<Bool> tbarr(outmarr.getMask());
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384 | // write averaged pol into all pols - fix up to refrom array
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385 | for (uInt k=0; k<in->nPol();++k) {
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386 | IPosition start(4,i,j,k,0);
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387 | IPosition end(4,i,j,k,n-1);
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388 | Array<Float> subArr(arr(start,end));
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389 | Array<Bool> subMask(barr(start,end));
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390 | ArrayAccessor<Float, Axis<0> > aa0(tarr);
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391 | ArrayAccessor<Bool, Axis<0> > ba0(tbarr);
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392 | ArrayAccessor<Bool, Axis<3> > ba(subMask);
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393 | for (ArrayAccessor<Float, Axis<3> > aa(subArr); aa != aa.end();++aa) {
|
---|
394 | (*aa) = (*aa0);
|
---|
395 | (*ba) = (*ba0);
|
---|
396 | aa0++;
|
---|
397 | ba0++;
|
---|
398 | ba++;
|
---|
399 | }
|
---|
400 | }
|
---|
401 | }
|
---|
402 | }
|
---|
403 |
|
---|
404 | Array<uChar> outflags(barr.shape());
|
---|
405 | convertArray(outflags,!barr);
|
---|
406 | SDContainer sc = in->getSDContainer();
|
---|
407 | sc.putSpectrum(arr);
|
---|
408 | sc.putFlags(outflags);
|
---|
409 | SDMemTable* sdmt = new SDMemTable(*in,True);
|
---|
410 | sdmt->putSDContainer(sc);
|
---|
411 | return CountedPtr<SDMemTable>(sdmt);
|
---|
412 | }
|
---|
413 |
|
---|
414 |
|
---|
415 | Float SDMath::rms(const CountedPtr<SDMemTable>& in,
|
---|
416 | const std::vector<bool>& mask) {
|
---|
417 | Float rmsval;
|
---|
418 | Vector<Bool> msk(mask);
|
---|
419 | IPosition ip = in->rowAsMaskedArray(0).shape();
|
---|
420 | MaskedArray<Float> marr(in->rowAsMaskedArray(0));
|
---|
421 |
|
---|
422 | Array<Float> arr = marr.getArray();
|
---|
423 | Array<Bool> barr = marr.getMask();
|
---|
424 | uInt i,j,k;
|
---|
425 | i = in->getBeam();
|
---|
426 | j = in->getIF();
|
---|
427 | k = in->getPol();
|
---|
428 | IPosition start(4,i,j,k,0);
|
---|
429 | IPosition end(4,i,j,k,in->nChan()-1);
|
---|
430 | Array<Float> subArr(arr(start,end));
|
---|
431 | Array<Bool> subMask(barr(start,end));
|
---|
432 | Array<Float> v(subArr.nonDegenerate());
|
---|
433 | Array<Bool> m(subMask.nonDegenerate());
|
---|
434 | MaskedArray<Float> tmp;
|
---|
435 | if (msk.nelements() == m.nelements() ) {
|
---|
436 | tmp.setData(v,m&&msk);
|
---|
437 | } else {
|
---|
438 | tmp.setData(v,m);
|
---|
439 | }
|
---|
440 | rmsval = stddev(tmp);
|
---|
441 | return rmsval;
|
---|
442 | }
|
---|
443 |
|
---|
444 | CountedPtr<SDMemTable> SDMath::bin(const CountedPtr<SDMemTable>& in,
|
---|
445 | Int width) {
|
---|
446 |
|
---|
447 | MaskedArray<Float> marr(in->rowAsMaskedArray(0));
|
---|
448 | SpectralCoordinate coord(in->getCoordinate(0));
|
---|
449 | SDContainer sc = in->getSDContainer();
|
---|
450 | Array<Float> arr = marr.getArray();
|
---|
451 | Array<Bool> barr = marr.getMask();
|
---|
452 | SpectralCoordinate outcoord,outcoord2;
|
---|
453 | MaskedArray<Float> marrout;
|
---|
454 | ImageUtilities::bin(marrout, outcoord, marr, coord, 3, width);
|
---|
455 | IPosition ip = marrout.shape();
|
---|
456 | sc.resize(ip);
|
---|
457 | sc.putSpectrum(marrout.getArray());
|
---|
458 | Array<uChar> outflags(ip);
|
---|
459 | convertArray(outflags,!(marrout.getMask()));
|
---|
460 | sc.putFlags(outflags);
|
---|
461 | MaskedArray<Float> tsys,tsysout;
|
---|
462 | Array<Bool> dummy(ip);dummy = True;
|
---|
463 | tsys.setData(sc.getTsys(),dummy);
|
---|
464 | ImageUtilities::bin(tsysout, outcoord2, marr, outcoord, 3, width);
|
---|
465 | sc.putTsys(tsysout.getArray());
|
---|
466 | SDHeader sh = in->getSDHeader();
|
---|
467 | sh.nchan = ip(3);
|
---|
468 | SDMemTable* sdmt = new SDMemTable(*in,True);
|
---|
469 | sdmt->setCoordinate(outcoord,0);
|
---|
470 | sdmt->putSDContainer(sc);
|
---|
471 | sdmt->putSDHeader(sh);
|
---|
472 | return CountedPtr<SDMemTable>(sdmt);
|
---|
473 | }
|
---|