From c7d3cc755cd70c04b463c900ac8697ea7d965b07 Mon Sep 17 00:00:00 2001 From: legrand Date: Tue, 12 Dec 2006 14:46:07 +0000 Subject: [PATCH] git-svn-id: svn://scm.gforge.inria.fr/svnroot/paradiseo@36 331e1502-861f-0410-8da2-ba01fb791d7f --- trunk/paradiseo-moeo/AUTHORS | 3 + trunk/paradiseo-moeo/ChangeLog | 0 trunk/paradiseo-moeo/Makefile.am | 16 + trunk/paradiseo-moeo/NEWS | 7 + trunk/paradiseo-moeo/README | 63 ++ trunk/paradiseo-moeo/autogen.sh | 148 +++++ trunk/paradiseo-moeo/configure.in | 42 ++ trunk/paradiseo-moeo/docs/Makefile.am | 5 + trunk/paradiseo-moeo/docs/html/annotated.html | 59 ++ trunk/paradiseo-moeo/docs/html/classes.html | 50 ++ .../docs/html/classmoeoArchive-members.html | 42 ++ .../docs/html/classmoeoArchive.html | 205 ++++++ ...eoArchiveFitnessSavingUpdater-members.html | 43 ++ .../classmoeoArchiveFitnessSavingUpdater.html | 128 ++++ .../html/classmoeoArchiveUpdater-members.html | 41 ++ .../docs/html/classmoeoArchiveUpdater.html | 113 ++++ 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trunk/paradiseo-moeo/tutorials/lesson1/make_op_FlowShop.h diff --git a/trunk/paradiseo-moeo/AUTHORS b/trunk/paradiseo-moeo/AUTHORS new file mode 100644 index 000000000..6ec6becf5 --- /dev/null +++ b/trunk/paradiseo-moeo/AUTHORS @@ -0,0 +1,3 @@ +Sébastien Cahon +Arnaud Liefooghe +Thomas Legrand diff --git a/trunk/paradiseo-moeo/ChangeLog b/trunk/paradiseo-moeo/ChangeLog new file mode 100755 index 000000000..e69de29bb diff --git a/trunk/paradiseo-moeo/Makefile.am b/trunk/paradiseo-moeo/Makefile.am new file mode 100755 index 000000000..f82d6f279 --- /dev/null +++ b/trunk/paradiseo-moeo/Makefile.am @@ -0,0 +1,16 @@ +SUBDIRS = docs src tutorials + +clean_all: clean_aux clean_doc + -@make clean + -@(rm -rf aclocal.m4 autom4te.cache configure config.* CO* dep* INST* install-sh miss* mkins* Makefile Makefile.in;\ + cd docs; rm -rf Makefile Makefile.in *.doxytag; cd ../src ; rm -rf Makefile Makefile.in; cd ../tutorials; rm -rf Makefile Makefile.in;\ + cd lesson1; rm -rf .deps/ Makefile Makefile.in) + +clean_aux: + -@find . \( -name "*~" -o -name "*.old" -o -name "#*" -o -name "*.bak" \) -print -exec rm -rf \{\} \; + +doc: + -@(cd docs; make doc) + +clean_doc: + -@(cd docs; make clean-local) diff --git a/trunk/paradiseo-moeo/NEWS b/trunk/paradiseo-moeo/NEWS new file mode 100644 index 000000000..31fe551dc --- /dev/null +++ b/trunk/paradiseo-moeo/NEWS @@ -0,0 +1,7 @@ +* release 0.1 + +# Local Variables: +# coding: iso-8859-1 +# mode: text +# fill-column: 80 +# End: diff --git a/trunk/paradiseo-moeo/README b/trunk/paradiseo-moeo/README new file mode 100644 index 000000000..fa724d953 --- /dev/null +++ b/trunk/paradiseo-moeo/README @@ -0,0 +1,63 @@ + PARADISEO-MOEO README FILE +======================================================================= + check latest news at http://paradiseo.gforge.inria.fr/ +======================================================================= + +Welcome to ParadisEO-MOEO, the Multi-Objective Evolving Objects library. +The latest news about ParadisEO-MOEO can be found on the gforge repository at +http://paradiseo.gforge.inria.fr/ +In case of any problem, please e-mail us at +paradiseo-help@lists.gforge.inria.fr + + +================================================================== + BUILDING PARADISEO-MOEO +================================================================== +The basic installation procedure goes the following: + +Go to your build-directory and run + $(SRCDIR)/configure + make + make doc + +where $(SRCDIR) is the top-level source directory of PARADISEO-MOEO, +i.e. where the sources where unpacked. + +In case of problems, you can read the INSTALL file - but remember this +is a standard installation file from GNU and that it contains nothing +specific about PARADISEO-MOEO. + +To clean everything, the simply run + make clean_all + +=================================================================== + DIRECTORY STRUCTURE +=================================================================== +After unpacking the archive file, you should end up with the following +structure: + +.../ The MAIN PARADISEO-MO directory, created when unpacking. + | + +-- src SOURCE directory Contains most PARADISEO-MOEO .h files. + | + | + +-- docs DOCUMENTATION directory (generated by Doxygen). + | | + | +- html HTML files - start at index.html. + | | + | +- latex latex files - use to generate Postcript doc. + | | + | +- man Unix man format documentation. + | + | + +-- tutorials APPLICATIONS - one directory per separate application. + | + +- lesson1 a bi-objective flow-shop problem example with main algorithms. + | + +-benchmarks Instance files for testing. + +=================================================================== + NOTES +=================================================================== + +Mailing list : paradiseo-help@lists.gforge.inria.fr diff --git a/trunk/paradiseo-moeo/autogen.sh b/trunk/paradiseo-moeo/autogen.sh new file mode 100755 index 000000000..293b7972e --- /dev/null +++ b/trunk/paradiseo-moeo/autogen.sh @@ -0,0 +1,148 @@ +#!/bin/sh +# Run this to generate all the initial makefiles, etc. + +srcdir=`dirname $0` +PKG_NAME="the package." + +DIE=0 + +(autoconf --version) < /dev/null > /dev/null 2>&1 || { + echo + echo "**Error**: You must have \`autoconf' installed to." + echo "Download the appropriate package for your distribution," + echo "or get the source tarball at ftp://ftp.gnu.org/pub/gnu/" + DIE=1 +} + +(grep "^AM_PROG_LIBTOOL" $srcdir/configure.in >/dev/null) && { + (libtool --version) < /dev/null > /dev/null 2>&1 || { + echo + echo "**Error**: You must have \`libtool' installed." + echo "Get ftp://ftp.gnu.org/pub/gnu/libtool-1.2d.tar.gz" + echo "(or a newer version if it is available)" + DIE=1 + } +} + +grep "^AM_GNU_GETTEXT" $srcdir/configure.in >/dev/null && { + grep "sed.*POTFILES" $srcdir/configure.in >/dev/null || \ + (gettext --version) < /dev/null > /dev/null 2>&1 || { + echo + echo "**Error**: You must have \`gettext' installed." + echo "Get ftp://alpha.gnu.org/gnu/gettext-0.10.35.tar.gz" + echo "(or a newer version if it is available)" + DIE=1 + } +} + +grep "^AM_GNOME_GETTEXT" $srcdir/configure.in >/dev/null && { + grep "sed.*POTFILES" $srcdir/configure.in >/dev/null || \ + (gettext --version) < /dev/null > /dev/null 2>&1 || { + echo + echo "**Error**: You must have \`gettext' installed." + echo "Get ftp://alpha.gnu.org/gnu/gettext-0.10.35.tar.gz" + echo "(or a newer version if it is available)" + DIE=1 + } +} + +(automake --version) < /dev/null > /dev/null 2>&1 || { + echo + echo "**Error**: You must have \`automake' installed." + echo "Get ftp://ftp.gnu.org/pub/gnu/automake-1.3.tar.gz" + echo "(or a newer version if it is available)" + DIE=1 + NO_AUTOMAKE=yes +} + + +# if no automake, don't bother testing for aclocal +test -n "$NO_AUTOMAKE" || (aclocal --version) < /dev/null > /dev/null 2>&1 || { + echo + echo "**Error**: Missing \`aclocal'. The version of \`automake'" + echo "installed doesn't appear recent enough." + echo "Get ftp://ftp.gnu.org/pub/gnu/automake-1.3.tar.gz" + echo "(or a newer version if it is available)" + DIE=1 +} + +if test "$DIE" -eq 1; then + exit 1 +fi + +if test -z "$*"; then + echo "**Warning**: I am going to run \`configure' with no arguments." + echo "If you wish to pass any to it, please specify them on the" + echo \`$0\'" command line." + echo +fi + +case $CC in +xlc ) + am_opt=--include-deps;; +esac + +for coin in `find $srcdir -name configure.in -print` +do + dr=`dirname $coin` + if test -f $dr/NO-AUTO-GEN; then + echo skipping $dr -- flagged as no auto-gen + else + echo processing $dr + macrodirs=`sed -n -e 's,AM_ACLOCAL_INCLUDE(\(.*\)),\1,gp' < $coin` + ( cd $dr + aclocalinclude="$ACLOCAL_FLAGS" + for k in $macrodirs; do + if test -d $k; then + aclocalinclude="$aclocalinclude -I $k" + ##else + ## echo "**Warning**: No such directory \`$k'. Ignored." + fi + done + if grep "^AM_GNU_GETTEXT" configure.in >/dev/null; then + if grep "sed.*POTFILES" configure.in >/dev/null; then + : do nothing -- we still have an old unmodified configure.in + else + echo "Creating $dr/aclocal.m4 ..." + test -r $dr/aclocal.m4 || touch $dr/aclocal.m4 + echo "Running gettextize... Ignore non-fatal messages." + echo "no" | gettextize --force --copy + echo "Making $dr/aclocal.m4 writable ..." + test -r $dr/aclocal.m4 && chmod u+w $dr/aclocal.m4 + fi + fi + if grep "^AM_GNOME_GETTEXT" configure.in >/dev/null; then + echo "Creating $dr/aclocal.m4 ..." + test -r $dr/aclocal.m4 || touch $dr/aclocal.m4 + echo "Running gettextize... Ignore non-fatal messages." + echo "no" | gettextize --force --copy + echo "Making $dr/aclocal.m4 writable ..." + test -r $dr/aclocal.m4 && chmod u+w $dr/aclocal.m4 + fi + if grep "^AM_PROG_LIBTOOL" configure.in >/dev/null; then + echo "Running libtoolize..." + libtoolize --force --copy + fi + echo "Running aclocal $aclocalinclude ..." + aclocal $aclocalinclude + if grep "^AM_CONFIG_HEADER" configure.in >/dev/null; then + echo "Running autoheader..." + autoheader + fi + echo "Running automake --gnu $am_opt ..." + automake --add-missing --gnu $am_opt + echo "Running autoconf ..." + autoconf + ) + fi +done + +#conf_flags="--enable-maintainer-mode --enable-compile-warnings" #--enable-iso-c + +if test x$NOCONFIGURE = x; then + echo Running $srcdir/configure $conf_flags "$@" ... + $srcdir/configure $conf_flags "$@" \ + && echo Now type \`make\' to compile $PKG_NAME +else + echo Skipping configure process. +fi diff --git a/trunk/paradiseo-moeo/configure.in b/trunk/paradiseo-moeo/configure.in new file mode 100755 index 000000000..d9b053ddc --- /dev/null +++ b/trunk/paradiseo-moeo/configure.in @@ -0,0 +1,42 @@ +AC_INIT(configure.in) +AM_INIT_AUTOMAKE(moeo, 0.1) + +AC_ISC_POSIX +AC_PROG_CXX +AM_PROG_CC_STDC +AC_HEADER_STDC +AC_PROG_RANLIB + +AC_PROG_INSTALL +AC_PROG_LN_S +AC_PROG_MAKE_SET + +AC_C_CONST +AC_C_INLINE +AC_TYPE_SIZE_T + +AC_SUBST(EO_DIR) + +dnl EO +AC_ARG_WITH(EOdir, + --with-EOdir : Giving the path of the EO tree., + EO_DIR="$withval" + if test ! -d $EO_DIR + then + echo "" + echo "# --with-EOdir Invalid directory $withval" + exit 1 + fi, + echo "" + echo "# You forgot to give the path of the EO tree !" + echo "# Please write something like ... './configure --with-EOdir=\$HOME/eo'" + exit 1 + ) + +AC_OUTPUT([ +Makefile +src/Makefile +docs/Makefile +tutorials/Makefile +tutorials/lesson1/Makefile +]) diff --git a/trunk/paradiseo-moeo/docs/Makefile.am b/trunk/paradiseo-moeo/docs/Makefile.am new file mode 100644 index 000000000..254b2661c --- /dev/null +++ b/trunk/paradiseo-moeo/docs/Makefile.am @@ -0,0 +1,5 @@ +doc: + -@doxygen moeo.doxyfile + +clean-local: + rm -rf html latex man diff --git a/trunk/paradiseo-moeo/docs/html/annotated.html b/trunk/paradiseo-moeo/docs/html/annotated.html new file mode 100644 index 000000000..e1ae7f813 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/annotated.html @@ -0,0 +1,59 @@ + + +ParadisEO-MOEO: Class List + + + + +
+
+
+
+

ParadisEO-MOEO Class List

Here are the classes, structs, unions and interfaces with brief descriptions: + + + + + + + + + + + + + + + + + + + + + +
moeoArchive< EOT >An archive is a secondary population that stores non-dominated solutions
moeoArchiveFitnessSavingUpdater< EOT >This class allows to save the fitnesses of solutions contained in an archive into a file at each generation
moeoArchiveUpdater< EOT >This class allows to update the archive at each generation with newly found non-dominated solutions
moeoBinaryMetricSavingUpdater< EOT >This class allows to save the progression of a binary metric comparing the fitness values of the current population (or archive) with the fitness values of the population (or archive) of the generation (n-1) into a file
moeoBM< A1, A2, R >Base class for binary metrics
moeoCombinedMOLS< EOT >This class allows to embed a set of local searches that are sequentially applied, and so working and updating the same archive of non-dominated solutions
moeoContributionMetric< EOT >The contribution metric evaluates the proportion of non-dominated solutions given by a Pareto set relatively to another Pareto set
moeoDisctinctElitistReplacement< EOT, WorthT >Same than moeoElitistReplacement except that distinct individuals are privilegied
moeoElitistReplacement< EOT, WorthT >Keep all the best individuals (almost cut-and-pasted from eoNDPlusReplacement, (c) Maarten Keijzer, Marc Schoenauer and GeNeura Team, 2002)
moeoEntropyMetric< EOT >The entropy gives an idea of the diversity of a Pareto set relatively to another Pareto set
moeoHybridMOLS< EOT >This class allows to apply a multi-objective local search to a number of selected individuals contained in the archive at every generation until a stopping criteria is verified
moeoMetricBase class for performance metrics (also called quality indicators)
moeoMOLS< EOT >Abstract class for local searches applied to multi-objective optimization
moeoReplacement< EOT, WorthT >Replacement strategy for multi-objective optimization
moeoSelectOneFromPopAndArch< EOT >Elitist selection process that consists in choosing individuals in the archive as well as in the current population
moeoSolutionUM< EOT, R, EOFitness >Base class for unary metrics dedicated to the performance evaluation of a single solution's Pareto fitness
moeoSolutionVsSolutionBM< EOT, R, EOFitness >Base class for binary metrics dedicated to the performance comparison between two solutions's Pareto fitnesses
moeoUM< A, R >Base class for unary metrics
moeoVectorUM< EOT, R, EOFitness >Base class for unary metrics dedicated to the performance evaluation of a Pareto set (a vector of Pareto fitnesses)
moeoVectorVsSolutionBM< EOT, R, EOFitness >Base class for binary metrics dedicated to the performance comparison between a Pareto set (a vector of Pareto fitnesses) and a single solution's Pareto fitness
moeoVectorVsVectorBM< EOT, R, EOFitness >Base class for binary metrics dedicated to the performance comparison between two Pareto sets (two vectors of Pareto fitnesses)
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classes.html b/trunk/paradiseo-moeo/docs/html/classes.html new file mode 100644 index 000000000..46f3bae98 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classes.html @@ -0,0 +1,50 @@ + + +ParadisEO-MOEO: Alphabetical List + + + + +
+
+
+
+

ParadisEO-MOEO Class Index

A | B | C | D | E | H | M | R | S | U | V

+ +
  A  
+		moeoDisctinctElitistReplacement   
  S  
+
moeoArchive   
  E  
+		moeoSelectOneFromPopAndArch   
moeoArchiveFitnessSavingUpdater   moeoElitistReplacement   moeoSolutionUM   
moeoArchiveUpdater   moeoEntropyMetric   moeoSolutionVsSolutionBM   
  B  
+
  H  
+
  U  
+
moeoBinaryMetricSavingUpdater   moeoHybridMOLS   moeoUM   
moeoBM   
  M  
+
  V  
+
  C  
+		moeoMetric   moeoVectorUM   
moeoCombinedMOLS   moeoMOLS   moeoVectorVsSolutionBM   
moeoContributionMetric   
  R  
+		moeoVectorVsVectorBM   
  D  
+		moeoReplacement   

A | B | C | D | E | H | M | R | S | U | V

+

Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoArchive-members.html b/trunk/paradiseo-moeo/docs/html/classmoeoArchive-members.html new file mode 100644 index 000000000..d1ea2930f --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoArchive-members.html @@ -0,0 +1,42 @@ + + +ParadisEO-MOEO: Member List + + + + +
+
+
+
+

moeoArchive< EOT > Member List

This is the complete list of members for moeoArchive< EOT >, including all inherited members.

+ + + + + +
contains(const EOFitness &_fit) constmoeoArchive< EOT > [inline]
dominates(const EOFitness &_fit) constmoeoArchive< EOT > [inline]
EOFitness typedefmoeoArchive< EOT >
update(const EOT &_eo)moeoArchive< EOT > [inline]
update(const eoPop< EOT > &_pop)moeoArchive< EOT > [inline]

Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoArchive.html b/trunk/paradiseo-moeo/docs/html/classmoeoArchive.html new file mode 100644 index 000000000..9ca690504 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoArchive.html @@ -0,0 +1,205 @@ + + +ParadisEO-MOEO: moeoArchive< EOT > Class Template Reference + + + + +
+
+
+
+

moeoArchive< EOT > Class Template Reference

An archive is a secondary population that stores non-dominated solutions. +More... +

+#include <moeoArchive.h> +

+List of all members. + + + + + + + + + + + + + + + + + + +

Public Types

+typedef EOT::Fitness EOFitness
 The fitness type of a solution.

Public Member Functions

bool dominates (const EOFitness &_fit) const
 Returns true if the current archive dominates _fit.
bool contains (const EOFitness &_fit) const
 Returns true if the current archive contains _fit.
void update (const EOT &_eo)
 Updates the archive with a given individual _eo.
void update (const eoPop< EOT > &_pop)
 Updates the archive with a given population _pop.
+

Detailed Description

+

template<class EOT>
+ class moeoArchive< EOT >

+ +An archive is a secondary population that stores non-dominated solutions. +

+ +

+Definition at line 21 of file moeoArchive.h.

Member Function Documentation

+ +
+
+
+template<class EOT>
+ + + + + + + + + +
bool moeoArchive< EOT >::dominates (const EOFitness &  _fit  )  const [inline]
+
+
+ +

+Returns true if the current archive dominates _fit. +

+

Parameters:
+ + +
_fit the (Pareto) fitness to compare with the current archive
+
+ +

+Definition at line 39 of file moeoArchive.h. +

+Referenced by moeoArchive< EOT >::update(). +

+

+ +

+
+
+template<class EOT>
+ + + + + + + + + +
bool moeoArchive< EOT >::contains (const EOFitness &  _fit  )  const [inline]
+
+
+ +

+Returns true if the current archive contains _fit. +

+

Parameters:
+ + +
_fit the (Pareto) fitness to search within the current archive
+
+ +

+Definition at line 51 of file moeoArchive.h. +

+

+ +

+
+
+template<class EOT>
+ + + + + + + + + +
void moeoArchive< EOT >::update (const EOT &  _eo  )  [inline]
+
+
+ +

+Updates the archive with a given individual _eo. +

+

Parameters:
+ + +
_eo the given individual
+
+ +

+Definition at line 63 of file moeoArchive.h. +

+References moeoArchive< EOT >::dominates(). +

+Referenced by moeoArchive< EOT >::update(). +

+

+ +

+
+
+template<class EOT>
+ + + + + + + + + +
void moeoArchive< EOT >::update (const eoPop< EOT > &  _pop  )  [inline]
+
+
+ +

+Updates the archive with a given population _pop. +

+

Parameters:
+ + +
_pop the given population
+
+ +

+Definition at line 98 of file moeoArchive.h. +

+References moeoArchive< EOT >::update(). +

+

+

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoArchiveFitnessSavingUpdater-members.html b/trunk/paradiseo-moeo/docs/html/classmoeoArchiveFitnessSavingUpdater-members.html new file mode 100644 index 000000000..7a7baaa02 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoArchiveFitnessSavingUpdater-members.html @@ -0,0 +1,43 @@ + + +ParadisEO-MOEO: Member List + + + + +
+
+
+
+

moeoArchiveFitnessSavingUpdater< EOT > Member List

This is the complete list of members for moeoArchiveFitnessSavingUpdater< EOT >, including all inherited members.

+ + + + + + +
archmoeoArchiveFitnessSavingUpdater< EOT > [private]
countermoeoArchiveFitnessSavingUpdater< EOT > [private]
filenamemoeoArchiveFitnessSavingUpdater< EOT > [private]
idmoeoArchiveFitnessSavingUpdater< EOT > [private]
moeoArchiveFitnessSavingUpdater(moeoArchive< EOT > &_arch, const std::string &_filename="Res/Arch", int _id=-1)moeoArchiveFitnessSavingUpdater< EOT > [inline]
operator()()moeoArchiveFitnessSavingUpdater< EOT > [inline]

Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoArchiveFitnessSavingUpdater.html b/trunk/paradiseo-moeo/docs/html/classmoeoArchiveFitnessSavingUpdater.html new file mode 100644 index 000000000..c1074ee32 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoArchiveFitnessSavingUpdater.html @@ -0,0 +1,128 @@ + + +ParadisEO-MOEO: moeoArchiveFitnessSavingUpdater< EOT > Class Template Reference + + + + +
+
+
+
+

moeoArchiveFitnessSavingUpdater< EOT > Class Template Reference

This class allows to save the fitnesses of solutions contained in an archive into a file at each generation. +More... +

+#include <moeoArchiveFitnessSavingUpdater.h> +

+List of all members. + + + + + + + + + + + + + + + + + + + + + +

Public Member Functions

 moeoArchiveFitnessSavingUpdater (moeoArchive< EOT > &_arch, const std::string &_filename="Res/Arch", int _id=-1)
 Ctor.
+void operator() ()
 Saves the fitness of the archive's members into the file.

Private Attributes

+moeoArchive< EOT > & arch
 local archive
+std::string filename
 target filename
+int id
 own ID
+unsigned counter
 counter
+

Detailed Description

+

template<class EOT>
+ class moeoArchiveFitnessSavingUpdater< EOT >

+ +This class allows to save the fitnesses of solutions contained in an archive into a file at each generation. +

+ +

+Definition at line 27 of file moeoArchiveFitnessSavingUpdater.h.

Constructor & Destructor Documentation

+ +
+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + + + + + + + +
moeoArchiveFitnessSavingUpdater< EOT >::moeoArchiveFitnessSavingUpdater (moeoArchive< EOT > &  _arch,
const std::string &  _filename = "Res/Arch",
int  _id = -1 
) [inline]
+
+
+ +

+Ctor. +

+

Parameters:
+ + + + +
_arch local archive
_filename target filename
_id own ID
+
+ +

+Definition at line 37 of file moeoArchiveFitnessSavingUpdater.h. +

+

+

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoArchiveUpdater-members.html b/trunk/paradiseo-moeo/docs/html/classmoeoArchiveUpdater-members.html new file mode 100644 index 000000000..fa02e65c6 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoArchiveUpdater-members.html @@ -0,0 +1,41 @@ + + +ParadisEO-MOEO: Member List + + + + +
+
+
+
+

moeoArchiveUpdater< EOT > Member List

This is the complete list of members for moeoArchiveUpdater< EOT >, including all inherited members.

+ + + + +
archmoeoArchiveUpdater< EOT > [private]
moeoArchiveUpdater(moeoArchive< EOT > &_arch, const eoPop< EOT > &_pop)moeoArchiveUpdater< EOT > [inline]
operator()()moeoArchiveUpdater< EOT > [inline]
popmoeoArchiveUpdater< EOT > [private]

Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoArchiveUpdater.html b/trunk/paradiseo-moeo/docs/html/classmoeoArchiveUpdater.html new file mode 100644 index 000000000..9a5874d1b --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoArchiveUpdater.html @@ -0,0 +1,113 @@ + + +ParadisEO-MOEO: moeoArchiveUpdater< EOT > Class Template Reference + + + + +
+
+
+
+

moeoArchiveUpdater< EOT > Class Template Reference

This class allows to update the archive at each generation with newly found non-dominated solutions. +More... +

+#include <moeoArchiveUpdater.h> +

+List of all members. + + + + + + + + + + + + + + + +

Public Member Functions

 moeoArchiveUpdater (moeoArchive< EOT > &_arch, const eoPop< EOT > &_pop)
 Ctor.
+void operator() ()
 Updates the archive with newly found non-dominated solutions contained in the main population.

Private Attributes

+moeoArchive< EOT > & arch
 the archive of non-dominated solutions
+const eoPop< EOT > & pop
 the main population
+

Detailed Description

+

template<class EOT>
+ class moeoArchiveUpdater< EOT >

+ +This class allows to update the archive at each generation with newly found non-dominated solutions. +

+ +

+Definition at line 23 of file moeoArchiveUpdater.h.

Constructor & Destructor Documentation

+ +
+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + +
moeoArchiveUpdater< EOT >::moeoArchiveUpdater (moeoArchive< EOT > &  _arch,
const eoPop< EOT > &  _pop 
) [inline]
+
+
+ +

+Ctor. +

+

Parameters:
+ + + +
_arch an archive of non-dominated solutions
_pop the main population
+
+ +

+Definition at line 32 of file moeoArchiveUpdater.h. +

+

+

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoBM.html b/trunk/paradiseo-moeo/docs/html/classmoeoBM.html new file mode 100644 index 000000000..e22e36294 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoBM.html @@ -0,0 +1,65 @@ + + +ParadisEO-MOEO: moeoBM< A1, A2, R > Class Template Reference + + + + +
+
+
+
+

moeoBM< A1, A2, R > Class Template Reference

Base class for binary metrics. +More... +

+#include <moeoMetric.h> +

+

Inheritance diagram for moeoBM< A1, A2, R >: +

+ +moeoMetric +moeoSolutionVsSolutionBM< EOT, R, EOFitness > +moeoVectorVsSolutionBM< EOT, R, EOFitness > +moeoVectorVsVectorBM< EOT, R, EOFitness > +moeoVectorVsVectorBM< EOT, double > +moeoContributionMetric< EOT > +moeoEntropyMetric< EOT > + + + +
+

Detailed Description

+

template<class A1, class A2, class R>
+ class moeoBM< A1, A2, R >

+ +Base class for binary metrics. +

+ +

+Definition at line 38 of file moeoMetric.h.

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoBM.png b/trunk/paradiseo-moeo/docs/html/classmoeoBM.png new file mode 100644 index 0000000000000000000000000000000000000000..df485aced9431dd411258d2bca1b72fcbfb1dc96 GIT binary patch literal 2807 zcmcImX*k>28vk1wRdiEQTeZ_(QaYBZpiy)|)fT%bsqJqmY7ZK!t*OjZg-h^=T5IV< zg2onWm8p(cOD(ZB6je!?B2)4k?Gb&f5~x+y2(VX!Mq-T`p~e=)=q}49HthEnPtSnK3W_drK1k{5S5Shs+V$m5 zw6-M+c_ODq7-UMsmSjbC;HjZqP`+8&18V0PJGZU#5Rgf^ums}F7*+BhGx>u2as8fx zbIlLbRS->HsRpx@1pNf+Dr9R3`o~}(^!C?ADB5wD7*q&kdajx?R~Kh%g@B(|#|40E zJKOK9fRlp!jo5p4+53T`Na>2i(SyLrjsOuLmHE4#cQhLS&NpKKKn9Hf?u%C{07m~G zwflw-bC!Mscd|w(@GS`Y_?;U2G6yaenj;#;_vH?hD7Ym)w9*a6X>O)) zbz8Fbt%-QlD_x>>1p@`=SmD!nE{zSFqqy8H&%~>CjNjC2j|&%B*}uOp*b8)CpaFQ z^QHcBnbEv_K2u6JiCWb!3Yt0vs3Y)@&y3dvAr5fA#*d+fXZnix5slQM0NJ5w zd_%tSCZ1nG;RtC20aJOC3poGl)E@`&YF95SNBEm&6&6S~);#M*4v4yq{{bw)m&Xpq ztNlAwKUG?@g@JGQrP;YyHi`#M3V_Vpe=((guPd#$%%Xz|r~B2}0GDswguGz+d`}cc zRI=v@AG4Gs#S1@`oXy}SH=7#C8V3&VDz5lbK-t)=j&b^$94K{}Az46Hf?)*-!@{8TeJZhlB|2S6 z)(rKW({aiiZ}!GgG~sI0r9!cksV%VG!UdV(-UAO?<8-0fb|a4hMjs{VTg?`BY-l@n$v~kEuGLeua=wd+KYlg`gO)@nFW`!!BSFyNTVN8Y z3^%t~)l*`;boBeBpvj;fKX`9dwXT?!=d7+)UUs(#u`ZXCpHa)~@}cXz!)c;j6_e_Y zG(}b^fGMNFr+3Ru6vDW;qBlRtz+)1qBR{=YtBtad@mZ^{QtB()mnvmLOA*EIf8ayrhAFOhKGu` z+v;Jyr%QZKE1J8@CfeXlyE>O!*Mn{A;1LF-m{e-sKvgyTAa>T*;%TSbT6Ine=rwfQ z3;L$lQfeZ&l%;Z$vWm2wH@;f2=gQE4CgR?T`$BQ*K0UZ6{*|GrdOte%wdt!M4EwGy zWb2NxH8IQXSo(>I8I$d-d?BjP$`|(;|Gnl8ET|-U_NFl9Z~t03Hc@ zd%~;!Am;{SbOUP{7-?qKe1eXEuDr8BlQ?#^S% z3)XG-R0Ci2w7O$Kr}>D8h(Nd-6W4i-Hfzo!&!2$4D=L=6TBZbZJx^m{(kGXq+^ zB#mZNxwx!!D}h0iL+J=ed7w?gx<<=fZxWr-eYmr8s?^9IaK`;@h?ykska(A?RckC8 z+)DF$AGUQ2<^U_XzS0ozPh>0@SATU!vI*znx^!kVqjgFgAY2wIymd)L?{6vCZSuaE zwV_JMSFPN#TWNlyc8=4)j9uKbm1y!<+mI`VR6^6+EK!#cWP;N0(w^atkJIl}u%`rc8PnA2Y*t+xKfQQ!J# z_P9~jYNagG^Uo~)AH@0JHn*h5cjuY>=Zds3lRZ%k`wx!BBFUym{>I%>w8=>Nm zj>7a$3Dj?pj*0}S2h{EF36Z6HNuM>m)(oYhlH%WdmevA0Lc6PKH5c0AzZ#UYXq#cH zGVpjyt!m$tTWY}=VZyL!F*!G|N=rw{c#;;~E$dW|ri?9+shC`4Puq$|74wBj=|WC6 z5O5=gL>AjE6N|HXTD%wj^djP3{Rm!bPLliruHQi~Z}lM{=M+QSKMZ2eXgttxn}#GuY~Adw;(gR^I;#jY);cU2^77J8T)87FHD{kmdP| z>Ob6^<)&(`j+Hngl;Agch4H-S({PNQRx;=tB~DBRop9*00aWUtEXIY*+$l}>bJ!zj zRm7C$_fd|y*%AAr#M|WxV&4?dJ-=}Cm++Sx)F-y_mt(CRR*n;11h%HQTVe)FeY4M} z!#2SNuaIx=eX)KSrZaw&FuYi%iftCU#83BHM@GTLN!+!v(31FK5 literal 0 HcmV?d00001 diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoBinaryMetricSavingUpdater-members.html b/trunk/paradiseo-moeo/docs/html/classmoeoBinaryMetricSavingUpdater-members.html new file mode 100644 index 000000000..0a61cdc35 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoBinaryMetricSavingUpdater-members.html @@ -0,0 +1,46 @@ + + +ParadisEO-MOEO: Member List + + + + +
+
+
+
+

moeoBinaryMetricSavingUpdater< EOT > Member List

This is the complete list of members for moeoBinaryMetricSavingUpdater< EOT >, including all inherited members.

+ + + + + + + + + +
countermoeoBinaryMetricSavingUpdater< EOT > [private]
EOFitness typedefmoeoBinaryMetricSavingUpdater< EOT >
filenamemoeoBinaryMetricSavingUpdater< EOT > [private]
firstGenmoeoBinaryMetricSavingUpdater< EOT > [private]
metricmoeoBinaryMetricSavingUpdater< EOT > [private]
moeoBinaryMetricSavingUpdater(moeoVectorVsVectorBM< EOT, double > &_metric, const eoPop< EOT > &_pop, std::string _filename)moeoBinaryMetricSavingUpdater< EOT > [inline]
oldPopmoeoBinaryMetricSavingUpdater< EOT > [private]
operator()()moeoBinaryMetricSavingUpdater< EOT > [inline]
popmoeoBinaryMetricSavingUpdater< EOT > [private]

Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoBinaryMetricSavingUpdater.html b/trunk/paradiseo-moeo/docs/html/classmoeoBinaryMetricSavingUpdater.html new file mode 100644 index 000000000..2a1c5cf80 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoBinaryMetricSavingUpdater.html @@ -0,0 +1,142 @@ + + +ParadisEO-MOEO: moeoBinaryMetricSavingUpdater< EOT > Class Template Reference + + + + +
+
+
+
+

moeoBinaryMetricSavingUpdater< EOT > Class Template Reference

This class allows to save the progression of a binary metric comparing the fitness values of the current population (or archive) with the fitness values of the population (or archive) of the generation (n-1) into a file. +More... +

+#include <moeoBinaryMetricSavingUpdater.h> +

+List of all members. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

Public Types

+typedef EOT::Fitness EOFitness
 The fitness type of a solution.

Public Member Functions

 moeoBinaryMetricSavingUpdater (moeoVectorVsVectorBM< EOT, double > &_metric, const eoPop< EOT > &_pop, std::string _filename)
 Ctor.
+void operator() ()
 Saves the metric's value for the current generation.

Private Attributes

+moeoVectorVsVectorBM< EOT,
+ double > & 		metric
 binary metric comparing two Pareto sets
+const eoPop< EOT > & pop
 main population
+eoPop< EOT > oldPop
 (n-1) population
+std::string filename
 target filename
+bool firstGen
 is it the first generation ?
+unsigned counter
 counter
+

Detailed Description

+

template<class EOT>
+ class moeoBinaryMetricSavingUpdater< EOT >

+ +This class allows to save the progression of a binary metric comparing the fitness values of the current population (or archive) with the fitness values of the population (or archive) of the generation (n-1) into a file. +

+ +

+Definition at line 26 of file moeoBinaryMetricSavingUpdater.h.

Constructor & Destructor Documentation

+ +
+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + + + + + + + +
moeoBinaryMetricSavingUpdater< EOT >::moeoBinaryMetricSavingUpdater (moeoVectorVsVectorBM< EOT, double > &  _metric,
const eoPop< EOT > &  _pop,
std::string  _filename 
) [inline]
+
+
+ +

+Ctor. +

+

Parameters:
+ + + + +
_metric the binary metric comparing two Pareto sets
_pop the main population
_filename the target filename
+
+ +

+Definition at line 41 of file moeoBinaryMetricSavingUpdater.h. +

+

+

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoCombinedMOLS-members.html b/trunk/paradiseo-moeo/docs/html/classmoeoCombinedMOLS-members.html new file mode 100644 index 000000000..ca83216a0 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoCombinedMOLS-members.html @@ -0,0 +1,42 @@ + + +ParadisEO-MOEO: Member List + + + + +
+
+
+
+

moeoCombinedMOLS< EOT > Member List

This is the complete list of members for moeoCombinedMOLS< EOT >, including all inherited members.

+ + + + + +
add(moeoMOLS< EOT > &_ls)moeoCombinedMOLS< EOT > [inline]
combinedMOLSmoeoCombinedMOLS< EOT > [private]
evalmoeoCombinedMOLS< EOT > [private]
moeoCombinedMOLS(eoEvalFunc< EOT > &_eval, moeoMOLS< EOT > &_first_ls)moeoCombinedMOLS< EOT > [inline]
operator()(const EOT &_eo, moeoArchive< EOT > &_arch)moeoCombinedMOLS< EOT > [inline]

Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoCombinedMOLS.html b/trunk/paradiseo-moeo/docs/html/classmoeoCombinedMOLS.html new file mode 100644 index 000000000..ed34b6acd --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoCombinedMOLS.html @@ -0,0 +1,199 @@ + + +ParadisEO-MOEO: moeoCombinedMOLS< EOT > Class Template Reference + + + + +
+
+
+
+

moeoCombinedMOLS< EOT > Class Template Reference

This class allows to embed a set of local searches that are sequentially applied, and so working and updating the same archive of non-dominated solutions. +More... +

+#include <moeoCombinedMOLS.h> +

+

Inheritance diagram for moeoCombinedMOLS< EOT >: +

+ +moeoMOLS< EOT > + +List of all members. + + + + + + + + + + + + + + + + + + +

Public Member Functions

 moeoCombinedMOLS (eoEvalFunc< EOT > &_eval, moeoMOLS< EOT > &_first_ls)
 Ctor.
void add (moeoMOLS< EOT > &_ls)
 Adds a new local search to combine.
void operator() (const EOT &_eo, moeoArchive< EOT > &_arch)
 Gives a new solution in order to explore the neigborhood.

Private Attributes

+eoEvalFunc< EOT > & eval
 the full evaluator of a solution
+std::vector< moeoMOLS< EOT > * > combinedMOLS
 the vector that contains the combined MOLS
+

Detailed Description

+

template<class EOT>
+ class moeoCombinedMOLS< EOT >

+ +This class allows to embed a set of local searches that are sequentially applied, and so working and updating the same archive of non-dominated solutions. +

+ +

+Definition at line 24 of file moeoCombinedMOLS.h.

Constructor & Destructor Documentation

+ +
+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + +
moeoCombinedMOLS< EOT >::moeoCombinedMOLS (eoEvalFunc< EOT > &  _eval,
moeoMOLS< EOT > &  _first_ls 
) [inline]
+
+
+ +

+Ctor. +

+

Parameters:
+ + + +
_eval the full evaluator of a solution
_first_ls the first multi-objective local search to add
+
+ +

+Definition at line 33 of file moeoCombinedMOLS.h. +

+References moeoCombinedMOLS< EOT >::combinedMOLS. +

+

+

Member Function Documentation

+ +
+
+
+template<class EOT>
+ + + + + + + + + +
void moeoCombinedMOLS< EOT >::add (moeoMOLS< EOT > &  _ls  )  [inline]
+
+
+ +

+Adds a new local search to combine. +

+

Parameters:
+ + +
_ls the multi-objective local search to add
+
+ +

+Definition at line 43 of file moeoCombinedMOLS.h. +

+References moeoCombinedMOLS< EOT >::combinedMOLS. +

+

+ +

+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + +
void moeoCombinedMOLS< EOT >::operator() (const EOT &  _eo,
moeoArchive< EOT > &  _arch 
) [inline]
+
+
+ +

+Gives a new solution in order to explore the neigborhood. +

+The new non-dominated solutions are added to the archive

Parameters:
+ + + +
_eo the solution
_arch the archive of non-dominated solutions
+
+ +

+Definition at line 54 of file moeoCombinedMOLS.h. +

+References moeoCombinedMOLS< EOT >::combinedMOLS, and moeoCombinedMOLS< EOT >::eval. +

+

+

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoCombinedMOLS.png b/trunk/paradiseo-moeo/docs/html/classmoeoCombinedMOLS.png new file mode 100644 index 0000000000000000000000000000000000000000..5ebc17cd38d2137fcd5bca96ac32713aba07f00e GIT binary patch literal 532 zcmV+v0_**WP)td@H;iYg+Yfw5fxNx%v*^QL{Iy@6|a;fTy zmQ#3@sn8x?2BR6lnfnyZU@5>e_ni;uM{pvok+X-_OyjZa>4%-yJzQQWjo>FcuZt@i zwe*=gwVau`Q;VWm-z2K;$GXl>spao1-~qo3eCnsgDZ8CJej)h%`%U4u`~6MfZ>*Mp z2Rz^b4|u=>9`JvJ(>%k3Q?4i$@Qc8K&>cwNj`JE=ViFN=DJ_TdL?lOWbi8#Kp*<6a z(aKsJmOS5zoB`f%O-OYOv*&H(XS5g^T)3+{*^O3x85~JCkj!a7wuzs~Vt}n6zyeP) z723lAA8^hcz?W?oTf-SledfM%p|9aY&*43W=;1Q4(O8(i={y~Dp7wBgp)`UII@hbq zi4G?p197lXOP{$@%Xa1uwTNCtH3+5_Zcx>tXx2B0s=Hdc&Ub2=WdRTPW#BVEEq(yj W`Ah&6jG5B_0000 + +ParadisEO-MOEO: Member List + + + + +
+
+
+
+

moeoContributionMetric< EOT > Member List

This is the complete list of members for moeoContributionMetric< EOT >, including all inherited members.

+ + + + + +
card_C(const std::vector< EOFitness > &_set1, const std::vector< EOFitness > &_set2)moeoContributionMetric< EOT > [inline, private]
card_N(const std::vector< EOFitness > &_set1, const std::vector< EOFitness > &_set2)moeoContributionMetric< EOT > [inline, private]
card_W(const std::vector< EOFitness > &_set1, const std::vector< EOFitness > &_set2)moeoContributionMetric< EOT > [inline, private]
EOFitness typedefmoeoContributionMetric< EOT >
operator()(const std::vector< EOFitness > &_set1, const std::vector< EOFitness > &_set2)moeoContributionMetric< EOT > [inline]

Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoContributionMetric.html b/trunk/paradiseo-moeo/docs/html/classmoeoContributionMetric.html new file mode 100644 index 000000000..86d00239e --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoContributionMetric.html @@ -0,0 +1,255 @@ + + +ParadisEO-MOEO: moeoContributionMetric< EOT > Class Template Reference + + + + +
+
+
+
+

moeoContributionMetric< EOT > Class Template Reference

The contribution metric evaluates the proportion of non-dominated solutions given by a Pareto set relatively to another Pareto set. +More... +

+#include <moeoContributionMetric.h> +

+

Inheritance diagram for moeoContributionMetric< EOT >: +

+ +moeoVectorVsVectorBM< EOT, double > +moeoBM< A1, A2, R > +moeoMetric + +List of all members. + + + + + + + + + + + + + + + + + + + +

Public Types

+typedef EOT::Fitness EOFitness
 The fitness type of a solution.

Public Member Functions

double operator() (const std::vector< EOFitness > &_set1, const std::vector< EOFitness > &_set2)
 Returns the contribution of the Pareto set '_set1' relatively to the Pareto set '_set2'.

Private Member Functions

unsigned card_C (const std::vector< EOFitness > &_set1, const std::vector< EOFitness > &_set2)
 Returns the number of solutions both in '_set1' and '_set2'.
unsigned card_W (const std::vector< EOFitness > &_set1, const std::vector< EOFitness > &_set2)
 Returns the number of solutions in '_set1' dominating at least one solution of '_set2'.
unsigned card_N (const std::vector< EOFitness > &_set1, const std::vector< EOFitness > &_set2)
 Returns the number of solutions in '_set1' having no relation of dominance with those from '_set2'.
+

Detailed Description

+

template<class EOT>
+ class moeoContributionMetric< EOT >

+ +The contribution metric evaluates the proportion of non-dominated solutions given by a Pareto set relatively to another Pareto set. +

+(Meunier, Talbi, Reininger: 'A multiobjective genetic algorithm for radio network optimization', in Proc. of the 2000 Congress on Evolutionary Computation, IEEE Press, pp. 317-324) +

+ +

+Definition at line 23 of file moeoContributionMetric.h.

Member Function Documentation

+ +
+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + +
double moeoContributionMetric< EOT >::operator() (const std::vector< EOFitness > &  _set1,
const std::vector< EOFitness > &  _set2 
) [inline]
+
+
+ +

+Returns the contribution of the Pareto set '_set1' relatively to the Pareto set '_set2'. +

+

Parameters:
+ + + +
_set1 the first Pareto set
_set2 the second Pareto set
+
+ +

+Definition at line 38 of file moeoContributionMetric.h. +

+References moeoContributionMetric< EOT >::card_C(), moeoContributionMetric< EOT >::card_N(), and moeoContributionMetric< EOT >::card_W(). +

+

+ +

+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + +
unsigned moeoContributionMetric< EOT >::card_C (const std::vector< EOFitness > &  _set1,
const std::vector< EOFitness > &  _set2 
) [inline, private]
+
+
+ +

+Returns the number of solutions both in '_set1' and '_set2'. +

+

Parameters:
+ + + +
_set1 the first Pareto set
_set2 the second Pareto set
+
+ +

+Definition at line 57 of file moeoContributionMetric.h. +

+Referenced by moeoContributionMetric< EOT >::operator()(). +

+

+ +

+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + +
unsigned moeoContributionMetric< EOT >::card_W (const std::vector< EOFitness > &  _set1,
const std::vector< EOFitness > &  _set2 
) [inline, private]
+
+
+ +

+Returns the number of solutions in '_set1' dominating at least one solution of '_set2'. +

+

Parameters:
+ + + +
_set1 the first Pareto set
_set2 the second Pareto set
+
+ +

+Definition at line 76 of file moeoContributionMetric.h. +

+Referenced by moeoContributionMetric< EOT >::operator()(). +

+

+ +

+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + +
unsigned moeoContributionMetric< EOT >::card_N (const std::vector< EOFitness > &  _set1,
const std::vector< EOFitness > &  _set2 
) [inline, private]
+
+
+ +

+Returns the number of solutions in '_set1' having no relation of dominance with those from '_set2'. +

+

Parameters:
+ + + +
_set1 the first Pareto set
_set2 the second Pareto set
+
+ +

+Definition at line 95 of file moeoContributionMetric.h. +

+Referenced by moeoContributionMetric< EOT >::operator()(). +

+

+

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoContributionMetric.png b/trunk/paradiseo-moeo/docs/html/classmoeoContributionMetric.png new file mode 100644 index 0000000000000000000000000000000000000000..b997e833382bd5186e7bede349ea5eae436c0d29 GIT binary patch literal 1038 zcmV+p1o8WcP)9X==xZ&GM zkY`;v5r>pw!8ez!cnC3*Aw{4C;}G&@2)J@64iWj7Tgr=&bQ`$lNIU~iaH`o>eu@LI z8Sx2lE}jRs;#hw!-u8C0ax~t|c7D*bmz5*&U5nv{8-5ag=~w6X%J-Yce=Ppzaaa8D z_`WHA-`Q@s;f5P-xZ#EyZn)uwpMqa{ap1n!WDNiHI0hPcJ-=Mj?=~=f0A7VvSKc?` zc(p%JoF-l^4t^hNGKU2mBNR;)BFy52iILg;@BnR|LU<&GfRn7&nTYZ&HNkd`1YU}IAq|x=ta6qZGy+t zW(^QIlFKKd1&r`MJ<~^&lmky(D)=ZA%(wNf^=$Mc2J|dFT3nsYSc!r6gow z85_@b`J8KhSwH8+2RZkX*?w4Ah`El%--|PkEruI@GJfe-=S%--_*~p_wfo`so$ZDj zZn)uw8*aGah8u49DL7nM2ER)W{HQp?4WI4-We;5OZhWAVXI;?)^O1No0L&xHxUVPl zN_2|L)zDYfJ?QAs3omeoRW6^6-nXbB)m z{RK{c{np@lFme|_#bLhNC;F?F4_k0Q4C9uM@J%gOZRj^?TwRBcSL&EIvwi)T*V#^= zRGRfPy9S!=F1J-?yPCL*mlZjYe$F?{_7jWYh8unoe&tu^|CdVv5KX#_r~m)}07*qo IM6N<$f~JoH%>V!Z literal 0 HcmV?d00001 diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoDisctinctElitistReplacement-members.html b/trunk/paradiseo-moeo/docs/html/classmoeoDisctinctElitistReplacement-members.html new file mode 100644 index 000000000..89e74461b --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoDisctinctElitistReplacement-members.html @@ -0,0 +1,41 @@ + + +ParadisEO-MOEO: Member List + + + + +
+
+
+
+

moeoDisctinctElitistReplacement< EOT, WorthT > Member List

This is the complete list of members for moeoDisctinctElitistReplacement< EOT, WorthT >, including all inherited members.

+ + + + +
createNewPop(eoPop< EOT > &_pop, unsigned _size)moeoDisctinctElitistReplacement< EOT, WorthT > [inline, private]
moeoDisctinctElitistReplacement(eoPerf2Worth< EOT, WorthT > &_perf2worth)moeoDisctinctElitistReplacement< EOT, WorthT > [inline]
operator()(eoPop< EOT > &_parents, eoPop< EOT > &_offspring)moeoDisctinctElitistReplacement< EOT, WorthT > [inline]
perf2worthmoeoDisctinctElitistReplacement< EOT, WorthT > [private]

Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoDisctinctElitistReplacement.html b/trunk/paradiseo-moeo/docs/html/classmoeoDisctinctElitistReplacement.html new file mode 100644 index 000000000..464551158 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoDisctinctElitistReplacement.html @@ -0,0 +1,196 @@ + + +ParadisEO-MOEO: moeoDisctinctElitistReplacement< EOT, WorthT > Class Template Reference + + + + +
+
+
+
+

moeoDisctinctElitistReplacement< EOT, WorthT > Class Template Reference

Same than moeoElitistReplacement except that distinct individuals are privilegied. +More... +

+#include <moeoReplacement.h> +

+

Inheritance diagram for moeoDisctinctElitistReplacement< EOT, WorthT >: +

+ +moeoReplacement< EOT, WorthT > + +List of all members. + + + + + + + + + + + + + + + + +

Public Member Functions

 moeoDisctinctElitistReplacement (eoPerf2Worth< EOT, WorthT > &_perf2worth)
 constructor
void operator() (eoPop< EOT > &_parents, eoPop< EOT > &_offspring)
 replacement - result in _parents

Private Member Functions

void createNewPop (eoPop< EOT > &_pop, unsigned _size)
 creation of the new population of size _size

Private Attributes

+eoPerf2Worth< EOT, WorthT > & perf2worth
 the functor object to transform raw fitnesses into fitness for selection
+

Detailed Description

+

template<class EOT, class WorthT = double>
+ class moeoDisctinctElitistReplacement< EOT, WorthT >

+ +Same than moeoElitistReplacement except that distinct individuals are privilegied. +

+ +

+Definition at line 78 of file moeoReplacement.h.

Constructor & Destructor Documentation

+ +
+
+
+template<class EOT, class WorthT = double>
+ + + + + + + + + +
moeoDisctinctElitistReplacement< EOT, WorthT >::moeoDisctinctElitistReplacement (eoPerf2Worth< EOT, WorthT > &  _perf2worth  )  [inline]
+
+
+ +

+constructor +

+

Parameters:
+ + +
_perf2worth the functor class to transform raw fitnesses into fitness for selection
+
+ +

+Definition at line 87 of file moeoReplacement.h. +

+

+

Member Function Documentation

+ +
+
+
+template<class EOT, class WorthT = double>
+ + + + + + + + + + + + + + + + + + +
void moeoDisctinctElitistReplacement< EOT, WorthT >::operator() (eoPop< EOT > &  _parents,
eoPop< EOT > &  _offspring 
) [inline]
+
+
+ +

+replacement - result in _parents +

+

Parameters:
+ + + +
_parents parents population
_offspring offspring population
+
+ +

+Definition at line 99 of file moeoReplacement.h. +

+References moeoDisctinctElitistReplacement< EOT, WorthT >::createNewPop(). +

+

+ +

+
+
+template<class EOT, class WorthT = double>
+ + + + + + + + + + + + + + + + + + +
void moeoDisctinctElitistReplacement< EOT, WorthT >::createNewPop (eoPop< EOT > &  _pop,
unsigned  _size 
) [inline, private]
+
+
+ +

+creation of the new population of size _size +

+

Parameters:
+ + + +
_pop the initial population (will be modified)
_size the size of the population to create
+
+ +

+Definition at line 123 of file moeoReplacement.h. +

+References moeoDisctinctElitistReplacement< EOT, WorthT >::perf2worth. +

+Referenced by moeoDisctinctElitistReplacement< EOT, WorthT >::operator()(). +

+

+

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoDisctinctElitistReplacement.png b/trunk/paradiseo-moeo/docs/html/classmoeoDisctinctElitistReplacement.png new file mode 100644 index 0000000000000000000000000000000000000000..ea7436ecb2a67739cadfc270da7781048a89a399 GIT binary patch literal 848 zcmeAS@N?(olHy`uVBq!ia0y~yU{nOM16Y`WVxn%%7hy z0muU50|yRNANv0U$Ym@E@(X5gcy=R=fr06nr;B4q#hka(1B)Ij@U)#hZKr(yfSqId zcc-dXfBQFhFg5DNOuEv0NAkaCPfp7hMTMC@|MiyjzkFY%d)Flyh-^K!Fs!J2V6^)A z9KFw6DI5MTN`BTV`#|AHu*zYu&XXrf#wvgq(sYn59|+4TI{PK%di z?y=x}yI3|bC@txD%wpvwih)iiC$7@8v@ESE-hH8I-CwD%oqZFInMS={HFcNB?uxa! zy*z=-EY`Zkzh8WI?YqTiBdryxa^+>`ZFQCJo_^reflswd0(=gp=eCwzou^`T;rc>@MQWY(A5QkoIV^#ZRf*qD~vnYF}6#KPum z^K6B>8hM48S%vH_uNG$~ymv5kV0KYjKCMP8FehEh#YAn1#RbK#Dbu?q%=Q#h_u$UD z+NWWvl>c=Ko70pqrlWF!auef(;yP}a3wt)%3jUrt@2nkHs{G3ZMVZSE`Re@6@Sb8a zHT=rg^FMS2`+Ig}RV%F({9gD_G5x$HV~Ym6&;q~SUoJgcR$sg#py}SeVqMfq?`_M2 z4sUa7(+IW+P>$Vt&g>gTe~DWM4fV5f9o literal 0 HcmV?d00001 diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoElitistReplacement-members.html b/trunk/paradiseo-moeo/docs/html/classmoeoElitistReplacement-members.html new file mode 100644 index 000000000..4fd2af97f --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoElitistReplacement-members.html @@ -0,0 +1,40 @@ + + +ParadisEO-MOEO: Member List + + + + +
+
+
+
+

moeoElitistReplacement< EOT, WorthT > Member List

This is the complete list of members for moeoElitistReplacement< EOT, WorthT >, including all inherited members.

+ + + +
moeoElitistReplacement(eoPerf2Worth< EOT, WorthT > &_perf2worth)moeoElitistReplacement< EOT, WorthT > [inline]
operator()(eoPop< EOT > &_parents, eoPop< EOT > &_offspring)moeoElitistReplacement< EOT, WorthT > [inline]
perf2worthmoeoElitistReplacement< EOT, WorthT > [private]

Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoElitistReplacement.html b/trunk/paradiseo-moeo/docs/html/classmoeoElitistReplacement.html new file mode 100644 index 000000000..9bba334bc --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoElitistReplacement.html @@ -0,0 +1,147 @@ + + +ParadisEO-MOEO: moeoElitistReplacement< EOT, WorthT > Class Template Reference + + + + +
+
+
+
+

moeoElitistReplacement< EOT, WorthT > Class Template Reference

Keep all the best individuals (almost cut-and-pasted from eoNDPlusReplacement, (c) Maarten Keijzer, Marc Schoenauer and GeNeura Team, 2002). +More... +

+#include <moeoReplacement.h> +

+

Inheritance diagram for moeoElitistReplacement< EOT, WorthT >: +

+ +moeoReplacement< EOT, WorthT > + +List of all members. + + + + + + + + + + + + +

Public Member Functions

 moeoElitistReplacement (eoPerf2Worth< EOT, WorthT > &_perf2worth)
 constructor
void operator() (eoPop< EOT > &_parents, eoPop< EOT > &_offspring)
 replacement - result in _parents

Private Attributes

+eoPerf2Worth< EOT, WorthT > & perf2worth
 the functor object to transform raw fitnesses into fitness for selection
+

Detailed Description

+

template<class EOT, class WorthT = double>
+ class moeoElitistReplacement< EOT, WorthT >

+ +Keep all the best individuals (almost cut-and-pasted from eoNDPlusReplacement, (c) Maarten Keijzer, Marc Schoenauer and GeNeura Team, 2002). +

+ +

+Definition at line 35 of file moeoReplacement.h.

Constructor & Destructor Documentation

+ +
+
+
+template<class EOT, class WorthT = double>
+ + + + + + + + + +
moeoElitistReplacement< EOT, WorthT >::moeoElitistReplacement (eoPerf2Worth< EOT, WorthT > &  _perf2worth  )  [inline]
+
+
+ +

+constructor +

+

Parameters:
+ + +
_perf2worth the functor class to transform raw fitnesses into fitness for selection
+
+ +

+Definition at line 43 of file moeoReplacement.h. +

+

+

Member Function Documentation

+ +
+
+
+template<class EOT, class WorthT = double>
+ + + + + + + + + + + + + + + + + + +
void moeoElitistReplacement< EOT, WorthT >::operator() (eoPop< EOT > &  _parents,
eoPop< EOT > &  _offspring 
) [inline]
+
+
+ +

+replacement - result in _parents +

+

Parameters:
+ + + +
_parents parents population
_offspring offspring population
+
+ +

+Definition at line 54 of file moeoReplacement.h. +

+References moeoElitistReplacement< EOT, WorthT >::perf2worth. +

+

+

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoElitistReplacement.png b/trunk/paradiseo-moeo/docs/html/classmoeoElitistReplacement.png new file mode 100644 index 0000000000000000000000000000000000000000..3d0dd855cd4a9c10dcec3e9a878f88f8639ea0fd GIT binary patch literal 674 zcmV;T0$u%yP)NO zAPk0K)3wA6@CiEYg|f>1k5KdkJJ?Pp$+)diQiJg?eF(|ZgztmwGki_Q*dU*toDqGx zB1x`H<&q|(3G1`_q|5?b`fiau@-A8C*@a7TjnpUSOzvfKoPm(bG|{wKR#na^V)MLzCV z?=yCJ%KJ}}Kd$E^U$2+bkaIl{OUKfM0-#3+(*O&aSRJzbMfZqRy-Ajx(f~DjORkZW963Dgmj@vO z0t5_njl3F3i!Ow6C_Iv;lEL7WOg^#1!44Ua*d>$>O!lv?%AE@_f{g4Cp+{Da@&OhK znYBt5fXDSZN2{|xw2M7AKd?H_$;ElY{~4|uFn_IuCXxZO%7jrQMP9BXyqL);iC6yH8%$x#?}KGxv5}_BL2=M`>H$lyK~Q zu5b>I908is_D6SF+?UL3FYepOyYlzt{5tZhZII7GKI~WT51J&nGRFZ$R{#J207*qo IM6N<$f*?afUH||9 literal 0 HcmV?d00001 diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoEntropyMetric-members.html b/trunk/paradiseo-moeo/docs/html/classmoeoEntropyMetric-members.html new file mode 100644 index 000000000..7c9ac682f --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoEntropyMetric-members.html @@ -0,0 +1,47 @@ + + +ParadisEO-MOEO: Member List + + + + +
+
+
+
+

moeoEntropyMetric< EOT > Member List

This is the complete list of members for moeoEntropyMetric< EOT >, including all inherited members.

+ + + + + + + + + + +
computeUnion(const std::vector< EOFitness > &_f1, const std::vector< EOFitness > &_f2, std::vector< EOFitness > &_f)moeoEntropyMetric< EOT > [inline, private]
EOFitness typedefmoeoEntropyMetric< EOT >
euclidianDistance(const EOFitness &_set1, const EOFitness &_to, unsigned _deg=2)moeoEntropyMetric< EOT > [inline, private]
howManyInNicheOf(const std::vector< EOFitness > &_f, const EOFitness &_s, unsigned _size)moeoEntropyMetric< EOT > [inline, private]
normalize(std::vector< EOFitness > &_f)moeoEntropyMetric< EOT > [inline, private]
operator()(const std::vector< EOFitness > &_set1, const std::vector< EOFitness > &_set2)moeoEntropyMetric< EOT > [inline]
prenormalize(const std::vector< EOFitness > &_f)moeoEntropyMetric< EOT > [inline, private]
removeDominated(std::vector< EOFitness > &_f)moeoEntropyMetric< EOT > [inline, private]
vect_max_valmoeoEntropyMetric< EOT > [private]
vect_min_valmoeoEntropyMetric< EOT > [private]

Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoEntropyMetric.html b/trunk/paradiseo-moeo/docs/html/classmoeoEntropyMetric.html new file mode 100644 index 000000000..ea6f72f0b --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoEntropyMetric.html @@ -0,0 +1,142 @@ + + +ParadisEO-MOEO: moeoEntropyMetric< EOT > Class Template Reference + + + + +
+
+
+
+

moeoEntropyMetric< EOT > Class Template Reference

The entropy gives an idea of the diversity of a Pareto set relatively to another Pareto set. +More... +

+#include <moeoEntropyMetric.h> +

+

Inheritance diagram for moeoEntropyMetric< EOT >: +

+ +moeoVectorVsVectorBM< EOT, double > +moeoBM< A1, A2, R > +moeoMetric + +List of all members. + + + + + + + + + + + + + + + + + + + + + + + + + + + +

Public Types

+typedef EOT::Fitness EOFitness
 The fitness type of a solution.

Public Member Functions

double operator() (const std::vector< EOFitness > &_set1, const std::vector< EOFitness > &_set2)
 Returns the entropy of the Pareto set '_set1' relatively to the Pareto set '_set2'.

Private Member Functions

+void removeDominated (std::vector< EOFitness > &_f)
+void prenormalize (const std::vector< EOFitness > &_f)
+void normalize (std::vector< EOFitness > &_f)
+void computeUnion (const std::vector< EOFitness > &_f1, const std::vector< EOFitness > &_f2, std::vector< EOFitness > &_f)
+unsigned howManyInNicheOf (const std::vector< EOFitness > &_f, const EOFitness &_s, unsigned _size)
+double euclidianDistance (const EOFitness &_set1, const EOFitness &_to, unsigned _deg=2)

Private Attributes

+std::vector< double > vect_min_val
+std::vector< double > vect_max_val
+

Detailed Description

+

template<class EOT>
+ class moeoEntropyMetric< EOT >

+ +The entropy gives an idea of the diversity of a Pareto set relatively to another Pareto set. +

+(Basseur, Seynhaeve, Talbi: 'Design of Multi-objective Evolutionary Algorithms: Application to the Flow-shop Scheduling Problem', in Proc. of the 2002 Congress on Evolutionary Computation, IEEE Press, pp. 1155-1156) +

+ +

+Definition at line 23 of file moeoEntropyMetric.h.

Member Function Documentation

+ +
+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + +
double moeoEntropyMetric< EOT >::operator() (const std::vector< EOFitness > &  _set1,
const std::vector< EOFitness > &  _set2 
) [inline]
+
+
+ +

+Returns the entropy of the Pareto set '_set1' relatively to the Pareto set '_set2'. +

+

Parameters:
+ + + +
_set1 the first Pareto set
_set2 the second Pareto set
+
+ +

+Definition at line 38 of file moeoEntropyMetric.h. +

+References moeoEntropyMetric< EOT >::computeUnion(), moeoEntropyMetric< EOT >::howManyInNicheOf(), moeoEntropyMetric< EOT >::normalize(), moeoEntropyMetric< EOT >::prenormalize(), and moeoEntropyMetric< EOT >::removeDominated(). +

+

+

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoEntropyMetric.png b/trunk/paradiseo-moeo/docs/html/classmoeoEntropyMetric.png new file mode 100644 index 0000000000000000000000000000000000000000..edf5b923a048f377c6c8c85cbb3a96c2eb9b5b48 GIT binary patch literal 1030 zcmV+h1o``kP)Jlm_4I-CzII&d-$Zsxo+nkTv-xJI2Pk&nZ4IKDu zCF*@xI1s14PZfW;yo$$|G8y|s{3JNVyc%O!*cGQ#_>@~JPqDXklA1m73{2o$^IBPp z6N#D1o#6p*xOL2+Lk|aF2^>WlwUGV}oZ)8?q-15G`hxoRF+y`c9 z?M5wkW3HVY=kYDZ+|73WoF~`2!X(3qqDJW(%=U$)k(LL0+u+`NA<_Jx-|fJGzm1>z z)%nza8a@|Cu68~Ay0aZPaNxj!0|yQqIB?*H;HRD(xb8U_;6DU+xrv=mwyGgTY0?dM zwOZn|qg>fiv$ZC8+ZHe9^=U{IlGU}z-!wi-&p4iu)%;lM_JF6} zXAP7jlFJ9-CmP{xdSwCacPxe}}S7|ILcpKvk_>kvB z%j^uVyYiUx580TH@HQgS)QcW)z3{9ghIR}KlQdA`@RU3r?aDEF-tA-D<{>?_ysx-U z4v%vWL_PE)t}UO#EpwdecKLB*uJb(Uw09k-xV+59yqWEF%;}pkceB0MB%H59qoJ+Z z8=A4nY}e1Z<(I?fy!xcao|x^sm6@1pU;Mo|bKe3S_`&$8U!70=r{QyP%KTenFMtSSLG@QK}sc)xb%p!Z?H?H%%+^kr}2`aHt(D*4TR z@2)(JHY~(L*%0!Pxed~^(B-ABJmkf^xf49EQy20J0y#XGzXtCp@bPc@RI17%i7K^0 z-elQJYNRJdc$n(kN&MC|cpf}m^tBGxBgrW6-b2f$^jVy!wtR&1Lw?lv6|CJ)x_v^Q zZ~1Kk4~BQL$+vujuWq>;bBA||*Uh%Ej=7ud>&D#8cI{h|&p?^&e007MPd7i??Q_0z zwtru=Y44Wx`1g(48Q + +ParadisEO-MOEO: Member List + + + + +
+
+
+
+

moeoHybridMOLS< EOT > Member List

This is the complete list of members for moeoHybridMOLS< EOT >, including all inherited members.

+ + + + + + +
archmoeoHybridMOLS< EOT > [private]
eoHybridMOLS(eoContinue< EOT > &_term, eoSelect< EOT > &_select, moeoMOLS< EOT > &_mols, moeoArchive< EOT > &_arch)moeoHybridMOLS< EOT > [inline]
molsmoeoHybridMOLS< EOT > [private]
operator()()moeoHybridMOLS< EOT > [inline]
selectmoeoHybridMOLS< EOT > [private]
termmoeoHybridMOLS< EOT > [private]

Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoHybridMOLS.html b/trunk/paradiseo-moeo/docs/html/classmoeoHybridMOLS.html new file mode 100644 index 000000000..7b6b860ba --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoHybridMOLS.html @@ -0,0 +1,135 @@ + + +ParadisEO-MOEO: moeoHybridMOLS< EOT > Class Template Reference + + + + +
+
+
+
+

moeoHybridMOLS< EOT > Class Template Reference

This class allows to apply a multi-objective local search to a number of selected individuals contained in the archive at every generation until a stopping criteria is verified. +More... +

+#include <moeoHybridMOLS.h> +

+List of all members. + + + + + + + + + + + + + + + + + + + + + +

Public Member Functions

 eoHybridMOLS (eoContinue< EOT > &_term, eoSelect< EOT > &_select, moeoMOLS< EOT > &_mols, moeoArchive< EOT > &_arch)
 Ctor.
+void operator() ()
 Applies the multi-objective local search to selected individuals contained in the archive if the stopping criteria is not verified.

Private Attributes

+eoContinue< EOT > & term
 stopping criteria
+eoSelect< EOT > & select
 selector
+moeoMOLS< EOT > & mols
 multi-objective local search
+moeoArchive< EOT > & arch
 archive
+

Detailed Description

+

template<class EOT>
+ class moeoHybridMOLS< EOT >

+ +This class allows to apply a multi-objective local search to a number of selected individuals contained in the archive at every generation until a stopping criteria is verified. +

+ +

+Definition at line 27 of file moeoHybridMOLS.h.

Member Function Documentation

+ +
+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
moeoHybridMOLS< EOT >::eoHybridMOLS (eoContinue< EOT > &  _term,
eoSelect< EOT > &  _select,
moeoMOLS< EOT > &  _mols,
moeoArchive< EOT > &  _arch 
) [inline]
+
+
+ +

+Ctor. +

+

Parameters:
+ + + + + +
_term stopping criteria
_select selector
_mols a multi-objective local search
_arch the archive
+
+ +

+Definition at line 38 of file moeoHybridMOLS.h. +

+

+

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoMOLS.html b/trunk/paradiseo-moeo/docs/html/classmoeoMOLS.html new file mode 100644 index 000000000..c334cd782 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoMOLS.html @@ -0,0 +1,61 @@ + + +ParadisEO-MOEO: moeoMOLS< EOT > Class Template Reference + + + + +
+
+
+
+

moeoMOLS< EOT > Class Template Reference

Abstract class for local searches applied to multi-objective optimization. +More... +

+#include <moeoMOLS.h> +

+

Inheritance diagram for moeoMOLS< EOT >: +

+ +moeoCombinedMOLS< EOT > + + + +
+

Detailed Description

+

template<class EOT>
+ class moeoMOLS< EOT >

+ +Abstract class for local searches applied to multi-objective optimization. +

+Starting from only one solution, it produces a set of new non-dominated solutions. +

+ +

+Definition at line 23 of file moeoMOLS.h.

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoMOLS.png b/trunk/paradiseo-moeo/docs/html/classmoeoMOLS.png new file mode 100644 index 0000000000000000000000000000000000000000..d5c9ae6819816b02489f064e74284d54d6b18eb1 GIT binary patch literal 539 zcmV+$0_6RPP)5KDQq)syfTr6xD1of%xYsRh}M3jcX{f^bp{#l>=5 zfd`!m_VC!5Ko2h5yKn*P0W$Np^A7zH94Kd`)WSnTe=K|Y!_LDVt{)UV_+aN@c5$PY zI`c*?BQtN*QqZDrsH$sP)%lQGe$O24@YBE#{k0gf%Q08{1NiOxP2rc@?M>lttQLnm z+~E#)xWgUp@PCAVj@Z{w_BDJ=hnd4q0%y>?&MRIbB{yHQT-UUsaAw)hP3Y+*EMB%r-pOKQaOJMDqt3kTT + +ParadisEO-MOEO: moeoMetric Class Reference + + + + +
+
+
+
+

moeoMetric Class Reference

Base class for performance metrics (also called quality indicators). +More... +

+#include <moeoMetric.h> +

+

Inheritance diagram for moeoMetric: +

+ +moeoBM< A1, A2, R > +moeoBM< const const EOFitness &, EOFitness &, R > +moeoBM< const const std::vector< EOFitness > &, EOFitness &, R > +moeoBM< const const std::vector< EOFitness > &, std::vector< EOFitness > &, R > +moeoBM< const const std::vector< typename EOT::Fitness > &, std::vector< typename EOT::Fitness > &, double > +moeoUM< A, R > +moeoUM< const EOFitness &, R > +moeoUM< const std::vector< EOFitness > &, R > + + + +
+

Detailed Description

+Base class for performance metrics (also called quality indicators). +

+ +

+Definition at line 21 of file moeoMetric.h.

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoMetric.png b/trunk/paradiseo-moeo/docs/html/classmoeoMetric.png new file mode 100644 index 0000000000000000000000000000000000000000..372641f943169711de073445530c4e7bf8391c80 GIT binary patch literal 5466 zcmd5=X;f2ZyQR((P{j#RtjJJQKt#pE=m4T1L75>CtO!Ve#GVi^jCH7rAP^G5bbx+B zhzwy02?7FEM8XtBAP9jVnh+o$Dl-`Q4%pt>)$5(wANNOAo}Blrv)+?u?`QA*Mw~^M zNw3+qMoLOb`t&IiYbmMaN2H{_dAV#Ud?lqR*$MvIdiIR1>HPdWT+YuwN>4u@3s;Mu zM~@x_Kb{xBKfm#}M%YLl?SJVhCAIP0X_I5NSD=wpKMb$1_^5)*t52FL1AZ`z1@60AeWt;;Ma;FZf-`N~r@$SKbL4(!^;Uj4%{#HzL6amQG>|N9a} zu6`zc{^}O9QlUF^nzIh^5h&N#xfBRjVh>7#lE!P32$zjPu{S=5m)Y&bnJH`o& zD;da6L9<$3pKmFg(1F4phVLx z5_IQnC*s77wRwAsWq`=oitm%Jza(r1+^lMPGg3+p?Dpck#TA{IapFYmH6_WI(<5D}kP42({^Ps&UA{ zmoXW<584Q2wT}n?PCNcL{cVg82pZibN8ok;qvqzD^$h~pprm=oT29%riS{h5f;Sa`a}1esx(OEr$??G zE>(_j{NaK&F5YI&z1=qQzL3S(B~lc0FEg)Q)8d;l;t*MEsbP^V!7~~@FzXCK1fWq6 zz0|Wb%>kg_HfWT`-d3d<(XnO-Y?`VUB^B~$auSvl>f&9-hdS#L8J>IHYnl5aZxlxX zDG=Ue?;Pl}4*N23%zFVSRtbzfTqRLIDS4X>2htSUmdOJZueo%e(zkoSa%9$`!@0mIhI@+P}^qj0PGyFsI&Zrq71m~jx2 zbM`x$E_-kV7<3)N{3m6N+4awTHvu18E&a!a!GD83=oF&LfV&8Ej?5aPpvrh@7(IyG(l;y+tp6eB4PFO$OKQEDEUfn>eO%;eI!1sGu1F)x*QA@ zITno#SY3noR~nooMeH(fC3@`^z)n-plwB5o6KWqUX#gxbO%ZZhBiFM0#hSZmiR~~* zI~)Ts;n58COwhJZVO8fS?4&>tWy;ZPBr{|`U5vN6c?(8s2gv%kd7Vx0`TU-^);mRU z$xq4^C8s$`qLxipAT@vSh1af8z?d+RAuBIR)DaogrMYtq>L7Pk{@jxO`{&9%Dmu%D z_dH+oJQa!pPP|rG5U?r05yi2FCDQ{Y)Vav#S*zI#ub=tv`#$7drB} z+$lZzW`GqEC0D=NSo)vVwXZ=LR03u`I2uP|8taabAhU3%iK(jvJ(FJ+z!J`IXw&XXC28TQ;A6aL)M6Bb3gX}Y6i8;iB*)eDHGQBQRWwuSHOrJSZ_ zvMdj{K6zndNm9qkJ$S3UUOzpr1#EDVP4Fyn-h@t~vgpo}NZE6iOg(0_n70PVc#i^9 z;ty|ZW_5-!&401XPPW#6<9SW!6GL6CWLRg7*n}q+H+U!EDeCs|edK7JrsKKyC#yOe zy_3fBNHF64z@gx|0C?k-AnKIeQ^=0PB_F`MkOw*|@b@Y+Mpj#L6y?Qd83s-(!o@Qm za;WQok#`f_sMRh!%~RY=J&b&YXK8ATI|ZfCk?M={d^Ru47-?lF)lowY%F0;d$1=)kAH{JK zVxKN9NFU{v<5`(jqY5L%V4PBfdK#p;ZAVq zwRfaue+JDPcLl`qjqJ3%RYMRQ%85Wxg~Ky%4KPgJ6rt`=b&^^ zy{$cjDM#i$!50`pLfdm@>XlI*q@l^<9O{|Ij%PlKnS+tz&imBz?{x+HaB-O7S`@p} zt&6RTN+Ixj*QOvM`Ise6=J=7!)lUbX1r!@JIOF+1QSXSRIeH8ViNgH4dw7bfqb z>E=SrqJ1D*EHee>xUiFKd|n*1$;82y_!3`53EYNSzYm)^5i9elSPSn zVAq*GB`~MI=d@>_gaW;A7u<$=sKi>qu<5XpS8jA(i(7DNZ)|HE-h_iFYUysK837kjb%+-UMOPl*uS1}kxS`}2`;_#>A7sVyIih4 z!m!w^Y#Yaab9{-DHILaV>bAW7B5`KaOPno>6{|Z3$hZ44CQuVOAFW-9pDrZKL4?$A zPp2>5uyXJs{sQY$NYy(nlUCc9Vnvf);?&h*{t}>aMh}=sr_bfX*R~5knjM3C+EGuC zbU<3Kp6<*~gDqN3_{YnC_C8-YqP~n@!?yQOVt!Nt`e<;x`=1fv-j`ACi?MTq!qBWrOQ72Mnc0-%o)F<-)hFye*rrMADy~V3ygvu) z_>(xBi({I8h^+Es9JQaIoyy)VjBz0>In6yZLfX$ z@RdX`>!7fE7Svu_N)xj(nQAgQB1;$@V(;l-f707TqRyzmcQg91`dp$8IfX_X8(3q2 zXkwQIh~e0#h-#2;v=sQOr9q9pt|Wh8ZI`~kr#M{-NWZ1%dbI-HDvhLbele@H*2{1C zQ{?%JrcYlg+_{)@Pa&qg|IrlvUvw1?*!2l@vp@PHjh-e63}zd1s%1k)SYL7X>jiD) z&u3HHb9{~$*LE~U^Bs>InefxQd=8Ffs!`B^O%-Q+xfpbEmBSJlHz8XHTjP`yg0>4J zj3)Q|6_o`iK~CLuDY78hcI2}D3ZVBJu{Vswrvp#hx-klB4Bsm2_|DQu;O96XhkY*Ms{F-y-|! z(dV4RV-r628@pTd{&O^%m*Xo4#$U@Wq$Sild8NSE)(B(vARN(urD;k2Uofx$W?-QV z@he?-)9`XyUrCP&(<#Dga;5mjXR_%ns6YW9{1r|0Hc!7lst;T0=vW;~oTl7dza>C5 z+^sQh2vjg}+ED> CkFZ|= literal 0 HcmV?d00001 diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoReplacement.html b/trunk/paradiseo-moeo/docs/html/classmoeoReplacement.html new file mode 100644 index 000000000..f445347a9 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoReplacement.html @@ -0,0 +1,60 @@ + + +ParadisEO-MOEO: moeoReplacement< EOT, WorthT > Class Template Reference + + + + +
+
+
+
+

moeoReplacement< EOT, WorthT > Class Template Reference

Replacement strategy for multi-objective optimization. +More... +

+#include <moeoReplacement.h> +

+

Inheritance diagram for moeoReplacement< EOT, WorthT >: +

+ +moeoDisctinctElitistReplacement< EOT, WorthT > +moeoElitistReplacement< EOT, WorthT > + + + +
+

Detailed Description

+

template<class EOT, class WorthT>
+ class moeoReplacement< EOT, WorthT >

+ +Replacement strategy for multi-objective optimization. +

+ +

+Definition at line 24 of file moeoReplacement.h.

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoReplacement.png b/trunk/paradiseo-moeo/docs/html/classmoeoReplacement.png new file mode 100644 index 0000000000000000000000000000000000000000..713145545fd9ea297d0f80000e111b0bb82a4422 GIT binary patch literal 1222 zcmeAS@N?(olHy`uVBq!ia0y~yVDbU716Y`Wq~t+!OCTi?;1lBd|Nnm=^Z)+?^XDf_ z0J6aNz<~qRhyFhSav4j4{DK)Ap4~`eU|@;yba4!+nDch#+jX-Ic-p$v=H9m`pD;&y zhFRwI;w7GY|9eNgxuMq5ze`p-^ZE8{&V)(V`PCAwrk_rfT3{?Y{nkXOb7mJ-nA@+p zm-F>m`_Sj~FLUV)OrM6iK-7k-ItZ&Vf`P^A^n|%Rq(y6nF2hvJsEOy(`5VY|9g@i-dY!bx} zq7$1K1s}Y9?wk2+?yn6ljPK&u+)R!i34e0lqcQbJ;_HLex<0!6t2FGC?45;OXFi@{ za(qhZ#Pciq--|83eq_o|kE&ZK0t~8MWyc#o$Aw+CTBhr_zSHwmTA1UVX)C;AeYt&l zp6y+oS)VuStzYrwoTbsnzql1&{^n(VDzQ(g>8Vp?{w$A+zZnAflfPcL`}}#%-PG6j zWWL=~=9hZp`D^+NInST=N4|92W4tVU1?K-(XT$RABKF>Vb(Vj%dGy|&i9h8R%v;sJ znRic{%w*5&>o?2pX_1-iDu4a;O|dw~zLRS65BV1Ps9CB_21@sxR5_k9DcR_x;mjv9 ze5$g2uIrVWO>NzG&TPZ7e_Wqm=P+mEP>U*jsc=S}+>-n3Uq8$G)>^OF91moD{-peM zY17Lb@m@RG$*wS)GI@hpJTyP}b$CWIRPz5%3^-L?m9@8cr^trGe|oPh_@Qt;AV1)1 z>cN)3BHC|O%Wj;?)AsntpQ((>waa|2CN2*3DZLk}J*_zKa`)*4+mvl%t$2$P`d0d# zZ_-?{YJ0%Xy{#*^n0B%*TN}a=ykySDzRPN2pSQ>>ns0SgS9oCgr&mPQF!cf-6JL9D z&&*U&X`c$;eOqt*)%Cfwvd1xU;o^uIRyo6KnFV2j$!b1<9=m19ohJjX&^1H+)hY8PJT+Q%kQG>wmJAqGb zCI|Yyp3!kxPfgaJzpyIHR!pGC{VCG}t+)_i`kNLU?7Q;Nl7cV;U;eov0^5()ty-Pg z*m=<=$Tzc3^QE)8s7mhEsPM~7!i#sVpS7jva7vC<^6c4ZyD#4{iGF#_@a-Ajw-Qwu z`M?DG>dur`Q}dWFpSu&HEBJKp$~VqaLOE0N7ERULrX4#WRO8dG=7})}|J*Z~xacU? ziuM58lHD^_P3?QG7WFb{_a)cZ4c=j`35`nceZ9Ia9GR5=_rlu5U)s5QSLI|rmi7Mn zBl^eMdD3^2|Gb=$*JjUq+4kZ2^~<8Gq?T1b`Tx}vl0G46&W`^#^OZoWFZ==RFZr|1 XG8Y)!lfMltbQnBc{an^LB{Ts5_2WO5 literal 0 HcmV?d00001 diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoSelectOneFromPopAndArch-members.html b/trunk/paradiseo-moeo/docs/html/classmoeoSelectOneFromPopAndArch-members.html new file mode 100644 index 000000000..71ba70eca --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoSelectOneFromPopAndArch-members.html @@ -0,0 +1,46 @@ + + +ParadisEO-MOEO: Member List + + + + +
+
+
+
+

moeoSelectOneFromPopAndArch< EOT > Member List

This is the complete list of members for moeoSelectOneFromPopAndArch< EOT >, including all inherited members.

+ + + + + + + + + +
archmoeoSelectOneFromPopAndArch< EOT > [private]
archSelectOnemoeoSelectOneFromPopAndArch< EOT > [private]
moeoSelectOneFromPopAndArch(eoSelectOne< EOT > &_popSelectOne, eoSelectOne< EOT > _archSelectOne, moeoArchive< EOT > &_arch, double _ratioFromPop=0.5)moeoSelectOneFromPopAndArch< EOT > [inline]
moeoSelectOneFromPopAndArch(eoSelectOne< EOT > &_popSelectOne, moeoArchive< EOT > &_arch, double _ratioFromPop=0.5)moeoSelectOneFromPopAndArch< EOT > [inline]
operator()(const eoPop< EOT > &pop)moeoSelectOneFromPopAndArch< EOT > [inline, virtual]
popSelectOnemoeoSelectOneFromPopAndArch< EOT > [private]
randomSelectmoeoSelectOneFromPopAndArch< EOT > [private]
ratioFromPopmoeoSelectOneFromPopAndArch< EOT > [private]
setup(const eoPop< EOT > &_pop)moeoSelectOneFromPopAndArch< EOT > [inline, virtual]

Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoSelectOneFromPopAndArch.html b/trunk/paradiseo-moeo/docs/html/classmoeoSelectOneFromPopAndArch.html new file mode 100644 index 000000000..c1ce3ee6e --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoSelectOneFromPopAndArch.html @@ -0,0 +1,194 @@ + + +ParadisEO-MOEO: moeoSelectOneFromPopAndArch< EOT > Class Template Reference + + + + +
+
+
+
+

moeoSelectOneFromPopAndArch< EOT > Class Template Reference

Elitist selection process that consists in choosing individuals in the archive as well as in the current population. +More... +

+#include <moeoSelectOneFromPopAndArch.h> +

+List of all members. + + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +

Public Member Functions

 moeoSelectOneFromPopAndArch (eoSelectOne< EOT > &_popSelectOne, eoSelectOne< EOT > _archSelectOne, moeoArchive< EOT > &_arch, double _ratioFromPop=0.5)
 Ctor.
 moeoSelectOneFromPopAndArch (eoSelectOne< EOT > &_popSelectOne, moeoArchive< EOT > &_arch, double _ratioFromPop=0.5)
 Ctor - the archive's selection operator is a random selector.
+virtual const EOT & operator() (const eoPop< EOT > &pop)
 The selection process.
+virtual void setup (const eoPop< EOT > &_pop)
 Setups some population stats.

Private Attributes

+eoSelectOne< EOT > & popSelectOne
 The population's selection operator.
+eoSelectOne< EOT > & archSelectOne
 The archive's selection operator.
+moeoArchive< EOT > & arch
 the archive
+double ratioFromPop
 the ratio of selected individuals from the population
+eoRandomSelect< EOT > randomSelect
 the random selection operator
+

Detailed Description

+

template<class EOT>
+ class moeoSelectOneFromPopAndArch< EOT >

+ +Elitist selection process that consists in choosing individuals in the archive as well as in the current population. +

+ +

+Definition at line 25 of file moeoSelectOneFromPopAndArch.h.

Constructor & Destructor Documentation

+ +
+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + + + + + + + + + + + + + +
moeoSelectOneFromPopAndArch< EOT >::moeoSelectOneFromPopAndArch (eoSelectOne< EOT > &  _popSelectOne,
eoSelectOne< EOT >  _archSelectOne,
moeoArchive< EOT > &  _arch,
double  _ratioFromPop = 0.5 
) [inline]
+
+
+ +

+Ctor. +

+

Parameters:
+ + + + + +
_popSelectOne the population's selection operator
_archSelectOne the archive's selection operator
_arch the archive
_ratioFromPop the ratio of selected individuals from the population
+
+ +

+Definition at line 37 of file moeoSelectOneFromPopAndArch.h. +

+

+ +

+
+
+template<class EOT>
+ + + + + + + + + + + + + + + + + + + + + + + + +
moeoSelectOneFromPopAndArch< EOT >::moeoSelectOneFromPopAndArch (eoSelectOne< EOT > &  _popSelectOne,
moeoArchive< EOT > &  _arch,
double  _ratioFromPop = 0.5 
) [inline]
+
+
+ +

+Ctor - the archive's selection operator is a random selector. +

+

Parameters:
+ + + + +
_popSelectOne the population's selection operator
_arch the archive
_ratioFromPop the ratio of selected individuals from the population
+
+ +

+Definition at line 49 of file moeoSelectOneFromPopAndArch.h. +

+

+

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoSolutionUM.html b/trunk/paradiseo-moeo/docs/html/classmoeoSolutionUM.html new file mode 100644 index 000000000..a7c8797c0 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoSolutionUM.html @@ -0,0 +1,60 @@ + + +ParadisEO-MOEO: moeoSolutionUM< EOT, R, EOFitness > Class Template Reference + + + + +
+
+
+
+

moeoSolutionUM< EOT, R, EOFitness > Class Template Reference

Base class for unary metrics dedicated to the performance evaluation of a single solution's Pareto fitness. +More... +

+#include <moeoMetric.h> +

+

Inheritance diagram for moeoSolutionUM< EOT, R, EOFitness >: +

+ +moeoUM< const EOFitness &, R > +moeoMetric + + + +
+

Detailed Description

+

template<class EOT, class R, class EOFitness = typename EOT::Fitness>
+ class moeoSolutionUM< EOT, R, EOFitness >

+ +Base class for unary metrics dedicated to the performance evaluation of a single solution's Pareto fitness. +

+ +

+Definition at line 47 of file moeoMetric.h.

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoSolutionUM.png b/trunk/paradiseo-moeo/docs/html/classmoeoSolutionUM.png new file mode 100644 index 0000000000000000000000000000000000000000..0a82769698a4981834d8c0f5124eeb362f930625 GIT binary patch literal 813 zcmV+|1JeA7P)U_wSyhR7wBsqlA_#$n(@YhdZwBi{of z79QmT@r~fzHZZ01MsVlh);JVA%Ifk#Nv%V(`jz5f2RrzM;L~1jpOBAdlz%1o_V;4o zkK65H;0tE8gB|Q(2Rqoo4tB7E9qeG0)BZ8P-X4g9e*l!JC?;1;k=0%{W znp{fQ3&y5C2lEkA-I||+>s;c(K7!^&3jUv&0vf) zt~ZFQiT|XaR!2xn6H_qHvgk!cnyWQ3>no0F8El0-8?hJ*7?HXPF~&z=EhPz< zOInyF;7E%r){<0pwba9s`f5sES#j#XvlXXhS5tMd6SsjroxHzg+n~D?cIWAz%hc2s2#5QF05wccWJ{-JO_WO~))ed&>li<@{ zZ%=!n|BYa;JN@_I3ud*09qeESJJ`VvcCdpT>|hlnqtd`OCxj;fBu1~;1iV=z>voeZ3FdNG%)p|d^IQgVRB+AJP`%i%SS>eKLzu02(92!0u6VPn)w1Q` z!ioo&fN=`0q1c?&BmI>ax2!JDpkx^gn$`TlP{B3E(pTBWvgf#fgIHS3>gQ$jE3;8v r1g=I_el3mz?-vI<_(1SkuebjI#aKEH^Euo-00000NkvXXu0mjf)w6*g literal 0 HcmV?d00001 diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoSolutionVsSolutionBM.html b/trunk/paradiseo-moeo/docs/html/classmoeoSolutionVsSolutionBM.html new file mode 100644 index 000000000..0d8d708d1 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoSolutionVsSolutionBM.html @@ -0,0 +1,60 @@ + + +ParadisEO-MOEO: moeoSolutionVsSolutionBM< EOT, R, EOFitness > Class Template Reference + + + + +
+
+
+
+

moeoSolutionVsSolutionBM< EOT, R, EOFitness > Class Template Reference

Base class for binary metrics dedicated to the performance comparison between two solutions's Pareto fitnesses. +More... +

+#include <moeoMetric.h> +

+

Inheritance diagram for moeoSolutionVsSolutionBM< EOT, R, EOFitness >: +

+ +moeoBM< A1, A2, R > +moeoMetric + + + +
+

Detailed Description

+

template<class EOT, class R, class EOFitness = typename EOT::Fitness>
+ class moeoSolutionVsSolutionBM< EOT, R, EOFitness >

+ +Base class for binary metrics dedicated to the performance comparison between two solutions's Pareto fitnesses. +

+ +

+Definition at line 70 of file moeoMetric.h.

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoSolutionVsSolutionBM.png b/trunk/paradiseo-moeo/docs/html/classmoeoSolutionVsSolutionBM.png new file mode 100644 index 0000000000000000000000000000000000000000..6ba76eee3a8a8131f6811ce23d38200e63fc5f4a GIT binary patch literal 894 zcmeAS@N?(olHy`uVBq!ia0y~yVAKY(J6M>3q;KhkVjv|E;1lBd|Nnm=^Z)+?^XDf_ z0J6aNz<~qRhyFhSav4j4{DK)Ap4~`eU|<&Uba4!+nDcg)_oT-PJZ*`WvybpTV2L#r zpA~xlKSy)RghHmPVM*I(YW}U9q2MroV}X|AyYF4UO7?$hGScbg@m?&vQE30RL$9rb zwV&~XRMf92-w<@laJdsx$%=@j42Gh?O}jTJDMaXSlz51W*t=`pX_@+%r#tK31Prp;Y%5jYj)RH^L~AK?(*@@ ztO)t|_;Tf*EgIKWDdtB=NltTXTRJf@GX*QNMC;n!{~LI>zL`Iz ztu&@>=|$;?9pZbuD{s^uh>f@x$P$oWv9CF_#`_)f#3Q-+#!Gd6uMeCrx$t1snQDmy zP6sd17wQ}2KFJk%8!b4)b4y69VTSp!uBj&BL9Jgmr1ouejkx;QSgg4qCv!*Kp{z>& zIVlJJZHU?+klMcDaaHcNPkh~fkLq=0+>>Ix9%mOFoAYsL_xFB#&Ez^Eq*c0Ax zWy1%jV>Lg$Y*xq~?w+YEp72#=ecFt__4hl&Pi-&(hJ_CQBR$=&t!al2E{f<@lhNtg znsq`Nua|)VF}I6VTWd$bGs}6ZhcBJjU?P>oxPkZnpKDvL^{mbP`k_G1{`aRvsiE3Y z&MT4=5?}wfotAI+bnWq3QG2!b)l4wVn)~^;<95TQEwd9U`;{MXUTB>4=;ZGtM*mQ` zSdqh5tPXtYeZ$FJdyT2(Kwa|}(KQS=xMTxa`TAY!oVlm2uFY}%ulPV%TISfH;)xSi z1mDqC!g@uu=Ow+{QR5sCh?MB>nmTghKHy4o%D+xa6kM}FRh73}kmPEMZLxo~P4 z_hQC0@r&La@6x*e=80cyUw*TwW=4|l+NPtMOMfVBijS0SzFG8-k-JLgyl(ro1B@4r zUTd6ssO;dy8*8zW>v2Pdqs7h=~1l{3iZmmVou@#$_$Q%);R5>gTe~DWM4f{c)uq literal 0 HcmV?d00001 diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoUM.html b/trunk/paradiseo-moeo/docs/html/classmoeoUM.html new file mode 100644 index 000000000..6596c5ebe --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/classmoeoUM.html @@ -0,0 +1,59 @@ + + +ParadisEO-MOEO: moeoUM< A, R > Class Template Reference + + + + +
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+
+

moeoUM< A, R > Class Template Reference

Base class for unary metrics. +More... +

+#include <moeoMetric.h> +

+

Inheritance diagram for moeoUM< A, R >: +

+ +moeoMetric + + + +
+

Detailed Description

+

template<class A, class R>
+ class moeoUM< A, R >

+ +Base class for unary metrics. +

+ +

+Definition at line 29 of file moeoMetric.h.

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoUM.png b/trunk/paradiseo-moeo/docs/html/classmoeoUM.png new file mode 100644 index 0000000000000000000000000000000000000000..df4319015b6645eb01f75101cc8e1b79e78e9bf0 GIT binary patch literal 392 zcmV;30eAk1P)#6s;_p03M^eEAf55Xj#sUEgUM5Y>oYD>m9qdYCxhJB|EcbY mwQVnmYvDaU^3MZ%e~%Zs=F9muyiK710000 + +ParadisEO-MOEO: moeoVectorUM< EOT, R, EOFitness > Class Template Reference + + + + +
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+
+
+

moeoVectorUM< EOT, R, EOFitness > Class Template Reference

Base class for unary metrics dedicated to the performance evaluation of a Pareto set (a vector of Pareto fitnesses). +More... +

+#include <moeoMetric.h> +

+

Inheritance diagram for moeoVectorUM< EOT, R, EOFitness >: +

+ +moeoUM< const std::vector< EOFitness > &, R > +moeoMetric + + + +
+

Detailed Description

+

template<class EOT, class R, class EOFitness = typename EOT::Fitness>
+ class moeoVectorUM< EOT, R, EOFitness >

+ +Base class for unary metrics dedicated to the performance evaluation of a Pareto set (a vector of Pareto fitnesses). +

+ +

+Definition at line 58 of file moeoMetric.h.

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoVectorUM.png b/trunk/paradiseo-moeo/docs/html/classmoeoVectorUM.png new file mode 100644 index 0000000000000000000000000000000000000000..25c458116c66534279ebd1e335fb279d76776f55 GIT binary patch literal 994 zcmeAS@N?(olHy`uVBq!ia0y~yU{nUOJ6M>3WZa?&?LbN*z$e7@|Ns9$=Kuc(=Fd-< z0AzvjfddDs5B+}vEaktG3V_p?@5mpc-qb`yWSyvfOA)x zp2_Mv|2dMsJV><8JbKo|XX?KrsXe(L6;+lCrT*SK%WivorlI5{x3(o04VIjU&b@Qh zV#x%dCGQ`l+;#6VY!xZzIv}g~mY1W@UNn&{sDVfH+rvU}P9u5t93Ka-hmu0y?p$L~ zVNl}y&9;H%(mg#7#ignfc70vd>*?Wp>>{_p4)xSK_LCJeQ#_=AmUt_j{nuA=>A9Jg z{9zs5%S|5r_M18VqWE7v{y3wz;7XH+cH4HC+O{PVu`(|@EV;SAVD6SD{LO7&w(@u` z)?PAWg;-@|Tz_e~22)wP;07P@4IlS(Xol{t`8wTWVO%|TXO&X?f0mUS+S2}Yl<54F zpYX%y#O{{M2kV(zCQO>5_1SPHm|0z12V-PFO)XBM+ zxL5dNg_f;Q{28{4AdQ2{Dl)wj`=%y4F3R4q#y7n}M^odva8Smx{gnwEs;h2pfANTK zmsiccM$J>5A0%eKo0HT+Z3(%j}kP+Fao9Z@OZ}e0Q4)%~B6_ z{f`2gtzw!}E=udiDs*lP*c0N^AuS%4CDwOl`$m<80m+@m-z8~YjnI-5uVyx#*0ke| z)wHZ*suMQZdm8nL_3<2=Q#jG*W96wGMg2C@1vtIZzDcsbc@uo>?A4DmP32#Hku;Ql zsp5R;!~~Nlq0DdPOD4amXR=@Ywd)hNl5WJ5c!A8LAIwyGc|4WDYK*Wlr8-zvpUkhj z^X3@P7@!gnk2>w^J1#xl(EmHuPk4L&4E-yP=?dl<&1ZM}F8=ND+v1%0-JSk=1x4M{ zneX5GXE*8m<%5-%^R(L^6wm)I?%}t>&!bLwe$)4yOVg`MJsuc^m^E8hK1|#vm+`Qs zF5Sp9XdZiH*_N*9G1KFUZkq~yeds;GAgxH}t4FTR!`dGKdTQP}F@}4c4mEyivF$5# zDf-R!Xv*U0b7s8XJ7r>7aOp$68FAH_+8$R++KheIC3Q}G z5!b2edd!r&Tz%TCp2LMNE(9KXXnf*&_32{I6 + +ParadisEO-MOEO: moeoVectorVsSolutionBM< EOT, R, EOFitness > Class Template Reference + + + + +
+
+
+
+

moeoVectorVsSolutionBM< EOT, R, EOFitness > Class Template Reference

Base class for binary metrics dedicated to the performance comparison between a Pareto set (a vector of Pareto fitnesses) and a single solution's Pareto fitness. +More... +

+#include <moeoMetric.h> +

+

Inheritance diagram for moeoVectorVsSolutionBM< EOT, R, EOFitness >: +

+ +moeoBM< A1, A2, R > +moeoMetric + + + +
+

Detailed Description

+

template<class EOT, class R, class EOFitness = typename EOT::Fitness>
+ class moeoVectorVsSolutionBM< EOT, R, EOFitness >

+ +Base class for binary metrics dedicated to the performance comparison between a Pareto set (a vector of Pareto fitnesses) and a single solution's Pareto fitness. +

+ +

+Definition at line 82 of file moeoMetric.h.

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/classmoeoVectorVsSolutionBM.png b/trunk/paradiseo-moeo/docs/html/classmoeoVectorVsSolutionBM.png new file mode 100644 index 0000000000000000000000000000000000000000..9b7fe2ae91c76fc98a0983c92d21cf5b638fd2e7 GIT binary patch literal 1022 zcmeAS@N?(olHy`uVBq!ia0y~yU{nFJJ6M>3bel|i?O|wt>)6Q{ z_oiI$sbA*SG>atPQY`d7pzqYQBzG zy!$6e@=m<#1n>N}OY?M|UKZW2cGrB`F3IE9mtL7GpJ^j1UoRo#kuA&Putb?m5W1aF5{!!;Ht9?^R3` z=~~A8A?(9%>xHYI{8XL7^gc`U*2ljG`#t8(v#m9%L|s$PE>*AS7L*6 zkjAQXAzP;WiVt??S6+z)G2|Wbj(*x*{_^B@rhiWq_s_29xZ`l+=Dc4McdvcJl7Pd)LSYhHV9aedt8sZ;cm>yF3Yh)Ih-y;%MAwFZOhBj=BuMO!yb$m0K@ zEVN&rMSs!aIIiP+UH0xNzTL@u)qC9}r?oMjf1d51RHWZKe}~cDQ$82=PVt|kt$Zw8 zNc^kHdJiZ4+P + +ParadisEO-MOEO: moeoVectorVsVectorBM< EOT, R, EOFitness > Class Template Reference + + + + +
+
+
+
+

moeoVectorVsVectorBM< EOT, R, EOFitness > Class Template Reference

Base class for binary metrics dedicated to the performance comparison between two Pareto sets (two vectors of Pareto fitnesses). +More... +

+#include <moeoMetric.h> +

+

Inheritance diagram for moeoVectorVsVectorBM< EOT, R, EOFitness >: +

+ +moeoBM< A1, A2, R > +moeoMetric + + + +
+

Detailed Description

+

template<class EOT, class R, class EOFitness = typename EOT::Fitness>
+ class moeoVectorVsVectorBM< EOT, R, EOFitness >

+ +Base class for binary metrics dedicated to the performance comparison between two Pareto sets (two vectors of Pareto fitnesses). +

+ +

+Definition at line 95 of file moeoMetric.h.

The documentation for this class was generated from the following file: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
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+ font-size: 80%; +} +.search { color: #003399; + font-weight: bold; +} +FORM.search { + margin-bottom: 0px; + margin-top: 0px; +} +INPUT.search { font-size: 75%; + color: #000080; + font-weight: normal; + background-color: #e8eef2; +} +TD.tiny { font-size: 75%; +} +a { + color: #1A41A8; +} +a:visited { + color: #2A3798; +} +.dirtab { padding: 4px; + border-collapse: collapse; + border: 1px solid #84b0c7; +} +TH.dirtab { background: #e8eef2; + font-weight: bold; +} +HR { height: 1px; + border: none; + border-top: 1px solid black; +} + +/* Style for detailed member documentation */ +.memtemplate { + font-size: 80%; + color: #606060; + font-weight: normal; +} +.memnav { + background-color: #e8eef2; + border: 1px solid #84b0c7; + text-align: center; + margin: 2px; + margin-right: 15px; + padding: 2px; +} +.memitem { + padding: 4px; + background-color: #eef3f5; + border-width: 1px; + border-style: solid; + border-color: #dedeee; + -moz-border-radius: 8px 8px 8px 8px; +} +.memname { + white-space: nowrap; 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+
+

ParadisEO-MOEO File List

Here is a list of all documented files with brief descriptions: + + + + + + + + + + + + + + +
index.h [code]
moeo.h [code]
moeoArchive.h [code]
moeoArchiveFitnessSavingUpdater.h [code]
moeoArchiveUpdater.h [code]
moeoBinaryMetricSavingUpdater.h [code]
moeoCombinedMOLS.h [code]
moeoContributionMetric.h [code]
moeoEntropyMetric.h [code]
moeoHybridMOLS.h [code]
moeoMetric.h [code]
moeoMOLS.h [code]
moeoReplacement.h [code]
moeoSelectOneFromPopAndArch.h [code]
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
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+
+
+
+
+ +
+
+ +
+ +

+Here is a list of all documented class members with links to the class documentation for each member: +

+

- a -

+

- c -

+

- d -

+

- e -

+

- f -

+

- h -

+

- i -

+

- m -

+

- n -

+

- o -

+

- p -

+

- r -

+

- s -

+

- t -

+

- u -

+

- v -

+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/functions_func.html b/trunk/paradiseo-moeo/docs/html/functions_func.html new file mode 100644 index 000000000..85f743834 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/functions_func.html @@ -0,0 +1,145 @@ + + +ParadisEO-MOEO: Class Members - Functions + + + + +
+
+
+
+
+ +
+
+ +
+ +

+  +

+

- a -

+

- c -

+

- d -

+

- e -

+

- h -

+

- m -

+

- n -

+

- o -

+

- p -

+

- r -

+

- s -

+

- u -

+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/functions_type.html b/trunk/paradiseo-moeo/docs/html/functions_type.html new file mode 100644 index 000000000..af94fe307 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/functions_type.html @@ -0,0 +1,53 @@ + + +ParadisEO-MOEO: Class Members - Typedefs + + + + +
+
+
+
+
+ +
+  +

+

+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/functions_vars.html b/trunk/paradiseo-moeo/docs/html/functions_vars.html new file mode 100644 index 000000000..df90f4103 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/functions_vars.html @@ -0,0 +1,95 @@ + + +ParadisEO-MOEO: Class Members - Variables + + + + +
+
+
+
+
+ +
+  +

+

+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/hierarchy.html b/trunk/paradiseo-moeo/docs/html/hierarchy.html new file mode 100644 index 000000000..8285ae01e --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/hierarchy.html @@ -0,0 +1,80 @@ + + +ParadisEO-MOEO: Hierarchical Index + + + + +
+
+
+
+

ParadisEO-MOEO Class Hierarchy

This inheritance list is sorted roughly, but not completely, alphabetically: +
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/index.html b/trunk/paradiseo-moeo/docs/html/index.html new file mode 100644 index 000000000..7e73d848d --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/index.html @@ -0,0 +1,8 @@ + + +ParadisEO-MOEO + + + + + diff --git a/trunk/paradiseo-moeo/docs/html/index_8h-source.html b/trunk/paradiseo-moeo/docs/html/index_8h-source.html new file mode 100644 index 000000000..08aca4f72 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/index_8h-source.html @@ -0,0 +1,36 @@ + + +ParadisEO-MOEO: index.h Source File + + + + +
+
+

index.h

00001 
+00048 // Local Variables:
+00049 // coding: iso-8859-1
+00050 // mode: C++
+00051 // c-file-style: "Stroustrup"
+00052 // fill-column: 80
+00053 // End:
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/installdox b/trunk/paradiseo-moeo/docs/html/installdox new file mode 100755 index 000000000..9b89fe025 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/installdox @@ -0,0 +1,117 @@ +#!/usr/bin/perl + +%subst = ( ); +$quiet = 0; + +if (open(F,"search.cfg")) +{ + $_= ; s/[ \t\n]*$//g ; $subst{"_doc"} = $_; + $_= ; s/[ \t\n]*$//g ; $subst{"_cgi"} = $_; +} + +while ( @ARGV ) { + $_ = shift @ARGV; + if ( s/^-// ) { + if ( /^l(.*)/ ) { + $v = ($1 eq "") ? shift @ARGV : $1; + ($v =~ /\/$/) || ($v .= "/"); + $_ = $v; + if ( /(.+)\@(.+)/ ) { + if ( exists $subst{$1} ) { + $subst{$1} = $2; + } else { + print STDERR "Unknown tag file $1 given with option -l\n"; + &usage(); + } + } else { + print STDERR "Argument $_ is invalid for option -l\n"; + &usage(); + } + } + elsif ( /^q/ ) { + $quiet = 1; + } + elsif ( /^\?|^h/ ) { + &usage(); + } + else { + print STDERR "Illegal option -$_\n"; + &usage(); + } + } + else { + push (@files, $_ ); + } +} + +foreach $sub (keys %subst) +{ + if ( $subst{$sub} eq "" ) + { + print STDERR "No substitute given for tag file `$sub'\n"; + &usage(); + } + elsif ( ! $quiet && $sub ne "_doc" && $sub ne "_cgi" ) + { + print "Substituting $subst{$sub} for each occurence of tag file $sub\n"; + } +} + +if ( ! @files ) { + if (opendir(D,".")) { + foreach $file ( readdir(D) ) { + $match = ".html"; + next if ( $file =~ /^\.\.?$/ ); + ($file =~ /$match/) && (push @files, $file); + ($file =~ "tree.js") && (push @files, $file); + } + closedir(D); + } +} + +if ( ! @files ) { + print STDERR "Warning: No input files given and none found!\n"; +} + +foreach $f (@files) +{ + if ( ! $quiet ) { + print "Editing: $f...\n"; + } + $oldf = $f; + $f .= ".bak"; + unless (rename $oldf,$f) { + print STDERR "Error: cannot rename file $oldf\n"; + exit 1; + } + if (open(F,"<$f")) { + unless (open(G,">$oldf")) { + print STDERR "Error: opening file $oldf for writing\n"; + exit 1; + } + if ($oldf ne "tree.js") { + while () { + s/doxygen\=\"([^ \"\:\t\>\<]*)\:([^ \"\t\>\<]*)\" (href|src)=\"\2/doxygen\=\"$1:$subst{$1}\" \3=\"$subst{$1}/g; + print G "$_"; + } + } + else { + while () { + s/\"([^ \"\:\t\>\<]*)\:([^ \"\t\>\<]*)\", \"\2/\"$1:$subst{$1}\" ,\"$subst{$1}/g; + print G "$_"; + } + } + } + else { + print STDERR "Warning file $f does not exist\n"; + } + unlink $f; +} + +sub usage { + print STDERR "Usage: installdox [options] [html-file [html-file ...]]\n"; + print STDERR "Options:\n"; + print STDERR " -l tagfile\@linkName tag file + URL or directory \n"; + print STDERR " -q Quiet mode\n\n"; + exit 1; +} diff --git a/trunk/paradiseo-moeo/docs/html/main.html b/trunk/paradiseo-moeo/docs/html/main.html new file mode 100644 index 000000000..79ba3893f --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/main.html @@ -0,0 +1,39 @@ + + +ParadisEO-MOEO: Welcome to ParadisEO-MOEO + + + + +
+
+

Welcome to ParadisEO-MOEO

+

+

0.1

+Introduction

+ParadisEO-MOEO is a white-box object-oriented generic framework dedicated to the flexible design of evolutionary multi-objective algorithms. This paradigm-free software embeds some features and techniques for Pareto-based resolution and aims to provide a set of classes allowing to ease and speed up the development of computationally efficient programs. It is based on a clear conceptual distinction between the solution methods and the multi-objective problems they are intended to solve. This separation confers a maximum design and code reuse. ParadisEO-MOEO provides a broad range of archive-related features (such as elitism or performance metrics) and the most common Pareto-based fitness assignment strategies (MOGA, NSGA, SPEA, IBEA and more). Furthermore, parallel and distributed models as well as hybridization mechanisms can be applied to an algorithm designed within ParadisEO-MOEO using the whole version of ParadisEO.

+Tutorial

+A tutorial about a bi-objective flow-shop scheduling problem will be available soon.

+Installation

+The installation procedure of the package is detailed in the README file in the top-directory of the source-tree.

+Overall Design

+For an introduction to the design of ParadisEO-MOEO, you can look at the ParadisEO website.
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeoArchiveFitnessSavingUpdater_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeoArchiveFitnessSavingUpdater_8h-source.html new file mode 100644 index 000000000..6e69fe019 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeoArchiveFitnessSavingUpdater_8h-source.html @@ -0,0 +1,86 @@ + + +ParadisEO-MOEO: moeoArchiveFitnessSavingUpdater.h Source File + + + + +
+
+

moeoArchiveFitnessSavingUpdater.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeoArchiveFitnessSavingUpdater.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEOARCHIVEFITNESSSAVINGUPDATER_H_
+00014 #define MOEOARCHIVEFITNESSSAVINGUPDATER_H_
+00015 
+00016 #include <fstream>
+00017 #include <string>
+00018 #include <eoPop.h>
+00019 #include <utils/eoUpdater.h>
+00020 #include <moeoArchive.h>
+00021 
+00022 #define MAX_BUFFER_SIZE 1000
+00023 
+00027 template < class EOT > class moeoArchiveFitnessSavingUpdater:public eoUpdater
+00028 {
+00029 public:
+00030 
+00037 moeoArchiveFitnessSavingUpdater (moeoArchive < EOT > &_arch, const std::string & _filename = "Res/Arch", int _id = -1):arch (_arch), filename (_filename), id (_id),
+00038     counter
+00039     (0)
+00040   {
+00041   }
+00042 
+00046   void operator () ()
+00047   {
+00048     char buff[MAX_BUFFER_SIZE];
+00049     if (id == -1)
+00050       sprintf (buff, "%s.%u", filename.c_str (), counter++);
+00051     else
+00052       sprintf (buff, "%s.%u.%u", filename.c_str (), id, counter++);
+00053     std::ofstream f (buff);
+00054     for (unsigned i = 0; i < arch.size (); i++)
+00055       f << arch[i].fitness () << std::endl;
+00056     f.close ();
+00057   }
+00058 
+00059 
+00060 private:
+00061 
+00063   moeoArchive < EOT > &arch;
+00065   std::string filename;
+00067   int id;
+00069   unsigned counter;
+00070 
+00071 };
+00072 
+00073 #endif /*MOEOARCHIVEFITNESSSAVINGUPDATER_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeoArchiveUpdater_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeoArchiveUpdater_8h-source.html new file mode 100644 index 000000000..cb7b608f6 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeoArchiveUpdater_8h-source.html @@ -0,0 +1,72 @@ + + +ParadisEO-MOEO: moeoArchiveUpdater.h Source File + + + + +
+
+

moeoArchiveUpdater.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeoArchiveUpdater.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEOARCHIVEUPDATER_H_
+00014 #define MOEOARCHIVEUPDATER_H_
+00015 
+00016 #include <eoPop.h>
+00017 #include <utils/eoUpdater.h>
+00018 #include <moeoArchive.h>
+00019 
+00023 template < class EOT > class moeoArchiveUpdater:public eoUpdater
+00024 {
+00025 public:
+00026 
+00032   moeoArchiveUpdater (moeoArchive < EOT > &_arch,
+00033                       const eoPop < EOT > &_pop):arch (_arch), pop (_pop)
+00034   {
+00035   }
+00036 
+00037 
+00041   void operator () ()
+00042   {
+00043     arch.update (pop);
+00044   }
+00045 
+00046 
+00047 private:
+00048 
+00050   moeoArchive < EOT > &arch;
+00052   const eoPop < EOT > &pop;
+00053 
+00054 };
+00055 
+00056 #endif /*MOEOARCHIVEUPDATER_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeoArchive_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeoArchive_8h-source.html new file mode 100644 index 000000000..4ffbb4f45 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeoArchive_8h-source.html @@ -0,0 +1,113 @@ + + +ParadisEO-MOEO: moeoArchive.h Source File + + + + +
+
+

moeoArchive.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeoArchive.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEOARCHIVE_H_
+00014 #define MOEOARCHIVE_H_
+00015 
+00016 #include <eoPop.h>
+00017 
+00021 template < class EOT > class moeoArchive:public eoPop < EOT >
+00022 {
+00023 public:
+00024 
+00025   using std::vector < EOT >::size;
+00026   using std::vector < EOT >::operator[];
+00027   using std::vector < EOT >::back;
+00028   using std::vector < EOT >::pop_back;
+00029 
+00033   typedef typename EOT::Fitness EOFitness;
+00034 
+00039   bool dominates (const EOFitness & _fit) const
+00040   {
+00041     for (unsigned i = 0; i < size; i++)
+00042       if (operator[](i).fitness ().dominates (_fit))
+00043         return true;
+00044     return false;
+00045   }
+00046 
+00051   bool contains (const EOFitness & _fit) const
+00052   {
+00053     for (unsigned i = 0; i < size; i++)
+00054       if (operator[](i).fitness () == _fit)
+00055         return true;
+00056     return false;
+00057   }
+00058 
+00063   void update (const EOT & _eo)
+00064   {
+00065     // Removing the dominated solutions from the archive
+00066     for (unsigned j = 0; j < size ();)
+00067       {
+00068         if (_eo.fitness ().dominates (operator[](j).fitness ()))
+00069           {
+00070             operator[](j) = back ();
+00071             pop_back ();
+00072           }
+00073         else if (_eo.fitness () == operator[](j).fitness ())
+00074           {
+00075             operator[](j) = back ();
+00076             pop_back ();
+00077           }
+00078         else
+00079           j++;
+00080       }
+00081 
+00082     // Dominated ?
+00083     bool dom = false;
+00084     for (unsigned j = 0; j < size (); j++)
+00085       if (operator [](j).fitness ().dominates (_eo.fitness ()))
+00086         {
+00087           dom = true;
+00088           break;
+00089         }
+00090     if (!dom)
+00091       push_back (_eo);
+00092   }
+00093 
+00098   void update (const eoPop < EOT > &_pop)
+00099   {
+00100     for (unsigned i = 0; i < _pop.size (); i++)
+00101       update (_pop[i]);
+00102   }
+00103 
+00104 };
+00105 
+00106 #endif /*MOEOARCHIVE_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeoBinaryMetricSavingUpdater_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeoBinaryMetricSavingUpdater_8h-source.html new file mode 100644 index 000000000..cfd08830f --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeoBinaryMetricSavingUpdater_8h-source.html @@ -0,0 +1,101 @@ + + +ParadisEO-MOEO: moeoBinaryMetricSavingUpdater.h Source File + + + + +
+
+

moeoBinaryMetricSavingUpdater.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeoBinaryMetricSavingUpdater.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEOBINARYMETRICSAVINGUPDATER_H_
+00014 #define MOEOBINARYMETRICSAVINGUPDATER_H_
+00015 
+00016 #include <fstream>
+00017 #include <string>
+00018 #include <eoPop.h>
+00019 #include <utils/eoUpdater.h>
+00020 #include <metric/moeoMetric.h>
+00021 
+00026 template < class EOT > class moeoBinaryMetricSavingUpdater:public eoUpdater
+00027 {
+00028 public:
+00029 
+00033   typedef typename EOT::Fitness EOFitness;
+00034 
+00041   moeoBinaryMetricSavingUpdater (moeoVectorVsVectorBM < EOT, double >&_metric,
+00042                                  const eoPop < EOT > &_pop,
+00043                                  std::string _filename):metric (_metric),
+00044     pop (_pop), filename (_filename), counter (1)
+00045   {
+00046   }
+00047 
+00051   void operator () ()
+00052   {
+00053     if (pop.size ())
+00054       {
+00055         if (firstGen)
+00056           {
+00057             firstGen = false;
+00058           }
+00059         else
+00060           {
+00061             // creation of the two Pareto sets                              
+00062             std::vector < EOFitness > from;
+00063             std::vector < EOFitness > to;
+00064             for (unsigned i = 0; i < pop.size (); i++)
+00065               from.push_back (pop[i].fitness ());
+00066             for (unsigned i = 0; i < oldPop.size (); i++)
+00067               to.push_back (oldPop[i].fitness ());
+00068             // writing the result into the file
+00069             std::ofstream f (filename.c_str (), std::ios::app);
+00070             f << counter++ << ' ' << metric (from, to) << std::endl;
+00071             f.close ();
+00072           }
+00073         oldPop = pop;
+00074       }
+00075   }
+00076 
+00077 private:
+00078 
+00080   moeoVectorVsVectorBM < EOT, double >&metric;
+00082   const eoPop < EOT > &pop;
+00084   eoPop < EOT > oldPop;
+00086   std::string filename;
+00088   bool firstGen;
+00090   unsigned counter;
+00091 
+00092 };
+00093 
+00094 #endif /*MOEOBINARYMETRICSAVINGUPDATER_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeoCombinedMOLS_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeoCombinedMOLS_8h-source.html new file mode 100644 index 000000000..8b5ab9c37 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeoCombinedMOLS_8h-source.html @@ -0,0 +1,79 @@ + + +ParadisEO-MOEO: moeoCombinedMOLS.h Source File + + + + +
+
+

moeoCombinedMOLS.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeoCombinedMOLS.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEOCOMBINEDMOLS_H_
+00014 #define MOEOCOMBINEDMOLS_H_
+00015 
+00016 #include <eoEvalFunc.h>
+00017 #include <moeoArchive.h>
+00018 #include <moeoMOLS.h>
+00019 
+00024 template < class EOT > class moeoCombinedMOLS:public moeoMOLS < EOT >
+00025 {
+00026 public:
+00027 
+00033 moeoCombinedMOLS (eoEvalFunc < EOT > &_eval, moeoMOLS < EOT > &_first_ls):eval
+00034     (_eval)
+00035   {
+00036     combinedMOLS.push_back (&_first_ls);
+00037   }
+00038 
+00043   void add (moeoMOLS < EOT > &_ls)
+00044   {
+00045     combinedMOLS.push_back (&_ls);
+00046   }
+00047 
+00054   void operator  () (const EOT & _eo, moeoArchive < EOT > &_arch)
+00055   {
+00056     eval (const_cast < EOT & >(_eo));
+00057     for (unsigned i = 0; i < combinedMOLS.size (); i++)
+00058       combinedMOLS[i]->operator ()(_eo, _arch);
+00059   }
+00060 
+00061 
+00062 private:
+00063 
+00065   eoEvalFunc < EOT > &eval;
+00067   std::vector < moeoMOLS < EOT > *>combinedMOLS;
+00068 
+00069 };
+00070 
+00071 #endif /*MOEOCOMBINEDMOLS_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeoContributionMetric_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeoContributionMetric_8h-source.html new file mode 100644 index 000000000..548b4bf42 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeoContributionMetric_8h-source.html @@ -0,0 +1,117 @@ + + +ParadisEO-MOEO: moeoContributionMetric.h Source File + + + + +
+
+

moeoContributionMetric.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeoContributionMetric.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEOCONTRIBUTIONMETRIC_H_
+00014 #define MOEOCONTRIBUTIONMETRIC_H_
+00015 
+00016 #include <metric/moeoMetric.h>
+00017 
+00023 template < class EOT > class moeoContributionMetric:public moeoVectorVsVectorBM < EOT,
+00024   double >
+00025 {
+00026 public:
+00027 
+00031   typedef typename EOT::Fitness EOFitness;
+00032 
+00038   double operator () (const std::vector < EOFitness > &_set1,
+00039                       const std::vector < EOFitness > &_set2)
+00040   {
+00041     unsigned c = card_C (_set1, _set2);
+00042     unsigned w1 = card_W (_set1, _set2);
+00043     unsigned n1 = card_N (_set1, _set2);
+00044     unsigned w2 = card_W (_set2, _set1);
+00045     unsigned n2 = card_N (_set2, _set1);
+00046       return (double) (c / 2.0 + w1 + n1) / (c + w1 + n1 + w2 + n2);
+00047   }
+00048 
+00049 
+00050 private:
+00051 
+00057   unsigned card_C (const std::vector < EOFitness > &_set1,
+00058                    const std::vector < EOFitness > &_set2)
+00059   {
+00060     unsigned c = 0;
+00061     for (unsigned i = 0; i < _set1.size (); i++)
+00062       for (unsigned j = 0; j < _set2.size (); j++)
+00063         if (_set1[i] == _set2[j])
+00064           {
+00065             c++;
+00066             break;
+00067           }
+00068     return c;
+00069   }
+00070 
+00076   unsigned card_W (const std::vector < EOFitness > &_set1,
+00077                    const std::vector < EOFitness > &_set2)
+00078   {
+00079     unsigned w = 0;
+00080     for (unsigned i = 0; i < _set1.size (); i++)
+00081       for (unsigned j = 0; j < _set2.size (); j++)
+00082         if (_set1[i].dominates (_set2[j]))
+00083           {
+00084             w++;
+00085             break;
+00086           }
+00087     return w;
+00088   }
+00089 
+00095   unsigned card_N (const std::vector < EOFitness > &_set1,
+00096                    const std::vector < EOFitness > &_set2)
+00097   {
+00098     unsigned n = 0;
+00099     for (unsigned i = 0; i < _set1.size (); i++)
+00100       {
+00101         bool domin_rel = false;
+00102         for (unsigned j = 0; j < _set2.size (); j++)
+00103           if (_set1[i].dominates (_set2[j]) || _set2[j].dominates (_set1[i]))
+00104             {
+00105               domin_rel = true;
+00106               break;
+00107             }
+00108         if (!domin_rel)
+00109           n++;
+00110       }
+00111     return n;
+00112   }
+00113 
+00114 };
+00115 
+00116 #endif /*MOEOCONTRIBUTIONMETRIC_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeoEntropyMetric_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeoEntropyMetric_8h-source.html new file mode 100644 index 000000000..6ba2ef629 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeoEntropyMetric_8h-source.html @@ -0,0 +1,195 @@ + + +ParadisEO-MOEO: moeoEntropyMetric.h Source File + + + + +
+
+

moeoEntropyMetric.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeoEntropyMetric.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEOENTROPYMETRIC_H_
+00014 #define MOEOENTROPYMETRIC_H_
+00015 
+00016 #include <metric/moeoMetric.h>
+00017 
+00023 template < class EOT > class moeoEntropyMetric:public moeoVectorVsVectorBM < EOT,
+00024   double >
+00025 {
+00026 public:
+00027 
+00031   typedef typename EOT::Fitness EOFitness;
+00032 
+00038   double operator () (const std::vector < EOFitness > &_set1,
+00039                       const std::vector < EOFitness > &_set2)
+00040   {
+00041     // normalization
+00042     std::vector < EOFitness > set1 = _set1;
+00043     std::vector < EOFitness > set2 = _set2;
+00044     removeDominated (set1);
+00045     removeDominated (set2);
+00046     prenormalize (set1);
+00047     normalize (set1);
+00048     normalize (set2);
+00049 
+00050     // making of PO*
+00051     std::vector < EOFitness > star;     // rotf :-)
+00052     computeUnion (set1, set2, star);
+00053     removeDominated (star);
+00054 
+00055     // making of PO1 U PO*
+00056     std::vector < EOFitness > union_set1_star;  // rotf again ...
+00057     computeUnion (set1, star, union_set1_star);
+00058 
+00059     unsigned C = union_set1_star.size ();
+00060     float omega = 0;
+00061     float entropy = 0;
+00062 
+00063     for (unsigned i = 0; i < C; i++)
+00064       {
+00065         unsigned N_i =
+00066           howManyInNicheOf (union_set1_star, union_set1_star[i],
+00067                             star.size ());
+00068         unsigned n_i =
+00069           howManyInNicheOf (set1, union_set1_star[i], star.size ());
+00070         if (n_i > 0)
+00071           {
+00072             omega += 1.0 / N_i;
+00073             entropy +=
+00074               (float) n_i / (N_i * C) * log (((float) n_i / C) / log (2.0));
+00075           }
+00076       }
+00077     entropy /= -log (omega);
+00078     entropy *= log (2.0);
+00079     return entropy;
+00080   }
+00081 
+00082 
+00083 private:
+00084 
+00085   std::vector < double >vect_min_val;
+00086   std::vector < double >vect_max_val;
+00087 
+00088   void removeDominated (std::vector < EOFitness > &_f)
+00089   {
+00090     for (unsigned i = 0; i < _f.size (); i++)
+00091       {
+00092         bool dom = false;
+00093         for (unsigned j = 0; j < _f.size (); j++)
+00094           if (i != j && _f[j].dominates (_f[i]))
+00095             {
+00096               dom = true;
+00097               break;
+00098             }
+00099         if (dom)
+00100           {
+00101             _f[i] = _f.back ();
+00102             _f.pop_back ();
+00103             i--;
+00104           }
+00105       }
+00106   }
+00107 
+00108   void prenormalize (const std::vector < EOFitness > &_f)
+00109   {
+00110     vect_min_val.clear ();
+00111     vect_max_val.clear ();
+00112 
+00113     for (unsigned char i = 0; i < EOFitness::fitness_traits::nObjectives ();
+00114          i++)
+00115       {
+00116         float min_val = _f.front ()[i], max_val = min_val;
+00117         for (unsigned j = 1; j < _f.size (); j++)
+00118           {
+00119             if (_f[j][i] < min_val)
+00120               min_val = _f[j][i];
+00121             if (_f[j][i] > max_val)
+00122               max_val = _f[j][i];
+00123           }
+00124         vect_min_val.push_back (min_val);
+00125         vect_max_val.push_back (max_val);
+00126       }
+00127   }
+00128 
+00129   void normalize (std::vector < EOFitness > &_f)
+00130   {
+00131     for (unsigned i = 0; i < EOFitness::fitness_traits::nObjectives (); i++)
+00132       for (unsigned j = 0; j < _f.size (); j++)
+00133         _f[j][i] =
+00134           (_f[j][i] - vect_min_val[i]) / (vect_max_val[i] - vect_min_val[i]);
+00135   }
+00136 
+00137   void computeUnion (const std::vector < EOFitness > &_f1,
+00138                      const std::vector < EOFitness > &_f2,
+00139                      std::vector < EOFitness > &_f)
+00140   {
+00141     _f = _f1;
+00142     for (unsigned i = 0; i < _f2.size (); i++)
+00143       {
+00144         bool b = false;
+00145         for (unsigned j = 0; j < _f1.size (); j++)
+00146           if (_f1[j] == _f2[i])
+00147             {
+00148               b = true;
+00149               break;
+00150             }
+00151         if (!b)
+00152           _f.push_back (_f2[i]);
+00153       }
+00154   }
+00155 
+00156   unsigned howManyInNicheOf (const std::vector < EOFitness > &_f,
+00157                              const EOFitness & _s, unsigned _size)
+00158   {
+00159     unsigned n = 0;
+00160     for (unsigned i = 0; i < _f.size (); i++)
+00161       {
+00162         if (euclidianDistance (_f[i], _s) < (_s.size () / (double) _size))
+00163           n++;
+00164       }
+00165     return n;
+00166   }
+00167 
+00168   double euclidianDistance (const EOFitness & _set1, const EOFitness & _to,
+00169                             unsigned _deg = 2)
+00170   {
+00171     double dist = 0;
+00172     for (unsigned i = 0; i < _set1.size (); i++)
+00173       dist += pow (fabs (_set1[i] - _to[i]), (int) _deg);
+00174     return pow (dist, 1.0 / _deg);
+00175   }
+00176 
+00177 };
+00178 
+00179 #endif /*MOEOENTROPYMETRIC_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeoHybridMOLS_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeoHybridMOLS_8h-source.html new file mode 100644 index 000000000..13c4ec57c --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeoHybridMOLS_8h-source.html @@ -0,0 +1,85 @@ + + +ParadisEO-MOEO: moeoHybridMOLS.h Source File + + + + +
+
+

moeoHybridMOLS.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeoHybridMOLS.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEOHYBRIDMOLS_H_
+00014 #define MOEOHYBRIDMOLS_H_
+00015 
+00016 #include <eoContinue.h>
+00017 #include <eoPop.h>
+00018 #include <eoUpdater.h>
+00019 #include <eoSelect.h>
+00020 #include <moeoArchive.h>
+00021 #include <moeoMOLS.h>
+00022 
+00027 template < class EOT > class moeoHybridMOLS:public eoUpdater
+00028 {
+00029 public:
+00030 
+00038 eoHybridMOLS (eoContinue < EOT > &_term, eoSelect < EOT > &_select, moeoMOLS < EOT > &_mols, moeoArchive < EOT > &_arch):term (_term), select (_select), mols (_mols),
+00039     arch
+00040     (_arch)
+00041   {
+00042   }
+00043 
+00047   void operator  () ()
+00048   {
+00049     if (!cont (arch))
+00050       {
+00051         // selection of solutions
+00052         eoPop < EOT > selectedSolutions;
+00053         select (arch, selectedSolutions);
+00054         // apply the local search to every selected solution
+00055         for (unsigned i = 0; i < selectedSolutions.size (); i++)
+00056           mols (selectedSolutions[i], arch);
+00057       }
+00058   }
+00059 
+00060 
+00061 private:
+00062 
+00064   eoContinue < EOT > &term;
+00066   eoSelect < EOT > &select;
+00068   moeoMOLS < EOT > &mols;
+00070   moeoArchive < EOT > &arch;
+00071 
+00072 };
+00073 
+00074 #endif /*MOEOHYBRIDMOLS_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeoMOLS_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeoMOLS_8h-source.html new file mode 100644 index 000000000..59c624f47 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeoMOLS_8h-source.html @@ -0,0 +1,53 @@ + + +ParadisEO-MOEO: moeoMOLS.h Source File + + + + +
+
+

moeoMOLS.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeoMOLS.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEOMOLS_H_
+00014 #define MOEOMOLS_H_
+00015 
+00016 #include <eoFunctor.h>
+00017 #include <moeoArchive.h>
+00018 
+00023 template < class EOT > class moeoMOLS:public eoBF < const EOT &, moeoArchive < EOT > &,
+00024   void >
+00025 {
+00026 };
+00027 
+00028 #endif /*MOEOMOLS_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeoMetric_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeoMetric_8h-source.html new file mode 100644 index 000000000..44515a48b --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeoMetric_8h-source.html @@ -0,0 +1,111 @@ + + +ParadisEO-MOEO: moeoMetric.h Source File + + + + +
+
+

moeoMetric.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeoMetric.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEOMETRIC_H_
+00014 #define MOEOMETRIC_H_
+00015 
+00016 #include <eoFunctor.h>
+00017 
+00021 class moeoMetric:public eoFunctorBase
+00022 {
+00023 };
+00024 
+00025 
+00029 template < class A, class R > class moeoUM:public eoUF < A, R >,
+00030   public moeoMetric
+00031 {
+00032 };
+00033 
+00034 
+00038 template < class A1, class A2, class R > class moeoBM:public eoBF < A1, A2, R >,
+00039   public moeoMetric
+00040 {
+00041 };
+00042 
+00043 
+00047 template < class EOT, class R, class EOFitness = typename EOT::Fitness > class moeoSolutionUM:public moeoUM <
+00048   const
+00049   EOFitness &,
+00050   R >
+00051 {
+00052 };
+00053 
+00054 
+00058 template < class EOT, class R, class EOFitness = typename EOT::Fitness > class moeoVectorUM:public moeoUM <
+00059   const
+00060   std::vector <
+00061 EOFitness > &,
+00062   R >
+00063 {
+00064 };
+00065 
+00066 
+00070 template < class EOT, class R, class EOFitness = typename EOT::Fitness > class moeoSolutionVsSolutionBM:public moeoBM <
+00071   const
+00072   EOFitness &, const
+00073   EOFitness &,
+00074   R >
+00075 {
+00076 };
+00077 
+00078 
+00082 template < class EOT, class R, class EOFitness = typename EOT::Fitness > class moeoVectorVsSolutionBM:public moeoBM <
+00083   const
+00084   std::vector <
+00085 EOFitness > &, const
+00086   EOFitness &,
+00087   R >
+00088 {
+00089 };
+00090 
+00091 
+00095 template < class EOT, class R, class EOFitness = typename EOT::Fitness > class moeoVectorVsVectorBM:public moeoBM <
+00096   const
+00097   std::vector <
+00098 EOFitness > &, const
+00099   std::vector <
+00100 EOFitness > &,
+00101   R >
+00102 {
+00103 };
+00104 
+00105 
+00106 #endif /*MOEOMETRIC_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeoReplacement_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeoReplacement_8h-source.html new file mode 100644 index 000000000..a08ed4aca --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeoReplacement_8h-source.html @@ -0,0 +1,163 @@ + + +ParadisEO-MOEO: moeoReplacement.h Source File + + + + +
+
+

moeoReplacement.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeoReplacement.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEOREPLACEMENT_H_
+00014 #define MOEOREPLACEMENT_H_
+00015 
+00016 #include <eoPerf2Worth.h>
+00017 #include <eoPop.h>
+00018 #include <eoReplacement.h>
+00019 
+00020 
+00024 template < class EOT, class WorthT > class moeoReplacement:public eoReplacement <
+00025   EOT >
+00026 {
+00027 };
+00028 
+00029 
+00034 template < class EOT, class WorthT =
+00035   double >class moeoElitistReplacement:public moeoReplacement < EOT, WorthT >
+00036 {
+00037 public:
+00038 
+00043   moeoElitistReplacement (eoPerf2Worth < EOT,
+00044                           WorthT > &_perf2worth):perf2worth (_perf2worth)
+00045   {
+00046   }
+00047 
+00048 
+00054   void operator () (eoPop < EOT > &_parents, eoPop < EOT > &_offspring)
+00055   {
+00056     unsigned size = _parents.size ();
+00057     _parents.reserve (_parents.size () + _offspring.size ());
+00058     copy (_offspring.begin (), _offspring.end (), back_inserter (_parents));
+00059 
+00060     // calculate worths
+00061     perf2worth (_parents);
+00062     perf2worth.sort_pop (_parents);
+00063     perf2worth.resize (_parents, size);
+00064 
+00065     _offspring.clear ();
+00066   }
+00067 
+00068 private:
+00070   eoPerf2Worth < EOT, WorthT > &perf2worth;
+00071 };
+00072 
+00073 
+00077 template < class EOT, class WorthT =
+00078   double >class moeoDisctinctElitistReplacement:public moeoReplacement < EOT,
+00079   WorthT >
+00080 {
+00081 public:
+00082 
+00087   moeoDisctinctElitistReplacement (eoPerf2Worth < EOT,
+00088                                    WorthT >
+00089                                    &_perf2worth):perf2worth (_perf2worth)
+00090   {
+00091   }
+00092 
+00093 
+00099   void operator () (eoPop < EOT > &_parents, eoPop < EOT > &_offspring)
+00100   {
+00101     unsigned size = _parents.size ();
+00102     _parents.reserve (_parents.size () + _offspring.size ());
+00103     copy (_offspring.begin (), _offspring.end (), back_inserter (_parents));
+00104 
+00105     // creation of the new population (of size 'size')
+00106     createNewPop (_parents, size);
+00107 
+00108     _offspring.clear ();
+00109   }
+00110 
+00111 
+00112 private:
+00113 
+00115   eoPerf2Worth < EOT, WorthT > &perf2worth;
+00116 
+00117 
+00123   void createNewPop (eoPop < EOT > &_pop, unsigned _size)
+00124   {
+00125     // the number of occurences for each individual
+00126     std::map < EOT, unsigned >nb_occurences;
+00127     for (unsigned i = 0; i < _pop.size (); i++)
+00128       nb_occurences[_pop[i]] = 0;
+00129     // the new population
+00130     eoPop < EOT > new_pop;
+00131     new_pop.reserve (_pop.size ());
+00132     for (unsigned i = 0; i < _pop.size (); i++)
+00133       {
+00134         if (nb_occurences[_pop[i]] == 0)
+00135           new_pop.push_back (_pop[i]);
+00136         nb_occurences[_pop[i]]++;
+00137       }
+00138 
+00139     // calculate worths (on the new population)
+00140     perf2worth (new_pop);
+00141     perf2worth.sort_pop (new_pop);
+00142 
+00143     // if case there's not enough individuals in the population...
+00144     unsigned new_pop_size_init = new_pop.size ();
+00145     unsigned k = 0;
+00146     while (new_pop.size () < _size)
+00147       {
+00148         if (k < new_pop_size_init)
+00149           {
+00150             if (nb_occurences[new_pop[k]] > 1)
+00151               {
+00152                 new_pop.push_back (new_pop[k]);
+00153                 nb_occurences[new_pop[k]]--;
+00154               }
+00155             k++;
+00156           }
+00157         else
+00158           k = 0;
+00159       }
+00160 
+00161     // resize and swap the populations
+00162     perf2worth.resize (new_pop, _size);
+00163     _pop.resize (_size);
+00164     _pop.swap (new_pop);
+00165   }
+00166 
+00167 };
+00168 
+00169 #endif /*MOEOREPLACEMENT_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeoSelectOneFromPopAndArch_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeoSelectOneFromPopAndArch_8h-source.html new file mode 100644 index 000000000..32ec70e17 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeoSelectOneFromPopAndArch_8h-source.html @@ -0,0 +1,95 @@ + + +ParadisEO-MOEO: moeoSelectOneFromPopAndArch.h Source File + + + + +
+
+

moeoSelectOneFromPopAndArch.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeoSelectOneFormPopAndArch.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEOSELECTONEFROMPOPANDARCH_H_
+00014 #define MOEOSELECTONEFROMPOPANDARCH_H_
+00015 
+00016 #include <eoPop.h>
+00017 #include <eoRandomSelect.h>
+00018 #include <eoSelectOne.h>
+00019 #include <utils/eoRNG.h>
+00020 #include <moeoArchive.h>
+00021 
+00025 template < class EOT > class moeoSelectOneFromPopAndArch:public eoSelectOne <
+00026   EOT >
+00027 {
+00028 public:
+00029 
+00037 moeoSelectOneFromPopAndArch (eoSelectOne < EOT > &_popSelectOne, eoSelectOne < EOT > _archSelectOne, moeoArchive < EOT > &_arch, double _ratioFromPop = 0.5):popSelectOne (_popSelectOne), archSelectOne (_archSelectOne), arch (_arch),
+00038     ratioFromPop
+00039     (_ratioFromPop)
+00040   {
+00041   }
+00042 
+00049 moeoSelectOneFromPopAndArch (eoSelectOne < EOT > &_popSelectOne, moeoArchive < EOT > &_arch, double _ratioFromPop = 0.5):popSelectOne (_popSelectOne), archSelectOne (randomSelect), arch (_arch),
+00050     ratioFromPop
+00051     (_ratioFromPop)
+00052   {
+00053   }
+00054 
+00058   virtual const EOT & operator  () (const eoPop < EOT > &pop)
+00059   {
+00060     if (arch.size () > 0)
+00061       if (rng.flip (ratioFromPop))
+00062         return popSelectOne (pop);
+00063       else
+00064         return archSelectOne (arch);
+00065     else
+00066       return popSelectOne (pop);
+00067   }
+00068 
+00072   virtual void setup (const eoPop < EOT > &_pop)
+00073   {
+00074     popSelectOne.setup (_pop);
+00075   }
+00076 
+00077 
+00078 private:
+00079 
+00081   eoSelectOne < EOT > &popSelectOne;
+00083   eoSelectOne < EOT > &archSelectOne;
+00085   moeoArchive < EOT > &arch;
+00087   double ratioFromPop;
+00089   eoRandomSelect < EOT > randomSelect;
+00090 
+00091 };
+00092 
+00093 #endif /*MOEOSELECTONEFROMPOPANDARCH_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/moeo_8h-source.html b/trunk/paradiseo-moeo/docs/html/moeo_8h-source.html new file mode 100644 index 000000000..ad8fe5b4c --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/moeo_8h-source.html @@ -0,0 +1,60 @@ + + +ParadisEO-MOEO: moeo.h Source File + + + + +
+
+

moeo.h

00001 // -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*-
+00002 
+00003 //-----------------------------------------------------------------------------
+00004 // moeo.h
+00005 // (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006
+00006 /*
+00007     This library...
+00008 
+00009     Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr
+00010  */
+00011 //-----------------------------------------------------------------------------
+00012 
+00013 #ifndef MOEO_H_
+00014 #define MOEO_H_
+00015 
+00016 #include <eo>
+00017 
+00018 #include <moeoArchiveFitnessSavingUpdater.h>
+00019 #include <moeoArchiveUpdater.h>
+00020 #include <moeoArchive.h>
+00021 #include <moeoCombinedMOLS.h>
+00022 #include <moeoHybridMOLS.h>
+00023 #include <moeoMOLS.h>
+00024 #include <moeoReplacement.h>
+00025 #include <moeoSelectOneFromPopAndArch.h>
+00026 #include <metric/moeoBinaryMetricSavingUpdater.h>
+00027 #include <metric/moeoContributionMetric.h>
+00028 #include <metric/moeoEntropyMetric.h>
+00029 #include <metric/moeoMetric.h>
+00030 
+00031 #endif /*MOEO_H_ */
+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/html/pages.html b/trunk/paradiseo-moeo/docs/html/pages.html new file mode 100644 index 000000000..7b9f41ff6 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/pages.html @@ -0,0 +1,33 @@ + + +ParadisEO-MOEO: Page Index + + + + +
+
+

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+
    +
  • Main Page
    • +
  • Classes
    • +
  • Files
    • +
  • Related Pages
    • +
  • +
    + + + + +1 document matching your query."; + } + else // $num>1 + { + return "Found $num documents matching your query. Showing best matches first."; + } +} + +function report_matches() +{ + return "Matches: "; +} +function end_form($value) +{ + echo " \n \n
    \n
    \n
    • \n
\n
\n"; +} + +function readInt($file) +{ + $b1 = ord(fgetc($file)); $b2 = ord(fgetc($file)); + $b3 = ord(fgetc($file)); $b4 = ord(fgetc($file)); + return ($b1<<24)|($b2<<16)|($b3<<8)|$b4; +} + +function readString($file) +{ + $result=""; + while (ord($c=fgetc($file))) $result.=$c; + return $result; +} + +function readHeader($file) +{ + $header =fgetc($file); $header.=fgetc($file); + $header.=fgetc($file); $header.=fgetc($file); + return $header; +} + +function computeIndex($word) +{ + // Fast string hashing + //$lword = strtolower($word); + //$l = strlen($lword); + //for ($i=0;$i<$l;$i++) + //{ + // $c = ord($lword{$i}); + // $v = (($v & 0xfc00) ^ ($v << 6) ^ $c) & 0xffff; + //} + //return $v; + + // Simple hashing that allows for substring search + if (strlen($word)<2) return -1; + // high char of the index + $hi = ord($word{0}); + if ($hi==0) return -1; + // low char of the index + $lo = ord($word{1}); + if ($lo==0) return -1; + // return index + return $hi*256+$lo; +} + +function search($file,$word,&$statsList) +{ + $index = computeIndex($word); + if ($index!=-1) // found a valid index + { + fseek($file,$index*4+4); // 4 bytes per entry, skip header + $index = readInt($file); + if ($index) // found words matching the hash key + { + $start=sizeof($statsList); + $count=$start; + fseek($file,$index); + $w = readString($file); + while ($w) + { + $statIdx = readInt($file); + if ($word==substr($w,0,strlen($word))) + { // found word that matches (as substring) + $statsList[$count++]=array( + "word"=>$word, + "match"=>$w, + "index"=>$statIdx, + "full"=>strlen($w)==strlen($word), + "docs"=>array() + ); + } + $w = readString($file); + } + $totalHi=0; + $totalFreqHi=0; + $totalFreqLo=0; + for ($count=$start;$count $idx, + "freq" => $freq>>1, + "rank" => 0.0, + "hi" => $freq&1 + ); + if ($freq&1) // word occurs in high priority doc + { + $totalHi++; + $totalFreqHi+=$freq*$multiplier; + } + else // word occurs in low priority doc + { + $totalFreqLo+=$freq*$multiplier; + } + } + // read name and url info for the doc + for ($i=0;$i<$numDocs;$i++) + { + fseek($file,$docInfo[$i]["idx"]); + $docInfo[$i]["name"]=readString($file); + $docInfo[$i]["url"]=readString($file); + } + $statInfo["docs"]=$docInfo; + } + $totalFreq=($totalHi+1)*$totalFreqLo + $totalFreqHi; + for ($count=$start;$count$key, + "name"=>$di["name"], + "rank"=>$rank + ); + } + $docs[$key]["words"][] = array( + "word"=>$wordInfo["word"], + "match"=>$wordInfo["match"], + "freq"=>$di["freq"] + ); + } + } + return $docs; +} + +function filter_results($docs,&$requiredWords,&$forbiddenWords) +{ + $filteredDocs=array(); + while (list ($key, $val) = each ($docs)) + { + $words = &$docs[$key]["words"]; + $copy=1; // copy entry by default + if (sizeof($requiredWords)>0) + { + foreach ($requiredWords as $reqWord) + { + $found=0; + foreach ($words as $wordInfo) + { + $found = $wordInfo["word"]==$reqWord; + if ($found) break; + } + if (!$found) + { + $copy=0; // document contains none of the required words + break; + } + } + } + if (sizeof($forbiddenWords)>0) + { + foreach ($words as $wordInfo) + { + if (in_array($wordInfo["word"],$forbiddenWords)) + { + $copy=0; // document contains a forbidden word + break; + } + } + } + if ($copy) $filteredDocs[$key]=$docs[$key]; + } + return $filteredDocs; +} + +function compare_rank($a,$b) +{ + if ($a["rank"] == $b["rank"]) + { + return 0; + } + return ($a["rank"]>$b["rank"]) ? -1 : 1; +} + +function sort_results($docs,&$sorted) +{ + $sorted = $docs; + usort($sorted,"compare_rank"); + return $sorted; +} + +function report_results(&$docs) +{ + echo "\n"; + echo " \n"; + echo " \n"; + echo " \n"; + $numDocs = sizeof($docs); + if ($numDocs==0) + { + echo " \n"; + echo " \n"; + echo " \n"; + } + else + { + echo " \n"; + echo " \n"; + echo " \n"; + $num=1; + foreach ($docs as $doc) + { + echo " \n"; + echo " "; + echo "\n"; + echo " \n"; + echo " \n"; + echo " \n"; + $num++; + } + } + echo "

".search_results()."

".matches_text(0)."
".matches_text($numDocs); + echo "\n"; + echo "
$num.".$doc["name"]."
".report_matches()." "; + foreach ($doc["words"] as $wordInfo) + { + $word = $wordInfo["word"]; + $matchRight = substr($wordInfo["match"],strlen($word)); + echo "$word$matchRight(".$wordInfo["freq"].") "; + } + echo "
\n"; +} + +function main() +{ + if(strcmp('4.1.0', phpversion()) > 0) + { + die("Error: PHP version 4.1.0 or above required!"); + } + if (!($file=fopen("search.idx","rb"))) + { + die("Error: Search index file could NOT be opened!"); + } + if (readHeader($file)!="DOXS") + { + die("Error: Header of index file is invalid!"); + } + $query=""; + if (array_key_exists("query", $_GET)) + { + $query=$_GET["query"]; + } + end_form($query); + echo " \n
\n"; + $results = array(); + $requiredWords = array(); + $forbiddenWords = array(); + $foundWords = array(); + $word=strtok($query," "); + while ($word) // for each word in the search query + { + if (($word{0}=='+')) { $word=substr($word,1); $requiredWords[]=$word; } + if (($word{0}=='-')) { $word=substr($word,1); $forbiddenWords[]=$word; } + if (!in_array($word,$foundWords)) + { + $foundWords[]=$word; + search($file,strtolower($word),$results); + } + $word=strtok(" "); + } + $docs = array(); + combine_results($results,$docs); + // filter out documents with forbidden word or that do not contain + // required words + $filteredDocs = filter_results($docs,$requiredWords,$forbiddenWords); + // sort the results based on rank + $sorted = array(); + sort_results($filteredDocs,$sorted); + // report results to the user + report_results($sorted); + echo "
\n"; + fclose($file); +} + +main(); + + +?> +
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+

ParadisEO-MOEO

+
+

o*Welcome to ParadisEO-MOEO

+

o+Class List

+ +

o+Class Hierarchy

+ +

o*Class Members

+

o+File List

+
+

|o*index.h

+

|o*moeo.h

+

|o*moeoArchive.h

+

|o*moeoArchiveFitnessSavingUpdater.h

+

|o*moeoArchiveUpdater.h

+

|o*moeoBinaryMetricSavingUpdater.h

+

|o*moeoCombinedMOLS.h

+

|o*moeoContributionMetric.h

+

|o*moeoEntropyMetric.h

+

|o*moeoHybridMOLS.h

+

|o*moeoMetric.h

+

|o*moeoMOLS.h

+

|o*moeoReplacement.h

+

|\*moeoSelectOneFromPopAndArch.h

+
+

\+Related Pages

+ +
+
+ + diff --git a/trunk/paradiseo-moeo/docs/html/webpages.html b/trunk/paradiseo-moeo/docs/html/webpages.html new file mode 100644 index 000000000..51e8866d5 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/html/webpages.html @@ -0,0 +1,31 @@ + + +ParadisEO-MOEO: Related webpages + + + + +
+
+

Related webpages

+
Generated on Tue Dec 12 11:16:35 2006 for ParadisEO-MOEO by  + +doxygen 1.5.1
+ + diff --git a/trunk/paradiseo-moeo/docs/index.h b/trunk/paradiseo-moeo/docs/index.h new file mode 100644 index 000000000..a8ab0ea63 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/index.h @@ -0,0 +1,53 @@ +/** @mainpage Welcome to ParadisEO-MOEO + +@section intro Introduction + +ParadisEO-MOEO is a white-box object-oriented generic framework dedicated to the flexible design of evolutionary multi-objective algorithms. +This paradigm-free software embeds some features and techniques for Pareto-based resolution and +aims to provide a set of classes allowing to ease and speed up the development of computationally efficient programs. +It is based on a clear conceptual distinction between the solution methods and the multi-objective problems they are intended to solve. +This separation confers a maximum design and code reuse. +ParadisEO-MOEO provides a broad range of archive-related features (such as elitism or performance metrics) +and the most common Pareto-based fitness assignment strategies (MOGA, NSGA, SPEA, IBEA and more). +Furthermore, parallel and distributed models as well as hybridization mechanisms can be applied to an algorithm designed within ParadisEO-MOEO +using the whole version of ParadisEO. + + + +@section tutorial Tutorial + +A tutorial about a bi-objective flow-shop scheduling problem will be available soon. + + + +@section install Installation + +The installation procedure of the package is detailed in the README file in the top-directory of the source-tree. + + + +@section design Overall Design + +For an introduction to the design of ParadisEO-MOEO, +you can look at the ParadisEO website. +*/ + + + +/** @page webpages Related webpages + +- ParadisEO homepage +- INRIA GForge project page +- README +- NEWS +*/ + + + +// Local Variables: +// coding: iso-8859-1 +// mode: C++ +// c-file-style: "Stroustrup" +// fill-column: 80 +// End: diff --git a/trunk/paradiseo-moeo/docs/moeo.doxyfile b/trunk/paradiseo-moeo/docs/moeo.doxyfile new file mode 100644 index 000000000..fb44ccb41 --- /dev/null +++ b/trunk/paradiseo-moeo/docs/moeo.doxyfile @@ -0,0 +1,237 @@ +# Doxyfile 1.5.1 + +#--------------------------------------------------------------------------- +# Project related configuration options +#--------------------------------------------------------------------------- +PROJECT_NAME = ParadisEO-MOEO +PROJECT_NUMBER = 0.1 +OUTPUT_DIRECTORY = +CREATE_SUBDIRS = NO +OUTPUT_LANGUAGE = English +USE_WINDOWS_ENCODING = NO +BRIEF_MEMBER_DESC = YES +REPEAT_BRIEF = YES +ABBREVIATE_BRIEF = "The $name class" \ + "The $name widget" \ + "The $name file" \ + is \ + provides \ + specifies \ + contains \ + represents \ + a \ + an \ + the +ALWAYS_DETAILED_SEC = NO +INLINE_INHERITED_MEMB = NO +FULL_PATH_NAMES = NO +STRIP_FROM_PATH = +STRIP_FROM_INC_PATH = +SHORT_NAMES = NO +JAVADOC_AUTOBRIEF = YES +MULTILINE_CPP_IS_BRIEF = NO +DETAILS_AT_TOP = NO +INHERIT_DOCS = YES +SEPARATE_MEMBER_PAGES = NO +TAB_SIZE = 8 +ALIASES = +OPTIMIZE_OUTPUT_FOR_C = NO +OPTIMIZE_OUTPUT_JAVA = NO +BUILTIN_STL_SUPPORT = NO +DISTRIBUTE_GROUP_DOC = NO +SUBGROUPING = YES +#--------------------------------------------------------------------------- +# Build related configuration options +#--------------------------------------------------------------------------- +EXTRACT_ALL = NO +EXTRACT_PRIVATE = YES +EXTRACT_STATIC = YES +EXTRACT_LOCAL_CLASSES = YES +EXTRACT_LOCAL_METHODS = NO +HIDE_UNDOC_MEMBERS = YES +HIDE_UNDOC_CLASSES = YES +HIDE_FRIEND_COMPOUNDS = NO +HIDE_IN_BODY_DOCS = NO +INTERNAL_DOCS = NO +CASE_SENSE_NAMES = YES +HIDE_SCOPE_NAMES = NO +SHOW_INCLUDE_FILES = YES +INLINE_INFO = YES +SORT_MEMBER_DOCS = NO +SORT_BRIEF_DOCS = NO +SORT_BY_SCOPE_NAME = NO +GENERATE_TODOLIST = YES +GENERATE_TESTLIST = YES +GENERATE_BUGLIST = YES +GENERATE_DEPRECATEDLIST= YES +ENABLED_SECTIONS = +MAX_INITIALIZER_LINES = 30 +SHOW_USED_FILES = YES +SHOW_DIRECTORIES = NO +FILE_VERSION_FILTER = +#--------------------------------------------------------------------------- +# configuration options related to warning and progress messages +#--------------------------------------------------------------------------- +QUIET = YES +WARNINGS = YES +WARN_IF_UNDOCUMENTED = YES +WARN_IF_DOC_ERROR = YES +WARN_NO_PARAMDOC = NO +WARN_FORMAT = "$file:$line: $text" +WARN_LOGFILE = +#--------------------------------------------------------------------------- +# configuration options related to the input files +#--------------------------------------------------------------------------- +INPUT = . ../src +FILE_PATTERNS = *.cpp \ + *.h \ + NEWS README +RECURSIVE = YES +EXCLUDE = +EXCLUDE_SYMLINKS = NO +EXCLUDE_PATTERNS = +EXAMPLE_PATH = +EXAMPLE_PATTERNS = * +EXAMPLE_RECURSIVE = NO +IMAGE_PATH = +INPUT_FILTER = +FILTER_PATTERNS = +FILTER_SOURCE_FILES = NO +#--------------------------------------------------------------------------- +# configuration options related to source browsing +#--------------------------------------------------------------------------- +SOURCE_BROWSER = YES +INLINE_SOURCES = NO +STRIP_CODE_COMMENTS = YES +REFERENCED_BY_RELATION = YES +REFERENCES_RELATION = YES +REFERENCES_LINK_SOURCE = YES +USE_HTAGS = NO +VERBATIM_HEADERS = YES +#--------------------------------------------------------------------------- +# configuration options related to the alphabetical class index +#--------------------------------------------------------------------------- +ALPHABETICAL_INDEX = YES +COLS_IN_ALPHA_INDEX = 3 +IGNORE_PREFIX = moeo +#--------------------------------------------------------------------------- +# configuration options related to the HTML output +#--------------------------------------------------------------------------- +GENERATE_HTML = YES +HTML_OUTPUT = html +HTML_FILE_EXTENSION = .html +HTML_HEADER = +HTML_FOOTER = +HTML_STYLESHEET = +HTML_ALIGN_MEMBERS = YES +GENERATE_HTMLHELP = NO +CHM_FILE = +HHC_LOCATION = +GENERATE_CHI = NO +BINARY_TOC = NO +TOC_EXPAND = NO +DISABLE_INDEX = NO +ENUM_VALUES_PER_LINE = 4 +GENERATE_TREEVIEW = YES +TREEVIEW_WIDTH = 250 +#--------------------------------------------------------------------------- +# configuration options related to the LaTeX output +#--------------------------------------------------------------------------- +GENERATE_LATEX = YES +LATEX_OUTPUT = latex +LATEX_CMD_NAME = latex +MAKEINDEX_CMD_NAME = makeindex +COMPACT_LATEX = NO +PAPER_TYPE = a4wide +EXTRA_PACKAGES = +LATEX_HEADER = +PDF_HYPERLINKS = NO +USE_PDFLATEX = NO +LATEX_BATCHMODE = NO +LATEX_HIDE_INDICES = NO +#--------------------------------------------------------------------------- +# configuration options related to the RTF output +#--------------------------------------------------------------------------- +GENERATE_RTF = NO +RTF_OUTPUT = rtf +COMPACT_RTF = NO +RTF_HYPERLINKS = NO +RTF_STYLESHEET_FILE = +RTF_EXTENSIONS_FILE = +#--------------------------------------------------------------------------- +# configuration options related to the man page output +#--------------------------------------------------------------------------- +GENERATE_MAN = YES +MAN_OUTPUT = man +MAN_EXTENSION = .3 +MAN_LINKS = NO +#--------------------------------------------------------------------------- +# configuration options related to the XML output +#--------------------------------------------------------------------------- +GENERATE_XML = NO +XML_OUTPUT = xml +XML_SCHEMA = +XML_DTD = +XML_PROGRAMLISTING = YES +#--------------------------------------------------------------------------- +# configuration options for the AutoGen Definitions output +#--------------------------------------------------------------------------- +GENERATE_AUTOGEN_DEF = NO +#--------------------------------------------------------------------------- +# configuration options related to the Perl module output +#--------------------------------------------------------------------------- +GENERATE_PERLMOD = NO +PERLMOD_LATEX = NO +PERLMOD_PRETTY = YES +PERLMOD_MAKEVAR_PREFIX = +#--------------------------------------------------------------------------- +# Configuration options related to the preprocessor +#--------------------------------------------------------------------------- +ENABLE_PREPROCESSING = YES +MACRO_EXPANSION = NO +EXPAND_ONLY_PREDEF = NO +SEARCH_INCLUDES = YES +INCLUDE_PATH = +INCLUDE_FILE_PATTERNS = +PREDEFINED = +EXPAND_AS_DEFINED = +SKIP_FUNCTION_MACROS = YES +#--------------------------------------------------------------------------- +# Configuration::additions related to external references +#--------------------------------------------------------------------------- +TAGFILES = +GENERATE_TAGFILE = moeo.doxytag +ALLEXTERNALS = NO +EXTERNAL_GROUPS = YES +PERL_PATH = /usr/bin/perl +#--------------------------------------------------------------------------- +# Configuration options related to the dot tool +#--------------------------------------------------------------------------- +CLASS_DIAGRAMS = YES +HIDE_UNDOC_RELATIONS = YES +HAVE_DOT = NO +CLASS_GRAPH = YES +COLLABORATION_GRAPH = YES +GROUP_GRAPHS = YES +UML_LOOK = NO +TEMPLATE_RELATIONS = NO +INCLUDE_GRAPH = YES +INCLUDED_BY_GRAPH = YES +CALL_GRAPH = NO +CALLER_GRAPH = NO +GRAPHICAL_HIERARCHY = YES +DIRECTORY_GRAPH = YES +DOT_IMAGE_FORMAT = png +DOT_PATH = +DOTFILE_DIRS = +MAX_DOT_GRAPH_WIDTH = 1024 +MAX_DOT_GRAPH_HEIGHT = 1024 +MAX_DOT_GRAPH_DEPTH = 0 +DOT_TRANSPARENT = NO +DOT_MULTI_TARGETS = NO +GENERATE_LEGEND = YES +DOT_CLEANUP = YES +#--------------------------------------------------------------------------- +# Configuration::additions related to the search engine +#--------------------------------------------------------------------------- +SEARCHENGINE = YES diff --git a/trunk/paradiseo-moeo/src/Makefile.am b/trunk/paradiseo-moeo/src/Makefile.am new file mode 100755 index 000000000..ae1e51b3c --- /dev/null +++ b/trunk/paradiseo-moeo/src/Makefile.am @@ -0,0 +1 @@ +# Nothing to compile ! diff --git a/trunk/paradiseo-moeo/src/metric/moeoBinaryMetricSavingUpdater.h b/trunk/paradiseo-moeo/src/metric/moeoBinaryMetricSavingUpdater.h new file mode 100644 index 000000000..01aadfaa5 --- /dev/null +++ b/trunk/paradiseo-moeo/src/metric/moeoBinaryMetricSavingUpdater.h @@ -0,0 +1,94 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeoBinaryMetricSavingUpdater.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEOBINARYMETRICSAVINGUPDATER_H_ +#define MOEOBINARYMETRICSAVINGUPDATER_H_ + +#include +#include +#include +#include +#include + +/** + * This class allows to save the progression of a binary metric comparing the fitness values of the current population (or archive) + * with the fitness values of the population (or archive) of the generation (n-1) into a file + */ +template < class EOT > class moeoBinaryMetricSavingUpdater:public eoUpdater +{ +public: + + /** + * The fitness type of a solution + */ + typedef typename EOT::Fitness EOFitness; + + /** + * Ctor + * @param _metric the binary metric comparing two Pareto sets + * @param _pop the main population + * @param _filename the target filename + */ + moeoBinaryMetricSavingUpdater (moeoVectorVsVectorBM < EOT, double >&_metric, + const eoPop < EOT > &_pop, + std::string _filename):metric (_metric), + pop (_pop), filename (_filename), counter (1) + { + } + + /** + * Saves the metric's value for the current generation + */ + void operator () () + { + if (pop.size ()) + { + if (firstGen) + { + firstGen = false; + } + else + { + // creation of the two Pareto sets + std::vector < EOFitness > from; + std::vector < EOFitness > to; + for (unsigned i = 0; i < pop.size (); i++) + from.push_back (pop[i].fitness ()); + for (unsigned i = 0; i < oldPop.size (); i++) + to.push_back (oldPop[i].fitness ()); + // writing the result into the file + std::ofstream f (filename.c_str (), std::ios::app); + f << counter++ << ' ' << metric (from, to) << std::endl; + f.close (); + } + oldPop = pop; + } + } + +private: + + /** binary metric comparing two Pareto sets */ + moeoVectorVsVectorBM < EOT, double >&metric; + /** main population */ + const eoPop < EOT > &pop; + /** (n-1) population */ + eoPop < EOT > oldPop; + /** target filename */ + std::string filename; + /** is it the first generation ? */ + bool firstGen; + /** counter */ + unsigned counter; + +}; + +#endif /*MOEOBINARYMETRICSAVINGUPDATER_H_ */ diff --git a/trunk/paradiseo-moeo/src/metric/moeoContributionMetric.h b/trunk/paradiseo-moeo/src/metric/moeoContributionMetric.h new file mode 100644 index 000000000..7da5702df --- /dev/null +++ b/trunk/paradiseo-moeo/src/metric/moeoContributionMetric.h @@ -0,0 +1,116 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeoContributionMetric.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEOCONTRIBUTIONMETRIC_H_ +#define MOEOCONTRIBUTIONMETRIC_H_ + +#include + +/** + * The contribution metric evaluates the proportion of non-dominated solutions given by a Pareto set relatively to another Pareto set + * + * (Meunier, Talbi, Reininger: 'A multiobjective genetic algorithm for radio network optimization', in Proc. of the 2000 Congress on Evolutionary Computation, IEEE Press, pp. 317-324) + */ +template < class EOT > class moeoContributionMetric:public moeoVectorVsVectorBM < EOT, + double > +{ +public: + + /** + * The fitness type of a solution + */ + typedef typename EOT::Fitness EOFitness; + + /** + * Returns the contribution of the Pareto set '_set1' relatively to the Pareto set '_set2' + * @param _set1 the first Pareto set + * @param _set2 the second Pareto set + */ + double operator () (const std::vector < EOFitness > &_set1, + const std::vector < EOFitness > &_set2) + { + unsigned c = card_C (_set1, _set2); + unsigned w1 = card_W (_set1, _set2); + unsigned n1 = card_N (_set1, _set2); + unsigned w2 = card_W (_set2, _set1); + unsigned n2 = card_N (_set2, _set1); + return (double) (c / 2.0 + w1 + n1) / (c + w1 + n1 + w2 + n2); + } + + +private: + + /** + * Returns the number of solutions both in '_set1' and '_set2' + * @param _set1 the first Pareto set + * @param _set2 the second Pareto set + */ + unsigned card_C (const std::vector < EOFitness > &_set1, + const std::vector < EOFitness > &_set2) + { + unsigned c = 0; + for (unsigned i = 0; i < _set1.size (); i++) + for (unsigned j = 0; j < _set2.size (); j++) + if (_set1[i] == _set2[j]) + { + c++; + break; + } + return c; + } + + /** + * Returns the number of solutions in '_set1' dominating at least one solution of '_set2' + * @param _set1 the first Pareto set + * @param _set2 the second Pareto set + */ + unsigned card_W (const std::vector < EOFitness > &_set1, + const std::vector < EOFitness > &_set2) + { + unsigned w = 0; + for (unsigned i = 0; i < _set1.size (); i++) + for (unsigned j = 0; j < _set2.size (); j++) + if (_set1[i].dominates (_set2[j])) + { + w++; + break; + } + return w; + } + + /** + * Returns the number of solutions in '_set1' having no relation of dominance with those from '_set2' + * @param _set1 the first Pareto set + * @param _set2 the second Pareto set + */ + unsigned card_N (const std::vector < EOFitness > &_set1, + const std::vector < EOFitness > &_set2) + { + unsigned n = 0; + for (unsigned i = 0; i < _set1.size (); i++) + { + bool domin_rel = false; + for (unsigned j = 0; j < _set2.size (); j++) + if (_set1[i].dominates (_set2[j]) || _set2[j].dominates (_set1[i])) + { + domin_rel = true; + break; + } + if (!domin_rel) + n++; + } + return n; + } + +}; + +#endif /*MOEOCONTRIBUTIONMETRIC_H_ */ diff --git a/trunk/paradiseo-moeo/src/metric/moeoEntropyMetric.h b/trunk/paradiseo-moeo/src/metric/moeoEntropyMetric.h new file mode 100644 index 000000000..e760e35f6 --- /dev/null +++ b/trunk/paradiseo-moeo/src/metric/moeoEntropyMetric.h @@ -0,0 +1,179 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeoEntropyMetric.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEOENTROPYMETRIC_H_ +#define MOEOENTROPYMETRIC_H_ + +#include + +/** + * The entropy gives an idea of the diversity of a Pareto set relatively to another Pareto set + * + * (Basseur, Seynhaeve, Talbi: 'Design of Multi-objective Evolutionary Algorithms: Application to the Flow-shop Scheduling Problem', in Proc. of the 2002 Congress on Evolutionary Computation, IEEE Press, pp. 1155-1156) + */ +template < class EOT > class moeoEntropyMetric:public moeoVectorVsVectorBM < EOT, + double > +{ +public: + + /** + * The fitness type of a solution + */ + typedef typename EOT::Fitness EOFitness; + + /** + * Returns the entropy of the Pareto set '_set1' relatively to the Pareto set '_set2' + * @param _set1 the first Pareto set + * @param _set2 the second Pareto set + */ + double operator () (const std::vector < EOFitness > &_set1, + const std::vector < EOFitness > &_set2) + { + // normalization + std::vector < EOFitness > set1 = _set1; + std::vector < EOFitness > set2 = _set2; + removeDominated (set1); + removeDominated (set2); + prenormalize (set1); + normalize (set1); + normalize (set2); + + // making of PO* + std::vector < EOFitness > star; // rotf :-) + computeUnion (set1, set2, star); + removeDominated (star); + + // making of PO1 U PO* + std::vector < EOFitness > union_set1_star; // rotf again ... + computeUnion (set1, star, union_set1_star); + + unsigned C = union_set1_star.size (); + float omega = 0; + float entropy = 0; + + for (unsigned i = 0; i < C; i++) + { + unsigned N_i = + howManyInNicheOf (union_set1_star, union_set1_star[i], + star.size ()); + unsigned n_i = + howManyInNicheOf (set1, union_set1_star[i], star.size ()); + if (n_i > 0) + { + omega += 1.0 / N_i; + entropy += + (float) n_i / (N_i * C) * log (((float) n_i / C) / log (2.0)); + } + } + entropy /= -log (omega); + entropy *= log (2.0); + return entropy; + } + + +private: + + std::vector < double >vect_min_val; + std::vector < double >vect_max_val; + + void removeDominated (std::vector < EOFitness > &_f) + { + for (unsigned i = 0; i < _f.size (); i++) + { + bool dom = false; + for (unsigned j = 0; j < _f.size (); j++) + if (i != j && _f[j].dominates (_f[i])) + { + dom = true; + break; + } + if (dom) + { + _f[i] = _f.back (); + _f.pop_back (); + i--; + } + } + } + + void prenormalize (const std::vector < EOFitness > &_f) + { + vect_min_val.clear (); + vect_max_val.clear (); + + for (unsigned char i = 0; i < EOFitness::fitness_traits::nObjectives (); + i++) + { + float min_val = _f.front ()[i], max_val = min_val; + for (unsigned j = 1; j < _f.size (); j++) + { + if (_f[j][i] < min_val) + min_val = _f[j][i]; + if (_f[j][i] > max_val) + max_val = _f[j][i]; + } + vect_min_val.push_back (min_val); + vect_max_val.push_back (max_val); + } + } + + void normalize (std::vector < EOFitness > &_f) + { + for (unsigned i = 0; i < EOFitness::fitness_traits::nObjectives (); i++) + for (unsigned j = 0; j < _f.size (); j++) + _f[j][i] = + (_f[j][i] - vect_min_val[i]) / (vect_max_val[i] - vect_min_val[i]); + } + + void computeUnion (const std::vector < EOFitness > &_f1, + const std::vector < EOFitness > &_f2, + std::vector < EOFitness > &_f) + { + _f = _f1; + for (unsigned i = 0; i < _f2.size (); i++) + { + bool b = false; + for (unsigned j = 0; j < _f1.size (); j++) + if (_f1[j] == _f2[i]) + { + b = true; + break; + } + if (!b) + _f.push_back (_f2[i]); + } + } + + unsigned howManyInNicheOf (const std::vector < EOFitness > &_f, + const EOFitness & _s, unsigned _size) + { + unsigned n = 0; + for (unsigned i = 0; i < _f.size (); i++) + { + if (euclidianDistance (_f[i], _s) < (_s.size () / (double) _size)) + n++; + } + return n; + } + + double euclidianDistance (const EOFitness & _set1, const EOFitness & _to, + unsigned _deg = 2) + { + double dist = 0; + for (unsigned i = 0; i < _set1.size (); i++) + dist += pow (fabs (_set1[i] - _to[i]), (int) _deg); + return pow (dist, 1.0 / _deg); + } + +}; + +#endif /*MOEOENTROPYMETRIC_H_ */ diff --git a/trunk/paradiseo-moeo/src/metric/moeoMetric.h b/trunk/paradiseo-moeo/src/metric/moeoMetric.h new file mode 100644 index 000000000..8e29440dd --- /dev/null +++ b/trunk/paradiseo-moeo/src/metric/moeoMetric.h @@ -0,0 +1,106 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeoMetric.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEOMETRIC_H_ +#define MOEOMETRIC_H_ + +#include + +/** + * Base class for performance metrics (also called quality indicators) + */ +class moeoMetric:public eoFunctorBase +{ +}; + + +/** + * Base class for unary metrics + */ +template < class A, class R > class moeoUM:public eoUF < A, R >, + public moeoMetric +{ +}; + + +/** + * Base class for binary metrics + */ +template < class A1, class A2, class R > class moeoBM:public eoBF < A1, A2, R >, + public moeoMetric +{ +}; + + +/** + * Base class for unary metrics dedicated to the performance evaluation of a single solution's Pareto fitness + */ +template < class EOT, class R, class EOFitness = typename EOT::Fitness > class moeoSolutionUM:public moeoUM < + const + EOFitness &, + R > +{ +}; + + +/** + * Base class for unary metrics dedicated to the performance evaluation of a Pareto set (a vector of Pareto fitnesses) + */ +template < class EOT, class R, class EOFitness = typename EOT::Fitness > class moeoVectorUM:public moeoUM < + const + std::vector < +EOFitness > &, + R > +{ +}; + + +/** + * Base class for binary metrics dedicated to the performance comparison between two solutions's Pareto fitnesses + */ +template < class EOT, class R, class EOFitness = typename EOT::Fitness > class moeoSolutionVsSolutionBM:public moeoBM < + const + EOFitness &, const + EOFitness &, + R > +{ +}; + + +/** + * Base class for binary metrics dedicated to the performance comparison between a Pareto set (a vector of Pareto fitnesses) and a single solution's Pareto fitness + */ +template < class EOT, class R, class EOFitness = typename EOT::Fitness > class moeoVectorVsSolutionBM:public moeoBM < + const + std::vector < +EOFitness > &, const + EOFitness &, + R > +{ +}; + + +/** + * Base class for binary metrics dedicated to the performance comparison between two Pareto sets (two vectors of Pareto fitnesses) + */ +template < class EOT, class R, class EOFitness = typename EOT::Fitness > class moeoVectorVsVectorBM:public moeoBM < + const + std::vector < +EOFitness > &, const + std::vector < +EOFitness > &, + R > +{ +}; + + +#endif /*MOEOMETRIC_H_ */ diff --git a/trunk/paradiseo-moeo/src/moeo b/trunk/paradiseo-moeo/src/moeo new file mode 100644 index 000000000..3bf19e773 --- /dev/null +++ b/trunk/paradiseo-moeo/src/moeo @@ -0,0 +1,18 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeo +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEO_ +#define MOEO_ + +#include + +#endif /*MOEO_H_*/ diff --git a/trunk/paradiseo-moeo/src/moeo.h b/trunk/paradiseo-moeo/src/moeo.h new file mode 100644 index 000000000..8478ee48e --- /dev/null +++ b/trunk/paradiseo-moeo/src/moeo.h @@ -0,0 +1,31 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeo.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEO_H_ +#define MOEO_H_ + +#include + +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include +#include + +#endif /*MOEO_H_ */ diff --git a/trunk/paradiseo-moeo/src/moeoArchive.h b/trunk/paradiseo-moeo/src/moeoArchive.h new file mode 100644 index 000000000..9547dd06e --- /dev/null +++ b/trunk/paradiseo-moeo/src/moeoArchive.h @@ -0,0 +1,106 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeoArchive.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEOARCHIVE_H_ +#define MOEOARCHIVE_H_ + +#include + +/** + * An archive is a secondary population that stores non-dominated solutions + */ +template < class EOT > class moeoArchive:public eoPop < EOT > +{ +public: + + using std::vector < EOT >::size; + using std::vector < EOT >::operator[]; + using std::vector < EOT >::back; + using std::vector < EOT >::pop_back; + + /** + * The fitness type of a solution + */ + typedef typename EOT::Fitness EOFitness; + + /** + * Returns true if the current archive dominates _fit + * @param _fit the (Pareto) fitness to compare with the current archive + */ + bool dominates (const EOFitness & _fit) const + { + for (unsigned i = 0; i < size; i++) + if (operator[](i).fitness ().dominates (_fit)) + return true; + return false; + } + + /** + * Returns true if the current archive contains _fit + * @param _fit the (Pareto) fitness to search within the current archive + */ + bool contains (const EOFitness & _fit) const + { + for (unsigned i = 0; i < size; i++) + if (operator[](i).fitness () == _fit) + return true; + return false; + } + + /** + * Updates the archive with a given individual _eo + * @param _eo the given individual + */ + void update (const EOT & _eo) + { + // Removing the dominated solutions from the archive + for (unsigned j = 0; j < size ();) + { + if (_eo.fitness ().dominates (operator[](j).fitness ())) + { + operator[](j) = back (); + pop_back (); + } + else if (_eo.fitness () == operator[](j).fitness ()) + { + operator[](j) = back (); + pop_back (); + } + else + j++; + } + + // Dominated ? + bool dom = false; + for (unsigned j = 0; j < size (); j++) + if (operator [](j).fitness ().dominates (_eo.fitness ())) + { + dom = true; + break; + } + if (!dom) + push_back (_eo); + } + + /** + * Updates the archive with a given population _pop + * @param _pop the given population + */ + void update (const eoPop < EOT > &_pop) + { + for (unsigned i = 0; i < _pop.size (); i++) + update (_pop[i]); + } + +}; + +#endif /*MOEOARCHIVE_H_ */ diff --git a/trunk/paradiseo-moeo/src/moeoArchiveFitnessSavingUpdater.h b/trunk/paradiseo-moeo/src/moeoArchiveFitnessSavingUpdater.h new file mode 100644 index 000000000..b1e839331 --- /dev/null +++ b/trunk/paradiseo-moeo/src/moeoArchiveFitnessSavingUpdater.h @@ -0,0 +1,73 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeoArchiveFitnessSavingUpdater.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEOARCHIVEFITNESSSAVINGUPDATER_H_ +#define MOEOARCHIVEFITNESSSAVINGUPDATER_H_ + +#include +#include +#include +#include +#include + +#define MAX_BUFFER_SIZE 1000 + +/** + * This class allows to save the fitnesses of solutions contained in an archive into a file at each generation. + */ +template < class EOT > class moeoArchiveFitnessSavingUpdater:public eoUpdater +{ +public: + + /** + * Ctor + * @param _arch local archive + * @param _filename target filename + * @param _id own ID + */ +moeoArchiveFitnessSavingUpdater (moeoArchive < EOT > &_arch, const std::string & _filename = "Res/Arch", int _id = -1):arch (_arch), filename (_filename), id (_id), + counter + (0) + { + } + + /** + * Saves the fitness of the archive's members into the file + */ + void operator () () + { + char buff[MAX_BUFFER_SIZE]; + if (id == -1) + sprintf (buff, "%s.%u", filename.c_str (), counter++); + else + sprintf (buff, "%s.%u.%u", filename.c_str (), id, counter++); + std::ofstream f (buff); + for (unsigned i = 0; i < arch.size (); i++) + f << arch[i].fitness () << std::endl; + f.close (); + } + + +private: + + /** local archive */ + moeoArchive < EOT > &arch; + /** target filename */ + std::string filename; + /** own ID */ + int id; + /** counter */ + unsigned counter; + +}; + +#endif /*MOEOARCHIVEFITNESSSAVINGUPDATER_H_ */ diff --git a/trunk/paradiseo-moeo/src/moeoArchiveUpdater.h b/trunk/paradiseo-moeo/src/moeoArchiveUpdater.h new file mode 100644 index 000000000..581742849 --- /dev/null +++ b/trunk/paradiseo-moeo/src/moeoArchiveUpdater.h @@ -0,0 +1,56 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeoArchiveUpdater.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEOARCHIVEUPDATER_H_ +#define MOEOARCHIVEUPDATER_H_ + +#include +#include +#include + +/** + * This class allows to update the archive at each generation with newly found non-dominated solutions + */ +template < class EOT > class moeoArchiveUpdater:public eoUpdater +{ +public: + + /** + * Ctor + * @param _arch an archive of non-dominated solutions + * @param _pop the main population + */ + moeoArchiveUpdater (moeoArchive < EOT > &_arch, + const eoPop < EOT > &_pop):arch (_arch), pop (_pop) + { + } + + + /** + * Updates the archive with newly found non-dominated solutions contained in the main population + */ + void operator () () + { + arch.update (pop); + } + + +private: + + /** the archive of non-dominated solutions */ + moeoArchive < EOT > &arch; + /** the main population */ + const eoPop < EOT > &pop; + +}; + +#endif /*MOEOARCHIVEUPDATER_H_ */ diff --git a/trunk/paradiseo-moeo/src/moeoCombinedMOLS.h b/trunk/paradiseo-moeo/src/moeoCombinedMOLS.h new file mode 100644 index 000000000..30c9dc206 --- /dev/null +++ b/trunk/paradiseo-moeo/src/moeoCombinedMOLS.h @@ -0,0 +1,71 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeoCombinedMOLS.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEOCOMBINEDMOLS_H_ +#define MOEOCOMBINEDMOLS_H_ + +#include +#include +#include + +/** + * This class allows to embed a set of local searches that are sequentially applied, + * and so working and updating the same archive of non-dominated solutions + */ +template < class EOT > class moeoCombinedMOLS:public moeoMOLS < EOT > +{ +public: + + /** + * Ctor + * @param _eval the full evaluator of a solution + * @param _first_ls the first multi-objective local search to add + */ +moeoCombinedMOLS (eoEvalFunc < EOT > &_eval, moeoMOLS < EOT > &_first_ls):eval + (_eval) + { + combinedMOLS.push_back (&_first_ls); + } + + /** + * Adds a new local search to combine + * @param _ls the multi-objective local search to add + */ + void add (moeoMOLS < EOT > &_ls) + { + combinedMOLS.push_back (&_ls); + } + + /** + * Gives a new solution in order to explore the neigborhood. + * The new non-dominated solutions are added to the archive + * @param _eo the solution + * @param _arch the archive of non-dominated solutions + */ + void operator () (const EOT & _eo, moeoArchive < EOT > &_arch) + { + eval (const_cast < EOT & >(_eo)); + for (unsigned i = 0; i < combinedMOLS.size (); i++) + combinedMOLS[i]->operator ()(_eo, _arch); + } + + +private: + + /** the full evaluator of a solution */ + eoEvalFunc < EOT > &eval; + /** the vector that contains the combined MOLS */ + std::vector < moeoMOLS < EOT > *>combinedMOLS; + +}; + +#endif /*MOEOCOMBINEDMOLS_H_ */ diff --git a/trunk/paradiseo-moeo/src/moeoHybridMOLS.h b/trunk/paradiseo-moeo/src/moeoHybridMOLS.h new file mode 100644 index 000000000..7ab4fc2ed --- /dev/null +++ b/trunk/paradiseo-moeo/src/moeoHybridMOLS.h @@ -0,0 +1,74 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeoHybridMOLS.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEOHYBRIDMOLS_H_ +#define MOEOHYBRIDMOLS_H_ + +#include +#include +#include +#include +#include +#include + +/** + * This class allows to apply a multi-objective local search to a number of selected individuals contained in the archive + * at every generation until a stopping criteria is verified. + */ +template < class EOT > class moeoHybridMOLS:public eoUpdater +{ +public: + + /** + * Ctor + * @param _term stopping criteria + * @param _select selector + * @param _mols a multi-objective local search + * @param _arch the archive + */ +eoHybridMOLS (eoContinue < EOT > &_term, eoSelect < EOT > &_select, moeoMOLS < EOT > &_mols, moeoArchive < EOT > &_arch):term (_term), select (_select), mols (_mols), + arch + (_arch) + { + } + + /** + * Applies the multi-objective local search to selected individuals contained in the archive if the stopping criteria is not verified + */ + void operator () () + { + if (!cont (arch)) + { + // selection of solutions + eoPop < EOT > selectedSolutions; + select (arch, selectedSolutions); + // apply the local search to every selected solution + for (unsigned i = 0; i < selectedSolutions.size (); i++) + mols (selectedSolutions[i], arch); + } + } + + +private: + + /** stopping criteria*/ + eoContinue < EOT > &term; + /** selector */ + eoSelect < EOT > &select; + /** multi-objective local search */ + moeoMOLS < EOT > &mols; + /** archive */ + moeoArchive < EOT > &arch; + +}; + +#endif /*MOEOHYBRIDMOLS_H_ */ diff --git a/trunk/paradiseo-moeo/src/moeoMOLS.h b/trunk/paradiseo-moeo/src/moeoMOLS.h new file mode 100644 index 000000000..b2ecd3353 --- /dev/null +++ b/trunk/paradiseo-moeo/src/moeoMOLS.h @@ -0,0 +1,28 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeoMOLS.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEOMOLS_H_ +#define MOEOMOLS_H_ + +#include +#include + +/** + * Abstract class for local searches applied to multi-objective optimization. + * Starting from only one solution, it produces a set of new non-dominated solutions. + */ +template < class EOT > class moeoMOLS:public eoBF < const EOT &, moeoArchive < EOT > &, + void > +{ +}; + +#endif /*MOEOMOLS_H_ */ diff --git a/trunk/paradiseo-moeo/src/moeoReplacement.h b/trunk/paradiseo-moeo/src/moeoReplacement.h new file mode 100644 index 000000000..a1148e119 --- /dev/null +++ b/trunk/paradiseo-moeo/src/moeoReplacement.h @@ -0,0 +1,169 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeoReplacement.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEOREPLACEMENT_H_ +#define MOEOREPLACEMENT_H_ + +#include +#include +#include + + +/** + * Replacement strategy for multi-objective optimization + */ +template < class EOT, class WorthT > class moeoReplacement:public eoReplacement < + EOT > +{ +}; + + +/** + * Keep all the best individuals + * (almost cut-and-pasted from eoNDPlusReplacement, (c) Maarten Keijzer, Marc Schoenauer and GeNeura Team, 2002) + */ +template < class EOT, class WorthT = + double >class moeoElitistReplacement:public moeoReplacement < EOT, WorthT > +{ +public: + + /** + * constructor + * @param _perf2worth the functor class to transform raw fitnesses into fitness for selection + */ + moeoElitistReplacement (eoPerf2Worth < EOT, + WorthT > &_perf2worth):perf2worth (_perf2worth) + { + } + + + /** + * replacement - result in _parents + * @param _parents parents population + * @param _offspring offspring population + */ + void operator () (eoPop < EOT > &_parents, eoPop < EOT > &_offspring) + { + unsigned size = _parents.size (); + _parents.reserve (_parents.size () + _offspring.size ()); + copy (_offspring.begin (), _offspring.end (), back_inserter (_parents)); + + // calculate worths + perf2worth (_parents); + perf2worth.sort_pop (_parents); + perf2worth.resize (_parents, size); + + _offspring.clear (); + } + +private: + /** the functor object to transform raw fitnesses into fitness for selection */ + eoPerf2Worth < EOT, WorthT > &perf2worth; +}; + + +/** + * Same than moeoElitistReplacement except that distinct individuals are privilegied + */ +template < class EOT, class WorthT = + double >class moeoDisctinctElitistReplacement:public moeoReplacement < EOT, + WorthT > +{ +public: + + /** + * constructor + * @param _perf2worth the functor class to transform raw fitnesses into fitness for selection + */ + moeoDisctinctElitistReplacement (eoPerf2Worth < EOT, + WorthT > + &_perf2worth):perf2worth (_perf2worth) + { + } + + + /** + * replacement - result in _parents + * @param _parents parents population + * @param _offspring offspring population + */ + void operator () (eoPop < EOT > &_parents, eoPop < EOT > &_offspring) + { + unsigned size = _parents.size (); + _parents.reserve (_parents.size () + _offspring.size ()); + copy (_offspring.begin (), _offspring.end (), back_inserter (_parents)); + + // creation of the new population (of size 'size') + createNewPop (_parents, size); + + _offspring.clear (); + } + + +private: + + /** the functor object to transform raw fitnesses into fitness for selection */ + eoPerf2Worth < EOT, WorthT > &perf2worth; + + + /** + * creation of the new population of size _size + * @param _pop the initial population (will be modified) + * @param _size the size of the population to create + */ + void createNewPop (eoPop < EOT > &_pop, unsigned _size) + { + // the number of occurences for each individual + std::map < EOT, unsigned >nb_occurences; + for (unsigned i = 0; i < _pop.size (); i++) + nb_occurences[_pop[i]] = 0; + // the new population + eoPop < EOT > new_pop; + new_pop.reserve (_pop.size ()); + for (unsigned i = 0; i < _pop.size (); i++) + { + if (nb_occurences[_pop[i]] == 0) + new_pop.push_back (_pop[i]); + nb_occurences[_pop[i]]++; + } + + // calculate worths (on the new population) + perf2worth (new_pop); + perf2worth.sort_pop (new_pop); + + // if case there's not enough individuals in the population... + unsigned new_pop_size_init = new_pop.size (); + unsigned k = 0; + while (new_pop.size () < _size) + { + if (k < new_pop_size_init) + { + if (nb_occurences[new_pop[k]] > 1) + { + new_pop.push_back (new_pop[k]); + nb_occurences[new_pop[k]]--; + } + k++; + } + else + k = 0; + } + + // resize and swap the populations + perf2worth.resize (new_pop, _size); + _pop.resize (_size); + _pop.swap (new_pop); + } + +}; + +#endif /*MOEOREPLACEMENT_H_ */ diff --git a/trunk/paradiseo-moeo/src/moeoSelectOneFromPopAndArch.h b/trunk/paradiseo-moeo/src/moeoSelectOneFromPopAndArch.h new file mode 100644 index 000000000..aea605b51 --- /dev/null +++ b/trunk/paradiseo-moeo/src/moeoSelectOneFromPopAndArch.h @@ -0,0 +1,93 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +//----------------------------------------------------------------------------- +// moeoSelectOneFormPopAndArch.h +// (c) OPAC Team (LIFL), Dolphin Project (INRIA), 2006 +/* + This library... + + Contact: paradiseo-help@lists.gforge.inria.fr, http://paradiseo.gforge.inria.fr + */ +//----------------------------------------------------------------------------- + +#ifndef MOEOSELECTONEFROMPOPANDARCH_H_ +#define MOEOSELECTONEFROMPOPANDARCH_H_ + +#include +#include +#include +#include +#include + +/** + * Elitist selection process that consists in choosing individuals in the archive as well as in the current population. + */ +template < class EOT > class moeoSelectOneFromPopAndArch:public eoSelectOne < + EOT > +{ +public: + + /** + * Ctor + * @param _popSelectOne the population's selection operator + * @param _archSelectOne the archive's selection operator + * @param _arch the archive + * @param _ratioFromPop the ratio of selected individuals from the population + */ +moeoSelectOneFromPopAndArch (eoSelectOne < EOT > &_popSelectOne, eoSelectOne < EOT > _archSelectOne, moeoArchive < EOT > &_arch, double _ratioFromPop = 0.5):popSelectOne (_popSelectOne), archSelectOne (_archSelectOne), arch (_arch), + ratioFromPop + (_ratioFromPop) + { + } + + /** + * Ctor - the archive's selection operator is a random selector + * @param _popSelectOne the population's selection operator + * @param _arch the archive + * @param _ratioFromPop the ratio of selected individuals from the population + */ +moeoSelectOneFromPopAndArch (eoSelectOne < EOT > &_popSelectOne, moeoArchive < EOT > &_arch, double _ratioFromPop = 0.5):popSelectOne (_popSelectOne), archSelectOne (randomSelect), arch (_arch), + ratioFromPop + (_ratioFromPop) + { + } + + /** + * The selection process + */ + virtual const EOT & operator () (const eoPop < EOT > &pop) + { + if (arch.size () > 0) + if (rng.flip (ratioFromPop)) + return popSelectOne (pop); + else + return archSelectOne (arch); + else + return popSelectOne (pop); + } + + /** + * Setups some population stats + */ + virtual void setup (const eoPop < EOT > &_pop) + { + popSelectOne.setup (_pop); + } + + +private: + + /** The population's selection operator */ + eoSelectOne < EOT > &popSelectOne; + /** The archive's selection operator */ + eoSelectOne < EOT > &archSelectOne; + /** the archive */ + moeoArchive < EOT > &arch; + /** the ratio of selected individuals from the population*/ + double ratioFromPop; + /** the random selection operator */ + eoRandomSelect < EOT > randomSelect; + +}; + +#endif /*MOEOSELECTONEFROMPOPANDARCH_H_ */ diff --git a/trunk/paradiseo-moeo/src/old/eoBinaryQualityIndicator.h b/trunk/paradiseo-moeo/src/old/eoBinaryQualityIndicator.h new file mode 100644 index 000000000..38df7f007 --- /dev/null +++ b/trunk/paradiseo-moeo/src/old/eoBinaryQualityIndicator.h @@ -0,0 +1,420 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +// "eoBinaryQualityIndicator.h" + +// (c) OPAC Team, LIFL, June 2006 + +/* 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: Arnaud.Liefooghe@lifl.fr +*/ + +#ifndef _eoBinaryQualityIndicator_h +#define _eoBinaryQualityIndicator_h + +// for std::exceptions +#include +// for eoBF +#include + + +/** + * Functor + * Binary quality indicator + * Binary performance measure to use in the replacement selection process of IBEA (Indicator-Based Evolutionary Algorithm) + * Of course, EOFitness needs to be an eoParetoFitness object + */ +template < class EOFitness > class eoBinaryQualityIndicator:public eoBF < const EOFitness &, const EOFitness &, + double > +{ + +public: + + /** + * constructor + */ + eoBinaryQualityIndicator ():eoBF < const EOFitness &, const EOFitness &, + double >() + { + bounds.reserve (traits::nObjectives ()); + bounds.resize (traits::nObjectives ()); + } + + + /** + * set the bounds for objective _iObj + * @param unsigned _iObj the index of the objective + * @param double _min the minimum value + * @param double _max the maximum value + */ + void setBounds (const unsigned _iObj, const double _min, const double _max) + { + bounds[_iObj] = Range (_min, _max); + } + + +protected: + + /** + * Private class to represent the bounds + */ + class Range + { + public: + Range () + { + min = 0; + max = 0; + r = 0; + } + Range (const double _min, const double _max) + { + min = _min; + max = _max; + r = max - min; + if (r < 0) + throw std::logic_error ("Negative range in eoBinaryQualityIndicator"); + } + double minimum () + { + return min; + } + double maximum () + { + return max; + } + double range () + { + return r; + } + private: + double min, max, r; + }; + + + /** range (min and max double value) for each objective */ + std::vector < Range > bounds; + + +private: + + /** fitness traits */ + typedef typename EOFitness::fitness_traits traits; + +}; + + + + + +/** + * Functor + * Additive binary epsilon indicator for eoParetoFitness + */ +template < class EOFitness > class eoAdditiveBinaryEpsilonIndicator:public eoBinaryQualityIndicator < + EOFitness + > +{ + +public: + + /** + * constructor + */ +eoAdditiveBinaryEpsilonIndicator ():eoBinaryQualityIndicator < EOFitness > + () + { + } + + + /** + * computation of the maximum epsilon value by which individual _eo1 must be + * decreased in all objectives such that individual _eo2 is weakly dominated + * (do not forget to set the bounds before the call of this function) + * @param EOFitness & _fitness_eo1 the fitness of the first individual + * @param EOFitness & _fitness_eo2 the fitness of the second individual + */ + double operator () (const EOFitness & _fitness_eo1, + const EOFitness & _fitness_eo2) + { + double epsilon, tmp; + // computation of the epsilon value for the first objective + epsilon = epsilonValue (_fitness_eo1, _fitness_eo2, 0); + // computation of the epsilon value for other objectives + for (unsigned i = 1; i < traits::nObjectives (); i++) + { + tmp = epsilonValue (_fitness_eo1, _fitness_eo2, i); + epsilon = std::max (epsilon, tmp); + } + // the maximum epsilon value + return epsilon; + } + + +private: + + /** fitness traits */ + typedef typename EOFitness::fitness_traits traits; + /** bounds */ + using eoAdditiveBinaryEpsilonIndicator < EOFitness >::bounds; + + + /** + * computation of the epsilon value by which individual _eo1 must be + * decreased in the objective _iObj such that individual _eo2 is weakly dominated + * @param EOFitness & _fitness_eo1 the fitness of the first individual + * @param EOFitness & _fitness_eo2 the fitness of the second individual + * @param unsigned _iObj the index of the objective + */ + double epsilonValue (const EOFitness & _fitness_eo1, + const EOFitness & _fitness_eo2, const unsigned _iObj) + { + double result; + if (bounds[_iObj].range () == 0) + { + // min==max => every individuals has the same value for this objective + result = 0; + } + else + { + // computation of the epsilon value for the objective _iObj (in case of a minimization) + result = + (_fitness_eo1[_iObj] - + bounds[_iObj].minimum ()) / bounds[_iObj].range (); + result -= + (_fitness_eo2[_iObj] - + bounds[_iObj].minimum ()) / bounds[_iObj].range (); + // if we are maximizing, invert the value + if (traits::maximizing (_iObj)) + result = -result; + } + // the espilon value + return result; + } + +}; + + + + + +/** + * Functor + * Binary hypervolume indicator for eoParetoFitness + */ +template < class EOFitness > class eoBinaryHypervolumeIndicator:public eoBinaryQualityIndicator < + EOFitness > +{ + +public: + + /** + * constructor + * @param double _rho reference point for the hypervolume calculation (rho must not be smaller than 1) + */ +eoBinaryHypervolumeIndicator (double _rho):eoBinaryQualityIndicator < EOFitness > + () + { + rho = _rho; + // consistency check + if (rho < 1) + { + cout << + "Warning, reference point rho for the hypervolume calculation must not be smaller than 1" + << endl; + cout << "Adjusted to 1" << endl; + rho = 1; + } + } + + + /** + * indicator value of the hypervolume of the portion of the objective space + * that is dominated by individual _eo1 but not by individual _eo2 + * (don't forget to set the bounds before the call of this function) + * @param EOFitness & _fitness_eo1 the fitness of the first individual + * @param EOFitness & _fitness_eo2 the fitness of the second individual + */ + double operator () (const EOFitness & _fitness_eo1, + const EOFitness & _fitness_eo2) + { + double result; + if (_fitness_eo1.dominates (_fitness_eo2)) + result = + -hypervolumeIndicatorValue (_fitness_eo1, _fitness_eo2, + traits::nObjectives ()); + else + result = + hypervolumeIndicatorValue (_fitness_eo2, _fitness_eo1, + traits::nObjectives ()); + return result; + } + + +private: + + /** fitness traits */ + typedef typename EOFitness::fitness_traits traits; + /** bounds */ + using eoBinaryHypervolumeIndicator < EOFitness >::bounds; + + /** reference point for the hypervolume calculation */ + double rho; + + + /** + * computation of the hypervolume of the portion of the objective space + * that is dominated by individual _eo1 but not by individual _eo2 + * @param EOFitness & _fitness_eo1 the fitness of the first individual + * @param EOFitness & _fitness_eo2 the fitness of the second individual + * @param unsigned _iObj number of objectives (used for iteration) + * @param bool _flag = false (only used for iteration) + */ + double hypervolumeIndicatorValue (const EOFitness & _fitness_eo1, + const EOFitness & _fitness_eo2, + const unsigned _iObj, const bool _flag = + false) + { + double result; + if (bounds[_iObj - 1].range () == 0) + { + // min==max => every individuals as the same value for this objective + result = 0; + } + else + { + if (traits::maximizing (_iObj - 1)) // maximizing + result = + hypervolumeIndicatorValueMax (_fitness_eo1, _fitness_eo2, _iObj, + _flag); + else // minimizing + result = + hypervolumeIndicatorValueMin (_fitness_eo1, _fitness_eo2, _iObj, + _flag); + } + return result; + } + + + /** + * computation of the hypervolume of the portion of the objective space + * that is dominated by individual _eo1 but not by individual _eo2 + * in case of a minimization on the objective _iObj + * @param EOFitness & _fitness_eo1 the fitness of the first individual + * @param EOFitness & _fitness_eo2 the fitness of the second individual + * @param unsigned _iObj index of the objective + * @param bool _flag (only used for iteration) + */ + double hypervolumeIndicatorValueMin (const EOFitness & _fitness_eo1, + const EOFitness & _fitness_eo2, + const unsigned _iObj, const bool _flag) + { + double result; + double r = rho * bounds[_iObj - 1].range (); + double max = bounds[_iObj - 1].minimum () + r; + // fitness of individuals _eo1 and _eo2 for the objective _iObj (if flag==true, _eo2 is not taken into account) + double fitness_eo1 = _fitness_eo1[_iObj - 1]; + double fitness_eo2; + if (_flag) + fitness_eo2 = max; + else + fitness_eo2 = _fitness_eo2[_iObj - 1]; + // computation of the volume + if (_iObj == 1) + { + if (fitness_eo1 < fitness_eo2) + result = (fitness_eo2 - fitness_eo1) / r; + else + result = 0; + } + else + { + if (fitness_eo1 < fitness_eo2) + { + result = + hypervolumeIndicatorValue (_fitness_eo1, _fitness_eo2, + _iObj - 1) * (max - fitness_eo2) / r; + result += + hypervolumeIndicatorValue (_fitness_eo1, _fitness_eo2, + _iObj - 1, + true) * (fitness_eo2 - + fitness_eo1) / r; + } + else + result = + hypervolumeIndicatorValue (_fitness_eo1, _fitness_eo2, + _iObj - 1) * (max - fitness_eo2) / r; + } + // the volume + return result; + } + + + /** + * computation of the hypervolume of the portion of the objective space + * that is dominated by individual _eo1 but not by individual _eo2 + * in case of a maximization on the objective _iObj + * @param EOFitness & _fitness_eo1 the fitness of the first individual + * @param EOFitness & _fitness_eo2 the fitness of the second individual + * @param unsigned _iObj index of the objective + * @param bool _flag (only used for iteration) + */ + double hypervolumeIndicatorValueMax (const EOFitness & _fitness_eo1, + const EOFitness & _fitness_eo2, + const unsigned _iObj, const bool _flag) + { + double result; + double r = rho * bounds[_iObj - 1].range (); + double min = bounds[_iObj - 1].maximum () - r; + // fitness of individuals _eo1 and _eo2 for the objective _iObj (if flag==true, _eo2 is not taken into account) + double fitness_eo1 = _fitness_eo1[_iObj - 1]; + double fitness_eo2; + if (_flag) + fitness_eo2 = min; + else + fitness_eo2 = _fitness_eo2[_iObj - 1]; + // computation of the volume + if (_iObj == 1) + { + if (fitness_eo1 > fitness_eo2) + result = (fitness_eo1 - fitness_eo2) / r; + else + result = 0; + } + else + { + if (fitness_eo1 > fitness_eo2) + { + result = + hypervolumeIndicatorValue (_fitness_eo1, _fitness_eo2, + _iObj - 1) * (fitness_eo2 - min) / r; + result += + hypervolumeIndicatorValue (_fitness_eo1, _fitness_eo2, + _iObj - 1, + true) * (fitness_eo1 - + fitness_eo2) / r; + } + else + result = + hypervolumeIndicatorValue (_fitness_eo1, _fitness_eo2, + _iObj - 1) * (fitness_eo2 - min) / r; + } + // the volume + return result; + } + +}; + +#endif diff --git a/trunk/paradiseo-moeo/src/old/eoIBEA.h b/trunk/paradiseo-moeo/src/old/eoIBEA.h new file mode 100644 index 000000000..a3fa43372 --- /dev/null +++ b/trunk/paradiseo-moeo/src/old/eoIBEA.h @@ -0,0 +1,490 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +// "eoIBEA.h" + +// (c) OPAC Team, LIFL, June 2006 + +/* 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: Arnaud.Liefooghe@lifl.fr +*/ + +#ifndef _eoIBEASorting_h +#define _eoIBEASorting_h + +#include +#include +#include +#include +#include "eoBinaryQualityIndicator.h" + + +/** + * Functor + * The sorting phase of IBEA (Indicator-Based Evolutionary Algorithm) + */ +template < class EOT, class Fitness > class eoIBEA:public eoPerf2WorthCached < EOT, + double > +{ + + public: + /** values */ + using eoIBEA < EOT, Fitness >::value; + + eoIBEA (eoBinaryQualityIndicator < Fitness > *_I) + { + I = _I; + } + + + /** + * mapping + * @param const eoPop& _pop the population + */ + void calculate_worths (const eoPop < EOT > &_pop) + { + /* resizing the worths beforehand */ + value ().resize (_pop.size ()); + + /* computation and setting of the bounds for each objective */ + setBounds (_pop); + + /* computation of the fitness for each individual */ + fitnesses (_pop); + + // higher is better, so invert the value + double max = *std::max_element (value ().begin (), value ().end ()); + for (unsigned i = 0; i < value ().size (); i++) + value ()[i] = max - value ()[i]; + } + + +protected: + + /** binary quality indicator to use in the selection process */ + eoBinaryQualityIndicator < Fitness > *I; + + virtual void setBounds (const eoPop < EOT > &_pop) = 0; + virtual void fitnesses (const eoPop < EOT > &_pop) = 0; + +}; + + + + + +/** + * Functor + * The sorting phase of IBEA (Indicator-Based Evolutionary Algorithm) without uncertainty + * Adapted from the Zitzler and Künzli paper "Indicator-Based Selection in Multiobjective Search" (2004) + * Of course, Fitness needs to be an eoParetoFitness object + */ +template < class EOT, class Fitness = typename EOT::Fitness > class eoIBEASorting:public eoIBEA < EOT, + Fitness + > +{ + +public: + + /** + * constructor + * @param eoBinaryQualityIndicator* _I the binary quality indicator to use in the selection process + * @param double _kappa scaling factor kappa + */ + eoIBEASorting (eoBinaryQualityIndicator < Fitness > *_I, + const double _kappa): + eoIBEA < + EOT, + Fitness > (_I) + { + kappa = _kappa; + } + + +private: + /** quality indicator */ + using eoIBEASorting < EOT, Fitness >::I; + /** values */ + using + eoIBEA < + EOT, + Fitness >::value; + /** scaling factor kappa */ + double + kappa; + + + /** + * computation and setting of the bounds for each objective + * @param const eoPop& _pop the population + */ + void + setBounds (const eoPop < EOT > &_pop) + { + typedef typename + EOT::Fitness::fitness_traits + traits; + double + min, + max; + for (unsigned i = 0; i < traits::nObjectives (); i++) + { + min = _pop[0].fitness ()[i]; + max = _pop[0].fitness ()[i]; + for (unsigned j = 1; j < _pop.size (); j++) + { + min = std::min (min, _pop[j].fitness ()[i]); + max = std::max (max, _pop[j].fitness ()[i]); + } + // setting of the bounds for the objective i + I->setBounds (i, min, max); + } + } + + + /** + * computation and setting of the fitness for each individual of the population + * @param const eoPop& _pop the population + */ + void + fitnesses (const eoPop < EOT > &_pop) + { + // reprsentation of the fitness components + std::vector < std::vector < double > > + fitComponents (_pop.size (), _pop.size ()); + // the maximum absolute indicator value + double + maxAbsoluteIndicatorValue = 0; + + // computation of the indicator values and of the maximum absolute indicator value + for (unsigned i = 0; i < _pop.size (); i++) + for (unsigned j = 0; j < _pop.size (); j++) + if (i != j) + { + fitComponents[i][j] = + (*I) (_pop[i].fitness (), _pop[j].fitness ()); + maxAbsoluteIndicatorValue = + std::max (maxAbsoluteIndicatorValue, + fabs (fitComponents[i][j])); + } + + // computation of the fitness components for each pair of individuals + // if maxAbsoluteIndicatorValue==0, every individuals have the same fitness values for all objectives (already = 0) + if (maxAbsoluteIndicatorValue != 0) + for (unsigned i = 0; i < _pop.size (); i++) + for (unsigned j = 0; j < _pop.size (); j++) + if (i != j) + fitComponents[i][j] = + exp (-fitComponents[i][j] / + (maxAbsoluteIndicatorValue * kappa)); + + // computation of the fitness for each individual + for (unsigned i = 0; i < _pop.size (); i++) + { + value ()[i] = 0; + for (unsigned j = 0; j < _pop.size (); j++) + if (i != j) + value ()[i] += fitComponents[j][i]; + } + } + +}; + + + + + +/** + * Functor + * The sorting phase of IBEA (Indicator-Based Evolutionary Algorithm) under uncertainty + * Adapted from the Basseur and Zitzler paper "Handling Uncertainty in Indicator-Based Multiobjective Optimization" (2006) + * Of course, the fitness of an individual needs to be an eoStochasticParetoFitness object + */ +template < class EOT, class FitnessEval = typename EOT::Fitness::FitnessEval > class eoIBEAStochSorting:public eoIBEA < EOT, + FitnessEval + > +{ + +public: + + /** + * constructor + * @param eoBinaryQualityIndicator* _I the binary quality indicator to use in the selection process + */ +eoIBEAStochSorting (eoBinaryQualityIndicator < FitnessEval > *_I):eoIBEA < EOT, + FitnessEval > + (_I) + { + } + + +private: + /** quality indicator */ + using eoIBEAStochSorting < EOT, FitnessEval >::I; + /** values */ + using + eoIBEAStochSorting < + EOT, + FitnessEval >::value; + + + /** + * approximated zero value + */ + static double + zero () + { + return 1e-7; + } + + + /** + * computation and setting of the bounds for each objective + * @param const eoPop& _pop the population + */ + void + setBounds (const eoPop < EOT > &_pop) + { + typedef typename + EOT::Fitness::FitnessTraits + traits; + double + min, + max; + for (unsigned i = 0; i < traits::nObjectives (); i++) + { + min = _pop[0].fitness ().minimum (i); + max = _pop[0].fitness ().maximum (i); + for (unsigned j = 1; j < _pop.size (); j++) + { + min = std::min (min, _pop[j].fitness ().minimum (i)); + max = std::max (max, _pop[j].fitness ().maximum (i)); + } + // setting of the bounds for the ith objective + I->setBounds (i, min, max); + } + } + + + /** + * computation and setting of the fitness for each individual of the population + * @param const eoPop& _pop the population + */ + void + fitnesses (const eoPop < EOT > &_pop) + { + typedef typename + EOT::Fitness::FitnessTraits + traits; + unsigned + nEval = traits::nEvaluations (); + unsigned + index; + double + eiv, + p, + sumP, + iValue; + std::list < std::pair < double, unsigned > > l; + std::vector < unsigned > + n (_pop.size ()); + + for (unsigned ind = 0; ind < _pop.size (); ind++) + { + value ()[ind] = 0.0; // fitness value for the individual ind + for (unsigned eval = 0; eval < nEval; eval++) + { + + // I-values computation for the evaluation eval of the individual ind + l.clear (); + for (unsigned i = 0; i < _pop.size (); i++) + { + if (i != ind) + { + for (unsigned j = 0; j < nEval; j++) + { + std::pair < double, unsigned > + pa; + // I-value + pa.first = + (*I) (_pop[ind].fitness ()[eval], + _pop[i].fitness ()[j]); + // index of the individual + pa.second = i; + // append this to the list + l.push_back (pa); + } + } + } + + // sorting of the I-values (in decreasing order) + l.sort (); + + // computation of the Expected Indicator Value (eiv) for the evaluation eval of the individual ind + eiv = 0.0; + n.assign (n.size (), 0); // n[i]==0 for all i + sumP = 0.0; + while (((1 - sumP) > zero ()) && (l.size () > 0)) + { + // we use the last element of the list (the greatest one) + iValue = l.back ().first; + index = l.back ().second; + // computation of the probability to appear + p = (1.0 / (nEval - n[index])) * (1.0 - sumP); + // eiv update + eiv += p * iValue; + // update of the number of elements for individual index + n[index]++; + // removing the last element of the list + l.pop_back (); + // sum of p update + sumP += p; + } + value ()[ind] += eiv / nEval; + } + } + + } + +}; + + + + + +/** + * Functor + * The sorting phase of IBEA (Indicator-Based Evolutionary Algorithm) under uncertainty using averaged values for each objective + * Follow the idea presented in the Deb & Gupta paper "Searching for Robust Pareto-Optimal Solutions in Multi-Objective Optimization", 2005 + * Of course, the fitness of an individual needs to be an eoStochasticParetoFitness object + */ +template < class EOT, class FitnessEval = typename EOT::Fitness::FitnessEval > class eoIBEAAvgSorting:public eoIBEA < EOT, + FitnessEval + > +{ + +public: + + /** + * constructor + * @param eoBinaryQualityIndicator* _I the binary quality indicator to use in the selection process + * @param double _kappa scaling factor kappa + */ + eoIBEAAvgSorting (eoBinaryQualityIndicator < FitnessEval > *_I, + const double _kappa): + eoIBEA < + EOT, + FitnessEval > (_I) + { + kappa = _kappa; + } + + +private: + /** quality indicator */ + using eoIBEAAvgSorting < EOT, FitnessEval >::I; + /** values */ + using + eoIBEAAvgSorting < + EOT, + FitnessEval >::value; + /** scaling factor kappa */ + double + kappa; + + + /** + * computation and setting of the bounds for each objective + * @param const eoPop& _pop the population + */ + void + setBounds (const eoPop < EOT > &_pop) + { + typedef typename + EOT::Fitness::FitnessTraits + traits; + double + min, + max; + for (unsigned i = 0; i < traits::nObjectives (); i++) + { + min = _pop[0].fitness ().averagedParetoFitnessObject ()[i]; + max = _pop[0].fitness ().averagedParetoFitnessObject ()[i]; + for (unsigned j = 1; j < _pop.size (); j++) + { + min = + std::min (min, + _pop[j].fitness ().averagedParetoFitnessObject ()[i]); + max = + std::max (max, + _pop[j].fitness ().averagedParetoFitnessObject ()[i]); + } + // setting of the bounds for the objective i + I->setBounds (i, min, max); + } + } + + + /** + * computation and setting of the fitness for each individual of the population + * @param const eoPop& _pop the population + */ + void + fitnesses (const eoPop < EOT > &_pop) + { + // reprsentation of the fitness components + std::vector < std::vector < double > > + fitComponents (_pop.size (), _pop.size ()); + // the maximum absolute indicator value + double + maxAbsoluteIndicatorValue = 0; + + // computation of the indicator values and of the maximum absolute indicator value + for (unsigned i = 0; i < _pop.size (); i++) + for (unsigned j = 0; j < _pop.size (); j++) + if (i != j) + { + fitComponents[i][j] = + (*I) (_pop[i].fitness ().averagedParetoFitnessObject (), + _pop[j].fitness ().averagedParetoFitnessObject ()); + maxAbsoluteIndicatorValue = + std::max (maxAbsoluteIndicatorValue, + fabs (fitComponents[i][j])); + } + + // computation of the fitness components for each pair of individuals + // if maxAbsoluteIndicatorValue==0, every individuals have the same fitness values for all objectives (already = 0) + if (maxAbsoluteIndicatorValue != 0) + for (unsigned i = 0; i < _pop.size (); i++) + for (unsigned j = 0; j < _pop.size (); j++) + if (i != j) + fitComponents[i][j] = + exp (-fitComponents[i][j] / + (maxAbsoluteIndicatorValue * kappa)); + + // computation of the fitness for each individual + for (unsigned i = 0; i < _pop.size (); i++) + { + value ()[i] = 0; + for (unsigned j = 0; j < _pop.size (); j++) + if (i != j) + value ()[i] += fitComponents[j][i]; + } + } + +}; + + +#endif diff --git a/trunk/paradiseo-moeo/src/old/eoParetoPhenDist.h b/trunk/paradiseo-moeo/src/old/eoParetoPhenDist.h new file mode 100644 index 000000000..e92e5314f --- /dev/null +++ b/trunk/paradiseo-moeo/src/old/eoParetoPhenDist.h @@ -0,0 +1,37 @@ +#include + +template < class EOT, class DistType > class eoParetoPhenDist +{ +public: + virtual DistType operator ()(const EOT & eopf1, const EOT & eopf2) = 0; + +}; + + + +//Euclidien distance + +template < class EOT, class DistType = + double >class eoParetoEuclidDist:public eoParetoPhenDist < EOT, DistType > +{ + +public: + DistType operator () (const EOT & eopf1, const EOT & eopf2) + { + double res = 0.0; + double max = 0.0; + double temp; + for (unsigned i = 0; i < eopf1.fitness ().size (); ++i) + { + temp = + (eopf1.fitness ().operator[](i) - + eopf2.fitness ().operator[](i)) * (eopf1.fitness ().operator[](i) - + eopf2.fitness ().operator[](i)); + if (temp > max) + max = temp; /* for normalization */ + res = res + temp; + } + return sqrt (res / max); + } + +}; diff --git a/trunk/paradiseo-moeo/src/old/eoParetoSharing.h b/trunk/paradiseo-moeo/src/old/eoParetoSharing.h new file mode 100644 index 000000000..3a215c72c --- /dev/null +++ b/trunk/paradiseo-moeo/src/old/eoParetoSharing.h @@ -0,0 +1,147 @@ +// -*- C++ -*- + +#include +#include +#include +#include + +template < class EOT, class worthT = + double >class eoParetoSharing:public eoPerf2Worth < EOT, worthT > +{ +public: + + eoParetoSharing (double _nicheSize):eoPerf2Worth < EOT, + worthT > ("ParetoSharing"), nicheSize (_nicheSize), dist (euc_dist), + Dmax (_nicheSize) + { + } + + + eoParetoSharing (double _nicheSize, eoParetoPhenDist < EOT, + worthT > &_dist):eoPerf2Worth < EOT, + worthT > ("ParetoSharing"), nicheSize (_nicheSize), dist (_dist), + Dmax (_nicheSize) + { + } + + + + + void operator () /*calculate_worths */ (const eoPop < EOT > &_pop) + { + + unsigned i, j, pSize = _pop.size (); + //cout<<"**************************************************************************************\n"; + // std :: cout << "psize = " << pSize << std :: endl ; + if (pSize <= 1) + throw std:: + runtime_error ("Apptempt to do sharing with population of size 1"); + eoPerf2Worth < EOT, worthT >::value ().resize (pSize); + std::vector < double >sim (pSize); // to hold the similarities + + dMatrix distMatrix (pSize); + +// compute the distance + distMatrix[0][0] = 0; + for (i = 1; i < pSize; i++) + { + distMatrix[i][i] = 0; + for (j = 0; j < i; j++) + { + //if + distMatrix[i][j] = distMatrix[j][i] = dist (_pop[i], _pop[j]); + //cout<<" "<"< Dmap1; + Dmap1.setup (_pop); + + eoParetoRanking < EOT > rnk1 (Dmap1); + rnk1.calculate_worths (_pop); +// now set the worthes values + for (i = 0; i < pSize; ++i) + { + typename EOT::Fitness v; + + + +//cout<<"voila: "<< +//rnk1.value().operator[](i); + +//vector v; +//v.resize(_pop[i].fitness().size()); +//for(unsigned k=0;k<_pop[i].fitness().size();++k) +//v[k]=_pop[i].fitness().operator[](k)/sim[i]; +//_pop[i].fitness(v);//.operator[](k)=0;//_pop[i].fitness().operator[](k)/sim[i]; + eoPerf2Worth < EOT, worthT >::value ()[i] = rnk1.value ().operator[](i) / sim[i]; //*_pop[i].fitness().operator[](1)*_pop[i].fitness().operator[](1)); +//cout<<"\n__________"< > + { + public: + dMatrix (unsigned _s):rSize (_s) + { + this->resize (_s); + for (unsigned i = 0; i < _s; ++i) + this->operator[] (i).resize (_s); + } + + void printOn (std::ostream & _os) + { + for (unsigned i = 0; i < rSize; i++) + for (unsigned j = 0; j < rSize; ++j) + { + _os << this->operator[](i)[j] << " "; + _os << endl; + } + _os << endl; + } +//public: +//std::vectorv; + + private: + + + + + unsigned rSize; + }; + +private: + + ; + + double sh (double dist, double Dmax) + { + if (dist < Dmax) + return (1.0 - dist / Dmax); + else + return (0.0); + } + + double nicheSize; + eoParetoPhenDist < EOT, worthT > &dist; + eoParetoEuclidDist < EOT > euc_dist; + double Dmax; + +}; diff --git a/trunk/paradiseo-moeo/src/old/make_algo_MOEO.h b/trunk/paradiseo-moeo/src/old/make_algo_MOEO.h new file mode 100644 index 000000000..46af0756c --- /dev/null +++ b/trunk/paradiseo-moeo/src/old/make_algo_MOEO.h @@ -0,0 +1,254 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +// "make_algo_MOEO.h" + +// (c) OPAC Team, LIFL, June 2006 + +/* 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: Arnaud.Liefooghe@lifl.fr +*/ + +#ifndef _make_algo_MOEO_h +#define _make_algo_MOEO_h + +// the parser and parameter includes +#include "utils/eoParser.h" +#include "utils/eoState.h" +// selections +#include "eoNDSorting.h" +#include "eoIBEA.h" +#include "eoBinaryQualityIndicator.h" +#include "eoParetoRanking.h" +#include "eoParetoSharing.h" +#include "eoSelectFromWorth.h" +#include "moeoSelectOneFromPopAndArch.h" +// replacements +#include "eoReplacement.h" +#include "moeoReplacement.h" +// breeders +#include "eoGeneralBreeder.h" +// the algorithm +#include "eoEasyEA.h" + +/* + * This function builds the algorithm (i.e. selection and replacement) from existing continue (or checkpoint) and operators + * It uses a parser (to get user parameters) and a state (to store the memory) + * + * NB: this function is almost cut-and-pasted from EO/make_algo_pareto.h and integrates MOEO features + */ +template < class EOT > + eoAlgo < EOT > &do_make_algo_MOEO (eoParser & _parser, eoState & _state, + eoEvalFunc < EOT > &_eval, + eoContinue < EOT > &_continue, + eoGenOp < EOT > &_op, + moeoArchive < EOT > &_arch) +{ + + // the fitness of an EOT object + typedef typename EOT::Fitness EOFitness; + + + + + + /* the selection criteria */ + string & selStr = _parser.createParam (string ("NSGA-II"), "selCrit", + "Multi-objective selection criterion: NSGA, NSGA-II, IBEA, ParetoRanking, ParetoSharing", + 'S', "Evolution Engine").value (); + double nicheSize = _parser.createParam (1.0, "nicheSize", + "Size of niche for NSGA-I or ParetoSharing", + 'n', + "Evolution Engine").value (); + double kappa = + _parser.createParam (0.05, "kappa", "Scaling factor kappa for IBEA", 'k', + "Evolution Engine").value (); + string & indStr = + _parser.createParam (string ("Epsilon"), "indicator", + "Binary quality indicator for IBEA : Epsilon, Hypervolume", + 'I', "Evolution Engine").value (); + double rho = _parser.createParam (1.1, "rho", + "reference point for the hypervolume calculation (must not be smaller than 1)", + 'r', "Evolution Engine").value (); + // the eoPerf2Worth object + eoPerf2Worth < EOT, double >*p2w; + if ((selStr == string ("NSGA")) || (selStr == string ("NSGA-I"))) // NSGA-I + p2w = new eoNDSorting_I < EOT > (nicheSize); + else if (selStr == string ("NSGA-II")) // NSGA-II + p2w = new eoNDSorting_II < EOT > (); + /* + else if (selStr == string("IBEA")) { // IBEA + // the binary quality indicator + eoBinaryQualityIndicator* I; + if (indStr == string("Epsilon")) + I = new eoAdditiveBinaryEpsilonIndicator; + else if (indStr == string("Hypervolume")) + I = new eoBinaryHypervolumeIndicator(rho); + else { + string stmp = string("Invalid binary quality indicator (for IBEA): ") + indStr; + throw std::runtime_error(stmp.c_str()); + } + p2w = new eoIBEASorting(I, kappa); + } + */ + else if (selStr == string ("ParetoRanking")) + { // Pareto Ranking + eoDominanceMap < EOT > &dominance = + _state.storeFunctor (new eoDominanceMap < EOT >); + p2w = new eoParetoRanking < EOT > (dominance); + } + else if (selStr == string ("ParetoSharing")) + { // Pareto Sharing + p2w = new eoParetoSharing < EOT > (nicheSize); + } + else + { + string stmp = string ("Invalid Pareto selection criterion: ") + selStr; + throw std::runtime_error (stmp.c_str ()); + } + // store + _state.storeFunctor (p2w); + + + + + + /* the selector */ + eoValueParam < eoParamParamType > &selectionParam = + _parser.createParam (eoParamParamType ("DetTour(2)"), "selection", + "Selection: Roulette, DetTour(T), StochTour(t) or Random", + 's', "Evolution Engine"); + eoParamParamType & ppSelect = selectionParam.value (); // pair< string , vector > + // the select object + eoSelectOne < EOT > *select; + if (ppSelect.first == string ("DetTour")) + { // DetTour + unsigned detSize; + if (!ppSelect.second.size ()) + { // no parameter added + cerr << "WARNING, no parameter passed to DetTour, using 2" << endl; + detSize = 2; + // put back 2 in parameter for consistency (and status file) + ppSelect.second.push_back (string ("2")); + } + else // parameter passed by user as DetTour(T) + detSize = atoi (ppSelect.second[0].c_str ()); + select = new eoDetTournamentWorthSelect < EOT > (*p2w, detSize); + } + else if (ppSelect.first == string ("StochTour")) + { // StochTour + double p; + if (!ppSelect.second.size ()) + { // no parameter added + cerr << "WARNING, no parameter passed to StochTour, using 1" << + endl; + p = 1; + // put back p in parameter for consistency (and status file) + ppSelect.second.push_back (string ("1")); + } + else // parameter passed by user as DetTour(T) + p = atof (ppSelect.second[0].c_str ()); + select = new eoStochTournamentWorthSelect < EOT > (*p2w, p); + } + else if (ppSelect.first == string ("Roulette")) + { // Roulette + select = new eoRouletteWorthSelect < EOT > (*p2w); + } + else if (ppSelect.first == string ("Random")) + { // Random + select = new eoRandomSelect < EOT >; + } + else + { + string stmp = string ("Invalid selection: ") + ppSelect.first; + throw std::runtime_error (stmp.c_str ()); + } + // store + _state.storeFunctor (select); + + + + + + /* elitism */ + bool useElitism = _parser.createParam (false, "elitism", + "Use elitism in the selection process (individuals from the archive are randomly selected)", + 'E', "Evolution Engine").value (); + double ratioFromPop = _parser.createParam (0.8, "ratio", + "Ratio from the population for elitism (must not be greater than 1)", + '\0', + "Evolution Engine").value (); + if (useElitism) + { + eoSelectOne < EOT > *selectPop = select; + select = + new moeoSelectOneFromPopAndArch < EOT > (*selectPop, _arch, + ratioFromPop); + // store + _state.storeFunctor (select); + } + + + + + + /* the number of offspring */ + eoValueParam < eoHowMany > &offspringRateParam = + _parser.createParam (eoHowMany (1.0), "nbOffspring", + "Nb of offspring (percentage or absolute)", 'O', + "Evolution Engine"); + + + + + + /* the replacement */ + string & repStr = + _parser.createParam (string ("Plus"), "replacement", + "Replacement: Plus, DistinctPlus or Generational", + 'R', "Evolution Engine").value (); + eoReplacement < EOT > *replace; + if (repStr == string ("Plus")) // Plus + replace = new moeoElitistReplacement < EOT, double >(*p2w); + else if (repStr == string ("DistinctPlus")) // DistinctPlus + replace = new moeoDisctinctElitistReplacement < EOT, double >(*p2w); + else if (repStr == string ("Generational")) // Generational + replace = new eoGenerationalReplacement < EOT >; + else + { + string stmp = string ("Invalid replacement: ") + repStr; + throw std::runtime_error (stmp.c_str ()); + } + // store + _state.storeFunctor (replace); + + + + + + // the general breeder + eoGeneralBreeder < EOT > *breed = + new eoGeneralBreeder < EOT > (*select, _op, offspringRateParam.value ()); + _state.storeFunctor (breed); + + // the eoEasyEA + eoAlgo < EOT > *algo = + new eoEasyEA < EOT > (_continue, _eval, *breed, *replace); + _state.storeFunctor (algo); + // that's it! + return *algo; +} + +#endif diff --git a/trunk/paradiseo-moeo/tutorials/Makefile.am b/trunk/paradiseo-moeo/tutorials/Makefile.am new file mode 100755 index 000000000..40441b3b9 --- /dev/null +++ b/trunk/paradiseo-moeo/tutorials/Makefile.am @@ -0,0 +1 @@ +SUBDIRS=lesson1 diff --git a/trunk/paradiseo-moeo/tutorials/lesson1/FlowShop.h b/trunk/paradiseo-moeo/tutorials/lesson1/FlowShop.h new file mode 100644 index 000000000..284804b0a --- /dev/null +++ b/trunk/paradiseo-moeo/tutorials/lesson1/FlowShop.h @@ -0,0 +1,148 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +// "FlowShop.h" + +// (c) OPAC Team, LIFL, April 2006 + +/* 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: Arnaud.Liefooghe@lifl.fr +*/ + +#ifndef _FlowShop_h +#define _FlowShop_h + +#include +// Fitness for multi-objective flow-shop +#include "FlowShopFitness.h" + + +/** + * Structure of the genotype for the flow-shop scheduling problem + */ +class FlowShop:public EO < FlowShopFitness > +{ + +public: + + /** + * default constructor + */ + FlowShop () + { + } + + /** + * destructor + */ + virtual ~ FlowShop () + { + } + + /** + * class name + */ + virtual string className () const + { + return "FlowShop"; + } + + /** + * set scheduling vector + * @param vector & _scheduling the new scheduling to set + */ + void setScheduling (vector < unsigned >&_scheduling) + { + scheduling = _scheduling; + } + + /** + * get scheduling vector + */ + const vector < unsigned >&getScheduling () const + { + return scheduling; + } + + /** + * printing... + */ + void printOn (ostream & _os) const + { + // fitness + EO < FlowShopFitness >::printOn (_os); + _os << "\t"; + // size + _os << scheduling.size () << "\t"; + // scheduling + for (unsigned i = 0; i < scheduling.size (); i++) + _os << scheduling[i] << ' '; + } + + /** + * reading... + */ + void readFrom (istream & _is) + { + // fitness + EO < FlowShopFitness >::readFrom (_is); + // size + unsigned size; + _is >> size; + // scheduling + scheduling.resize (size); + bool tmp; + for (unsigned i = 0; i < size; i++) + { + _is >> tmp; + scheduling[i] = tmp; + } + } + + + bool operator== (const FlowShop & _other) const + { + return scheduling == _other.getScheduling (); + } + bool operator!= (const FlowShop & _other) const + { + return scheduling != _other.getScheduling (); + } + bool operator< (const FlowShop & _other) const + { + return scheduling < _other.getScheduling (); + } + bool operator> (const FlowShop & _other) const + { + return scheduling > _other.getScheduling (); + } + bool operator<= (const FlowShop & _other) const + { + return scheduling <= _other.getScheduling (); + } + bool operator>= (const FlowShop & _other) const + { + return scheduling >= _other.getScheduling (); + } + + +private: + + /** scheduling (order of operations) */ + std::vector < unsigned >scheduling; + +}; + +#endif diff --git a/trunk/paradiseo-moeo/tutorials/lesson1/FlowShopBenchmarkParser.h b/trunk/paradiseo-moeo/tutorials/lesson1/FlowShopBenchmarkParser.h new file mode 100644 index 000000000..3b13d9872 --- /dev/null +++ b/trunk/paradiseo-moeo/tutorials/lesson1/FlowShopBenchmarkParser.h @@ -0,0 +1,189 @@ +// -*- mode: c++; c-indent-level: 4; c++-member-init-indent: 8; comment-column: 35; -*- + +// "FlowShopBenchmarkParser.h" + +// (c) OPAC Team, LIFL, March 2006 + +/* 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: Arnaud.Liefooghe@lifl.fr +*/ + +#ifndef _FlowShopBenchmarkParser_h +#define _FlowShopBenchmarkParser_h + +// general include +#include +#include + +/** Web site to download benchmarks */ +const static + std::string + BENCHMARKS_WEB_SITE = "www.lifl.fr/~liefooga/benchmarks/"; + + +/** + * Class to handle parameters of a flow-shop instance from a benchmark file + * benchmark files are available at www.lifl.fr/~basseur/BenchsUncertain/ + */ +class FlowShopBenchmarkParser +{ + +public: + + /** + * constructor + * @param const string _benchmarkFileName the name of the benchmark file + */ + FlowShopBenchmarkParser (const string _benchmarkFileName) + { + init (_benchmarkFileName); + } + + /** + * the number of machines + */ + const unsigned + getM () + { + return M; + } + + /** + * the number of jobs + */ + const unsigned + getN () + { + return N; + } + + /** + * the processing times + */ + const + std::vector < std::vector < unsigned > > + getP () + { + return p; + } + + /** + * the due-dates + */ + const + std::vector < unsigned > + getD () + { + return d; + } + + /** + * printing... + */ + void + printOn (ostream & _os) const + { + _os << + "M=" << + M << + " N=" << + N << + endl; + _os << + "*** processing times" << + endl; + for (unsigned i = 0; i < M; i++) + { + for (unsigned j = 0; j < N; j++) + { + _os << p[i][j] << " "; + } + _os << + endl; + } + _os << "*** due-dates" << endl; + for (unsigned j = 0; j < N; j++) + { + _os << d[j] << " "; + } + _os << endl << endl; + } + +private: + /** number of machines */ + unsigned + M; + /** number of jobs */ + unsigned + N; + /** p[i][j] = processing time of job j on machine i */ + std::vector < std::vector < unsigned > > + p; + /** d[j] = due-date of the job j */ + std::vector < unsigned > + d; + + + /** + * Initialisation of the parameters with the data contained in the benchmark file + * @param const string _benchmarkFileName the name of the benchmark file + */ + void + init (const string _benchmarkFileName) + { + string buffer; + string::size_type start, end; + ifstream inputFile (_benchmarkFileName.data (), ios::in); + // opening of the benchmark file + if (!inputFile) + cerr << "*** ERROR : Unable to open the benchmark file '" << + _benchmarkFileName << "'" << endl; + // number of jobs (N) + getline (inputFile, buffer, '\n'); + N = atoi (buffer.data ()); + // number of machines M + getline (inputFile, buffer, '\n'); + M = atoi (buffer.data ()); + // initial and current seeds (not used) + getline (inputFile, buffer, '\n'); + // processing times and due-dates + p = std::vector < std::vector < unsigned > > (M, N); + d = std::vector < unsigned > (N); + // for each job... + for (unsigned j = 0; j < N; j++) + { + // index of the job (<=> j) + getline (inputFile, buffer, '\n'); + // due-date of the job j + getline (inputFile, buffer, '\n'); + d[j] = atoi (buffer.data ()); + // processing times of the job j on each machine + getline (inputFile, buffer, '\n'); + start = buffer.find_first_not_of (" "); + for (unsigned i = 0; i < M; i++) + { + end = buffer.find_first_of (" ", start); + p[i][j] = atoi (buffer.substr (start, end - start).data ()); + start = buffer.find_first_not_of (" ", end); + } + } + // closing of the input file + inputFile.close (); + } + +}; + +#endif diff --git a/trunk/paradiseo-moeo/tutorials/lesson1/FlowShopEA b/trunk/paradiseo-moeo/tutorials/lesson1/FlowShopEA new file mode 100755 index 0000000000000000000000000000000000000000..6898829b10e117468217a1da659ceac856ca1740 GIT binary patch literal 3033752 zcmeEv3t-g6@&5%94U$Th|^PuiEW}13uf<^63@FO6DUbLe;H^~rei^#^}D{;|LG%DuQ>&#UH_?EdkG&tE$H!sT=KTXE<8?@Snd z#)8a`_qyVim(wO^{J!B2e>wP`)84Av<>3paJ@fYHiwaxz{Oq-J7vzpyx1oMgQEB$5 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