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📄 make_checkpoint_fdc.h

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// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-//-----------------------------------------------------------------------------// make_checkpoint.h// (c) Maarten Keijzer, Marc Schoenauer and GeNeura Team, 2000/*     This library is free software; you can redistribute it and/or    modify it under the terms of the GNU Lesser General Public    License as published by the Free Software Foundation; either    version 2 of the License, or (at your option) any later version.    This library is distributed in the hope that it will be useful,    but WITHOUT ANY WARRANTY; without even the implied warranty of    MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU    Lesser General Public License for more details.    You should have received a copy of the GNU Lesser General Public    License along with this library; if not, write to the Free Software    Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307  USA    Contact: todos@geneura.ugr.es, http://geneura.ugr.es             Marc.Schoenauer@polytechnique.fr             mkeijzer@dhi.dk *///-----------------------------------------------------------------------------#ifndef _make_checkpoint_h#define _make_checkpoint_h#include <eoScalarFitness.h>#include <utils/selectors.h> // for minimizing_fitness()#include <EO.h>#include <eoEvalFuncCounter.h>#include <utils/checkpointing>// at the moment, in utils/make_help.cpp// this should become some eoUtils.cpp with corresponding eoUtils.hbool testDirRes(std::string _dirName, bool _erase);/////////////////// The checkpoint and other I/O //////////////template <class EOT>eoCheckPoint<EOT>& do_make_checkpoint(eoParser& _parser, eoState& _state, eoEvalFuncCounter<EOT>& _eval, eoContinue<EOT>& _continue){  // first, create a checkpoint from the eoContinue  eoCheckPoint<EOT> *checkpoint = new eoCheckPoint<EOT>(_continue);  _state.storeFunctor(checkpoint);  ///////////////////  // Counters  //////////////////  // is nb Eval to be used as counter?  eoValueParam<bool>& useEvalParam = _parser.createParam(true, "useEval", "Use nb of eval. as counter (vs nb of gen.)", '\0', "Output");    // Create anyway a generation-counter parameter    eoValueParam<unsigned> *generationCounter = new eoValueParam<unsigned>(0, "Gen.");    // Create an incrementor (sub-class of eoUpdater).    eoIncrementor<unsigned>* increment = new eoIncrementor<unsigned>(generationCounter->value());    // Add it to the checkpoint,     checkpoint->add(*increment);    // and store it in the state    _state.storeFunctor(increment);    // dir for DISK output    eoValueParam<std::string>& dirNameParam =  _parser.createParam(std::string("Res"), "resDir", "Directory to store DISK outputs", '\0', "Output - Disk");    // shoudl we empty it if exists    eoValueParam<bool>& eraseParam = _parser.createParam(false, "eraseDir", "erase files in dirName if any", '\0', "Output - Disk");    bool dirOK = false;		   // not tested yet    /////////////////////////////////////////    // now some statistics on the population:    /////////////////////////////////////////    /**     * existing stats as of today, April 10. 2001     *     * eoBestFitnessStat : best value in pop - type EOT::Fitness     * eoAverageStat     : average value in pop - type EOT::Fitness     * eoSecondMomentStat: average + stdev - type std::pair<double, double>     * eoSortedPopStat   : whole population - type std::string (!!)     * eoScalarFitnessStat: the fitnesses - type std::vector<double>     * eoDFCSTat         : FDC wrt best in pop or absolute best - type double     *                     requires an eoDistance. See eoFDCStat.h     *                     also computes all elements for the FDC scatter plot     */    // Best fitness in population    //---------------------------    eoValueParam<bool>& printBestParam = _parser.createParam(true, "printBestStat", "Print Best/avg/stdev every gen.", '\0', "Output");    eoValueParam<bool>& plotBestParam = _parser.createParam(false, "plotBestStat", "Plot Best/avg Stat", '\0', "Output - Graphical");    eoValueParam<bool>& fileBestParam = _parser.createParam(false, "fileBestStat", "Output bes/avg/std to file", '\0', "Output - Disk");    eoBestFitnessStat<EOT> *bestStat = NULL;    if ( printBestParam.value() || plotBestParam.value() || fileBestParam.value() )       // we need the bestStat for at least one of the 3 above      {	bestStat = new eoBestFitnessStat<EOT>;	// store it	_state.storeFunctor(bestStat);	// add it to the checkpoint	checkpoint->add(*bestStat);      }    // Average fitness alone    //----------------------    eoAverageStat<EOT> *averageStat = NULL; // do we need averageStat?    if ( plotBestParam.value() ) // we need it for gnuplot output      {	averageStat = new eoAverageStat<EOT>;	// store it	_state.storeFunctor(averageStat);	// add it to the checkpoint	checkpoint->add(*averageStat);      }    // Second moment stats: average and stdev    //---------------------------------------    eoSecondMomentStats<EOT> *secondStat = NULL;    if ( printBestParam.value() ) // we need it for sreen output      {	secondStat = new eoSecondMomentStats<EOT>;	// store it	_state.storeFunctor(secondStat);	// add it to the checkpoint	checkpoint->add(*secondStat);      }    // Dump of the whole population    //-----------------------------    eoSortedPopStat<EOT> *popStat = NULL;    eoValueParam<bool>& printPopParam = _parser.createParam(false, "printPop", "Print sorted pop. every gen.", '\0', "Output");    if ( printPopParam.value() ) // we do want pop dump      {	  popStat = new eoSortedPopStat<EOT>("Dump of whole population");	// store it	_state.storeFunctor(popStat);	// add it to the checkpoint	checkpoint->add(*popStat);      }    // the Fitness Distance Correlation    //---------------------------------    eoValueParam<bool>& printFDCParam = _parser.createParam(true, "printFDC", "Print FDC coeff. every gen.", '\0', "Output");    eoValueParam<bool>& plotFDCParam = _parser.createParam(false, "plotFDCStat", "Plot FDC scatter plot", '\0', "Output - Graphical");    eoFDCStat<EOT> *fdcStat = NULL;    if ( printFDCParam.value() || plotFDCParam.value() ) // we need FDCStat      {	// need first an object to compute the distances - here Hamming dist.	eoQuadDistance<EOT> *dist = new eoQuadDistance<EOT>;	_state.storeFunctor(dist);	fdcStat = new eoFDCStat<EOT>(*dist);	// storeFunctor it	_state.storeFunctor(fdcStat);	// add it to the checkpoint	checkpoint->add(*fdcStat);      }    // do we wnat some histogram of fitnesses snpashots?    eoValueParam<bool> plotHistogramParam = _parser.createParam(false, "plotHisto", "Plot histogram of fitnesses", '\0', "Output - Graphical");    ///////////////    // The monitors    ///////////////    // do we want an eoStdoutMonitor?    bool needStdoutMonitor = printBestParam.value() || printFDCParam.value() 	|| printPopParam.value() ;    // The Stdout monitor will print parameters to the screen ...      if ( needStdoutMonitor )       {	eoStdoutMonitor *monitor = new eoStdoutMonitor(false);	_state.storeFunctor(monitor);	// when called by the checkpoint (i.e. at every generation)	checkpoint->add(*monitor);	// the monitor will output a series of parameters: add them	monitor->add(*generationCounter);	if (useEvalParam.value()) // we want nb of evaluations	      monitor->add(_eval);	if (printBestParam.value())	    {		monitor->add(*bestStat);		monitor->add(*secondStat);	    }	if (printFDCParam.value())	  monitor->add(*fdcStat);	if ( printPopParam.value())	  monitor->add(*popStat);      }    // first handle the dir test - if we need at least one file    if ( ( fileBestParam.value() || plotBestParam.value() || 	   plotFDCParam.value() || plotHistogramParam.value() )	 && !dirOK )		   // just in case we add something before      dirOK = testDirRes(dirNameParam.value(), eraseParam.value()); // TRUE    if (fileBestParam.value())    // A file monitor for best & secondMoment      {	std::string stmp = dirNameParam.value() + "/best.xg";	eoFileMonitor *fileMonitor = new eoFileMonitor(stmp);	// save and give to checkpoint	_state.storeFunctor(fileMonitor);	checkpoint->add(*fileMonitor);	// and feed with some statistics	fileMonitor->add(*generationCounter);	fileMonitor->add(_eval);	fileMonitor->add(*bestStat); 	fileMonitor->add(*secondStat);      }    if (plotBestParam.value())    // an eoGnuplot1DMonitor for best & average      {	std::string stmp = dirNameParam.value() + "_gnu_best.xg";	eoGnuplot1DMonitor *gnuMonitor = new eoGnuplot1DMonitor(stmp,minimizing_fitness<EOT>());	// save and give to checkpoint	_state.storeFunctor(gnuMonitor);	checkpoint->add(*gnuMonitor);	// and feed with some statistics	if (useEvalParam.value())	  gnuMonitor->add(_eval);	else	  gnuMonitor->add(*generationCounter);	gnuMonitor->add(*bestStat);	gnuMonitor->add(*averageStat);      }    if (plotFDCParam.value())    // a specific plot monitor for FDC      {	// first into a file (it adds everything ti itself	eoFDCFileSnapshot<EOT> *fdcFileSnapshot = new eoFDCFileSnapshot<EOT>(*fdcStat, dirNameParam.value());	_state.storeFunctor(fdcFileSnapshot);	// then to a Gnuplot monitor	eoGnuplot1DSnapshot *fdcGnuplot = new eoGnuplot1DSnapshot(*fdcFileSnapshot);	_state.storeFunctor(fdcGnuplot);		// and of course add them to the checkPoint	checkpoint->add(*fdcFileSnapshot);	checkpoint->add(*fdcGnuplot);      }    // historgram?    if (plotHistogramParam.value()) // want to see how the fitness is spread?      {	eoScalarFitnessStat<EOT> *fitStat = new eoScalarFitnessStat<EOT>;	_state.storeFunctor(fitStat);	checkpoint->add(*fitStat);	// a gnuplot-based monitor for snapshots: needs a dir name	eoGnuplot1DSnapshot *fitSnapshot = new eoGnuplot1DSnapshot(dirNameParam.value());	_state.storeFunctor(fitSnapshot);	// add any stat that is a std::vector<double> to it	fitSnapshot->add(*fitStat);	// and of course add it to the checkpoint	checkpoint->add(*fitSnapshot);      }    //////////////////////////////////    // State savers    //////////////////////////////    // feed the state to state savers    // save state every N  generation    eoValueParam<unsigned>& saveFrequencyParam = _parser.createParam(unsigned(0), "saveFrequency", "Save every F generation (0 = only final state, absent = never)", '\0', "Persistence" );    if (_parser.isItThere(saveFrequencyParam))    {      // first make sure dirName is OK      if (! dirOK )	dirOK = testDirRes(dirNameParam.value(), eraseParam.value()); // TRUE      unsigned freq = (saveFrequencyParam.value()>0 ? saveFrequencyParam.value() : UINT_MAX );      std::string stmp = dirNameParam.value() + "/generations";      eoCountedStateSaver *stateSaver1 = new eoCountedStateSaver(freq, _state, stmp);       _state.storeFunctor(stateSaver1);    checkpoint->add(*stateSaver1);    }    // save state every T seconds     eoValueParam<unsigned>& saveTimeIntervalParam = _parser.createParam(unsigned(0), "saveTimeInterval", "Save every T seconds (0 or absent = never)", '\0',"Persistence" );    if (_parser.isItThere(saveTimeIntervalParam) && saveTimeIntervalParam.value()>0)    {      // first make sure dirName is OK      if (! dirOK )	dirOK = testDirRes(dirNameParam.value(), eraseParam.value()); // TRUE      std::string stmp = dirNameParam.value() + "/time";      eoTimedStateSaver *stateSaver2 = new eoTimedStateSaver(saveTimeIntervalParam.value(), _state, stmp);       _state.storeFunctor(stateSaver2);      checkpoint->add(*stateSaver2);    }    // and that's it for the (control and) output    return *checkpoint;}#endif

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