make_checkpoint_FDC.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
00002 
00003 //-----------------------------------------------------------------------------
00004 // make_checkpoint.h
00005 // (c) Maarten Keijzer, Marc Schoenauer and GeNeura Team, 2000
00006 /* 
00007     This library is free software; you can redistribute it and/or
00008     modify it under the terms of the GNU Lesser General Public
00009     License as published by the Free Software Foundation; either
00010     version 2 of the License, or (at your option) any later version.
00011 
00012     This library is distributed in the hope that it will be useful,
00013     but WITHOUT ANY WARRANTY; without even the implied warranty of
00014     MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the GNU
00015     Lesser General Public License for more details.
00016 
00017     You should have received a copy of the GNU Lesser General Public
00018     License along with this library; if not, write to the Free Software
00019     Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA  02111-1307  USA
00020 
00021     Contact: todos@geneura.ugr.es, http://geneura.ugr.es
00022              Marc.Schoenauer@polytechnique.fr
00023              mkeijzer@dhi.dk
00024  */
00025 //-----------------------------------------------------------------------------
00026 
00027 #ifndef _make_checkpoint_h
00028 #define _make_checkpoint_h
00029 
00030 #include <eoScalarFitness.h>
00031 #include <utils/selectors.h> // for minimizing_fitness()
00032 #include <EO.h>
00033 #include <eoEvalFuncCounter.h>
00034 #include <utils/checkpointing>
00035 
00036 // at the moment, in utils/make_help.cpp
00037 // this should become some eoUtils.cpp with corresponding eoUtils.h
00038 bool testDirRes(std::string _dirName, bool _erase);
00040 
00041 
00042 template <class EOT>
00043 eoCheckPoint<EOT>& do_make_checkpoint(eoParser& _parser, eoState& _state, eoEvalFuncCounter<EOT>& _eval, eoContinue<EOT>& _continue)
00044 {
00045   // first, create a checkpoint from the eoContinue
00046   eoCheckPoint<EOT> *checkpoint = new eoCheckPoint<EOT>(_continue);
00047   _state.storeFunctor(checkpoint);
00048 
00050   // Counters
00052   // is nb Eval to be used as counter?
00053   eoValueParam<bool>& useEvalParam = _parser.createParam(true, "useEval", "Use nb of eval. as counter (vs nb of gen.)", '\0', "Output");
00054 
00055     // Create anyway a generation-counter parameter
00056     eoValueParam<unsigned> *generationCounter = new eoValueParam<unsigned>(0, "Gen.");
00057     // Create an incrementor (sub-class of eoUpdater).
00058     eoIncrementor<unsigned>* increment = new eoIncrementor<unsigned>(generationCounter->value());
00059     // Add it to the checkpoint, 
00060     checkpoint->add(*increment);
00061     // and store it in the state
00062     _state.storeFunctor(increment);
00063 
00064     // dir for DISK output
00065     eoValueParam<std::string>& dirNameParam =  _parser.createParam(std::string("Res"), "resDir", "Directory to store DISK outputs", '\0', "Output - Disk");
00066     // shoudl we empty it if exists
00067     eoValueParam<bool>& eraseParam = _parser.createParam(false, "eraseDir", "erase files in dirName if any", '\0', "Output - Disk");
00068     bool dirOK = false;            // not tested yet
00069 
00071     // now some statistics on the population:
00073 
00086     // Best fitness in population
00087     //---------------------------
00088     eoValueParam<bool>& printBestParam = _parser.createParam(true, "printBestStat", "Print Best/avg/stdev every gen.", '\0', "Output");
00089     eoValueParam<bool>& plotBestParam = _parser.createParam(false, "plotBestStat", "Plot Best/avg Stat", '\0', "Output - Graphical");
00090     eoValueParam<bool>& fileBestParam = _parser.createParam(false, "fileBestStat", "Output bes/avg/std to file", '\0', "Output - Disk");
00091 
00092     eoBestFitnessStat<EOT> *bestStat = NULL;
00093     if ( printBestParam.value() || plotBestParam.value() || fileBestParam.value() ) 
00094       // we need the bestStat for at least one of the 3 above
00095       {
00096         bestStat = new eoBestFitnessStat<EOT>;
00097         // store it
00098         _state.storeFunctor(bestStat);
00099         // add it to the checkpoint
00100         checkpoint->add(*bestStat);
00101       }
00102 
00103     // Average fitness alone
00104     //----------------------
00105     eoAverageStat<EOT> *averageStat = NULL; // do we need averageStat?
00106     if ( plotBestParam.value() ) // we need it for gnuplot output
00107       {
00108         averageStat = new eoAverageStat<EOT>;
00109         // store it
00110         _state.storeFunctor(averageStat);
00111         // add it to the checkpoint
00112         checkpoint->add(*averageStat);
00113       }
00114 
00115     // Second moment stats: average and stdev
00116     //---------------------------------------
00117     eoSecondMomentStats<EOT> *secondStat = NULL;
00118     if ( printBestParam.value() ) // we need it for sreen output
00119       {
00120         secondStat = new eoSecondMomentStats<EOT>;
00121         // store it
00122         _state.storeFunctor(secondStat);
00123         // add it to the checkpoint
00124         checkpoint->add(*secondStat);
00125       }
00126 
00127 
00128     // Dump of the whole population
00129     //-----------------------------
00130     eoSortedPopStat<EOT> *popStat = NULL;
00131     eoValueParam<bool>& printPopParam = _parser.createParam(false, "printPop", "Print sorted pop. every gen.", '\0', "Output");
00132     if ( printPopParam.value() ) // we do want pop dump
00133       {
00134           popStat = new eoSortedPopStat<EOT>("Dump of whole population");
00135         // store it
00136         _state.storeFunctor(popStat);
00137         // add it to the checkpoint
00138         checkpoint->add(*popStat);
00139       }
00140 
00141 
00142     // the Fitness Distance Correlation
00143     //---------------------------------
00144     eoValueParam<bool>& printFDCParam = _parser.createParam(true, "printFDC", "Print FDC coeff. every gen.", '\0', "Output");
00145     eoValueParam<bool>& plotFDCParam = _parser.createParam(false, "plotFDCStat", "Plot FDC scatter plot", '\0', "Output - Graphical");
00146 
00147     eoFDCStat<EOT> *fdcStat = NULL;
00148     if ( printFDCParam.value() || plotFDCParam.value() ) // we need FDCStat
00149       {
00150         // need first an object to compute the distances - here Hamming dist.
00151         eoQuadDistance<EOT> *dist = new eoQuadDistance<EOT>;
00152         _state.storeFunctor(dist);
00153         fdcStat = new eoFDCStat<EOT>(*dist);
00154         // storeFunctor it
00155         _state.storeFunctor(fdcStat);
00156         // add it to the checkpoint
00157         checkpoint->add(*fdcStat);
00158       }
00159 
00160     // do we wnat some histogram of fitnesses snpashots?
00161     eoValueParam<bool> plotHistogramParam = _parser.createParam(false, "plotHisto", "Plot histogram of fitnesses", '\0', "Output - Graphical");
00162 
00164     // The monitors
00166     // do we want an eoStdoutMonitor?
00167     bool needStdoutMonitor = printBestParam.value() || printFDCParam.value() 
00168         || printPopParam.value() ;
00169 
00170     // The Stdout monitor will print parameters to the screen ...  
00171     if ( needStdoutMonitor ) 
00172       {
00173         eoStdoutMonitor *monitor = new eoStdoutMonitor(false);
00174         _state.storeFunctor(monitor);
00175 
00176         // when called by the checkpoint (i.e. at every generation)
00177         checkpoint->add(*monitor);
00178 
00179         // the monitor will output a series of parameters: add them
00180         monitor->add(*generationCounter);
00181         if (useEvalParam.value()) // we want nb of evaluations
00182               monitor->add(_eval);
00183         if (printBestParam.value())
00184             {
00185                 monitor->add(*bestStat);
00186                 monitor->add(*secondStat);
00187             }
00188         if (printFDCParam.value())
00189           monitor->add(*fdcStat);
00190         if ( printPopParam.value())
00191           monitor->add(*popStat);
00192       }
00193 
00194     // first handle the dir test - if we need at least one file
00195     if ( ( fileBestParam.value() || plotBestParam.value() || 
00196            plotFDCParam.value() || plotHistogramParam.value() )
00197          && !dirOK )               // just in case we add something before
00198       dirOK = testDirRes(dirNameParam.value(), eraseParam.value()); // TRUE
00199 
00200     if (fileBestParam.value())    // A file monitor for best & secondMoment
00201       {
00202         std::string stmp = dirNameParam.value() + "/best.xg";
00203         eoFileMonitor *fileMonitor = new eoFileMonitor(stmp);
00204         // save and give to checkpoint
00205         _state.storeFunctor(fileMonitor);
00206         checkpoint->add(*fileMonitor);
00207         // and feed with some statistics
00208         fileMonitor->add(*generationCounter);
00209         fileMonitor->add(_eval);
00210         fileMonitor->add(*bestStat); 
00211         fileMonitor->add(*secondStat);
00212       }
00213 
00214     if (plotBestParam.value())    // an eoGnuplot1DMonitor for best & average
00215       {
00216         std::string stmp = dirNameParam.value() + "_gnu_best.xg";
00217         eoGnuplot1DMonitor *gnuMonitor = new eoGnuplot1DMonitor(stmp,minimizing_fitness<EOT>());
00218         // save and give to checkpoint
00219         _state.storeFunctor(gnuMonitor);
00220         checkpoint->add(*gnuMonitor);
00221         // and feed with some statistics
00222         if (useEvalParam.value())
00223           gnuMonitor->add(_eval);
00224         else
00225           gnuMonitor->add(*generationCounter);
00226         gnuMonitor->add(*bestStat);
00227         gnuMonitor->add(*averageStat);
00228       }
00229 
00230     if (plotFDCParam.value())    // a specific plot monitor for FDC
00231       {
00232         // first into a file (it adds everything ti itself
00233         eoFDCFileSnapshot<EOT> *fdcFileSnapshot = new eoFDCFileSnapshot<EOT>(*fdcStat, dirNameParam.value());
00234         _state.storeFunctor(fdcFileSnapshot);
00235         // then to a Gnuplot monitor
00236         eoGnuplot1DSnapshot *fdcGnuplot = new eoGnuplot1DSnapshot(*fdcFileSnapshot);
00237         _state.storeFunctor(fdcGnuplot);
00238         
00239         // and of course add them to the checkPoint
00240         checkpoint->add(*fdcFileSnapshot);
00241         checkpoint->add(*fdcGnuplot);
00242       }
00243 
00244     // historgram?
00245     if (plotHistogramParam.value()) // want to see how the fitness is spread?
00246       {
00247         eoScalarFitnessStat<EOT> *fitStat = new eoScalarFitnessStat<EOT>;
00248         _state.storeFunctor(fitStat);
00249         checkpoint->add(*fitStat);
00250         // a gnuplot-based monitor for snapshots: needs a dir name
00251         eoGnuplot1DSnapshot *fitSnapshot = new eoGnuplot1DSnapshot(dirNameParam.value());
00252         _state.storeFunctor(fitSnapshot);
00253         // add any stat that is a std::vector<double> to it
00254         fitSnapshot->add(*fitStat);
00255         // and of course add it to the checkpoint
00256         checkpoint->add(*fitSnapshot);
00257       }
00258 
00260     // State savers
00262 
00263     // feed the state to state savers
00264     // save state every N  generation
00265     eoValueParam<unsigned>& saveFrequencyParam = _parser.createParam(unsigned(0), "saveFrequency", "Save every F generation (0 = only final state, absent = never)", '\0', "Persistence" );
00266 
00267     if (_parser.isItThere(saveFrequencyParam))
00268     {
00269       // first make sure dirName is OK
00270       if (! dirOK )
00271         dirOK = testDirRes(dirNameParam.value(), eraseParam.value()); // TRUE
00272 
00273       unsigned freq = (saveFrequencyParam.value()>0 ? saveFrequencyParam.value() : UINT_MAX );
00274       std::string stmp = dirNameParam.value() + "/generations";
00275       eoCountedStateSaver *stateSaver1 = new eoCountedStateSaver(freq, _state, stmp); 
00276       _state.storeFunctor(stateSaver1);
00277     checkpoint->add(*stateSaver1);
00278     }
00279 
00280     // save state every T seconds 
00281     eoValueParam<unsigned>& saveTimeIntervalParam = _parser.createParam(unsigned(0), "saveTimeInterval", "Save every T seconds (0 or absent = never)", '\0',"Persistence" );
00282     if (_parser.isItThere(saveTimeIntervalParam) && saveTimeIntervalParam.value()>0)
00283     {
00284       // first make sure dirName is OK
00285       if (! dirOK )
00286         dirOK = testDirRes(dirNameParam.value(), eraseParam.value()); // TRUE
00287 
00288       std::string stmp = dirNameParam.value() + "/time";
00289       eoTimedStateSaver *stateSaver2 = new eoTimedStateSaver(saveTimeIntervalParam.value(), _state, stmp); 
00290       _state.storeFunctor(stateSaver2);
00291       checkpoint->add(*stateSaver2);
00292     }
00293 
00294     // and that's it for the (control and) output
00295     return *checkpoint;
00296 }
00297 
00298 #endif

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