📄 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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