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<h1>make_algo_pareto.h</h1><div class="fragment"><pre class="fragment">00001 <span class="comment">// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-</span>
00002
00003 <span class="comment">//-----------------------------------------------------------------------------</span>
00004 <span class="comment">// make_algo_pareto.h</span>
00005 <span class="comment">// (c) Maarten Keijzer, Marc Schoenauer and GeNeura Team, 2002</span>
00006 <span class="comment">/* </span>
00007 <span class="comment"> This library is free software; you can redistribute it and/or</span>
00008 <span class="comment"> modify it under the terms of the GNU Lesser General Public</span>
00009 <span class="comment"> License as published by the Free Software Foundation; either</span>
00010 <span class="comment"> version 2 of the License, or (at your option) any later version.</span>
00011 <span class="comment"></span>
00012 <span class="comment"> This library is distributed in the hope that it will be useful,</span>
00013 <span class="comment"> but WITHOUT ANY WARRANTY; without even the implied warranty of</span>
00014 <span class="comment"> MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the GNU</span>
00015 <span class="comment"> Lesser General Public License for more details.</span>
00016 <span class="comment"></span>
00017 <span class="comment"> You should have received a copy of the GNU Lesser General Public</span>
00018 <span class="comment"> License along with this library; if not, write to the Free Software</span>
00019 <span class="comment"> Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307 USA</span>
00020 <span class="comment"></span>
00021 <span class="comment"> Contact: todos@geneura.ugr.es, http://geneura.ugr.es</span>
00022 <span class="comment"> Marc.Schoenauer@inria.fr</span>
00023 <span class="comment"> mkeijzer@dhi.dk</span>
00024 <span class="comment"> */</span>
00025 <span class="comment">//-----------------------------------------------------------------------------</span>
00026
00027 <span class="preprocessor">#ifndef _make_algo_pareto_h</span>
00028 <span class="preprocessor"></span><span class="preprocessor">#define _make_algo_pareto_h</span>
00029 <span class="preprocessor"></span>
00030 <span class="preprocessor">#include "utils/eoData.h"</span> <span class="comment">// for eo_is_a_rate</span>
00031 <span class="comment">// everything tha's needed for the algorithms - SCALAR fitness</span>
00032
00033 <span class="comment">// Selection</span>
00034 <span class="comment">// the eoSelectOne's</span>
00035 <span class="preprocessor">#include "eoSelectFromWorth.h"</span>
00036 <span class="preprocessor">#include "eoNDSorting.h"</span>
00037
00038 <span class="comment">// Breeders</span>
00039 <span class="preprocessor">#include "eoGeneralBreeder.h"</span>
00040
00041 <span class="comment">// Replacement - at the moment limited to eoNDPlusReplacement, locally defined</span>
00042 <span class="preprocessor">#include "eoReplacement.h"</span>
00043
00044 <span class="keyword">template</span> &lt;<span class="keyword">class</span> EOT, <span class="keyword">class</span> WorthT = <span class="keywordtype">double</span>&gt;
<a name="l00045"></a><a class="code" href="classeo_n_d_plus_replacement.html">00045</a> <span class="keyword">class </span><a class="code" href="classeo_n_d_plus_replacement.html">eoNDPlusReplacement</a> : <span class="keyword">public</span> <a class="code" href="classeo_replacement.html">eoReplacement</a>&lt;EOT&gt;
00046 {
00047 <span class="keyword">public</span>:
00048 <a class="code" href="classeo_n_d_plus_replacement.html">eoNDPlusReplacement</a>(<a class="code" href="classeo_perf2_worth.html">eoPerf2Worth&lt;EOT, WorthT&gt;</a>&amp; _perf2worth) : perf2worth(_perf2worth) {}
00049
00050 <span class="keyword">struct </span>WorthPair : <span class="keyword">public</span> std::pair&lt;WorthT, const EOT*&gt;
00051 {
00052 <span class="keywordtype">bool</span> operator&lt;(<span class="keyword">const</span> WorthPair&amp; other)<span class="keyword"> const </span>{ <span class="keywordflow">return</span> other.first &lt; this-&gt;first; }
00053 };
00054
<a name="l00055"></a><a class="code" href="classeo_n_d_plus_replacement.html#a1">00055</a> <span class="keywordtype">void</span> <a class="code" href="classeo_n_d_plus_replacement.html#a1">operator()</a>(<a class="code" href="classeo_pop.html">eoPop&lt;EOT&gt;</a>&amp; _parents, <a class="code" href="classeo_pop.html">eoPop&lt;EOT&gt;</a>&amp; _offspring)
00056 {
00057 <span class="keywordtype">unsigned</span> sz = _parents.size();
00058 _parents.reserve(_parents.size() + _offspring.size());
00059 copy(_offspring.begin(), _offspring.end(), back_inserter(_parents));
00060
00061 <span class="comment">// calculate worths</span>
00062 perf2worth(_parents);
00063 perf2worth.sort_pop(_parents);
00064 perf2worth.resize(_parents, sz);
00065
00066 _offspring.clear();
00067 }
00068
00069 <span class="keyword">private</span> :
00070 <a class="code" href="classeo_perf2_worth.html">eoPerf2Worth&lt;EOT, WorthT&gt;</a>&amp; perf2worth;
00071 };
00072
00073
00074 <span class="comment">// Algorithm (only this one needed)</span>
00075 <span class="preprocessor">#include "eoEasyEA.h"</span>
00076
00077 <span class="comment">// also need the parser and param includes</span>
00078 <span class="preprocessor">#include "utils/eoParser.h"</span>
00079 <span class="preprocessor">#include "utils/eoState.h"</span>
00080
00081
00082 <span class="comment">/*</span>
00083 <span class="comment"> * This function builds the algorithm (i.e. selection and replacement)</span>
00084 <span class="comment"> * from existing continue (or checkpoint) and operators</span>
00085 <span class="comment"> *</span>
00086 <span class="comment"> * It uses a parser (to get user parameters) and a state (to store the memory)</span>
00087 <span class="comment"> * the last argument is an individual, needed for 2 reasons</span>
00088 <span class="comment"> * it disambiguates the call after instanciations</span>
00089 <span class="comment"> * some operator might need some private information about the indis</span>
00090 <span class="comment"> *</span>
00091 <span class="comment"> * This is why the template is the complete EOT even though only the fitness</span>
00092 <span class="comment"> * is actually templatized here</span>
00093 <span class="comment">*/</span>
00094
00095 <span class="keyword">template</span> &lt;<span class="keyword">class</span> EOT&gt;
00096 <a class="code" href="classeo_algo.html">eoAlgo&lt;EOT&gt;</a> &amp; do_make_algo_pareto(<a class="code" href="classeo_parser.html">eoParser</a>&amp; _parser, <a class="code" href="classeo_state.html">eoState</a>&amp; _state, <a class="code" href="classeo_eval_func.html">eoEvalFunc&lt;EOT&gt;</a>&amp; _eval, <a class="code" href="classeo_continue.html">eoContinue&lt;EOT&gt;</a>&amp; _continue, <a class="code" href="classeo_gen_op.html">eoGenOp&lt;EOT&gt;</a>&amp; _op)
00097 {
00098 <span class="comment">// the selection</span>
00099 std::string &amp; selStr = _parser.<a class="code" href="classeo_parameter_loader.html#a3">createParam</a>(std::string(<span class="stringliteral">"NSGA-II"</span>), <span class="stringliteral">"selCrit"</span>, <span class="stringliteral">"Pareto Selection Criterion: NSGA, NSGA-II, ParetoRanking"</span>, <span class="charliteral">'S'</span>, <span class="stringliteral">"Evolution Engine"</span>).value();
00100 <span class="keywordtype">double</span> nicheSize = _parser.<a class="code" href="classeo_parameter_loader.html#a3">createParam</a>(1.0, <span class="stringliteral">"nicheSize"</span>, <span class="stringliteral">"Size of niche for NSGA-I"</span>, <span class="charliteral">'\0'</span>, <span class="stringliteral">"Evolution Engine"</span>).value();
00101 <a class="code" href="classeo_perf2_worth.html">eoPerf2Worth&lt;EOT, double&gt;</a> *p2w;
00102 <span class="keywordflow">if</span> ( (selStr == std::string(<span class="stringliteral">"NSGA"</span>)) || (selStr == std::string(<span class="stringliteral">"NSGA-I"</span>) ) )
00103 p2w = <span class="keyword">new</span> <a class="code" href="classeo_n_d_sorting___i.html">eoNDSorting_I&lt;EOT&gt;</a>(nicheSize);
00104 <span class="keywordflow">else</span> <span class="keywordflow">if</span> (selStr == std::string(<span class="stringliteral">"NSGA-II"</span>))
00105 p2w = <span class="keyword">new</span> <a class="code" href="classeo_n_d_sorting___i_i.html">eoNDSorting_II&lt;EOT&gt;</a>();
00106 <span class="keywordflow">else</span> <span class="keywordflow">if</span> (selStr == std::string(<span class="stringliteral">"ParetoRanking"</span>))
00107 {
00108 <a class="code" href="classeo_dominance_map.html">eoDominanceMap&lt;EOT&gt;</a>&amp; dominance = _state.<a class="code" href="classeo_functor_store.html#a2">storeFunctor</a>(<span class="keyword">new</span> <a class="code" href="classeo_dominance_map.html">eoDominanceMap&lt;EOT&gt;</a>);
00109 p2w = <span class="keyword">new</span> <a class="code" href="classeo_pareto_ranking.html">eoParetoRanking&lt;EOT&gt;</a>(dominance);
00110 }
00111
00112 _state.<a class="code" href="classeo_functor_store.html#a2">storeFunctor</a>(p2w);
00113
00114 <span class="comment">// now the selector (from p2w) - cut-and-pasted from make_algo_scalar!</span>
00115 <span class="comment">// only all classes are now ...FromWorth ...</span>
00116 <span class="comment">// only the ranking is not re-implemented (yet?)</span>
00117 <a class="code" href="classeo_value_param.html">eoValueParam&lt;eoParamParamType&gt;</a>&amp; selectionParam = _parser.<a class="code" href="classeo_parameter_loader.html#a3">createParam</a>(<a class="code" href="classeo_param_param_type.html">eoParamParamType</a>(<span class="stringliteral">"DetTour(2)"</span>), <span class="stringliteral">"selection"</span>, <span class="stringliteral">"Selection: Roulette, DetTour(T), StochTour(t) or Random"</span>, <span class="charliteral">'S'</span>, <span class="stringliteral">"Evolution Engine"</span>);
00118
00119 <a class="code" href="classeo_param_param_type.html">eoParamParamType</a> &amp; ppSelect = selectionParam.<a class="code" href="classeo_value_param.html#a2">value</a>(); <span class="comment">// std::pair&lt;std::string,std::vector&lt;std::string&gt; &gt;</span>
00120
00121 <a class="code" href="classeo_select_one.html">eoSelectOne&lt;EOT&gt;</a>* select ;
00122 <span class="keywordflow">if</span> (ppSelect.first == std::string(<span class="stringliteral">"DetTour"</span>))
00123 {
00124 <span class="keywordtype">unsigned</span> detSize;
00125
00126 <span class="keywordflow">if</span> (!ppSelect.second.size()) <span class="comment">// no parameter added</span>
00127 {
00128 std::cerr &lt;&lt; <span class="stringliteral">"WARNING, no parameter passed to DetTour, using 2"</span> &lt;&lt; std::endl;
00129 detSize = 2;
00130 <span class="comment">// put back 2 in parameter for consistency (and status file)</span>
00131 ppSelect.second.push_back(std::string(<span class="stringliteral">"2"</span>));
00132 }
00133 <span class="keywordflow">else</span> <span class="comment">// parameter passed by user as DetTour(T)</span>
00134 detSize = atoi(ppSelect.second[0].c_str());
00135 select = <span class="keyword">new</span> <a class="code" href="classeo_det_tournament_worth_select.html">eoDetTournamentWorthSelect&lt;EOT&gt;</a>(*p2w, detSize);
00136 }
00137 <span class="keywordflow">else</span> <span class="keywordflow">if</span> (ppSelect.first == std::string(<span class="stringliteral">"StochTour"</span>))
00138 {
00139 <span class="keywordtype">double</span> p;
00140 <span class="keywordflow">if</span> (!ppSelect.second.size()) <span class="comment">// no parameter added</span>
00141 {
00142 std::cerr &lt;&lt; <span class="stringliteral">"WARNING, no parameter passed to StochTour, using 1"</span> &lt;&lt; std::endl;
00143 p = 1;
00144 <span class="comment">// put back p in parameter for consistency (and status file)</span>
00145 ppSelect.second.push_back(std::string(<span class="stringliteral">"1"</span>));
00146 }
00147 <span class="keywordflow">else</span> <span class="comment">// parameter passed by user as DetTour(T)</span>
00148 p = atof(ppSelect.second[0].c_str());
00149
00150 select = <span class="keyword">new</span> <a class="code" href="classeo_stoch_tournament_worth_select.html">eoStochTournamentWorthSelect&lt;EOT&gt;</a>(*p2w, p);
00151 }
00152 <span class="comment">// else if (ppSelect.first == std::string("Sequential")) // one after the other</span>
00153 <span class="comment">// {</span>
00154 <span class="comment">// bool b;</span>
00155 <span class="comment">// if (ppSelect.second.size() == 0) // no argument -&gt; default = ordered</span>
00156 <span class="comment">// {</span>
00157 <span class="comment">// b=true;</span>
00158 <span class="comment">// // put back in parameter for consistency (and status file)</span>
00159 <span class="comment">// ppSelect.second.push_back(std::string("ordered"));</span>
00160 <span class="comment">// }</span>
00161 <span class="comment">// else</span>
00162 <span class="comment">// b = !(ppSelect.second[0] == std::string("unordered"));</span>
00163 <span class="comment">// select = new eoSequentialWorthSelect&lt;EOT&gt;(b);</span>
00164 <span class="comment">// }</span>
00165 <span class="keywordflow">else</span> <span class="keywordflow">if</span> (ppSelect.first == std::string(<span class="stringliteral">"Roulette"</span>)) <span class="comment">// no argument (yet)</span>
00166 {
00167 select = <span class="keyword">new</span> <a class="code" href="classeo_roulette_worth_select.html">eoRouletteWorthSelect&lt;EOT&gt;</a>(*p2w);
00168 }
00169 <span class="keywordflow">else</span> <span class="keywordflow">if</span> (ppSelect.first == std::string(<span class="stringliteral">"Random"</span>)) <span class="comment">// no argument, no perf2Worth</span>
00170 {
00171 select = <span class="keyword">new</span> <a class="code" href="classeo_random_select.html">eoRandomSelect&lt;EOT&gt;</a>;
00172 }
00173 <span class="keywordflow">else</span>
00174 {
00175 std::string stmp = std::string(<span class="stringliteral">"Invalid selection: "</span>) + ppSelect.first;
00176 <span class="keywordflow">throw</span> std::runtime_error(stmp.c_str());
00177 }
00178
00179 _state.<a class="code" href="classeo_functor_store.html#a2">storeFunctor</a>(select);
00180
00181
00182 <span class="comment">// the number of offspring </span>
00183 <a class="code" href="classeo_value_param.html">eoValueParam&lt;eoHowMany&gt;</a>&amp; offspringRateParam = _parser.<a class="code" href="classeo_parameter_loader.html#a3">createParam</a>(<a class="code" href="classeo_how_many.html">eoHowMany</a>(1.0), <span class="stringliteral">"nbOffspring"</span>, <span class="stringliteral">"Nb of offspring (percentage or absolute)"</span>, <span class="charliteral">'O'</span>, <span class="stringliteral">"Evolution Engine"</span>);
00184
00185 <span class="comment">// the replacement</span>
00186 <span class="comment">// actually limited to eoNDPlusReplacement</span>
00187 <a class="code" href="classeo_replacement.html">eoReplacement&lt;EOT&gt;</a> &amp; replace = _state.<a class="code" href="classeo_functor_store.html#a2">storeFunctor</a>(
00188 <span class="keyword">new</span> <a class="code" href="classeo_n_d_plus_replacement.html">eoNDPlusReplacement&lt;EOT, double&gt;</a>(*p2w)
00189 );
00190
00191 <span class="comment">// the general breeder</span>
00192 <a class="code" href="classeo_general_breeder.html">eoGeneralBreeder&lt;EOT&gt;</a> *breed =
00193 <span class="keyword">new</span> <a class="code" href="classeo_general_breeder.html">eoGeneralBreeder&lt;EOT&gt;</a>(*select, _op, offspringRateParam.<a class="code" href="classeo_value_param.html#a2">value</a>());
00194 _state.<a class="code" href="classeo_functor_store.html#a2">storeFunctor</a>(breed);
00195
00196 <span class="comment">// now the eoEasyEA</span>
00197 <a class="code" href="classeo_algo.html">eoAlgo&lt;EOT&gt;</a> *algo = <span class="keyword">new</span> <a class="code" href="classeo_easy_e_a.html">eoEasyEA&lt;EOT&gt;</a>(_continue, _eval, *breed, replace);
00198 _state.<a class="code" href="classeo_functor_store.html#a2">storeFunctor</a>(algo);
00199 <span class="comment">// that's it!</span>
00200 <span class="keywordflow">return</span> *algo;
00201 }
00202
00203 <span class="preprocessor">#endif</span>
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