LCOV - code coverage report
Current view: top level - synthesis/TransformMachines - NewMultiTermFT.cc (source / functions) Hit Total Coverage
Test: ctest_coverage.info Lines: 0 332 0.0 %
Date: 2023-11-02 14:27:30 Functions: 0 25 0.0 %

          Line data    Source code
       1             : //# NewMultiTermFT.cc: Implementation of NewMultiTermFT class
       2             : //# Copyright (C) 1997,1998,1999,2000,2001,2002,2003
       3             : //# Associated Universities, Inc. Washington DC, USA.
       4             : //#
       5             : //# This library is free software; you can redistribute it and/or modify it
       6             : //# under the terms of the GNU Library General Public License as published by
       7             : //# the Free Software Foundation; either version 2 of the License, or (at your
       8             : //# option) any later version.
       9             : //#
      10             : //# This library is distributed in the hope that it will be useful, but WITHOUT
      11             : //# ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or
      12             : //# FITNESS FOR A PARTICULAR PURPOSE.  See the GNU Library General Public
      13             : //# License for more details.
      14             : //#
      15             : //# You should have received a copy of the GNU Library General Public License
      16             : //# along with this library; if not, write to the Free Software Foundation,
      17             : //# Inc., 675 Massachusetts Ave, Cambridge, MA 02139, USA.
      18             : //#
      19             : //# Correspondence concerning AIPS++ should be addressed as follows:
      20             : //#        Internet email: aips2-request@nrao.edu.
      21             : //#        Postal address: AIPS++ Project Office
      22             : //#                        National Radio Astronomy Observatory
      23             : //#                        520 Edgemont Road
      24             : //#                        Charlottesville, VA 22903-2475 USA
      25             : //#
      26             : //# $Id$
      27             : 
      28             : #include <msvis/MSVis/VisBuffer.h>
      29             : #include <msvis/MSVis/VisSet.h>
      30             : #include <casacore/images/Images/ImageInterface.h>
      31             : #include <casacore/images/Images/PagedImage.h>
      32             : #include <casacore/casa/Containers/Block.h>
      33             : #include <casacore/casa/Containers/Record.h>
      34             : #include <casacore/casa/Arrays/ArrayLogical.h>
      35             : #include <casacore/casa/Arrays/ArrayMath.h>
      36             : #include <casacore/casa/Arrays/Array.h>
      37             : #include <casacore/casa/Arrays/MaskedArray.h>
      38             : #include <casacore/casa/Arrays/Vector.h>
      39             : #include <casacore/casa/Arrays/Matrix.h>
      40             : #include <casacore/casa/Arrays/Cube.h>
      41             : #include <casacore/casa/BasicSL/String.h>
      42             : #include <casacore/casa/Utilities/Assert.h>
      43             : #include <casacore/casa/Exceptions/Error.h>
      44             : #include <casacore/casa/OS/Timer.h>
      45             : #include <sstream>
      46             : 
      47             : #include <synthesis/TransformMachines/StokesImageUtil.h>
      48             : #include <casacore/images/Images/ImageInterface.h>
      49             : #include <casacore/images/Images/SubImage.h>
      50             : 
      51             : #include <casacore/scimath/Mathematics/MatrixMathLA.h>
      52             : 
      53             : #include <synthesis/TransformMachines/NewMultiTermFT.h>
      54             : #include <synthesis/TransformMachines/Utils.h>
      55             : 
      56             : // This is the list of FTMachine types supported by NewMultiTermFT
      57             : //#include <synthesis/TransformMachines/GridFT.h>
      58             : #include <synthesis/TransformMachines/AWProjectFT.h>
      59             : #include <synthesis/TransformMachines/AWProjectWBFT.h>
      60             : 
      61             : using namespace casacore;
      62             : namespace casa { //# NAMESPACE CASA - BEGIN
      63             :   
      64             : #define PSOURCE false
      65             : #define psource (IPosition(4,1536,1536,0,0))
      66             :   
      67             :   //---------------------------------------------------------------------- 
      68             :   //-------------------- constructors and descructors ---------------------- 
      69             :   //---------------------------------------------------------------------- 
      70           0 :   NewMultiTermFT::NewMultiTermFT(FTMachine *subftm,  Int nterms, Double reffreq)
      71             :     :FTMachine(), nterms_p(nterms), donePSF_p(false),doingPSF_p(false),
      72             :      reffreq_p(reffreq), imweights_p(Matrix<Float>(0,0)), machineName_p("NewMultiTermFT"),
      73             :      pblimit_p((Float)1e-04), doWideBandPBCorrection_p(false), cacheDir_p("."), 
      74           0 :      donePBTaylor_p(false), useConjBeams_p(true)
      75             :   {
      76           0 :     dbg_p=false;
      77             :     
      78           0 :     this->setBasePrivates(*subftm);
      79           0 :     canComputeResiduals_p = subftm->canComputeResiduals();
      80           0 :     if(dbg_p) cout << "MTFT :: constructor with subftm : "<< subftm->name() << ". It can compute residuals : " << canComputeResiduals_p << endl;
      81             :     
      82           0 :     subftms_p.resize(2*nterms_p-1);
      83           0 :     for(uInt termindex=0;termindex<2*nterms_p-1;termindex++)
      84             :       {
      85           0 :         if(dbg_p) cout << "Creating new FTM of type : " << subftm->name() << endl;
      86           0 :         subftms_p[termindex] = getNewFTM(subftm);
      87           0 :         subftms_p[termindex]->setMiscInfo(termindex); 
      88             :       }
      89           0 :     if(dbg_p)
      90             :       {
      91           0 :         cout << "Checking FTtypes at the end of MTFT constructor" << endl;
      92           0 :         printFTTypes();
      93             :       }
      94             :     
      95           0 :     sumwt_p=0.0; 
      96             :     
      97             :     /// Make empty lists
      98           0 :     sensitivitymaps_p.resize(0);
      99           0 :     sumweights_p.resize(0);
     100           0 :     pbcoeffs_p.resize(0);
     101             :     
     102           0 :     if(subftm->name()=="AWProjectWBFT") 
     103             :       {
     104             :         // doWideBandPBCorrection_p = ((AWProjectWBFT*)subftm)->getDOPBCorrection();
     105             :         // useConjBeams_p = ((AWProjectWBFT*)subftm)->getConjBeams();
     106           0 :         setDOPBCorrection(((AWProjectWBFT*)subftm)->getDOPBCorrection());
     107           0 :         setConjBeams(((AWProjectWBFT*)subftm)->getConjBeams());
     108             : 
     109           0 :         pblimit_p = ((AWProjectWBFT*)subftm)->getPBLimit();
     110           0 :         cout << "dowidebandpbcor : " << doWideBandPBCorrection_p << " conjbeams : " << useConjBeams_p << endl;
     111             :       }
     112             :     
     113           0 :     if(dbg_p) cout << "Running MTFT with doWideBandPBCorrection : " << doWideBandPBCorrection_p 
     114           0 :                    << " and pblimit : " << pblimit_p << endl;
     115             :     
     116           0 :     pblimit_p = 1e-07;
     117             :     
     118           0 :     cacheDir_p = subftm->getCacheDir();
     119             :     
     120           0 :     time_get=0.0;
     121           0 :     time_put=0.0;
     122           0 :     time_res=0.0;
     123           0 :   }
     124             :   
     125             :   //---------------------------------------------------------------------- 
     126             :   // Construct from the input state record
     127           0 :   NewMultiTermFT::NewMultiTermFT(const RecordInterface& stateRec)
     128           0 :   : FTMachine()
     129             :   {
     130           0 :     String error;
     131           0 :     if (!fromRecord(error, stateRec)) {
     132           0 :       throw (AipsError("Failed to create gridder: " + error));
     133             :     };
     134           0 :   }
     135             :   
     136             :   //----------------------------------------------------------------------
     137             :   // Copy constructor
     138           0 :   NewMultiTermFT::NewMultiTermFT(const NewMultiTermFT& other) : FTMachine(), machineName_p("NewMultiTermFT")
     139             :   { 
     140           0 :     operator=(other);
     141           0 :   }
     142             :   
     143           0 :   NewMultiTermFT& NewMultiTermFT::operator=(const NewMultiTermFT& other)
     144             :   {
     145             :     
     146           0 :     dbg_p = other.dbg_p;
     147           0 :     if(dbg_p) cout << "In MTFT operator=  " << endl;
     148             :     
     149           0 :     if(this!=&other)
     150             :       {
     151           0 :         FTMachine::operator=(other);
     152             :         
     153             :         // Copy local privates
     154           0 :         machineName_p = other.machineName_p;
     155           0 :         nterms_p = other.nterms_p;
     156           0 :         reffreq_p = other.reffreq_p;
     157           0 :         sumwt_p = other.sumwt_p;
     158           0 :         donePSF_p=other.donePSF_p;
     159           0 :         doingPSF_p=other.doingPSF_p;
     160           0 :         doWideBandPBCorrection_p = other.doWideBandPBCorrection_p;
     161           0 :         pblimit_p = other.pblimit_p;
     162           0 :         cacheDir_p = other.cacheDir_p;
     163           0 :         donePBTaylor_p = other.donePBTaylor_p;
     164           0 :         useConjBeams_p = other.useConjBeams_p;
     165             :         
     166             :         // Make the list of subftms
     167           0 :         subftms_p.resize(other.subftms_p.nelements());
     168           0 :         for (uInt termindex=0;termindex<other.subftms_p.nelements();termindex++)
     169             :           {
     170           0 :             subftms_p[termindex] = getNewFTM(  &(*(other.subftms_p[termindex])) );
     171           0 :             subftms_p[termindex]->setMiscInfo(termindex);
     172             :           }
     173             :         //         subftms_p[termindex] = getNewFTM(  &(*(other.subftms_p[termindex])) );
     174             :         
     175             :         // Just checking....
     176           0 :         AlwaysAssert( subftms_p.nelements()>0 , AipsError );
     177             :         
     178             :         // Check if the sub ftm type can calculate its own residuals....
     179           0 :         canComputeResiduals_p = subftms_p[0]->canComputeResiduals();
     180             :         
     181             :       }
     182             :     
     183           0 :     if(dbg_p)
     184             :       {
     185           0 :         cout << "Checking FTtypes at the end of MTFT operator=" << endl;
     186           0 :         printFTTypes();
     187             :       }
     188             :     
     189           0 :     return *this;
     190             :     
     191             :   }
     192             :   
     193           0 :   FTMachine* NewMultiTermFT::getNewFTM(const FTMachine *ftm)
     194             :   {
     195             :     //    if(dbg_p) cout << "MTFT::getNewFTM " << endl;
     196             :     /*
     197             :     if(ftm->name()=="GridFT")
     198             :       {
     199             :         return new GridFT(static_cast<const GridFT&>(*ftm)); 
     200             :       }
     201           0 :       else */ if(ftm->name()=="AWProjectWBFT") 
     202           0 :       { return new AWProjectWBFT(static_cast<const AWProjectWBFT&>(*ftm)); }
     203             :     else
     204           0 :       {throw(AipsError("FTMachine "+ftm->name()+" is not supported with MS-MFS")); }
     205             :     
     206             :     return NULL;
     207             :   }
     208             :   
     209             :   //----------------------------------------------------------------------
     210           0 :   NewMultiTermFT::~NewMultiTermFT()
     211             :   {
     212           0 :     if(dbg_p) cout << "MTFT :: destructor - assumes automatic deletion of subftm " << endl;
     213           0 :   }
     214             :   
     215             :   
     216             :   //---------------------------------------------------------------------------------------------------
     217             :   //------------ Multi-Term Specific Functions --------------------------------------------------------
     218             :   //---------------------------------------------------------------------------------------------------
     219             :   
     220             :   // Multiply the imaging weights by Taylor functions - in place
     221             :   // This function MUST be called in ascending Taylor-term order
     222             :   // NOTE : Add checks to ensure this.
     223           0 :   Bool NewMultiTermFT::modifyVisWeights(VisBuffer& vb,uInt thisterm)
     224             :   {
     225             :     {
     226             :       
     227           0 :       if(imweights_p.shape() != vb.imagingWeight().shape())
     228           0 :         imweights_p.resize(vb.imagingWeight().shape());
     229           0 :       imweights_p = vb.imagingWeight();
     230             :       
     231           0 :       Float freq=0.0,mulfactor=1.0;
     232           0 :       Vector<Double> selfreqlist(vb.frequency());
     233             :       
     234           0 :       for (Int row=0; row<vb.nRow(); row++)
     235           0 :         for (Int chn=0; chn<vb.nChannel(); chn++)
     236             :           {
     237           0 :             freq = selfreqlist(IPosition(1,chn));
     238           0 :             mulfactor = ((freq-reffreq_p)/reffreq_p);
     239           0 :             (vb.imagingWeight())(chn,row) *= pow( mulfactor,(Int)thisterm);
     240             :             //        sumwt_p += (vb.imagingWeight())(chn,row);
     241             :           }
     242             :     }
     243             :     /* // For debugging.
     244             :        else
     245             :        {
     246             :        for (Int row=0; row<vb.nRow(); row++)
     247             :        for (Int chn=0; chn<vb.nChannel(); chn++)
     248             :        {
     249             :        sumwt_p += (vb.imagingWeight())(chn,row);
     250             :        }
     251             :        }
     252             :     */
     253           0 :     return true;
     254             :   }
     255             :   
     256             :   // Reset the imaging weights back to their original values
     257             :   // to be called just after "put"
     258           0 :   void NewMultiTermFT::restoreImagingWeights(VisBuffer &vb)
     259             :   {
     260           0 :     AlwaysAssert( imweights_p.shape() == vb.imagingWeight().shape() ,AipsError);
     261           0 :     vb.imagingWeight() = imweights_p;
     262           0 :   }
     263             :   
     264             :   
     265             :   // Multiply the model visibilities by the Taylor functions - in place.
     266           0 :   Bool NewMultiTermFT::modifyModelVis(VisBuffer& vb, uInt thisterm)
     267             :   {
     268           0 :     Float freq=0.0,mulfactor=1.0;
     269           0 :     Vector<Double> selfreqlist(vb.frequency());
     270             :     
     271             :     // DComplex modcount=0.0;
     272             : 
     273           0 :     for (uInt pol=0; pol< uInt((vb.modelVisCube()).shape()[0]); pol++)
     274           0 :       for (uInt chn=0; chn< uInt(vb.nChannel()); chn++)
     275           0 :         for (uInt row=0; row< uInt(vb.nRow()); row++)
     276             :           {
     277             :             // modcount += ( vb.modelVisCube())(pol,chn,row);
     278           0 :             freq = selfreqlist(IPosition(1,chn));
     279           0 :             mulfactor = ((freq-reffreq_p)/reffreq_p);
     280           0 :             (vb.modelVisCube())(pol,chn,row) *= pow(mulfactor, (Int) thisterm);
     281             :           }
     282             :     
     283             :     // cout << "field : " << vb.fieldId() << " spw : " 
     284             :     //   << vb.spectralWindow() << "  --- predicted model before taylor wt mult :" 
     285             :     //   << thisterm << "  sumvis : " << modcount << endl;
     286             : 
     287           0 :     return true;
     288             :   }
     289             :   
     290             :   
     291             :   //---------------------------------------------------------------------------------------------------
     292             :   //----------------------  Prediction and De-gridding -----------------------------------
     293             :   //---------------------------------------------------------------------------------------------------
     294             :   
     295           0 :   void NewMultiTermFT::initializeToVis(Block<CountedPtr<ImageInterface<Complex> > > & compImageVec,PtrBlock<SubImage<Float> *> & modelImageVec, PtrBlock<SubImage<Float> *>& weightImageVec, PtrBlock<SubImage<Float> *>& fluxScaleVec,Block<Matrix<Float> >& weightsVec, const VisBuffer& vb)
     296             :   {
     297           0 :     if(dbg_p) cout << "MTFT::initializeToVis " << endl;
     298           0 :     AlwaysAssert(compImageVec.nelements()==nterms_p, AipsError);
     299           0 :     AlwaysAssert(modelImageVec.nelements()==nterms_p, AipsError);
     300           0 :     AlwaysAssert(weightImageVec.nelements()==nterms_p, AipsError);
     301           0 :     AlwaysAssert(fluxScaleVec.nelements()==nterms_p, AipsError);
     302           0 :     AlwaysAssert(weightsVec.nelements()==nterms_p, AipsError);
     303           0 :     Matrix<Float> tempWts;
     304             : 
     305             :     // Use doWideBandPBCorrection_p to trigger whether or not to do a wideband PB correction before prediction, for the first go ( i.e. simulation )
     306             : 
     307             : 
     308             :     // This is to make sure weight images and avgPBs are ready.
     309             :     //AlwaysAssert( donePSF_p == true && donePBTaylor_p == true, AipsError )
     310             : 
     311             :     if(PSOURCE) cout << "------ model, before de-gridding norm : " << modelImageVec[0]->getAt(psource) << "," << modelImageVec[1]->getAt(psource) << endl;
     312             : 
     313             :         
     314           0 :     for(uInt taylor=0;taylor<nterms_p;taylor++)
     315             :       {
     316             :         // Make the sensitivity Image if applicable
     317           0 :         subftms_p[taylor]->findConvFunction(*(compImageVec[taylor]), vb);
     318             :         // Get the sensitivity Image
     319           0 :         tempWts.resize();
     320           0 :         subftms_p[taylor]->getWeightImage(*(weightImageVec[taylor]), tempWts);
     321             :       }
     322             :     
     323             :     /////////////////////////////   
     324             :     //UU     normAvgPBs(weightImageVec);
     325             : 
     326             :     // Pre-prediction correction of the model, to rid it of the Primary Beam.
     327             :     if(PSOURCE) cout << "Divide the models by the PB before prediction" << endl;
     328           0 :     if( useConjBeams_p == true )
     329             :       {
     330             :         // Model contains only avgPB scaling, but no PB frequency dependence
     331             :         // Divide all terms of the model image by the sensitivity image only (from Taylor0)
     332           0 :         if (doWideBandPBCorrection_p)
     333           0 :           for(uInt taylor=0;taylor<nterms_p;taylor++)
     334             :             {
     335             :               // Divide by PB  ////// PBWeight
     336             :               //normalizeImage( *(modelImageVec[taylor]) , weightsVec[0], *(weightImageVec[0]) , false, (Float)pblimit_p, (Int)1);// normtype 1 divides by weightImageVec and ignores wegithsVec
     337             :               // Divide by sqrt(PB)  ////// PBSQWeight
     338           0 :               normalizeImage( *(modelImageVec[taylor]) , weightsVec[0], *(weightImageVec[0]) , false, (Float)pblimit_p, (Int)4);
     339             :             }
     340             :       }
     341             :     else 
     342             :       {
     343           0 :         cout << "NewMultiTermFT::inittoVis --> Prediction normalization of model will be wrong....... " << endl;
     344             :         // The model contains avgPB scaling and twice the frequency-dependence of the PB in it. 
     345             :         // Multiply all terms of the model by pbcoeffs_0. Divide TWICE by the wideband PB.
     346           0 :         for(uInt taylor=0;taylor<nterms_p;taylor++)
     347             :           {
     348           0 :             normalizeImage( *(modelImageVec[taylor]) , weightsVec[0], *(weightImageVec[0]) , false, (Float)pblimit_p, (Int)3); // normtype 3 multiplies the model image with the pb
     349             :           }
     350             :         // Connect pbcoeffs_p to fluxScaleVec. This is where PB Taylor coefficients were put in by the 'iftm'.
     351           0 :         if(pbcoeffs_p.nelements() != nterms_p) pbcoeffs_p.resize(nterms_p);
     352           0 :         for(uInt taylor=0;taylor<nterms_p;taylor++)
     353             :           { 
     354           0 :             pbcoeffs_p[taylor] = &(*(fluxScaleVec[taylor])); 
     355             :           }
     356             :         
     357           0 :         applyWideBandPB( String("divide") , modelImageVec );
     358           0 :         applyWideBandPB( String("divide") , modelImageVec );
     359             :       }
     360             :     
     361             :     //  for(uInt taylor=0;taylor<nterms_p;taylor++)
     362             :     //  storeAsImg("flattenedModel_"+String::toString(taylor) , *(modelImageVec[taylor]) );
     363             :     
     364             :     if(PSOURCE) cout << "------ model, after de-gridding norm : " << modelImageVec[0]->getAt(psource) << "," << modelImageVec[1]->getAt(psource) << endl;
     365             :     
     366             :     
     367             :     
     368             :     // Convert Stokes planes to correlation planes..
     369           0 :     for(uInt taylor=0;taylor<nterms_p;taylor++)
     370             :       {
     371           0 :         stokesToCorrelation( *(modelImageVec[taylor]) , *(compImageVec[taylor]) );
     372             :       }
     373             :     
     374             :     // Call initializeToVis for all sub ftms..
     375           0 :     for(uInt taylor=0;taylor<nterms_p;taylor++)
     376             :       {
     377           0 :         subftms_p[taylor]->initializeToVis(*(compImageVec[taylor]),vb);
     378             :       }
     379           0 :     time_get=0.0;
     380             :     
     381             :     /// Multiply the model with the avgPB again, so that it's ready for the minor cycle incremental accumulation
     382             :     if(PSOURCE) cout << "Multiplying the models by the weightimage to reset it to flat-noise for the minor cycle" << endl;
     383             : 
     384           0 :     if( useConjBeams_p == true )
     385             :       {
     386             :         
     387           0 :         for(uInt taylor=0;taylor<nterms_p;taylor++)
     388             :           {
     389             :             //Mulitply by PB  ///// PBWeight
     390             :             //normalizeImage( *(modelImageVec[taylor]) , weightsVec[0], *(weightImageVec[0]) , false, (Float)pblimit_p, (Int)3); // normtype 3 multiplies the model image with the pb
     391             :             //Mulitply by sqrt(PB) //// PBSQWeight
     392           0 :             normalizeImage( *(modelImageVec[taylor]) , weightsVec[0], *(weightImageVec[0]) , false, (Float)pblimit_p, (Int)5); 
     393             :             
     394             :           }
     395             :       }
     396             :     else
     397             :       {
     398             : 
     399           0 :         applyWideBandPB( String("multiply") , modelImageVec );
     400           0 :         applyWideBandPB( String("multiply") , modelImageVec );
     401             : 
     402             :         // Divide by the avg PB 0
     403           0 :         for(uInt taylor=0;taylor<nterms_p;taylor++)
     404             :           {
     405           0 :             normalizeImage( *(modelImageVec[taylor]) , weightsVec[0], *(weightImageVec[0]) , false, (Float)pblimit_p, (Int)1);
     406             :           }
     407             : 
     408             : 
     409             :       }
     410             :     
     411             :     if(PSOURCE) cout << "------ model, gone back : " << modelImageVec[0]->getAt(psource) << "," << modelImageVec[1]->getAt(psource) << endl;
     412             :     
     413             :     
     414           0 :   }// end of initializeToVis
     415             :   
     416             :   
     417             :   
     418           0 :   void NewMultiTermFT::get(VisBuffer& vb, Int row)
     419             :   {
     420             :     
     421             :     // De-grid the model for the zeroth order Taylor term
     422           0 :     subftms_p[0]->get(vb,row);
     423             :     // Save the model visibilities in a local cube
     424           0 :     modviscube_p.assign( vb.modelVisCube() );
     425             :     
     426           0 :     for(uInt tix=1;tix<nterms_p;tix++) // Only nterms.... not 2nterms-1
     427             :       {
     428             :         // Reset the model visibilities to zero
     429           0 :         vb.setModelVisCube(Complex(0.0,0.0));
     430             :         // De-grid the model onto the modelviscube (other Taylor terms)
     431           0 :         subftms_p[tix]->get(vb,row);
     432             :         // Multiply visibilities by taylor-weights
     433           0 :         modifyModelVis(vb,tix); 
     434             :         // Accumulate model visibilities across Taylor terms
     435           0 :         modviscube_p += vb.modelVisCube();
     436             :       }
     437             :     // Set the vb.modelviscube to what has been accumulated
     438           0 :     vb.setModelVisCube(modviscube_p);
     439           0 :   }
     440             :   
     441           0 :   void NewMultiTermFT::finalizeToVis()
     442             :   {
     443           0 :     if(dbg_p) cout << "MTFT::finalizeToVis for " << nterms_p << " terms "<<endl;
     444           0 :     AlwaysAssert(subftms_p.nelements() >= nterms_p , AipsError);
     445           0 :     for(uInt taylor=0;taylor<nterms_p;taylor++) subftms_p[taylor]->finalizeToVis();
     446           0 :   }
     447             :   
     448             :   
     449             :   //---------------------------------------------------------------------------------------------------
     450             :   //----------------------  Calculate Residual Visibilities -------------------------------
     451             :   //---------------------------------------------------------------------------------------------------
     452           0 :   void NewMultiTermFT::ComputeResiduals(VisBuffer &vb, Bool useCorrected)
     453             :   {
     454             :     
     455           0 :     if(subftms_p[0]->canComputeResiduals()) subftms_p[0]->ComputeResiduals(vb,useCorrected);
     456           0 :     else throw(AipsError("MultiTerm::ComputeResiduals : subftm of NewMultiTermFT cannot compute its own residuals !"));
     457             :     
     458           0 :   }
     459             :   
     460             :   //---------------------------------------------------------------------------------------------------
     461             :   //----------------------  Gridding --------------------------------------------------------------
     462             :   //---------------------------------------------------------------------------------------------------
     463             :   
     464           0 :   void NewMultiTermFT::initializeToSky(Block<CountedPtr<ImageInterface<Complex> > > & compImageVec, Block<Matrix<Float> >& weightsVec, const VisBuffer& vb, const Bool dopsf)
     465             :   {
     466           0 :     if(dbg_p) cout << "MTFT::initializeToSky with dopsf :  " << dopsf << endl;
     467             :     
     468             :     // If PSF is already done, don't ask again !
     469           0 :     AlwaysAssert( !(donePSF_p && dopsf) , AipsError ); 
     470             :     
     471             :     // The PSF needs to be the first thing made (because of weight images)
     472           0 :     AlwaysAssert( !(dopsf==false && donePSF_p==false) , AipsError); 
     473             :     
     474           0 :     doingPSF_p=false;
     475           0 :     if(donePSF_p==true) // TODO : Check if we can clean up the extra ftmachines, or if the weightImageVecs from extra ones are still used later
     476             :       {
     477           0 :         if( subftms_p.nelements() != nterms_p )  
     478             :           { 
     479           0 :             subftms_p.resize( nterms_p ,true);
     480           0 :             if(dbg_p) cout << "MTFT::initializeToSky : resizing to " << nterms_p << " terms" << endl;
     481             :           }
     482             :       }
     483           0 :     uInt gridnterms=nterms_p;
     484           0 :     if(dopsf){ gridnterms=2*nterms_p-1; }
     485             :     
     486           0 :     AlwaysAssert(gridnterms <= subftms_p.nelements() , AipsError);
     487           0 :     AlwaysAssert(compImageVec.nelements()==gridnterms, AipsError);
     488           0 :     AlwaysAssert(weightsVec.nelements()==gridnterms, AipsError);
     489             :     
     490             :     
     491           0 :     if(dbg_p) cout << "MTFT : Calling subft initializeToSky for " << gridnterms << " terms  " << endl;
     492           0 :     for(uInt taylor=0;taylor<gridnterms;taylor++) 
     493             :       {
     494           0 :         subftms_p[taylor]->initializeToSky(*(compImageVec[taylor]),weightsVec[taylor],vb);
     495             :       }
     496             :     
     497           0 :   }// end of initializeToSky
     498             :   
     499             :   
     500             :   
     501           0 :   void NewMultiTermFT::put(VisBuffer& vb, Int row, Bool dopsf, FTMachine::Type type) 
     502             :   {
     503             :     
     504           0 :     subftms_p[0]->put(vb,row,dopsf,type);
     505             :     
     506           0 :     Int gridnterms=nterms_p;
     507           0 :     if(dopsf==true && donePSF_p==false) 
     508             :       {
     509           0 :         gridnterms=2*nterms_p-1;
     510           0 :         doingPSF_p=true;
     511             :       }
     512             :     
     513             :     //cout << "  Calling put for " << gridnterms << " terms, nelements :  " << subftms_p.nelements() << "  and dopsf " << dopsf << endl;
     514             :     
     515           0 :     for(Int tix=1;tix<gridnterms;tix++)
     516             :       {
     517           0 :         modifyVisWeights(vb,tix);
     518           0 :         subftms_p[tix]->put(vb,row,dopsf,type); 
     519           0 :         restoreImagingWeights(vb);
     520             :       }
     521             :     
     522             :     
     523           0 :   }// end of put
     524             :   
     525             :   //----------------------------------------------------------------------
     526           0 :   void NewMultiTermFT::finalizeToSky(Block<CountedPtr<ImageInterface<Complex> > > & compImageVec, PtrBlock<SubImage<Float> *> & resImageVec, PtrBlock<SubImage<Float> *>& weightImageVec, PtrBlock<SubImage<Float> *>& fluxScaleVec, Bool dopsf, Block<Matrix<Float> >& weightsVec, const VisBuffer& /*vb*/)
     527             :   {
     528           0 :     uInt gridnterms=nterms_p;
     529           0 :     if(dopsf==true) { gridnterms=2*nterms_p-1; }
     530             :     
     531           0 :     if(dbg_p) cout << "MTFT : finalizeToSky for " << gridnterms << " terms  and dopsf : " << dopsf << endl;
     532             :     
     533           0 :     AlwaysAssert(gridnterms <= subftms_p.nelements() , AipsError);
     534           0 :     AlwaysAssert(compImageVec.nelements()==gridnterms, AipsError);
     535           0 :     AlwaysAssert(resImageVec.nelements()==gridnterms, AipsError);
     536           0 :     AlwaysAssert(weightImageVec.nelements()==gridnterms, AipsError);
     537           0 :     AlwaysAssert(fluxScaleVec.nelements()==gridnterms, AipsError);
     538           0 :     AlwaysAssert(weightsVec.nelements()==gridnterms, AipsError);
     539             :     
     540             :     // Collect images and weights from all FTMs
     541           0 :     for(uInt taylor=0;taylor<gridnterms;taylor++) 
     542             :       {
     543             :         // Call finalizeToSky for subftm
     544           0 :         subftms_p[taylor]->finalizeToSky();
     545             :         // Get the gridded image
     546           0 :         (*(compImageVec[taylor])).copyData(subftms_p[taylor]->getImage(weightsVec[taylor],false));
     547             :         // Convert to Stokes planes
     548           0 :         correlationToStokes((*(compImageVec[taylor])) , (*(resImageVec[taylor])) , dopsf );
     549             :         // Get the weight image.
     550           0 :         subftms_p[taylor]->getWeightImage(*(weightImageVec[taylor]), weightsVec[taylor]);
     551             :       }// end for taylor
     552             : 
     553             :     //Normalize the weight images by the peak of the zero'th order weightImage.
     554             :     //UU    normAvgPBs(weightImageVec);
     555             : 
     556             :     // Norm by sumwt for PSFs and Residuals.
     557           0 :     for(uInt taylor=0;taylor<gridnterms;taylor++)
     558             :       {
     559           0 :         normalizeImage( *(resImageVec[taylor]) , weightsVec[0] , *(weightImageVec[0]) , 
     560           0 :                         dopsf , (Float)pblimit_p, (Int)0);
     561             :         
     562             :       }// end for taylor  
     563             :     
     564             :     
     565             :     if(PSOURCE) cout << "------ residual, before normalization : " << resImageVec[0]->getAt(psource) << "," << resImageVec[1]->getAt(psource) << endl;
     566             :     
     567             :     // Use sumwts to make Hessian, invert, apply to weight images to fill in pbcoeffs
     568             :     // TODO : Clean up this list of state variables !
     569           0 :     if(dopsf==true && doingPSF_p==true &&  donePSF_p==false)
     570             :       {
     571             :         
     572           0 :         if( donePBTaylor_p == false )
     573             :           {
     574             : 
     575           0 :             cout << "MTFT::finalizeToSky for PSF and Weights : Calculating PB coefficients" << endl;
     576             :             
     577             :             // Gather normalized sumweights for the Hessian matrix.
     578           0 :             sumweights_p.resize(gridnterms);
     579           0 :             for(uInt taylor=0;taylor<gridnterms;taylor++)
     580           0 :               { sumweights_p[taylor] = weightsVec[taylor]/weightsVec[0]; }
     581             :             
     582             :             // Connect pbcoeffs_p to fluxScaleVec. This is where PB Taylor coefficients will end up.
     583           0 :             if(pbcoeffs_p.nelements() != nterms_p) pbcoeffs_p.resize(nterms_p);
     584           0 :             for(uInt taylor=0;taylor<nterms_p;taylor++)
     585             :               { 
     586           0 :                 pbcoeffs_p[taylor] = &(*(fluxScaleVec[taylor])); 
     587             :               }
     588             :             
     589             :             // Do the calculation
     590             :             // UUU Taken out ( Sep2013 ) because sqrt(PB) is being accumulated and this is not OK
     591             :             //         for calculating Coeff PBs.  Need to eventually.....
     592             :             //         ......store PBSQ, Calc coeffs for PB squared, Do a polynomial square root.
     593             :             //         Until then, 'coeffPB' cannot be used for post-deconv corrections.
     594             :             //         Use sensitivityPB, and remember when it's a square and when not.
     595             :             //
     596             :             //calculateTaylorPBs(weightImageVec);
     597             :           
     598           0 :         donePBTaylor_p = true;
     599             :         
     600             :         
     601             :           }
     602             : 
     603             :         // Show the value....
     604             :         if(PSOURCE) cout << " PB 0 : " << pbcoeffs_p[0]->getAt(psource) << " PB 1 : " <<  pbcoeffs_p[1]->getAt(psource)  << endl;
     605             :         
     606             :         
     607             :       }// if dopsf
     608             :     
     609             :     
     610             :     /*
     611             :     // Normalize all by the Taylor0 weights
     612             :     AlwaysAssert( sensitivitymaps_p.nelements() > 0 , AipsError );
     613             :     for(uInt taylor=0;taylor<gridnterms;taylor++)
     614             :     {
     615             :     normalizeImage( *(resImageVec[taylor]) , weightsVec[0] , *(weightImageVec[0]) , dopsf , (Float)pblimit_p, (Int)1);   //// use locally-normalized avgPB0.
     616             :     }// end for taylor  
     617             :     */
     618             :     
     619             :     if(PSOURCE) cout << "------ residual, after normalization : " << resImageVec[0]->getAt(psource) << "," << resImageVec[1]->getAt(psource) << endl;
     620             :     
     621             :     
     622             :     
     623           0 :     if(doingPSF_p==true)
     624           0 :       {doingPSF_p=false; donePSF_p=true; if(dbg_p) cout << "Setting donePSF to true" << endl;}
     625             :     
     626             :     
     627           0 :   }//end of finalizeToSky
     628             :   
     629             :   //---------------------------------------------------------------------------------------------------
     630             :   //----------------------------- Obtain Images -----------------------------------------------------
     631             :   //---------------------------------------------------------------------------------------------------
     632             :   //----------------------------------------------------------------------
     633           0 :   void NewMultiTermFT::makeImage(FTMachine::Type type, VisSet& vs,
     634             :                                  ImageInterface<Complex>& theImage,  Matrix<Float>& weight) 
     635             :   {
     636           0 :     if(dbg_p) cout << "MTFT :: makeImage for taylor 0 only "<< endl;
     637           0 :     subftms_p[0]->makeImage(type, vs, theImage, weight);
     638           0 :   }
     639             :   
     640             :   // Connect sensitivitymaps_p to weightImages, and normalize all by peak of 0th one. 
     641           0 :   void NewMultiTermFT::normAvgPBs(PtrBlock<SubImage<Float> *>& weightImageVec)
     642             :   {  
     643           0 :     AlwaysAssert( weightImageVec.nelements() >= nterms_p , AipsError );
     644           0 :     Matrix<Float> tempMat;
     645           0 :     Array<Float> tempArr;
     646           0 :     ( *(weightImageVec[0]) ).get(tempArr,true);
     647           0 :     tempMat.reference(tempArr);
     648           0 :     Float maxval = max(tempMat);
     649             :     
     650             :     /*
     651             :       if(sensitivitymaps_p.nelements()==0 && weightImageVec.nelements() == 2*nterms_p-1) 
     652             :       {
     653             :       sensitivitymaps_p.resize(2*nterms_p-1);
     654             :       for(uInt taylor=0;taylor<2*nterms_p-1;taylor++)
     655             :       {
     656             :       Float rmaxval = maxval;
     657             :       cout << "Normalizing pb : " << taylor << " by peak of zeroth : " << rmaxval << endl;
     658             :       
     659             :       sensitivitymaps_p[taylor] = new PagedImage<Float>( (weightImageVec[taylor])->shape() , (weightImageVec[taylor])->coordinates() , cacheDir_p+"/sensitivityPB_"+String::toString(taylor)  );
     660             :       sensitivitymaps_p[taylor]->copyData( (LatticeExpr<Float>) ( (*(weightImageVec[taylor]))/rmaxval ) );
     661             :       }
     662             :       }
     663             :     */
     664             :     
     665             :     // Normalize weightImageVecs in-place
     666           0 :     for(uInt taylor=0;taylor<weightImageVec.nelements();taylor++)
     667             :       {
     668             :         //cout << "MTFT :: Normalizing wtimg : " << taylor << " by peak of zeroth : " << maxval << endl;
     669           0 :         weightImageVec[taylor]->copyData( (LatticeExpr<Float>) ( (*(weightImageVec[taylor]))/maxval ) );
     670             :       }
     671             :     
     672           0 :   }
     673             :   
     674             :   
     675             :   //---------------------------------------------------------------------------------------------------
     676             :   //------------------------ To / From Records ---------------------------------------------------------
     677             :   //---------------------------------------------------------------------------------------------------
     678           0 :   Bool NewMultiTermFT::toRecord(String& error, RecordInterface& outRec, Bool withImage, const String diskimage) 
     679             :   {
     680           0 :     if(dbg_p) cout << "MTFT :: toRecord for " << nterms_p << endl;
     681           0 :     Bool retval = true;
     682             :     
     683           0 :     for(uInt tix=0;tix<nterms_p;tix++)
     684             :       {
     685           0 :         Record subFTContainer;
     686           0 :         String elimage="";
     687           0 :         if(diskimage != ""){
     688           0 :           elimage=diskimage+String("_term_")+String::toString(tix);
     689             :         }
     690           0 :         subftms_p[tix]->toRecord(error, subFTContainer,withImage, elimage);
     691           0 :         outRec.defineRecord("subftm_"+String::toString(tix),subFTContainer);
     692             :       }
     693             :     
     694             :     //    Record subFTContainer;
     695             :     //  subftm_p->toRecord(error, subFTContainer,withImage);
     696             :     //  outRec.defineRecord("subftm",subFTContainer);
     697             :     
     698           0 :     outRec.define("nterms",nterms_p);
     699           0 :     outRec.define("reffreq",reffreq_p);
     700             :     
     701           0 :     return retval;
     702             :   }
     703             :   
     704             :   //---------------------------------------------------------------------------------------------------
     705           0 :   Bool NewMultiTermFT::fromRecord(String& error, const RecordInterface& inRec)
     706             :   {
     707           0 :     if(dbg_p) cout << "MTFT :: fromRecord "<< endl;
     708           0 :     Bool retval = true;
     709             :     
     710             :     //    Record subFTMRec=inRec.asRecord("subftm");
     711             :     //  retval = (retval || subftm_p->fromRecord(error, subFTMRec));    
     712             :     
     713           0 :     inRec.get("nterms",nterms_p);
     714           0 :     inRec.get("reffreq",reffreq_p);
     715             :     
     716           0 :     subftms_p.resize(nterms_p);
     717           0 :     for(uInt tix=0;tix<nterms_p;tix++)
     718             :       {
     719           0 :         Record subFTMRec=inRec.asRecord("subftm_"+String::toString(tix));
     720           0 :         retval = (retval || subftms_p[tix]->fromRecord(error, subFTMRec));    
     721             :       }
     722             :     
     723             :     
     724           0 :     return retval;
     725             :   }
     726             :   //---------------------------------------------------------------------------------------------------
     727             :   
     728           0 :   Bool NewMultiTermFT::storeAsImg(String fileName, ImageInterface<Float>& theImg)
     729             :   {
     730           0 :     PagedImage<Float> tmp(theImg.shape(), theImg.coordinates(), fileName);
     731           0 :     LatticeExpr<Float> le(theImg);
     732           0 :     tmp.copyData(le);
     733           0 :     return true;
     734             :   }
     735             :   
     736             :   
     737             :   //---------------------------------------------------------------------------------------------------
     738             :   // Make pixel-by-pixel matrices from pbcoeffs, (invert), and multiply with the given vector (in place)
     739           0 :   void NewMultiTermFT::applyWideBandPB(String action, PtrBlock<SubImage<Float> *> &imageVec)
     740             :   {
     741             :     //readAvgPBs(); // Should read only once.
     742           0 :     AlwaysAssert( pbcoeffs_p.nelements()==nterms_p , AipsError );
     743           0 :     AlwaysAssert( imageVec.nelements()==nterms_p , AipsError );
     744             :     
     745           0 :     Int nX=imageVec[0]->shape()(0);
     746           0 :     Int nY=imageVec[0]->shape()(1);
     747           0 :     Int npol=imageVec[0]->shape()(2);
     748           0 :     Int nchan=imageVec[0]->shape()(3);
     749             :     
     750           0 :     AlwaysAssert(nchan==1,AipsError);
     751           0 :     AlwaysAssert(npol==1,AipsError);
     752             :     
     753           0 :     Double deter=0.0;
     754           0 :     Matrix<Double> mat( IPosition(2,nterms_p,nterms_p) );
     755           0 :     Matrix<Double> invmat( IPosition(2,nterms_p,nterms_p) );
     756             : 
     757           0 :     mat.set(0.0);
     758           0 :     invmat.set(0.0);
     759             : 
     760             :     // Go over all pixels for which coeffPB_0 is above pblimit_p
     761           0 :     Vector<Float> pbvec(nterms_p), invec(nterms_p), outvec(nterms_p);
     762           0 :     IPosition tip(4,0,0,0,0);
     763           0 :     for(tip[0]=0;tip[0]<nX;tip[0]++)
     764             :       {
     765           0 :         for(tip[1]=0;tip[1]<nY;tip[1]++)
     766             :           {
     767             :             // Normalize only if pb > limit
     768           0 :             if(fabs(pbcoeffs_p[0]->getAt(tip)) > pblimit_p )
     769             :               {
     770             :                 // Fill in the single-pixel Hessian, and RHS and LHS vectors
     771           0 :                 for(uInt taylor1=0;taylor1<nterms_p;taylor1++)
     772             :                   {
     773           0 :                     for(uInt taylor2=0;taylor2<=taylor1;taylor2++)
     774             :                       {
     775           0 :                         mat(taylor1,taylor2) = (pbcoeffs_p[ taylor1 - taylor2 ])->getAt(tip);
     776             :                       }
     777           0 :                     invec[taylor1] = imageVec[taylor1]->getAt(tip);
     778           0 :                     outvec[taylor1]=0.0;
     779             :                   }
     780             :                 
     781             :                 // Invert hess_p into invhess_p;
     782             :                 try
     783             :                   {
     784             :                     //invertSymPosDef((invmat),deter,(mat));
     785           0 :                     invert((invmat),deter,(mat));
     786             :                   }
     787           0 :                 catch(AipsError &x)
     788             :                   {
     789           0 :                     cout << "The non-invertible Matrix is : " << (mat) << endl;
     790           0 :                     throw( AipsError("Cannot Invert matrix for PB application: " + x.getMesg() ) );
     791             :                   }
     792             : 
     793             :                 if(PSOURCE)
     794             :                   {
     795             :                     if( tip[0] == psource[0] && tip[1] == psource[1] )
     796             :                       {
     797             :                         cout << "PB mat : " << mat << endl;
     798             :                         cout << "InvPB mat : " << invmat << endl;
     799             :                       }
     800             :                   }
     801             :         
     802             :                 // Multiply invhess_p by RHS and fill in LHS vector
     803           0 :                 for(uInt taylor1=0;taylor1<nterms_p;taylor1++)
     804             :                   {
     805           0 :                     outvec[taylor1]=0.0;
     806           0 :                     for(uInt taylor2=0;taylor2<nterms_p;taylor2++)
     807             :                       {
     808           0 :                         if( action == String("divide") )
     809             :                           {
     810           0 :                             outvec[taylor1] += invmat(taylor1,taylor2) * (invec[taylor2]) ;
     811             :                           }
     812             :                         else
     813             :                           {
     814           0 :                             outvec[taylor1] += mat(taylor1,taylor2) * (invec[taylor2]) ;
     815             :                           }
     816             :                       } // for taylor2
     817             :                   }// for taylor1
     818             :                 
     819             :                 /*
     820             :                   if(tip==psource)
     821             :                   {
     822             :                   cout << "------ normalizeWideBandPB2 : before : " << imageVec[0]->getAt(tip) << "," << imageVec[1]->getAt(tip) << " after : " << outvec[0] << "," << outvec[1] << "  hess : " << hess_p << endl;
     823             :                   }
     824             :                 */
     825             :                 
     826             :                 // Put the solution into the residual images.
     827           0 :                 for(uInt taylor=0;taylor<nterms_p;taylor++)
     828           0 :                   imageVec[taylor]->putAt(outvec[taylor], tip);
     829             :                 
     830             :               }// if larger than pblimit
     831             :             else // if smaller than pblimit
     832             :               {
     833             :                 // Put 0.0 into the residual images for un-normalizable parts
     834           0 :                 for(uInt taylor=0;taylor<nterms_p;taylor++)
     835           0 :                   imageVec[taylor]->putAt((Float)0.0, tip);
     836             :               }
     837             :             
     838             :           }//end of for y
     839             :       }// end of for x
     840             :     
     841           0 :   }// end of applyWideBandPB
     842             : 
     843             : 
     844             :   /*
     845             :   
     846             :   //---------------------------------------------------------------------------------------------------
     847             :   // Make pixel-by-pixel matrices from pbcoeffs, (invert), and multiply with the given vector (in place)
     848             :   void NewMultiTermFT::applyWideBandPB(String action, PtrBlock<SubImage<Float> *> &imageVec)
     849             :   {
     850             :     //readAvgPBs(); // Should read only once.
     851             :     AlwaysAssert( sensitivitymaps_p.nelements()==2*nterms_p-1 , AipsError );
     852             :     AlwaysAssert( imageVec.nelements()==nterms_p , AipsError );
     853             :     
     854             :     Int nX=imageVec[0]->shape()(0);
     855             :     Int nY=sensitivitymaps_p[0]->shape()(1);
     856             :     Int npol=sensitivitymaps_p[0]->shape()(2);
     857             :     Int nchan=sensitivitymaps_p[0]->shape()(3);
     858             :     
     859             :     AlwaysAssert(nchan==1,AipsError);
     860             :     AlwaysAssert(npol==1,AipsError);
     861             :     
     862             :     Double deter=0.0;
     863             :     hess_p.resize(IPosition(2,nterms_p,nterms_p) );
     864             :     invhess_p.resize(IPosition(2,nterms_p,nterms_p) );
     865             :     
     866             :     //  IPosition psource(4,nX/2+22,nY/2,0,0);
     867             :     
     868             :     // cout << "Source Position : " << psource << endl;
     869             :     
     870             :     // Go over all pixels for which avgPB_tt0 is above pblimit_p
     871             :     Vector<Float> pbvec(nterms_p), resvec(nterms_p), normedvec(nterms_p);
     872             :     IPosition tip(4,0,0,0,0);
     873             :     for(tip[0]=0;tip[0]<nX;tip[0]++)
     874             :       {
     875             :         for(tip[1]=0;tip[1]<nY;tip[1]++)
     876             :           {
     877             :             // Normalize only if pb > limit
     878             :             if(1) // fabs(sensitivitymaps_p[0]->getAt(tip)) > pblimit_p )
     879             :               {
     880             :                 
     881             :                 // Fill in the single-pixel Hessian, and RHS and LHS vectors
     882             :                 for(uInt taylor1=0;taylor1<nterms_p;taylor1++)
     883             :                   {
     884             :                     for(uInt taylor2=0;taylor2<nterms_p;taylor2++)
     885             :                       {
     886             :                         hess_p(taylor1,taylor2) = (sensitivitymaps_p[taylor1+taylor2])->getAt(tip);
     887             :                       }
     888             :                     resvec[taylor1] = imageVec[taylor1]->getAt(tip);
     889             :                     normedvec[taylor1]=0.0;
     890             :                   }
     891             :                 
     892             :                 // Invert hess_p into invhess_p;
     893             :                 try
     894             :                   {
     895             :                     invertSymPosDef((invhess_p),deter,(hess_p));
     896             :                   }
     897             :                 catch(AipsError &x)
     898             :                   {
     899             :                     cout << "The non-invertible Hessian is : " << (hess_p) << endl;
     900             :                     throw( AipsError("Cannot Invert matrix : " + x.getMesg() ) );
     901             :                   }
     902             :                 
     903             :                 // Multiply invhess_p by RHS and fill in LHS vector
     904             :                 for(uInt taylor1=0;taylor1<nterms_p;taylor1++)
     905             :                   {
     906             :                     normedvec[taylor1]=0.0;
     907             :                     for(uInt taylor2=0;taylor2<nterms_p;taylor2++)
     908             :                       {
     909             :                         normedvec[taylor1] += invhess_p(taylor1,taylor2) * (resvec[taylor2]) ;
     910             :                       } // for taylor2
     911             :                   }// for taylor1
     912             :                 
     913             :                 // Put the solution into the residual images.
     914             :                 for(uInt taylor=0;taylor<nterms_p;taylor++)
     915             :                   imageVec[taylor]->putAt(normedvec[taylor], tip);
     916             :                 
     917             :               }// if larger than pblimit
     918             :             else // if smaller than pblimit
     919             :               {
     920             :                 // Put 0.0 into the residual images for un-normalizable parts
     921             :                 for(uInt taylor=0;taylor<nterms_p;taylor++)
     922             :                   imageVec[taylor]->putAt((Float)0.0, tip);
     923             :               }
     924             :             
     925             :           }//end of for y
     926             :       }// end of for x
     927             :     
     928             :   }// end of normalizeWideBandPB2
     929             :   
     930             :  */
     931             :  
     932             :   //---------------------------------------------------------------------------------------------------
     933             :   // Use sumwts to make a Hessian, invert it, apply to weight images, fill in pbcoeffs_p
     934             :   // This should get called only once, while making PSFs, when there are 2n-1 terms.
     935           0 :   void NewMultiTermFT::calculateTaylorPBs(PtrBlock<SubImage<Float> *> & weightImageVec)
     936             :   {
     937             : 
     938           0 :     AlwaysAssert( weightImageVec.nelements() == 2*nterms_p-1 , AipsError );
     939             : 
     940           0 :         for(uInt taylor=0;taylor<2*nterms_p-1;taylor++)
     941             :           {
     942           0 :             storeImg( cacheDir_p+"/sensitivityPB_"+String::toString(taylor) , *weightImageVec[taylor] );
     943             :           }
     944             :         
     945             :         /// Just read from weightimage, instead of sensitivity images...
     946             :         
     947           0 :         AlwaysAssert( pbcoeffs_p.nelements()==nterms_p, AipsError );
     948           0 :         AlwaysAssert( sumweights_p.nelements()==2*nterms_p-1, AipsError );
     949             :         
     950           0 :         Int npol=weightImageVec[0]->shape()(2);
     951           0 :         Int nchan=weightImageVec[0]->shape()(3);
     952             :         
     953           0 :         AlwaysAssert(nchan==1,AipsError);
     954           0 :         AlwaysAssert(npol==1,AipsError);
     955             :         
     956           0 :         Double deter=0.0;
     957           0 :         hess_p.resize(IPosition(2,nterms_p,nterms_p) );
     958           0 :         invhess_p.resize(IPosition(2,nterms_p,nterms_p) );
     959             :         
     960             :         // Fill  hess_p from sumweights_p;
     961           0 :         for(uInt taylor1=0;taylor1<nterms_p;taylor1++)
     962             :           {
     963           0 :             for(uInt taylor2=0;taylor2<nterms_p;taylor2++)
     964             :               {
     965           0 :                 hess_p(taylor1,taylor2) = (Double)( (sumweights_p[taylor1+taylor2])(0,0) );
     966             :               }// for taylor2
     967             :           }// for taylor1
     968           0 :         cout << "Hessian : " << hess_p << endl;
     969             :         
     970             :         // Invert hess_p into invhess_p;
     971             :         try
     972             :           {
     973           0 :             invertSymPosDef((invhess_p),deter,(hess_p));
     974             :           }
     975           0 :         catch(AipsError &x)
     976             :           {
     977           0 :             cout << "The non-invertible Hessian is : " << (hess_p) << endl;
     978           0 :             throw( AipsError("Cannot Invert matrix : " + x.getMesg() ) );
     979             :           }
     980           0 :         cout << "Inverse Hessian : " << invhess_p << endl;
     981             : 
     982           0 :         multiplyHMatrix( invhess_p, weightImageVec, pbcoeffs_p, String("/coeffPB_") );
     983             : 
     984             : /*      
     985             :         // Multiply invhess_p by sumweights_p and fill in pbcoeffs_p (Fig 7.3)
     986             :         for(uInt taylor1=0;taylor1<nterms_p;taylor1++)
     987             :           {
     988             :             LatticeExprNode len(0.0);
     989             :             for(uInt taylor2=0;taylor2<nterms_p;taylor2++)
     990             :               {
     991             :                 len = len + LatticeExprNode(invhess_p(taylor1,taylor2) * (*(weightImageVec[taylor2])) );
     992             :               } // for taylor2
     993             :             
     994             :             pbcoeffs_p[taylor1]->copyData(LatticeExpr<Float> (iif( abs(len)<pblimit_p*pblimit_p , 0.0 , len   )) );
     995             :             ///pbcoeffs_p[taylor1]->copyData(LatticeExpr<Float> (len) );
     996             :             storeImg(cacheDir_p+"/coeffPB_"+String::toString(taylor1) , *(pbcoeffs_p[taylor1]) );
     997             :           }// for taylor1
     998             : */
     999             :         
    1000           0 :     return;
    1001             :   }
    1002             : 
    1003           0 :   void NewMultiTermFT::multiplyHMatrix( Matrix<Double> &hmat, 
    1004             :                                         PtrBlock<SubImage<Float>* > &invec, 
    1005             :                                         PtrBlock<SubImage<Float>* > &outvec,
    1006             :                                         String saveImagePrefix )
    1007             :   {
    1008           0 :     AlwaysAssert( hmat.shape().nelements()==2 && 
    1009             :                   hmat.shape()[0] == nterms_p && 
    1010             :                   hmat.shape()[1] == nterms_p , AipsError );
    1011           0 :     AlwaysAssert( invec.nelements() >= nterms_p , AipsError );
    1012           0 :     AlwaysAssert( outvec.nelements() >= nterms_p, AipsError );
    1013             : 
    1014           0 :     for(uInt taylor1=0;taylor1<nterms_p;taylor1++)
    1015             :       {
    1016           0 :         LatticeExprNode len(0.0);
    1017           0 :         for(uInt taylor2=0;taylor2<nterms_p;taylor2++)
    1018             :           {
    1019           0 :             len = len + LatticeExprNode(hmat(taylor1,taylor2) * (*(invec[taylor2])) );
    1020             :           } // for taylor2
    1021             :         
    1022           0 :         outvec[taylor1]->copyData(LatticeExpr<Float> (iif( abs(len)<pblimit_p*pblimit_p , 0.0 , len   )) );
    1023             : 
    1024           0 :         if( saveImagePrefix.length() > 0 )
    1025             :           {
    1026           0 :             storeImg(cacheDir_p+saveImagePrefix+String::toString(taylor1) , *(outvec[taylor1]) );
    1027             :           }
    1028             :       }// for taylor1
    1029             :     
    1030           0 :   }// end of multiplyHMatrix
    1031             :   
    1032             : 
    1033             :   /*
    1034             : 
    1035             :   //---------------------------------------------------------------------------------------------------
    1036             :   // Apply inverse of single Hessian to residuals
    1037             :   void NewMultiTermFT::normalizeWideBandPB(PtrBlock<SubImage<Float> *> &resImageVec, PtrBlock<SubImage<Float> *>& scratchImageVec)
    1038             :   {
    1039             :     AlwaysAssert( scratchImageVec.nelements()==nterms_p , AipsError );
    1040             :     AlwaysAssert( pbcoeffs_p.nelements()==nterms_p , AipsError );
    1041             :     AlwaysAssert( resImageVec.nelements()>=nterms_p , AipsError );
    1042             :     
    1043             :     
    1044             :     cout << "MTFT::normWideBandPB  : normalizing with " << nterms_p << " terms and pblim :  " << pblimit_p << endl;
    1045             :     // Do a polynomial division of the PB from the residual images (using pbcoeffs_p) (Fig 7.4)
    1046             :     
    1047             :     
    1048             :     switch(nterms_p)
    1049             :       {
    1050             :       case 1:
    1051             :         {
    1052             :           LatticeExprNode deter1( (LatticeExpr<Float>) ( (*(pbcoeffs_p[0])) ) );
    1053             :           ///(resImageVec[0])->copyData( (LatticeExpr<Float>)( (*(resImageVec[0]))/(*(pbcoeffs_p[0]))  )  );
    1054             :           (resImageVec[0])->copyData( (LatticeExpr<Float>) 
    1055             :                                       ( iif( abs(deter1)<pblimit_p , 0.0 , (*(resImageVec[0]))/deter1 ) ) );
    1056             :           break;
    1057             :         }// end case 1
    1058             :         
    1059             :       case 2:
    1060             :         {
    1061             :           LatticeExprNode deter2( (LatticeExpr<Float>) ( (*(pbcoeffs_p[0])) * (*(pbcoeffs_p[0])) ) );
    1062             :           
    1063             :           (scratchImageVec[0])->copyData( (LatticeExpr<Float>)( 
    1064             :                                                                (*(pbcoeffs_p[0]))*(*(resImageVec[0])) )   );
    1065             :           (scratchImageVec[1])->copyData( (LatticeExpr<Float>) ( 
    1066             :                                                                 (  ( -1.0* (*(pbcoeffs_p[1]))*(*(resImageVec[0])) ) + 
    1067             :                                                                    ( (*(pbcoeffs_p[0]))*(*(resImageVec[1])) )
    1068             :                                                                    ) )   );
    1069             :           
    1070             :           for (uInt tay=0;tay<nterms_p;tay++)
    1071             :             {
    1072             :               (resImageVec[tay])->copyData( (LatticeExpr<Float>) 
    1073             :                                             ( iif( abs(deter2)<pblimit_p*pblimit_p , 0.0 , (*(scratchImageVec[tay]))/deter2 ) ) );
    1074             :             }
    1075             :           break;
    1076             :         }// end case 2
    1077             :         
    1078             :       case 3:
    1079             :         {
    1080             :           LatticeExprNode deter3( (LatticeExpr<Float>) ( (*(pbcoeffs_p[0])) * (*(pbcoeffs_p[0])) * (*(pbcoeffs_p[0])  ) ) );
    1081             :           (scratchImageVec[0])->copyData( (LatticeExpr<Float>) ( 
    1082             :                                                                 (*(pbcoeffs_p[0])) * (*(pbcoeffs_p[0])) * (*(resImageVec[0]))  )  );
    1083             :           (scratchImageVec[1])->copyData( (LatticeExpr<Float>) ( ( 
    1084             :                                                                   ( -1.0 * (*(pbcoeffs_p[0]) )*(*(pbcoeffs_p[1]))*(*(resImageVec[0])) ) + 
    1085             :                                                                   ( (*(pbcoeffs_p[0]))*(*(pbcoeffs_p[0]))*(*(resImageVec[1])) )   
    1086             :                                                                    )  )  );
    1087             :           (scratchImageVec[2])->copyData((LatticeExpr<Float>) ( ( 
    1088             :                                                                  ( 
    1089             :                                                                   ( (*(pbcoeffs_p[1]))*(*(pbcoeffs_p[1])) - (*(pbcoeffs_p[0]))*(*(pbcoeffs_p[2])) 
    1090             :                                                                     ) * (*(resImageVec[0]))  
    1091             :                                                                    ) + 
    1092             :                                                                  ( -1.0 * (*(pbcoeffs_p[0])) * (*(pbcoeffs_p[1])) * (*(resImageVec[1]))  ) + 
    1093             :                                                                  ( (*(pbcoeffs_p[0])) * (*(pbcoeffs_p[0])) * (*(resImageVec[2]))  )
    1094             :                                                                   )  )  );
    1095             :           for (uInt tay=0;tay<nterms_p;tay++)
    1096             :             {
    1097             :               (resImageVec[tay])->copyData( (LatticeExpr<Float>) 
    1098             :                                             ( iif( abs(deter3)<pblimit_p*pblimit_p*pblimit_p , 0.0 , (*(scratchImageVec[tay]))/deter3 ) ) );
    1099             :             }
    1100             :           break;
    1101             :         }// end case 3
    1102             :         
    1103             :       default:
    1104             :         throw( AipsError("Cannot compute PB Coefficients for more than nterms=3 right now...") );
    1105             :         
    1106             :       }// end of switch nterms
    1107             :     
    1108             :     /////// Note : To test this, apply it to the pbcoeffs_p and write to disk. They should be ones. 
    1109             :     
    1110             :     return;
    1111             :   }
    1112             : 
    1113             :   */
    1114             : 
    1115             :   /*  
    1116             :   // invert, apply to residuals
    1117             :   void NewMultiTermFT::applyWideBandPB(PtrBlock<SubImage<Float> *> &modelImageVec)
    1118             :   {
    1119             :     AlwaysAssert( pbcoeffs_p.nelements()==nterms_p , AipsError );
    1120             :     AlwaysAssert( modelImageVec.nelements()>=nterms_p , AipsError );
    1121             :     
    1122             :     multiplyHMatrix( hess_p, modelImageVec, pbcoeffs_p, String("/coeffPB_") );
    1123             :   }
    1124             :   */
    1125             :   
    1126             :   
    1127             :   //---------------------------------------------------------------------------------------------------
    1128             :   //---------------------------------------------------------------------------------------------------
    1129             :   //---------------------------------------------------------------------------------------------------
    1130             :   
    1131             : } //# NAMESPACE CASA - END
    1132             : 

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