LCOV - code coverage report
Current view: top level - calanalysis/CalAnalysis - CalStats.h (source / functions) Hit Total Coverage
Test: ctest_coverage.info Lines: 45 49 91.8 %
Date: 2023-11-02 14:27:30 Functions: 5 5 100.0 %

          Line data    Source code
       1             : 
       2             : // -----------------------------------------------------------------------------
       3             : 
       4             : /*
       5             : 
       6             : CalStats.h
       7             : 
       8             : Description:
       9             : ------------
      10             : This header file contains definitions for the CalStats class.
      11             : 
      12             : Classes:
      13             : --------
      14             : CalStats - This class calculates statistics of new CASA caltables.
      15             : 
      16             : Modification history:
      17             : ---------------------
      18             : 2011 Nov 11 - Nick Elias, NRAO
      19             :               Initial version.
      20             : 2012 Jan 25 - Nick Elias, NRAO
      21             :               Logging capability added.  Error checking added.
      22             : 
      23             : */
      24             : 
      25             : // -----------------------------------------------------------------------------
      26             : // Start of define macro to prevent multiple loading
      27             : // -----------------------------------------------------------------------------
      28             : 
      29             : #ifndef CAL_STATS_H
      30             : #define CAL_STATS_H
      31             : 
      32             : // -----------------------------------------------------------------------------
      33             : // Includes
      34             : // -----------------------------------------------------------------------------
      35             : 
      36             : #include <cstring>
      37             : 
      38             : #define _USE_MATH_DEFINES
      39             : #include <cmath>
      40             : 
      41             : #include <casacore/casa/BasicSL/String.h>
      42             : 
      43             : #include <casacore/casa/aips.h>
      44             : 
      45             : #include <casacore/casa/Exceptions/Error.h>
      46             : #include <casacore/casa/Logging/LogIO.h>
      47             : 
      48             : #include <casacore/casa/Arrays/IPosition.h>
      49             : #include <casacore/casa/Arrays/Array.h>
      50             : #include <casacore/casa/Arrays/Vector.h>
      51             : #include <casacore/casa/Arrays/Cube.h>
      52             : #include <casacore/casa/Arrays/ArrayIter.h>
      53             : #include <casacore/casa/Arrays/ArrayMath.h>
      54             : #include <casacore/casa/Arrays/ArrayLogical.h>
      55             : 
      56             : #include <calanalysis/CalAnalysis/CalStatsFitter.h>
      57             : 
      58             : // -----------------------------------------------------------------------------
      59             : // Start of casa namespace
      60             : // -----------------------------------------------------------------------------
      61             : 
      62             : namespace casa {
      63             : 
      64             : // -----------------------------------------------------------------------------
      65             : // Start of CalStats class definition
      66             : // -----------------------------------------------------------------------------
      67             : 
      68             : /*
      69             : 
      70             : CalStats
      71             : 
      72             : Description:
      73             : ------------
      74             : This class calculates statistics of new CASA caltables.
      75             : 
      76             : NB: At present this class gets data and calculates fit statistics, but other
      77             : things such as histogram statistics will be added later.
      78             : 
      79             : In a nutshell:
      80             : --------------
      81             : * This class can get data (no statistics calculated) and calculate fit
      82             :   statistics from these data.
      83             : * Hooks are present in the code for calculating histogram statistics in the
      84             :   future.
      85             : * This class employs internal iterators to move uniformly through the data
      86             :   cubes.  This process is invisible to the user.
      87             : * The input data are cubes whose axes are feed, frequency, and time.  The other
      88             :   axes, such as antenna 1, antenna 2, etc. are handled in another class.  There
      89             :   are two iteration axes and one non-iteration axis, which means that this class
      90             :   returns ONE-dimensional quantities (data, fits, or histograms) for each
      91             :   iteration.  This class does not deal with multi-dimensional fits and
      92             :   histograms.
      93             : * The feed axis is always an iteration axis (fits cannot be calculated along
      94             :   it).  The user-defined iteration axis is either frequency or time, which means
      95             :   that the other axis is either time or frequency.
      96             : * The input data are obtained from the NewCalTable and NewCalTabIter classes
      97             :   that iterate along antenna1, antenna2, spw, etc.
      98             : * Once an instance is created, the stats<T> member function is the main user
      99             :   interface to calculate statistics.  The choice of T determines which function
     100             :   is used (getting data, fit statistics, histogram statistics).
     101             : * To minimize the amount of duplicated code, some of the member functions are
     102             :   templated and some of the templated member functions are specialized.  The
     103             :   class is not templated.
     104             : 
     105             : Nested classes:
     106             : ---------------
     107             : AXES   - This nested class contains the axes for the CalStats class.
     108             : DATA   - This nested class contains the data for the CalStats class.
     109             : ARG<T> - This nested template class contains the arguments for the
     110             :          CalStats::stats<T>() template member function.
     111             : OUT<T> - This nested template class contains the outputs for the
     112             :          CalStats::stats<T>() template member function.
     113             : 
     114             : Class public member functions:
     115             : ------------------------------
     116             : CalStats  - This constructor saves input abscissae and data cubes to internal
     117             :             copies so that statistics can be calculated.
     118             : CalStats  - This copy constructor is unused by this class and unavailable when
     119             :             an instance is created.
     120             : operator= - This operator= function is unused by this class and unavailable when
     121             :             an instance is created.
     122             : ~CalStats - This destructor deallocates the internal memory of an instance.
     123             : 
     124             : Class public state member functions:
     125             : ------------------------------------
     126             : axisIterID    - This member function returns the iteration axis IDs.
     127             : axisNonIterID - This member function returns the non-iteration axis ID.
     128             : axisIterFeed  - This member function returns the feed iteration axis values.
     129             : axisIterUser  - This member function returns the user-defined iteration axis
     130             :                 values.
     131             : axisNonIter   - This member function returns the non-iteration axis values.
     132             : statsShape    - This member function returns the shape of the output statistics
     133             :                 cube.
     134             : value         - This member function returns the input value.
     135             : valueErr      - This member function returns the input value errors.
     136             : flag          - This member function returns the input flags.
     137             : 
     138             : Class static public member functions:
     139             : -------------------------------------
     140             : axisName - This function returns the string corresponding to the CalStats::AXIS
     141             :            enum.
     142             : 
     143             : Class template public stats member functions:
     144             : ---------------------------------------------
     145             : stats<T> - This member function is the main user interface for calculating the
     146             :            the statistics for all iterations.  Allowed T: CalStats::NONE only
     147             :            returns the input data, CalStatsFitter::FIT calculates fit
     148             :            statistics, and CalStatsHist::HIST calculates histogram statistics.
     149             : 
     150             : Class specialized template public stats member functions:
     151             : ---------------------------------------------------------
     152             : statsWrap<T> - This member function wraps statistics functions and provides a
     153             :                uniform interface to stats<T>().  Allowed T: CalStats::NONE only
     154             :                returns the input data, CalStatsFitter::FIT calculates fit
     155             :                statistics, and CalStatsHist::HIST calculates histogram
     156             :                statistics.
     157             : 
     158             : Class protected member functions:
     159             : ---------------------------------
     160             : CalStats - This default constructor is unused by this class and unavailable when
     161             :            an instance is created.
     162             : next     - This member function simultaneously iterates all of the internal
     163             :            copies of the input data cubes.
     164             : reset    - This member function simultaneously resets the iterators of all of
     165             :            the internal copies of the input data cubes.
     166             : 
     167             : Modification history:
     168             : ---------------------
     169             : 2011 Nov 11 - Nick Elias, NRAO
     170             :               Initial version created with public member functions CalStats()
     171             :               (generic) and ~CalStats(); protected member functions CalStats()
     172             :               (default), CalStats() (copy), operator=(), next() and reset().
     173             : 2011 Nov 15 - Nick Elias, NRAO
     174             :               Moved the CalTypes namespace and its members, originally defined
     175             :               in this file, to the CalStatsFitter class.  Also, the
     176             :               CalTypes::AXIS typedef was replaced by CalStats::AXIS.
     177             : 2011 Dec 08 - Nick Elias, NRAO
     178             :               Added the fit axis vector to the internal variables.
     179             : 2011 Dec 11 - Nick Elias, NRAO
     180             :               The structure CalStats::FIT was added and replaces the
     181             :               CalStatsFitter::FIT structure output of the calcFit() public stats
     182             :               member function (the latter is now part of the former).  Added
     183             :               init() and dealloc() public member functions.
     184             : 2011 Dec 14 - Nick Elias, NRAO
     185             :               The structures CalStats::AXES, CalStats::DATA, and CalStats::NONE
     186             :               added.  The nested class CalStats::OUT<T> added (C++ does not
     187             :               allow templated typedefs, so a nested class is used instead).
     188             :               Public member function getData() added.  Public static member
     189             :               functions initAxes(), initGet(), initResultNone(),
     190             :               initResultFit(), and dealloc() added (overloaded for
     191             :               CalStats::DATA and CalStats::OUT<CalStatsFitter::FIT>).  Removed
     192             :               public member functions init() and dealloc() (non-overloaded
     193             :               version).
     194             : 2011 Dec 15 - Nick Elias, NRAO
     195             :               Private member functions next() and reset() now protected member
     196             :               functions.  State public member functions axisIterID(),
     197             :               axisNonIterID(), axisIterFeed(), axisIterUser(), axisNonIter(),
     198             :               statsShape(), value(), valueErr(), and flag() added.
     199             : 2011 Dec 16 - Nick Elias, NRAO
     200             :               Public member functions getData() and calcFit() replaced by
     201             :               stats<T>() template public member function.  Specialized template
     202             :               public member function statsWrap<T>() added.  Public static member
     203             :               functions initAxes(), initData(), initResultNone(), and
     204             :               initResultFit() replaced by template public static member function
     205             :               init<T>().
     206             : 2011 Dec 21 - Nick Elias, NRAO
     207             :               casacore::Template public static member functions init<T>() and dealloc<T>
     208             :               removed because all of their duties are subsumed by the nested
     209             :               classes AXES, DATA, ARG, and OUT (they were previously
     210             :               structures).
     211             : 2012 Jan 25 - Nick Elias, NRAO
     212             :               Created working versions of CalStats() (copy) and operator=() and
     213             :               turned them into public member functions.
     214             : 2012 Mar 05 - Nick Elias, NRAO
     215             :               Static public member function axisName() added.
     216             : 
     217             : */
     218             : 
     219             : // -----------------------------------------------------------------------------
     220             : 
     221             : class CalStats {
     222             : 
     223             :   public:
     224             : 
     225             :     // Axis enums.  There are always two iteration axes.  The FEED axis is
     226             :     // always the first interation axis.  Either the FREQUENCY or TIME axis is
     227             :     // the other (user-defined) iteration axis.  The remaining axis (TIME or
     228             :     // FREQUENCY) is therefore the non-iteration axis.  NB: If additional enums
     229             :     // are added, additional names must be added to the axisName() static
     230             :     // private member function.
     231             :     typedef enum AXIS {
     232             :       INIT=-1, FEED=0, FREQUENCY, TIME
     233             :     } AXIS;
     234             : 
     235             :     // AXES nested class
     236             :     class AXES {
     237             :       public:
     238             :         AXIS eAxisIterFeedID; // FEED iteration axis ID
     239             :         AXIS eAxisIterUserID; // User-defined iteration axis ID
     240             :         AXIS eAxisNonIterID;  // Non-iteration axis ID
     241             :         casacore::String sFeed;         // FEED axis value
     242             :         casacore::Double dAxisIterUser; // User-defined iteration axis value
     243             :         AXES( void );
     244             :         AXES( const AXES& oAxes );
     245             :         ~AXES( void );
     246             :         AXES& operator=( const AXES& oAxes );
     247             :     };
     248             : 
     249             :     // DATA nested class
     250             :     class DATA {
     251             :       public:
     252             :         casacore::Vector<casacore::Double> oAbs;      // The abscissae (non-iteration axis values) 
     253             :         casacore::Vector<casacore::Double> oValue;    // The values
     254             :         casacore::Vector<casacore::Double> oValueErr; // The value errors
     255             :         casacore::Vector<casacore::Bool> oFlag;       // The flags
     256             :         DATA( void );
     257             :         DATA( const DATA& oDataIn );
     258             :         ~DATA( void );
     259             :         DATA& operator=( const DATA& oDataIn );
     260             :     };
     261             : 
     262             :     // Statistics ARG nested class (allowed T: CalStats::NONE,
     263             :     // CalStatsFitter::FIT, or CalStatsHist::HIST), used as an input to
     264             :     // stats<T>() and statsWrap<T>().  C++ also does not allow explicit template
     265             :     // specialization of nested classes within the parent class, so they are
     266             :     // defined immediately after this class.
     267             :     template <typename T> class ARG {};
     268             : 
     269             :     // NONE nested class
     270             :     class NONE {};
     271             : 
     272             :     // Statistics OUT nested class (allowed T: CalStats::NONE,
     273             :     // CalStatsFitter::FIT, or CalStatsHist::HIST), used to hold the output of
     274             :     // statsWrap<T>().
     275             :     template <typename T> class OUT {
     276             :       public:
     277             :       AXES oAxes;
     278             :       DATA oData;
     279             :       T oT;
     280             :       OUT( void );
     281             :       OUT( const OUT& oOut );
     282             :       ~OUT( void );
     283             :       OUT& operator=( const OUT& oOut );
     284             :     };
     285             : 
     286             :     // Generic constructor
     287             :     CalStats( const casacore::Cube<casacore::Double>& oValue, const casacore::Cube<casacore::Double>& oValueErr,
     288             :         const casacore::Cube<casacore::Bool>& oFlag, const casacore::Vector<casacore::String>& oFeed,
     289             :         const casacore::Vector<casacore::Double>& oFrequency, const casacore::Vector<casacore::Double>& oTime,
     290             :         const AXIS& eAxisIterUser );
     291             : 
     292             :     // Copy constructor and operator=() function
     293             :     CalStats( const CalStats& oCalStats );
     294             :     CalStats& operator=( const CalStats& oCalStats );
     295             : 
     296             :     // Destructor
     297             :     virtual ~CalStats( void );
     298             : 
     299             :     // Axis ID states
     300             :     casacore::IPosition axisIterID( void ) const;
     301             :     AXIS axisNonIterID( void ) const;
     302             : 
     303             :     // Axis value states
     304             :     casacore::Vector<casacore::String> axisIterFeed( void ) const;
     305             :     casacore::Vector<casacore::Double> axisIterUser( void ) const;
     306             :     casacore::Vector<casacore::Double> axisNonIter( void ) const;
     307             : 
     308             :     // Output statistics cube shape state
     309             :     casacore::IPosition statsShape( void ) const;
     310             : 
     311             :     // casacore::Input data states
     312             :     casacore::Cube<casacore::Double>& value( void ) const;
     313             :     casacore::Cube<casacore::Double>& valueErr( void ) const;
     314             :     casacore::Cube<casacore::Bool>& flag( void ) const;
     315             : 
     316             :     // The axis names
     317             :     static casacore::String axisName( const AXIS& eAxis );
     318             : 
     319             :     // Calculate statistics (allowed T: CalStats::NONE gets data without
     320             :     // calculating statistics, CalStatsFitter::FIT calculates fits, and
     321             :     // CalStatsHist::HIST calculates histogram statistics).  Member function
     322             :     // stats() is the main user interface and statsWrap() is the supporting
     323             :     // wrapper.
     324             :     template <typename T> casacore::Matrix<OUT<T> > stats( const ARG<T>& oArg );
     325             :     template <typename T> T statsWrap( const casacore::Vector<casacore::Double>& oAbs,
     326             :         const casacore::Vector<casacore::Double>& oValue, const casacore::Vector<casacore::Double>& oValueErr,
     327             :         casacore::Vector<casacore::Bool>& oFlag, const ARG<T>& oArg );
     328             : 
     329             :   protected:
     330             : 
     331             :     // The axis IDs.  The two iteration axes are FEED (always) and either TIME
     332             :     // or FREQUENCY (user defined).  The non-iteration axis is either FREQUENCY
     333             :     // or TIME (the opposite of the user-defined iteration axis).
     334             :     casacore::IPosition oAxisIterID;
     335             :     AXIS eAxisNonIterID;
     336             : 
     337             :     // Internal copies of the iteration and non-iteration axis values
     338             :     casacore::Vector<casacore::String> oAxisIterFeed; // Feed axis iteration axis values
     339             :     casacore::Vector<casacore::Double> oAxisIterUser; // User-defined iteration axis values
     340             :     casacore::Vector<casacore::Double> oAxisNonIter;  // Non-iteration axis values
     341             : 
     342             :     // Shape of the output statistics cubes
     343             :     casacore::IPosition oStatsShape;
     344             : 
     345             :     // Internal copies of input parameter cubes
     346             :     casacore::Cube<casacore::Double>* poValue;
     347             :     casacore::Cube<casacore::Double>* poValueErr;
     348             :     casacore::Cube<casacore::Bool>* poFlag;
     349             : 
     350             :     // casacore::Input parameter cube iterators
     351             :     casacore::ArrayIterator<casacore::Double>* poValueIter;
     352             :     casacore::ArrayIterator<casacore::Double>* poValueErrIter;
     353             :     casacore::ArrayIterator<casacore::Bool>* poFlagIter;
     354             : 
     355             :     // Unused constructor
     356             :     CalStats( void );
     357             : 
     358             :     // Simultaneously increment and reset all input parameter cube iterators
     359             :     void next( void );
     360             :     void reset( void );
     361             : 
     362             : };
     363             : 
     364             : // -----------------------------------------------------------------------------
     365             : // End of CalStats class definition
     366             : // -----------------------------------------------------------------------------
     367             : 
     368             : // -----------------------------------------------------------------------------
     369             : // Start of ARG<T> specialized class templates
     370             : // -----------------------------------------------------------------------------
     371             : 
     372             : // Specialization for the CalStats::NONE() class.  It tells the
     373             : // CalStats::stats<CalStats::NONE>() method just to return the data with no
     374             : // processing.
     375             : template <> class CalStats::ARG<CalStats::NONE> {};
     376             : 
     377             : // Specialization for the CalStatsFitter::FIT() class.  It tells the
     378             : // CalStats::stats<CalStatsFitter::FIT>() method to perform fits and return the
     379             : // data and fit parameters.
     380             : template <> class CalStats::ARG<CalStatsFitter::FIT> {
     381             :   public:
     382             :     CalStatsFitter::ORDER eOrder;
     383             :     CalStatsFitter::TYPE eType;
     384             :     CalStatsFitter::WEIGHT eWeight;
     385             :     ARG( void ) {
     386             :       eOrder = CalStatsFitter::ORDER_INIT;
     387             :       eType = CalStatsFitter::TYPE_INIT;
     388             :       eWeight = CalStatsFitter::WEIGHT_INIT;
     389             :       return;
     390             :     }
     391             : };
     392             : 
     393             : // -----------------------------------------------------------------------------
     394             : // End of ARG<T> specialized class templates
     395             : // -----------------------------------------------------------------------------
     396             : 
     397             : // -----------------------------------------------------------------------------
     398             : // Start of OUT<T> specialized class template public member functions
     399             : // -----------------------------------------------------------------------------
     400             : 
     401             : // Default constructor
     402             : template <typename T>
     403         400 : CalStats::OUT<T>::OUT( void ) {
     404         400 :   oAxes = CalStats::AXES();
     405         400 :   oData = CalStats::DATA();
     406         400 :   oT = T();
     407         400 : }
     408             : 
     409             : // Copy constructor
     410             : template <typename T>
     411         200 :   CalStats::OUT<T>::OUT( const CalStats::OUT<T>& oOut ) {
     412         200 :   oAxes = CalStats::AXES( oOut.oAxes );
     413         200 :   oData = CalStats::DATA( oOut.oData );
     414         200 :   oT = T( oOut.oT );
     415         200 : }
     416             : 
     417             : // Destructor
     418             : template <typename T>
     419         600 : CalStats::OUT<T>::~OUT( void ) {}
     420             : 
     421             : // operator=
     422             : template <typename T>
     423         200 : CalStats::OUT<T>& CalStats::OUT<T>::operator=( const CalStats::OUT<T>& oOut ) {
     424         200 :   if ( this != &oOut ) {
     425         200 :     oAxes = CalStats::AXES( oOut.oAxes );
     426         200 :     oData = CalStats::DATA( oOut.oData );
     427         200 :     oT = T( oOut.oT );
     428             :   }
     429         200 :   return( *this );
     430             : }
     431             : 
     432             : // -----------------------------------------------------------------------------
     433             : // End of OUT<T> specialized class template public member functions
     434             : // -----------------------------------------------------------------------------
     435             : 
     436             : // -----------------------------------------------------------------------------
     437             : // Start of CalStats::stats<T> template public statistics member function
     438             : // -----------------------------------------------------------------------------
     439             : 
     440             : /*
     441             : 
     442             : CalStats::stats<T>
     443             : 
     444             : Description:
     445             : ------------
     446             : This member function calculates the desired statistics.  The allowed templates
     447             : are CalStats::NONE (no statistics, just the input data), CalStatsFitter::FIT
     448             : (fit statistics), and CalStatsHist::HIST (histogram statistics).
     449             : 
     450             : Inputs:
     451             : -------
     452             : oArg - This reference to a CalStats::ARG<T> instance contains the extra input
     453             :        parameters.
     454             : 
     455             : Outputs:
     456             : --------
     457             : The reference to the casacore::Matrix<CalStats::OUT<T> > instance containing the
     458             : statistics, returned via the function value.
     459             : 
     460             : Modification history:
     461             : ---------------------
     462             : 2011 Nov 11 - Nick Elias, NRAO
     463             :               Initial version.  This template member function replaces the
     464             :               getData() and calcFit() member functions.
     465             : 2012 Jan 25 - Nick Elias, NRAO
     466             :               Logging capability added.
     467             : 
     468             : */
     469             : 
     470             : // -----------------------------------------------------------------------------
     471             : 
     472             : template <typename T>
     473           1 : casacore::Matrix<CalStats::OUT<T>> CalStats::stats( const CalStats::ARG<T>& oArg ) {
     474             : 
     475             :   // Initialize the CalStats::OUT<T> array and its iterator
     476             : 
     477           2 :   casacore::Array<CalStats::OUT<T> > out( oStatsShape );
     478             : 
     479           2 :   casacore::ArrayIterator<CalStats::OUT<T> > oOutIter( out, oAxisIterID, false );
     480             : 
     481             : 
     482             :   // For each iteration, convert the resulting arrays to vectors and feed them
     483             :   // to the CalStatsFitter::fit() function
     484             : 
     485         201 :   while ( !poValueIter->pastEnd() ) {
     486             : 
     487         400 :     casacore::IPosition oPos( poValueIter->pos() );
     488             : 
     489         200 :     casacore::uInt uiLength = poValueIter->array().nelements();
     490         400 :     casacore::IPosition oShape( 1, uiLength );
     491             : 
     492         400 :     casacore::Vector<casacore::Double> oAbs( oAxisNonIter.copy() );
     493         600 :     casacore::Vector<casacore::Double> oValue( poValueIter->array().copy().reform(oShape) );
     494         600 :     casacore::Vector<casacore::Double> oValueErr( poValueErrIter->array().copy().reform(oShape) );
     495         600 :     casacore::Vector<casacore::Bool> oFlag( poFlagIter->array().copy().reform(oShape) );
     496             : 
     497         400 :     CalStats::OUT<T> oOut;
     498             : 
     499         200 :     oOut.oAxes.eAxisIterFeedID = (CalStats::AXIS) oAxisIterID[0];
     500         200 :     oOut.oAxes.eAxisIterUserID = (CalStats::AXIS) oAxisIterID[1];
     501         200 :     oOut.oAxes.eAxisNonIterID = eAxisNonIterID;
     502         200 :     oOut.oAxes.sFeed = casacore::String( oAxisIterFeed[oPos[0]] );
     503         200 :     oOut.oAxes.dAxisIterUser = oAxisIterUser[oPos[oAxisIterID[1]]];
     504             : 
     505         200 :     oOut.oData.oAbs = casacore::Vector<casacore::Double>( oAbs );
     506         200 :     oOut.oData.oValue = casacore::Vector<casacore::Double>( oValue );
     507         200 :     oOut.oData.oValueErr = casacore::Vector<casacore::Double>( oValueErr );
     508             : 
     509             :     try {
     510         200 :       oOut.oT = statsWrap<T>( oAbs, oValue, oValueErr, oFlag, oArg );
     511             :     }
     512             : 
     513           0 :     catch ( casacore::AipsError oAE ) {
     514           0 :       casacore::LogIO log( casacore::LogOrigin( "CalStats", "stats<T>()", WHERE ) );
     515             :       log << casacore::LogIO::NORMAL << oAE.getMesg() << ", iteration: "
     516           0 :           << oPos.asVector() << ", continuing ..." << casacore::LogIO::POST;
     517           0 :       oOut.oT = T();
     518             :     }
     519             : 
     520             :     // The flag output vector is set here because robust fitting can change them
     521         200 :     oOut.oData.oFlag = casacore::Vector<casacore::Bool>( oFlag );
     522             : 
     523         200 :     oOutIter.array() = casacore::Vector<CalStats::OUT<T> >( 1, oOut );
     524             : 
     525         200 :     next(); oOutIter.next();
     526             : 
     527             :   }
     528             : 
     529             : 
     530             :   // Reset the input parameter iterators
     531             : 
     532           1 :   reset();
     533             : 
     534             : 
     535             :   // Return the reference to the casacore::Matrix<CalStats::OUT<T> > instance
     536             : 
     537           1 :   out.removeDegenerate();
     538             : 
     539           1 :   casacore::Matrix<CalStats::OUT<T> > outMatrix = out;
     540           2 :   return outMatrix;
     541             : 
     542             : }
     543             : 
     544             : // -----------------------------------------------------------------------------
     545             : // End of CalStats::stats<T> template public statistics member function
     546             : // -----------------------------------------------------------------------------
     547             : 
     548             : };
     549             : 
     550             : // -----------------------------------------------------------------------------
     551             : // End of casa namespace
     552             : // -----------------------------------------------------------------------------
     553             : 
     554             : #endif
     555             : 
     556             : // -----------------------------------------------------------------------------
     557             : // End of define macro to prevent multiple loading
     558             : // -----------------------------------------------------------------------------

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