Migration from SVN

peo/tutorial/CMakeLists.txt

@@ -0,0 +1,20 @@
+######################################################################################
+### 0) Where must cmake go now ?
+######################################################################################
+
+#add_subdirectory(Lesson1)
+add_subdirectory(Lesson2)
+#add_subdirectory(Lesson3)
+#add_subdirectory(Lesson4)
+add_subdirectory(Lesson5)
+#add_subdirectory(Lesson6)
+
+######################################################################################
+### 1) Install and copy benchs
+######################################################################################
+execute_process(
+    COMMAND ${CMAKE_COMMAND} -E copy_directory
+            ${CMAKE_CURRENT_SOURCE_DIR}/benchs
+            ${CMAKE_CURRENT_BINARY_DIR}/benchs)
+            
+install(DIRECTORY benchs DESTINATION local/include${INSTALL_SUB_DIR}/peo/tutorial COMPONENT tutorial)

peo/tutorial/Lesson1/CMakeLists.txt

@@ -0,0 +1,39 @@
+######################################################################################
+### 0) Set the compiler and define targets to easily run the lessons
+######################################################################################
+
+set(CMAKE_CXX_COMPILER mpicxx)
+
+#ADD_CUSTOM_TARGET(install DEPENDS ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson1/param ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson1/schema.xml)
+
+execute_process(
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+    	${CMAKE_CURRENT_SOURCE_DIR}/param
+      	${CMAKE_CURRENT_BINARY_DIR}
+  	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+        ${CMAKE_CURRENT_SOURCE_DIR}/schema.xml
+        ${CMAKE_CURRENT_BINARY_DIR}
+)
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+include_directories(${EO_SRC_DIR}/src 
+                    ${MOEO_SRC_DIR}/src  
+                    ${MO_SRC_DIR}/src 
+                    ${PEO_SRC_DIR}/src
+                    )
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+add_executable(multistartMO main.cpp)
+
+######################################################################################
+### 5) Link the librairies
+######################################################################################
+
+target_link_libraries(multistartMO xml2 peo rmc_mpi eo eoutils peo) 
+

peo/tutorial/Lesson1/Move.h

@@ -0,0 +1,205 @@
+/*
+  <Move.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#ifndef MOVE_H
+#define MOVE_H
+
+#include <mo>
+
+
+class ProblemEval : public eoEvalFunc <Problem> {
+public:
+
+  void operator() (Problem & _problem){
+    //cout << "eoEvalFunc()"<< endl;
+    _problem.fitness(_problem.evaluate());
+    
+  }
+
+};
+
+class Neighbor : public moNeighbor <Problem>, public std :: pair <unsigned, unsigned> {
+public :
+    void move (Problem & _problem) {
+        // transformer une solution en une autre connaissant le meilleur mouvement
+        //cout << "MOVE() " << endl;
+        int temp = _problem.solution[first];
+        _problem.solution[first] = _problem.solution[second];
+        _problem.solution[second] = temp;  
+    }
+  
+};
+
+
+class Neighborhood : public moNeighborhood <Neighbor> {
+public:
+
+  void init (Neighbor &_solution, Neighbor &_current) {
+    
+    //_move.first = 0;
+    //_move.second = 1;
+
+    
+  }
+    bool 	hasNeighbor (EOT &_solution) {}
+
+    void 	init (EOT &_solution, Neighbor &_current) {}
+
+    void 	next (EOT &_solution, Neighbor &_current) {}
+
+    bool 	cont (EOT &_solution) {}
+
+};
+
+
+/*class MoveNext : public moNextMove <Move>{
+public:
+  bool operator() (Move & _move, const Problem & _problem) {
+    //cout << "MoveNext" << endl;
+    //cout << _move.first << " , " << _move.second << endl;
+
+    if (_move.first < n-2){
+      if (_move.second < n-1){
+	
+	_move.second++;
+      }
+      else {
+	_move.first++;
+	_move.second = _move.first + 1;
+
+      }
+      
+     
+      return true;
+	
+    }
+
+  
+      return false;
+      
+  }
+};*/
+
+/*class MoveIncrEval : public moMoveIncrEval <Move>
+{
+public:
+
+  int compute_delta(int n, int** a, int** b,
+			     int* p, int i, int j)
+    {
+	int d; int k;
+	d = (a[i][i]-a[j][j])*(b[p[j]][p[j]]-b[p[i]][p[i]]) +
+	    (a[i][j]-a[j][i])*(b[p[j]][p[i]]-b[p[i]][p[j]]);
+	for (k = 0; k < n; k = k + 1) if (k!=i && k!=j)
+					  d = d + (a[k][i]-a[k][j])*(b[p[k]][p[j]]-b[p[k]][p[i]]) +
+					      (a[i][k]-a[j][k])*(b[p[j]][p[k]]-b[p[i]][p[k]]);
+	return(d);
+    }
+
+
+  eoMinimizingFitness operator() (const Move & _move, const Problem & _problem){
+    
+    double cost;
+    cost=0;
+ 
+    // for calculing delta difference
+    int* p = new int[n];
+    for (int i = 0 ; i < n ; i++)
+      p[i] = _problem.solution[i];
+
+ 
+    
+    cost = _problem.fitness() + compute_delta(n,a,b,p,_move.first, _move.second);
+    
+
+    
+    delete[] p;
+    
+    return cost;
+  }
+
+};*/
+
+
+
+
+/*class MoveRand : public moRandMove <Move>{
+public:
+
+  void operator() (Move & _move){
+    _move.first = rand()%n;
+    do{
+      _move.second = rand()%n;
+      
+    } while (_move.first == _move.second);
+  }
+
+};*/
+
+
+//for ILS 
+
+
+/*
+class Perturbation : public eoMonOp <Problem>{
+public:
+
+  bool operator() (Problem & _problem){
+    int r1,r2,temp;
+    int mu = 1 + rand()%n;
+    for (int k = 1 ; k <= mu; k++){ 
+      
+      r1 = rand()%n;
+      
+      for(;;){
+	r2 = rand()%n;
+	if (r1 != r2)
+	  break;
+      }
+      
+      temp = _problem.solution[r1];
+      _problem.solution[r1] = _problem.solution[r2];
+      _problem.solution[r2] = temp;
+    
+    }
+    _problem.invalidate();
+    
+  }
+
+
+};
+*/
+#endif

peo/tutorial/Lesson1/QAP.h

@@ -0,0 +1,118 @@
+/*
+  <QAP.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+
+#ifndef QAP_H
+#define QAP_H
+
+#include <eo>
+
+/* global variables */
+extern int n; // size
+extern int** a; // matrix A
+extern int** b; // matrix B
+
+class Problem : public EO<eoMinimizingFitness> { 
+
+public:   
+ 
+  int* solution; 
+
+  Problem () {
+    solution = new int[n];
+    create();
+  } 
+
+  Problem (const Problem & _problem){ // copy constructor
+    solution = new int[n];
+    for (int i = 0; i < n ; i++){
+      solution[i] = _problem.solution[i];
+    }
+    if (!_problem.invalid()) // if the solution has already been evaluated
+      fitness(_problem.fitness()); // copy the fitness 
+  }
+
+  ~Problem(){ // destructor
+    delete[] solution;
+  }
+
+  void operator= (const Problem & _problem){ // copy assignment operator
+    for (int i = 0; i < n ; i++){
+      solution[i] = _problem.solution[i];
+    }
+    fitness(_problem.fitness()); // copy the fitness 
+  }  
+  
+  int& operator[] (unsigned i)
+  {
+  	return solution[i];	
+  }
+
+ 
+  void create(){ // create and initialize a solution
+    int random, temp;
+    for (int i=0; i< n; i++) 
+      solution[i]=i;
+    
+    // we want a random permutation so we shuffle
+    for (int i = 0; i < n; i++){
+      random = rand()%(n-i) + i;
+      temp = solution[i];
+      solution[i] = solution[random];
+      solution[random] = temp;
+    }
+  }
+
+  int evaluate() { // evaluate the solution
+    int cost=0;
+    for (int i=0; i<n; i++)
+      for (int j=0; j<n; j++)
+	cost += a[i][j] * b[solution[i]][solution[j]]; 
+    
+    return cost;
+  }
+
+
+  void printSolution() {
+   for (int i = 0; i < n ; i++)
+     std::cout << solution[i] << " " ;
+ 
+   std::cout << std::endl;
+  }
+ 
+ 
+};
+#endif

peo/tutorial/Lesson1/QAPGA.h

@@ -0,0 +1,128 @@
+/*
+  <QAPGA.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#ifndef _QAPGA_h
+#define _QAPGA_h
+
+class ProblemInit : public eoInit<Problem>
+{
+public:
+
+  void operator()(Problem & _problem)
+  {
+    _problem.create();
+  }
+};
+
+class ProblemEvalFunc : public eoEvalFunc<Problem>
+{
+public:
+
+  void operator()(Problem & _problem)
+  {
+    _problem.fitness(_problem.evaluate());
+      
+  }
+};
+
+class ProblemXover : public eoQuadOp<Problem> {
+public:
+
+  /* The two parameters in input are the parents.
+     The first parameter is also the output ie the child 
+  */
+  bool operator()(Problem & _problem1, Problem & _problem2)
+  {
+    int i;
+    int random, temp;
+    int unassigned_positions[n];
+    int remaining_items[n];
+    int j = 0;
+				
+    /* 1) find the items assigned in different positions for the 2 parents */
+    for (i = 0 ; i < n ; i++){
+      if (_problem1.solution[i] != _problem2.solution[i]){
+	unassigned_positions[j] = i;
+	remaining_items[j] = _problem1.solution[i];
+	j++;
+      }
+    }
+    
+    /* 2) shuffle the remaining items to ensure that remaining items 
+       will be assigned at random positions */
+    for (i = 0; i < j; i++){
+      random = rand()%(j-i) + i;
+      temp = remaining_items[i];
+      remaining_items[i] = remaining_items[random];
+      remaining_items[random] = temp;
+    }
+						    					   
+    /* 3) copy the shuffled remaining items at unassigned positions */
+    for (i = 0; i < j ; i++)
+      _problem1.solution[unassigned_positions[i]] = remaining_items[i];
+
+    // crossover in our case is always possible
+    return true; 
+  }
+};
+
+class ProblemSwapMutation: public eoMonOp<Problem> {
+public:
+ 
+  bool operator()(Problem& _problem)  {
+    int i,j;
+    int temp;
+
+    // generate two different indices
+    i=rand()%n;
+    do 
+      j = rand()%n; 
+    while (i == j);  
+		   
+    // swap
+    temp = _problem.solution[i];
+    _problem.solution[i] = _problem.solution[j];
+    _problem.solution[j] = temp;
+
+    return true;
+    
+  }
+};
+
+
+
+
+#endif

peo/tutorial/Lesson1/main.cpp

@@ -0,0 +1,179 @@
+/*
+  <main.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#include <peo>
+#include <time.h>
+
+#include <iostream>
+#include <fstream>
+
+#include "QAP.h"
+#include "Move.h"
+#include "QAPGA.h"
+#include "qapPackUnpack.h"
+
+using namespace std;
+
+/** Set of parameters wrapped into a structure. We pass then the structure 
+ * to a function which parses the parameters file. Doing so helps cleaning 
+ * the code from the parts of reading the inputs.
+ */
+#include "parserStruct.h"
+#include "utils.h"
+/** The actual reading and parameters parsing is done inside this class utilities
+ */ 
+
+
+// Global variables
+int n;                    // problem size
+int** a;
+int** b;         // flows and distances matrices
+
+int bkv; //best known value
+
+void main_function(int argc, char **argv)
+{
+ 
+ if (argc < 2){
+    cout << "Please give a param file" << endl;
+    exit(1);
+  }
+
+  
+  // Declaration of useful variables to parse the parameters file and then 
+  // put its elements into a structure
+  eoParser parser(argc, argv);
+  parameters param;
+  parseFile(parser, param);
+
+  string s (argv[1]);
+
+  if ( (s.compare("-h") == 0) || (s.compare("--help") == 0 ) )
+    ;//make help
+  
+  // Reading the a and b matrices of the QAP problem
+  else
+    loadInstances(param.inst.c_str(), n, bkv, a, b);
+    
+  //MoveInit move_init;
+
+  ProblemEval problem_eval;  
+
+  //MoveNext move_next;
+
+  //MoveIncrEval move_incr_eval;
+
+  moBestImprSelect<Move> move_select;
+ 
+  moSimpleMoveTabuList <Move> tabulist (param.tabuListSize);
+  
+  //moNoAspirCrit<Move> aspiration_criterion;
+  moImprBestFitAspirCrit <Move> aspiration_criterion;
+  
+  moGenSolContinue <Problem> continu (param.TSmaxIter);
+
+  moTS <Move> tabu_search (move_init, move_next, move_incr_eval, 
+			   tabulist, aspiration_criterion, continu, problem_eval );
+
+  ProblemInit chromInit;
+  
+  eoPop <Problem> pop (param.popSize, chromInit);
+  
+  // Initialisation of the parallel environment
+  peo :: init (argc, argv);
+  
+  if (getNodeRank()==1)
+  {
+      std :: cout << "\nResult before the local search\n";
+      //std :: cout << "size\t" << pop.size() << endl;
+      for (int i=0;i<pop.size();i++)
+        problem_eval(pop[i]);
+      pop.sort();
+      cout << pop;
+  }
+  // Local search
+  
+  peoMultiStart <Problem> initParallelTS (tabu_search);
+  peoWrapper parallelTS (initParallelTS, pop);
+  initParallelTS.setOwner(parallelTS);
+  peo :: run( );
+  peo :: finalize( );
+
+  if (getNodeRank()==1)
+  {
+      cout << "\nInstance size = " << n << endl;
+      cout << "Best known value in the litterature = " << bkv << endl;
+      std :: cout << "\nResult after the local search\n";
+      // sort and print the population
+      pop.sort();
+      cout << pop;
+  }
+
+ 
+
+  cout << endl;
+
+
+}
+
+// A main that catches the exceptions
+
+int main(int argc, char **argv)
+{
+
+  try
+    {  
+      main_function(argc, argv);
+
+    }
+  catch(exception& e)
+    {
+      cout << "Exception: " << e.what() << '\n';
+    }
+
+	
+  // desallocate memory
+  for (int i=0; i<n; i++){
+    delete[] a[i];
+    delete[] b[i];
+  }
+
+  delete[] a;
+  delete[] b;
+
+
+  return 1;
+}

peo/tutorial/Lesson1/param

@@ -0,0 +1,37 @@
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1104133126                        # -S : Random number seed
+
+######    Evolution Engine        ######
+--popSize=10                               # -P : Population Size
+
+
+######    Output                  ######
+# --useEval=1                              # Use nb of eval. as counter (vs nb of gen.)
+# --useTime=1                              # Display time (s) every generation
+# --printBestStat=1                        # Print Best/avg/stdev every gen.
+# --printPop=0                             # Print sorted pop. every gen.
+
+######    Output - Disk           ######
+# --resDir=Res                             # Directory to store DISK outputs
+# --eraseDir=1                             # erase files in dirName if any
+# --fileBestStat=0                         # Output bes/avg/std to file
+
+######    Output - Graphical      ######
+# --plotBestStat=0                         # Plot Best/avg Stat
+# --plotHisto=0                            # Plot histogram of fitnesses
+
+######    Persistence             ######
+# --Load=L                                  # -L : A save file to restart from
+--inst=../benchs/tai12a.dat	   	    		# -i
+--schema=schema.xml			    			# -s
+
+######    Tabu Search      ######
+--TSmaxIter=100                              # -t : Maximum number of iterations () = none)
+--tabuListSize=10                           # -l : tabu list size () = none)
+
+
+######    Variation Operators     ######
+#--pCross=0.7                                # -C : Probability of Crossover
+#--pMut=0.8                                  # -M : Probability of Mutation

peo/tutorial/Lesson1/parserStruct.h

@@ -0,0 +1,46 @@
+/*
+  <parserStruct.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+struct parameters
+{
+  unsigned seed ;
+  int popSize;
+  string loadName;
+  string inst;
+  string schema;
+  int TSmaxIter;
+  int tabuListSize;
+};    

peo/tutorial/Lesson1/qapPackUnpack.h

@@ -0,0 +1,81 @@
+/*
+  <qapPackUnpack.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+/** 
+ * Since you define your own class, you need to tell ParadisEO how to pack
+ * and unpack your own data.
+ * This example show you how we pack and unpack a QAP class. In our case, it is
+ * just packing and unpacking an array of integers. In your case, it will depend
+ * on the representation of your class.
+ */
+
+void pack( const Problem& _problem )
+{
+
+  if ( _problem.invalid() ) 
+    pack( (unsigned int)0 );
+  else
+    {
+      pack( (unsigned int)1 );
+      pack(_problem.fitness());
+    }
+
+  for (int i = 0; i < n; i++ )
+    {
+      pack( _problem.solution[i] );
+    }
+}
+
+void unpack( Problem& _problem )
+{
+  unsigned int validFitness;
+
+  unpack( validFitness );
+  if ( validFitness )
+    {
+      double fitnessValue;
+      unpack( fitnessValue );
+      _problem.fitness( fitnessValue );    
+    }
+  else
+    {
+      _problem.invalidate();
+    }
+
+  for (int i = 0; i < n; i++ )
+    {
+      unpack(_problem[i]);
+    }
+}

peo/tutorial/Lesson1/schema.xml

@@ -0,0 +1,19 @@
+<?xml version="1.0"?>
+
+<schema>
+
+ <group scheduler="0">
+          <node name="0" num_workers="0">
+          </node>
+          <node name="1" num_workers="0">
+          <runner>1</runner>
+          </node>
+          <node name="2" num_workers="1">
+          </node>
+          <node name="3" num_workers="1">
+          </node>
+      </group>
+
+
+</schema>
+

peo/tutorial/Lesson1/utils.h

@@ -0,0 +1,119 @@
+/*
+  <utils.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+#ifndef _UTILS_H
+#define _UTILS_H
+#include <stdlib.h>
+#include <iostream>
+#include <fstream>
+
+using namespace std;
+
+void parseFile(eoParser & parser, parameters & param)
+{
+
+  // For each parameter, you can in on single line
+  // define the parameter, read it through the parser, and assign it
+
+  param.seed = parser.createParam(unsigned(time(0)), "seed", "Random number seed", 'S').value(); // will be in default section General
+
+  // init and stop
+  param.popSize = parser.createParam(unsigned(15), "popSize", "Population size",'P', "Evolution engine" ).value();
+  
+  param.loadName = parser.createParam(string(""), "Load","A save file to restart from",'L', "Persistence" ).value();
+  param.inst = parser.createParam(string(""), "inst","A data file to read instances from",'i', "Persistence" ).value();
+  param.schema = parser.createParam(string(""), "schema","An xml file mapping processes",'s', "Persistence" ).value();
+
+  param.TSmaxIter = parser.createParam(unsigned(1000), "TSmaxIter", "Maximum number of iterations",'M', "Tabu Search" ).value();
+
+  param.tabuListSize = parser.createParam(unsigned(10), "tabuListSize", "Tabu List Size",'l', "Tabu Search" ).value();
+  
+
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  string statusName = parser.createParam(str_status, "status","Status file",'S', "Persistence" ).value();
+
+  // do the following AFTER ALL PARAMETERS HAVE BEEN PROCESSED
+  // i.e. in case you need parameters somewhere else, postpone these
+  if (parser.userNeedsHelp())
+    {
+      parser.printHelp(cout);
+      exit(1);
+    }
+  if (statusName != "")
+    {
+      ofstream os(statusName.c_str());
+      os << parser;		// and you can use that file as parameter file
+    }
+}
+
+void loadInstances(const char* filename, int& n, int& bkv, int** & a, int** & b) 
+{
+	
+  ifstream data_file;       
+  int i, j;
+  data_file.open(filename);
+  if (! data_file.is_open())
+    {
+      cout << "\n Error while reading the file " << filename << ". Please check if it exists !" << endl;
+      exit (1);
+    }
+  data_file >> n;
+  data_file >> bkv; // best known value
+  // ****************** dynamic memory allocation ****************** /
+  a = new int* [n];
+  b = new int* [n];
+  for (i = 0; i < n; i++) 
+  {
+    a[i] = new int[n];
+    b[i] = new int[n];
+  }
+
+  // ************** read flows and distanceMatrixs matrices ************** /
+  for (i = 0; i < n; i++) 
+    for (j = 0; j < n; j++)
+      data_file >> a[i][j];
+
+  for (i = 0; i < n; i++) 
+    for (j = 0; j < n; j++)
+      data_file >> b[i][j];
+
+  data_file.close();
+}
+
+
+
+#endif

peo/tutorial/Lesson2/CMakeLists.txt

@@ -0,0 +1,35 @@
+######################################################################################
+### 0) Set the compiler and define targets to easily run the lessons
+######################################################################################
+
+set(CMAKE_CXX_COMPILER mpicxx)
+
+#ADD_CUSTOM_TARGET(install DEPENDS ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson2/param ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson2/schema.xml)
+
+execute_process(
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+    	${CMAKE_CURRENT_SOURCE_DIR}/param
+      	${CMAKE_CURRENT_BINARY_DIR}
+  	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+        ${CMAKE_CURRENT_SOURCE_DIR}/schema.xml
+        ${CMAKE_CURRENT_BINARY_DIR}
+)
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+include_directories(${EO_SRC_DIR}/src ${MOEO_SRC_DIR}/src ${OLDMO_SRC_DIR}/src ${MO_SRC_DIR}/src ${PEO_SRC_DIR}/src)
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+add_executable(multistartGA main.cpp)
+
+######################################################################################
+### 5) Link the librairies
+######################################################################################
+
+target_link_libraries(multistartGA xml2 peo rmc_mpi eo eoutils peo)
+

peo/tutorial/Lesson2/QAP.h

@@ -0,0 +1,118 @@
+/*
+  <QAP.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+
+#ifndef QAP_H
+#define QAP_H
+
+#include <eo>
+
+/* global variables */
+extern int n; // size
+extern int** a; // matrix A
+extern int** b; // matrix B
+
+class Problem : public EO<eoMinimizingFitness> { 
+
+public:   
+ 
+  int* solution; 
+
+  Problem () {
+    solution = new int[n];
+    create();
+  } 
+
+  Problem (const Problem & _problem){ // copy constructor
+    solution = new int[n];
+    for (int i = 0; i < n ; i++){
+      solution[i] = _problem.solution[i];
+    }
+    if (!_problem.invalid()) // if the solution has already been evaluated
+      fitness(_problem.fitness()); // copy the fitness 
+  }
+
+  ~Problem(){ // destructor
+    delete[] solution;
+  }
+
+  void operator= (const Problem & _problem){ // copy assignment operator
+    for (int i = 0; i < n ; i++){
+      solution[i] = _problem.solution[i];
+    }
+    fitness(_problem.fitness()); // copy the fitness 
+  }  
+  
+  int& operator[] (unsigned i)
+  {
+  	return solution[i];	
+  }
+
+ 
+  void create(){ // create and initialize a solution
+    int random, temp;
+    for (int i=0; i< n; i++) 
+      solution[i]=i;
+    
+    // we want a random permutation so we shuffle
+    for (int i = 0; i < n; i++){
+      random = rand()%(n-i) + i;
+      temp = solution[i];
+      solution[i] = solution[random];
+      solution[random] = temp;
+    }
+  }
+
+  int evaluate() { // evaluate the solution
+    int cost=0;
+    for (int i=0; i<n; i++)
+      for (int j=0; j<n; j++)
+	cost += a[i][j] * b[solution[i]][solution[j]]; 
+    
+    return cost;
+  }
+
+
+  void printSolution() {
+   for (int i = 0; i < n ; i++)
+     std::cout << solution[i] << " " ;
+ 
+   std::cout << std::endl;
+  }
+ 
+ 
+};
+#endif

peo/tutorial/Lesson2/QAPGA.h

@@ -0,0 +1,128 @@
+/*
+  <QAPGA.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#ifndef _QAPGA_h
+#define _QAPGA_h
+
+class ProblemInit : public eoInit<Problem>
+{
+public:
+
+  void operator()(Problem & _problem)
+  {
+    _problem.create();
+  }
+};
+
+class ProblemEvalFunc : public eoEvalFunc<Problem>
+{
+public:
+
+  void operator()(Problem & _problem)
+  {
+    _problem.fitness(_problem.evaluate());
+      
+  }
+};
+
+class ProblemXover : public eoQuadOp<Problem> {
+public:
+
+  /* The two parameters in input are the parents.
+     The first parameter is also the output ie the child 
+  */
+  bool operator()(Problem & _problem1, Problem & _problem2)
+  {
+    int i;
+    int random, temp;
+    int unassigned_positions[n];
+    int remaining_items[n];
+    int j = 0;
+				
+    /* 1) find the items assigned in different positions for the 2 parents */
+    for (i = 0 ; i < n ; i++){
+      if (_problem1.solution[i] != _problem2.solution[i]){
+	unassigned_positions[j] = i;
+	remaining_items[j] = _problem1.solution[i];
+	j++;
+      }
+    }
+    
+    /* 2) shuffle the remaining items to ensure that remaining items 
+       will be assigned at random positions */
+    for (i = 0; i < j; i++){
+      random = rand()%(j-i) + i;
+      temp = remaining_items[i];
+      remaining_items[i] = remaining_items[random];
+      remaining_items[random] = temp;
+    }
+						    					   
+    /* 3) copy the shuffled remaining items at unassigned positions */
+    for (i = 0; i < j ; i++)
+      _problem1.solution[unassigned_positions[i]] = remaining_items[i];
+
+    // crossover in our case is always possible
+    return true; 
+  }
+};
+
+class ProblemSwapMutation: public eoMonOp<Problem> {
+public:
+ 
+  bool operator()(Problem& _problem)  {
+    int i,j;
+    int temp;
+
+    // generate two different indices
+    i=rand()%n;
+    do 
+      j = rand()%n; 
+    while (i == j);  
+		   
+    // swap
+    temp = _problem.solution[i];
+    _problem.solution[i] = _problem.solution[j];
+    _problem.solution[j] = temp;
+
+    return true;
+    
+  }
+};
+
+
+
+
+#endif

peo/tutorial/Lesson2/main.cpp

@@ -0,0 +1,207 @@
+/*
+  <main.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+/**
+ * Declaration of the necessary headers: In these are defined the class QAP,
+ * redefinition of the crossover, mutation, initialisation of solution.
+ * 
+ */ 
+#include <peo>
+#include "QAP.h"
+#include "QAPGA.h"
+#include <string>
+using namespace std;
+
+
+/** Set of parameters wrapped into a structure. We pass then the structure 
+ * to a function which parses the parameters file. Doing so helps cleaning 
+ * the code from the parts of reading the inputs.
+ */
+#include "parserStruct.h"
+#include "utils.h"
+/** The actual reading and parameters parsing is done inside this class utilities
+ */ 
+
+// Global variables
+int n;                    // problem size
+int** a;
+int** b;         // a and  matrices
+
+int bkv; //best known value
+
+void main_function(int argc, char **argv)
+{
+  // Declaration of useful variables to parse the parameters file and then 
+  // its elements into a structure
+  if (argc < 2){
+    cout << "Please give a param file" << endl;
+    exit(1);
+  }
+   
+  eoParser parser(argc, argv);
+  parameters param;
+  parseFile(parser, param);
+  rng.reseed(param.seed);
+  
+  
+  string s (argv[1]);
+
+  if ( (s.compare("-h") == 0) || (s.compare("--help") == 0 ) )
+    ;//make help
+  
+  // Reading the a and b matrices of the QAP problem
+  else
+   loadInstances(param.inst.c_str(), n, bkv, a, b);
+
+  // Declaration of class wrapping the evaluation function of the QAP
+  ProblemEvalFunc plainEval;
+  eoEvalFuncCounter<Problem> eval(plainEval);
+ 
+  // Class involving a simple call to the function of initialisation of a solution
+  ProblemInit chromInit;
+
+
+  eoPop<Problem> pop1(param.popSize, chromInit);  // Initialise the population
+  eoPop<Problem> pop2(param.popSize, chromInit);  // Initialise the population
+  eoPop<Problem> pop3(param.popSize, chromInit);  // Initialise the population
+
+  // The robust tournament selection
+  eoDetTournamentSelect<Problem> selectOne(param.tSize);
+  // is now encapsulated in a eoSelectPerc (entage)
+  eoSelectPerc<Problem> select(selectOne);// by default rate==1
+
+  ProblemXover Xover;  // CROSSOVER
+  ProblemSwapMutation  mutationSwap;  // MUTATION
+  
+  // The operators are  encapsulated into an eoTRansform object
+  eoSGATransform<Problem> transform(Xover, param.pCross, mutationSwap, param.pMut);
+
+  // REPLACE
+  eoPlusReplacement<Problem> replace;
+
+  eoGenContinue<Problem> genCont(param.maxGen); // generation continuation
+ 
+  eoEasyEA<Problem> gga1(genCont, plainEval, select, transform, replace);
+  eoEasyEA<Problem> gga2(genCont, plainEval, select, transform, replace);
+  eoEasyEA<Problem> gga3(genCont, plainEval, select, transform, replace);
+  
+  // Start the parallel EA
+  peo :: init (argc, argv);
+  if (getNodeRank()==1)
+  {
+  	  apply<Problem>(eval, pop1);
+	  pop1.sort();
+	  cout << "Initial Population\n" << pop1 << endl;
+  }  
+  if (getNodeRank()==2)
+  {
+	  apply<Problem>(eval, pop2);
+	  pop2.sort();
+	  cout << "Initial Population\n" << pop2 << endl;
+  }
+  if (getNodeRank()==3)
+  {  
+	  apply<Problem>(eval, pop3);
+	  pop3.sort();
+	  cout << "Initial Population\n" << pop3 << endl;
+  }
+  
+  peoWrapper parallelEA1 (gga1, pop1);
+  peoWrapper parallelEA2 (gga2, pop2);
+  peoWrapper parallelEA3 (gga3, pop3);
+  
+  peo :: run( );
+  peo :: finalize( );
+
+  // Print (sorted) intial population
+  if (getNodeRank()==1)
+  {
+	  pop1.sort();
+	  cout << "FINAL Population\n" << pop1 << endl;
+	  cout << "\nInstance size = " << n << endl;
+	  cout << "Best known value in the litterature = " << bkv <<"\n"<< endl;
+	  cout << "Best solution found\t" << pop1[0].fitness() << endl;
+  }
+  if (getNodeRank()==2)
+  {
+	  pop2.sort();
+	  cout << "FINAL Population\n" << pop2 << endl;
+	  cout << "\nInstance size = " << n << endl;
+	  cout << "Best known value in the litterature = " << bkv <<"\n"<< endl;
+	  cout << "Best solution found\t" << pop2[0].fitness() << endl;
+  }
+  if (getNodeRank()==3)
+  {
+	  pop3.sort();
+	  cout << "FINAL Population\n" << pop3 << endl;
+	  cout << "\nInstance size = " << n << endl;
+	  cout << "Best known value in the litterature = " << bkv <<"\n"<< endl;
+	  cout << "Best solution found\t" << pop3[0].fitness() << endl;
+  }
+  
+  // GENERAL
+
+
+}
+
+// A main that catches the exceptions
+
+int main(int argc, char **argv)
+{
+
+  try
+    {
+      main_function(argc, argv);
+
+    }
+  catch(exception& e)
+    {
+      cout << "Exception: " << e.what() << '\n';
+    }
+
+	
+  // desallocate memory
+  for (int i=0; i<n; i++){
+    delete[] a[i];
+    delete[] b[i];
+  }
+
+  delete[] a;
+  delete[] b;
+
+
+  return 1;
+}

peo/tutorial/Lesson2/param

@@ -0,0 +1,37 @@
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1104133126                        # -S : Random number seed
+
+######    Evolution Engine        ######
+--popSize=10                               # -P : Population Size
+--tSize=2 				   #tournament size
+
+
+######    Output                  ######
+# --useEval=1                              # Use nb of eval. as counter (vs nb of gen.)
+# --useTime=1                              # Display time (s) every generation
+# --printBestStat=1                        # Print Best/avg/stdev every gen.
+# --printPop=0                             # Print sorted pop. every gen.
+
+######    Output - Disk           ######
+# --resDir=Res                             # Directory to store DISK outputs
+# --eraseDir=1                             # erase files in dirName if any
+# --fileBestStat=0                         # Output bes/avg/std to file
+
+######    Output - Graphical      ######
+# --plotBestStat=0                         # Plot Best/avg Stat
+# --plotHisto=0                            # Plot histogram of fitnesses
+
+######    Persistence             ######
+# --Load=L                                  # -L : A save file to restart from
+--inst=../benchs/tai12a.dat	   	    		# -i
+--schema=schema.xml			    			# -s
+
+######    Stopping criterion      ######
+--maxGen=1000                                # -G : Maximum number of generations () = none)
+--minGen=100                                # -g : Minimum number of generations
+
+######    Variation Operators     ######
+--pCross=0.7                                # -C : Probability of Crossover
+--pMut=0.8                                  # -M : Probability of Mutation

peo/tutorial/Lesson2/parserStruct.h

@@ -0,0 +1,49 @@
+/*
+  <parserStruct.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+struct parameters
+{
+  unsigned seed ;
+  int popSize;
+  int tSize;
+  string inst;
+  string loadName;
+  string schema;
+  double pCross;
+  double pMut;
+  int minGen;
+  int maxGen;
+};

peo/tutorial/Lesson2/schema.xml

@@ -0,0 +1,19 @@
+<?xml version="1.0"?>
+
+<schema>
+
+ <group scheduler="0">
+          <node name="0" num_workers="0">
+          </node>
+          <node name="1" num_workers="0">
+          <runner>1</runner>
+          </node>
+          <node name="2" num_workers="1">
+          </node>
+          <node name="3" num_workers="1">
+          </node>
+      </group>
+
+
+</schema>
+

peo/tutorial/Lesson2/utils.h

@@ -0,0 +1,126 @@
+/*
+  <utils.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+#ifndef _UTILS_H
+#define _UTILS_H
+#include <stdlib.h>
+#include <iostream>
+#include <fstream>
+
+using namespace std;
+
+void parseFile(eoParser & parser, parameters & param)
+{
+
+  // For each parameter, you can in on single line
+  // define the parameter, read it through the parser, and assign it
+
+  param.seed = parser.createParam(unsigned(time(0)), "seed", "Random number seed", 'S').value(); // will be in default section General
+
+  // init and stop
+  param.loadName = parser.createParam(string(""), "Load","A save file to restart from",'L', "Persistence" ).value();
+  
+  param.inst = parser.createParam(string(""), "inst","a dat file to read instances from",'i', "Persistence" ).value();
+  
+  param.schema = parser.createParam(string(""), "schema","an xml file mapping process",'s', "Persistence" ).value();
+
+  param.popSize = parser.createParam(unsigned(10), "popSize", "Population size",'P', "Evolution engine" ).value();
+  
+  param.tSize = parser.createParam(unsigned(2), "tSize", "Tournament size",'T', "Evolution Engine" ).value();
+  
+  param.minGen = parser.createParam(unsigned(100), "minGen", "Minimum number of iterations",'g', "Stopping criterion" ).value();
+
+  param.maxGen = parser.createParam(unsigned(300), "maxGen", "Maximum number of iterations",'G', "Stopping criterion" ).value();
+  
+  param.pCross = parser.createParam(double(0.6), "pCross", "Probability of Crossover", 'C', "Genetic Operators" ).value();
+  
+  param.pMut = parser.createParam(double(0.1), "pMut", "Probability of Mutation", 'M', "Genetic Operators" ).value();
+
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  string statusName = parser.createParam(str_status, "status","Status file",'S', "Persistence" ).value();
+
+  // do the following AFTER ALL PARAMETERS HAVE BEEN PROCESSED
+  // i.e. in case you need parameters somewhere else, postpone these
+  if (parser.userNeedsHelp())
+    {
+      parser.printHelp(cout);
+      exit(1);
+    }
+  if (statusName != "")
+    {
+      ofstream os(statusName.c_str());
+      os << parser;		// and you can use that file as parameter file
+    }
+}
+
+void loadInstances(const char* filename, int& n, int& bkv, int** & a, int** & b) 
+{
+	
+  ifstream data_file;       
+  int i, j;
+  data_file.open(filename);
+  if (! data_file.is_open())
+    {
+      cout << "\n Error while reading the file " << filename << ". Please check if it exists !" << endl;
+      exit (1);
+    }
+  data_file >> n;
+  data_file >> bkv; // best known value
+  // ****************** dynamic memory allocation ****************** /
+  a = new int* [n];
+  b = new int* [n];
+  for (i = 0; i < n; i++) 
+  {
+    a[i] = new int[n];
+    b[i] = new int[n];
+  }
+
+  // ************** read flows and distanceMatrixs matrices ************** /
+  for (i = 0; i < n; i++) 
+    for (j = 0; j < n; j++)
+      data_file >> a[i][j];
+
+  for (i = 0; i < n; i++) 
+    for (j = 0; j < n; j++)
+      data_file >> b[i][j];
+
+  data_file.close();
+}
+
+
+
+#endif

peo/tutorial/Lesson3/CMakeLists.txt

@@ -0,0 +1,80 @@
+
+######################################################################################
+### 0) Set the compiler and define targets to easily run the lessons
+######################################################################################
+
+SET (CMAKE_CXX_COMPILER mpicxx)
+
+#ADD_CUSTOM_TARGET(install DEPENDS ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson3/param ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson3/schema.xml)
+
+#ADD_CUSTOM_COMMAND(
+#    TARGET install
+#    POST_BUILD
+#    COMMAND ${CMAKE_COMMAND}
+#    ARGS -E copy_if_different
+#      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson3/param
+#      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson3)
+#ADD_CUSTOM_COMMAND(
+#    TARGET install
+#    POST_BUILD
+#    COMMAND ${CMAKE_COMMAND}
+#    ARGS -E copy_if_different
+#      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson3/schema.xml
+#      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson3)
+
+execute_process(
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+    	${CMAKE_CURRENT_SOURCE_DIR}/param
+      	${CMAKE_CURRENT_BINARY_DIR}
+  	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+        ${CMAKE_CURRENT_SOURCE_DIR}/schema.xml
+        ${CMAKE_CURRENT_BINARY_DIR}
+)
+
+######################################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src ${MOEO_SRC_DIR}/src ${OLDMO_SRC_DIR}/src ${MO_SRC_DIR}/src ${ParadisEO-PEO_SOURCE_DIR}/src)
+
+######################################################################################
+
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${ParadisEO-PEO_BINARY_DIR}/lib)
+
+######################################################################################
+
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+ADD_EXECUTABLE(popEval main.cpp)
+######################################################################################
+
+
+######################################################################################
+### 4) Optionnal: define properties
+######################################################################################
+
+SET(LESSON3_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(popEval PROPERTIES VERSION "${LESSON3_VERSION}")
+
+######################################################################################
+
+
+######################################################################################
+### 5) Link the librairies
+######################################################################################
+
+TARGET_LINK_LIBRARIES(popEval eo ga es ${XML2_LIBS} peo rmc_mpi eoutils peo)
+
+######################################################################################
+

peo/tutorial/Lesson3/Move.h

@@ -0,0 +1,203 @@
+/*
+  <Move.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#ifndef MOVE_H
+#define MOVE_H
+
+#include <oldmo.h>
+#include <eo>
+#include "QAP.h"
+
+#endif
+
+
+class ProblemEval : public eoEvalFunc <Problem> {
+public:
+
+  void operator() (Problem & _problem){
+    //cout << "eoEvalFunc()"<< endl;
+    _problem.fitness(_problem.evaluate());
+    
+  }
+
+};
+
+class Move : public moMove <Problem>, public std :: pair <unsigned, unsigned> {
+public :
+  void operator () (Problem & _problem) {
+    // transformer une solution en une autre connaissant le meilleur mouvement
+    //cout << "MOVE() " << endl;
+    int temp = _problem.solution[first];
+    _problem.solution[first] = _problem.solution[second];
+    _problem.solution[second] = temp; 
+  
+    
+}
+  
+};
+
+
+class MoveInit : public moMoveInit <Move> {
+public:
+
+  void operator () (Move & _move, const Problem& _problem) {
+    //cout << "MoveInit " << endl;
+    
+    _move.first = 0;
+    _move.second = 1;
+
+    
+  }
+};
+
+
+class MoveNext : public moNextMove <Move>{
+public:
+  bool operator() (Move & _move, const Problem & _problem) {
+    //cout << "MoveNext" << endl;
+    //cout << _move.first << " , " << _move.second << endl;
+
+    if (_move.first < n-2){
+      if (_move.second < n-1){
+	
+	_move.second++;
+      }
+      else {
+	_move.first++;
+	_move.second = _move.first + 1;
+
+      }
+      
+     
+      return true;
+	
+    }
+
+  
+      return false;
+      
+  }
+};
+
+class MoveIncrEval : public moMoveIncrEval <Move>
+{
+public:
+
+  int compute_delta(int n, int** a, int** b,
+			     int* p, int i, int j)
+    {
+	int d; int k;
+	d = (a[i][i]-a[j][j])*(b[p[j]][p[j]]-b[p[i]][p[i]]) +
+	    (a[i][j]-a[j][i])*(b[p[j]][p[i]]-b[p[i]][p[j]]);
+	for (k = 0; k < n; k = k + 1) if (k!=i && k!=j)
+					  d = d + (a[k][i]-a[k][j])*(b[p[k]][p[j]]-b[p[k]][p[i]]) +
+					      (a[i][k]-a[j][k])*(b[p[j]][p[k]]-b[p[i]][p[k]]);
+	return(d);
+    }
+
+
+  eoMinimizingFitness operator() (const Move & _move, const Problem & _problem){
+    
+    double cost;
+    cost=0;
+ 
+    // for calculing delta difference
+    int* p = new int[n];
+    for (int i = 0 ; i < n ; i++)
+      p[i] = _problem.solution[i];
+
+ 
+    
+    cost = _problem.fitness() + compute_delta(n,a,b,p,_move.first, _move.second);
+    
+
+    
+    delete[] p;
+    
+    return cost;
+  }
+
+};
+
+
+
+
+class MoveRand : public moRandMove <Move>{
+public:
+
+  void operator() (Move & _move){
+    _move.first = rand()%n;
+    do{
+      _move.second = rand()%n;
+      
+    } while (_move.first == _move.second);
+  }
+
+};
+
+
+//for ILS 
+
+
+/*
+class Perturbation : public eoMonOp <Problem>{
+public:
+
+  bool operator() (Problem & _problem){
+    int r1,r2,temp;
+    int mu = 1 + rand()%n;
+    for (int k = 1 ; k <= mu; k++){ 
+      
+      r1 = rand()%n;
+      
+      for(;;){
+	r2 = rand()%n;
+	if (r1 != r2)
+	  break;
+      }
+      
+      temp = _problem.solution[r1];
+      _problem.solution[r1] = _problem.solution[r2];
+      _problem.solution[r2] = temp;
+    
+    }
+    _problem.invalidate();
+    
+  }
+
+
+};
+*/

peo/tutorial/Lesson3/QAP.h

@@ -0,0 +1,119 @@
+/*
+  <QAP.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+
+#ifndef QAP_H
+#define QAP_H
+
+#include <eo>
+using namespace std;
+
+/* global variables */
+extern int n; // size
+extern int** a; // matrix A
+extern int** b; // matrix B
+
+class Problem : public EO<eoMinimizingFitness> { 
+
+public:   
+ 
+  int* solution; 
+
+  Problem () {
+    solution = new int[n];
+    create();
+  } 
+
+  Problem (const Problem & _problem){ // copy constructor
+    solution = new int[n];
+    for (int i = 0; i < n ; i++){
+      solution[i] = _problem.solution[i];
+    }
+    if (!_problem.invalid()) // if the solution has already been evaluated
+      fitness(_problem.fitness()); // copy the fitness 
+  }
+
+  ~Problem(){ // destructor
+    delete[] solution;
+  }
+
+  void operator= (const Problem & _problem){ // copy assignment operator
+    for (int i = 0; i < n ; i++){
+      solution[i] = _problem.solution[i];
+    }
+    fitness(_problem.fitness()); // copy the fitness 
+  }
+  
+  int & operator[] (unsigned i)
+  {
+  	return solution[i];
+  }
+
+ 
+  void create(){ // create and initialize a solution
+    int random, temp;
+    for (int i=0; i< n; i++) 
+      solution[i]=i;
+    
+    // we want a random permutation so we shuffle
+    for (int i = 0; i < n; i++){
+      random = rng.rand()%(n-i) + i;
+      temp = solution[i];
+      solution[i] = solution[random];
+      solution[random] = temp;
+    }
+  }
+
+  int evaluate() { // evaluate the solution
+    int cost=0;
+    for (int i=0; i<n; i++)
+      for (int j=0; j<n; j++)
+	cost += a[i][j] * b[solution[i]][solution[j]]; 
+    
+    return cost;
+  }
+
+
+  void printSolution() {
+   for (int i = 0; i < n ; i++)
+     std::cout << solution[i] << " " ;
+ 
+   std::cout << std::endl;
+  }
+ 
+ 
+};
+#endif

peo/tutorial/Lesson3/QAPGA.h

@@ -0,0 +1,128 @@
+/*
+  <QAPGA.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#ifndef _QAPGA_h
+#define _QAPGA_h
+
+class ProblemInit : public eoInit<Problem>
+{
+public:
+
+  void operator()(Problem & _problem)
+  {
+    _problem.create();
+  }
+};
+
+class ProblemEvalFunc : public eoEvalFunc<Problem>
+{
+public:
+
+  void operator()(Problem & _problem)
+  {
+    _problem.fitness(_problem.evaluate());
+      
+  }
+};
+
+class ProblemXover : public eoQuadOp<Problem> {
+public:
+
+  /* The two parameters in input are the parents.
+     The first parameter is also the output ie the child 
+  */
+  bool operator()(Problem & _problem1, Problem & _problem2)
+  {
+    int i;
+    int random, temp;
+    int unassigned_positions[n];
+    int remaining_items[n];
+    int j = 0;
+				
+    /* 1) find the items assigned in different positions for the 2 parents */
+    for (i = 0 ; i < n ; i++){
+      if (_problem1.solution[i] != _problem2.solution[i]){
+	unassigned_positions[j] = i;
+	remaining_items[j] = _problem1.solution[i];
+	j++;
+      }
+    }
+    
+    /* 2) shuffle the remaining items to ensure that remaining items 
+       will be assigned at random positions */
+    for (i = 0; i < j; i++){
+      random = rng.rand()%(j-i) + i;
+      temp = remaining_items[i];
+      remaining_items[i] = remaining_items[random];
+      remaining_items[random] = temp;
+    }
+						    					   
+    /* 3) copy the shuffled remaining items at unassigned positions */
+    for (i = 0; i < j ; i++)
+      _problem1.solution[unassigned_positions[i]] = remaining_items[i];
+
+    // crossover in our case is always possible
+    return true; 
+  }
+};
+
+class ProblemSwapMutation: public eoMonOp<Problem> {
+public:
+ 
+  bool operator()(Problem& _problem)  {
+    int i,j;
+    int temp;
+
+    // generate two different indices
+    i=rng.rand()%n;
+    do 
+      j = rng.rand()%n; 
+    while (i == j);  
+		   
+    // swap
+    temp = _problem.solution[i];
+    _problem.solution[i] = _problem.solution[j];
+    _problem.solution[j] = temp;
+
+    return true;
+    
+  }
+};
+
+
+
+
+#endif

peo/tutorial/Lesson3/main.cpp

@@ -0,0 +1,193 @@
+/*
+  <main.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+/**
+ * Declaration of the necessary headers: In these are defined the class QAP,
+ * redefinition of the crossover, mutation, initialisation of solution.
+ * 
+ */ 
+
+#include <oldmo>
+#include <peo>
+#include <string>
+#include "QAP.h"
+#include "QAPGA.h"
+#include "Move.h"
+#include "qapPackUnpack.h"
+
+
+/** Set of parameters wrapped into a structure. We pass then the structure 
+ * to a function which parses the parameters file. Doing so helps cleaning 
+ * the code from the parts of reading the inputs.
+ */
+#include "parserStruct.h"
+#include "utils.h"
+/** The actual reading and parameters parsing is done inside this class utilities
+ */ 
+
+// Global variables
+int n;                    // problem size
+int** a;
+int** b;         // a and  matrices
+
+int bkv; //best known value  
+
+void main_function(int argc, char **argv)
+{
+  if (argc < 2){
+    cout << "Please give a param file" << endl;
+    exit(1);
+  }
+  
+  // Declaration of useful variables to parse the parameters file and then 
+  // its elements into a structure
+  eoParser parser(argc, argv);
+  parameters param;
+  parseFile(parser, param);
+	
+  string s (argv[1]);
+  if ( (s.compare("-h") == 0) || (s.compare("--help") == 0 ) )
+    ;//make help
+  
+  // Reading the a and b matrices of the QAP problem
+  else
+    loadInstances(param.inst.c_str(), n, bkv, a, b);
+  rng.reseed(param.seed);
+
+  // Declaration of class wrapping the evaluation function of the QAP
+  ProblemEvalFunc plainEval;
+  peoPopEval<Problem> eval(plainEval);
+
+ 
+  // Class involving a simple call to the function of initialisation of a solution
+  ProblemInit chromInit;
+
+
+  eoPop<Problem> pop(param.popSize, chromInit);  // Initialise the population
+
+  // The robust tournament selection
+  eoDetTournamentSelect<Problem> selectOne(param.tSize);
+  // is now encapsulated in a eoSelectPerc (entage)
+  eoSelectPerc<Problem> select(selectOne);// by default rate==1
+
+  ProblemXover Xover;  // CROSSOVER
+ 
+  MoveInit move_init;
+  ProblemEval problem_eval;
+  MoveNext move_next;
+  MoveIncrEval move_incr_eval;
+
+  moSimpleMoveTabuList<Move> tabulist(param.tabuListSize);
+  moImprBestFitAspirCrit<Move> aspiration_criterion;
+  moGenSolContinue<Problem> continu (param.TSmaxIter);
+
+  moTS <Move> tabu_search (move_init, move_next, move_incr_eval, 
+			   tabulist, aspiration_criterion, continu, problem_eval );
+
+  
+  // The operators are  encapsulated into an eoTRansform object
+
+   eoSGATransform<Problem> transform(Xover, param.pCross, tabu_search, param.pMut);
+  
+  
+
+  // REPLACE
+  eoPlusReplacement<Problem> replace;
+  
+  eoGenContinue<Problem> genCont(param.maxGen); // generation continuation
+ 
+  eoEasyEA<Problem> gga(genCont, eval, select, transform, replace);
+
+  // PEO ADD
+  peo :: init( argc, argv );
+  peoWrapper parallelEA( gga, pop);
+  eval.setOwner(parallelEA);
+  
+  if (getNodeRank()==1)
+    {
+      for (int i=0;i<pop.size();i++)
+        problem_eval(pop[i]);
+      pop.sort();
+      std::cout << "Initial population :\n" << pop << std::endl;
+      // GENERAL
+    }
+
+  peo :: run();
+  peo :: finalize();
+
+  if (getNodeRank()==1)
+    {
+	  cout << "Instance size = " << n << endl;
+	  cout << "Best known value in the litterature = " << bkv << endl;
+      pop.sort();
+      std::cout << "Final population :\n" << pop << std::endl;
+ 
+      cout << "Best solution found" << endl;
+      pop[0].printSolution();
+      cout << pop[0] << endl;
+      // GENERAL
+    }
+
+
+}
+
+// A main that catches the exceptions
+
+int main(int argc, char **argv)
+{
+  
+  try
+    {
+      main_function(argc, argv);
+    }
+  catch(exception& e)
+    {
+      cout << "Exception: " << e.what() << '\n';
+    }
+
+	
+  // desallocate memory
+  for (int i=0; i<n; i++){
+    delete[] a[i];
+    delete[] b[i];
+  }
+
+  delete[] a;
+  delete[] b;
+
+
+  return 1;
+}

peo/tutorial/Lesson3/param

@@ -0,0 +1,37 @@
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1104133126                        # -S : Random number seed
+
+######    Evolution Engine        ######
+--popSize=10                               # -P : Population Size
+--tSize=2 				   #tournament size
+
+
+######    Output                  ######
+# --useEval=1                              # Use nb of eval. as counter (vs nb of gen.)
+# --useTime=1                              # Display time (s) every generation
+# --printBestStat=1                        # Print Best/avg/stdev every gen.
+# --printPop=0                             # Print sorted pop. every gen.
+
+######    Output - Disk           ######
+# --resDir=Res                             # Directory to store DISK outputs
+# --eraseDir=1                             # erase files in dirName if any
+# --fileBestStat=0                         # Output bes/avg/std to file
+
+######    Output - Graphical      ######
+# --plotBestStat=0                         # Plot Best/avg Stat
+# --plotHisto=0                            # Plot histogram of fitnesses
+
+######    Persistence             ######
+# --Load=L                                  # -L : A save file to restart from
+--inst=../benchs/tai12a.dat	   	    		# -i
+--schema=schema.xml			    			# -s
+
+######    Stopping criterion      ######
+--maxGen=10                                # -G : Maximum number of generations () = none)
+--minGen=10                                # -g : Minimum number of generations
+
+######    Variation Operators     ######
+--pCross=0.7                                # -C : Probability of Crossover
+--pMut=0.8                                  # -M : Probability of Mutation

peo/tutorial/Lesson3/parserStruct.h

@@ -0,0 +1,51 @@
+/*
+  <parserStruct.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+struct parameters
+{
+  unsigned seed ;
+  unsigned popSize ;
+  unsigned tSize ;
+  string loadName ;
+  string inst ;
+  string schema ;
+  unsigned maxGen ;
+  unsigned minGen ;
+  double pCross ;
+  double pMut ;
+  int TSmaxIter ;
+  int tabuListSize;
+
+};

peo/tutorial/Lesson3/qapPackUnpack.h

@@ -0,0 +1,88 @@
+/*
+  <qapPackUnpack.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+/** 
+ * Since you define your own class, you need to tell ParadisEO how to pack
+ * and unpack your own data.
+ * This example show you how we pack and unpack a QAP class. In our case, it is
+ * just packing and unpacking an array of integers. In your case, it will depend
+ * on the representation of your class.
+ */
+void pack( const Problem& _problem )
+{
+
+  if ( _problem.invalid() ) 
+    pack( (unsigned int)0 );
+  else
+    {
+      pack( (unsigned int)1 );
+      pack(_problem.fitness());
+    }
+
+  for (int i = 0; i < n; i++ )
+    {
+      pack( _problem.solution[i] );
+    }
+}
+
+void unpack( Problem& _problem )
+{
+  
+  unsigned int validFitness;
+  unpack( validFitness );
+  if ( validFitness )
+    {
+      double fitnessValue;
+      unpack( fitnessValue );
+      _problem.fitness( fitnessValue );    
+    }
+  else
+    {
+      _problem.invalidate();
+    }
+
+  for (int i = 0; i < n; i++ )
+    {
+      unpack(_problem[i]);
+    }
+}
+/*
+void unpack( eoMinimizingFitness& __fitness )
+{
+   
+  cout << " unpacking .... " << endl;
+  
+}
+*/

peo/tutorial/Lesson3/schema.xml

@@ -0,0 +1,19 @@
+<?xml version="1.0"?>
+
+<schema>
+
+ <group scheduler="0">
+          <node name="0" num_workers="0">
+          </node>
+          <node name="1" num_workers="0">
+          <runner>1</runner>
+          </node>
+          <node name="2" num_workers="1">
+          </node>
+          <node name="3" num_workers="1">
+          </node>
+      </group>
+
+
+</schema>
+

peo/tutorial/Lesson3/utils.h

@@ -0,0 +1,131 @@
+/*
+  <utils.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#ifndef _UTILS_H
+#define _UTILS_H
+#include <stdlib.h>
+#include <iostream>
+#include <fstream>
+
+using namespace std;
+
+void parseFile(eoParser & parser, parameters & param)
+{
+
+  // For each parameter, you can in on single line
+  // define the parameter, read it through the parser, and assign it
+
+  param.seed = parser.createParam(unsigned(time(0)), "seed", "Random number seed", 'S').value(); // will be in default section General
+
+  // parameters for evolution engine
+  param.popSize = parser.createParam(unsigned(15), "popSize", "Population size",'P', "Evolution engine" ).value();
+
+  param.tSize = parser.createParam(unsigned(2), "tSize", "Tournament size",'T', "Evolution Engine" ).value();
+  
+  param.loadName = parser.createParam(string(""), "Load","A save file to restart from",'L', "Persistence" ).value();
+  
+  param.inst = parser.createParam(string(""), "inst","a dat file to read instances from",'i', "Persistence" ).value();
+  
+  param.schema = parser.createParam(string(""), "schema","an xml file mapping process",'s', "Persistence" ).value();
+
+  param.maxGen = parser.createParam(unsigned(10), "maxGen", "Maximum number of generations",'G', "Stopping criterion" ).value();
+  param.minGen = parser.createParam(unsigned(10), "minGen", "Minimum number of generations",'g', "Stopping criterion" ).value();
+
+  // operators probabilities at the algorithm level
+  param.pCross = parser.createParam(double(0.6), "pCross", "Probability of Crossover", 'C', "Genetic Operators" ).value();
+
+  param.pMut = parser.createParam(double(0.3), "pMut", "Probability of Mutation", 'M', "Genetic Operators" ).value();
+  
+  param.TSmaxIter = parser.createParam(unsigned(1000), "TSmaxIter", "Maximum number of iterations",'I', "Tabu Search" ).value();
+
+  param.tabuListSize = parser.createParam(unsigned(10), "tabuListSize", "Tabu List Size",'V', "Tabu Search" ).value();
+
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  string statusName = parser.createParam(str_status, "status","Status file",'S', "Persistence" ).value();
+
+  // do the following AFTER ALL PARAMETERS HAVE BEEN PROCESSED
+  // i.e. in case you need parameters somewhere else, postpone these
+  if (parser.userNeedsHelp())
+    {
+      parser.printHelp(cout);
+      exit(1);
+    }
+  if (statusName != "")
+    {
+      ofstream os(statusName.c_str());
+      os << parser;		// and you can use that file as parameter file
+    }
+}
+
+void loadInstances(const char* filename, int& n, int& bkv, int** & a, int** & b) 
+{
+	
+  ifstream data_file;       
+  int i, j;
+  data_file.open(filename);
+  if (! data_file.is_open())
+    {
+      cout << "\n Error while reading the file " << filename << ". Please check if it exists !" << endl;
+      exit (1);
+    }
+  data_file >> n;
+  data_file >> bkv; // best known value
+  // ****************** dynamic memory allocation ****************** /
+  a = new int* [n];
+  b = new int* [n];
+  for (i = 0; i < n; i++)
+  { 
+    a[i] = new int[n];
+    b[i] = new int[n];
+  }
+
+  // ************** read flows and distanceMatrixs matrices ************** /
+  for (i = 0; i < n; i++) 
+    for (j = 0; j < n; j++)
+      data_file >> a[i][j];
+
+  for (i = 0; i < n; i++) 
+    for (j = 0; j < n; j++)
+      data_file >> b[i][j];
+
+  data_file.close();
+}
+
+
+
+#endif

peo/tutorial/Lesson4/CMakeLists.txt

@@ -0,0 +1,79 @@
+
+######################################################################################
+### 0) Set the compiler and define targets to easily run the lessons
+######################################################################################
+
+SET (CMAKE_CXX_COMPILER mpicxx)
+
+#ADD_CUSTOM_TARGET(install DEPENDS ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson4/param ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson4/schema.xml)
+
+#ADD_CUSTOM_COMMAND(
+#    TARGET install
+#    POST_BUILD
+#    COMMAND ${CMAKE_COMMAND}
+#    ARGS -E copy_if_different
+#      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson4/param
+#      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson4)
+#ADD_CUSTOM_COMMAND(
+#    TARGET install
+#    POST_BUILD
+#    COMMAND ${CMAKE_COMMAND}
+#    ARGS -E copy_if_different
+#      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson4/schema.xml
+#      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson4)
+
+execute_process(
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+    	${CMAKE_CURRENT_SOURCE_DIR}/param
+      	${CMAKE_CURRENT_BINARY_DIR}
+  	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+        ${CMAKE_CURRENT_SOURCE_DIR}/schema.xml
+        ${CMAKE_CURRENT_BINARY_DIR}
+)
+######################################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src ${MOEO_SRC_DIR}/src ${OLDMO_SRC_DIR}/src ${MO_SRC_DIR}/src ${ParadisEO-PEO_SOURCE_DIR}/src)
+
+######################################################################################
+
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${MOEO_BIN_DIR}/lib ${ParadisEO-PEO_BINARY_DIR}/lib)
+
+######################################################################################
+
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+ADD_EXECUTABLE(transform main.cpp)
+
+######################################################################################
+
+
+######################################################################################
+### 4) Optionnal: define properties
+######################################################################################
+
+SET(LESSON4_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(transform PROPERTIES VERSION "${LESSON4_VERSION}")
+
+######################################################################################
+
+
+######################################################################################
+### 5) Link the librairies
+######################################################################################
+
+TARGET_LINK_LIBRARIES(transform eo ga es ${XML2_LIBS} peo rmc_mpi eoutils peo)
+
+######################################################################################

peo/tutorial/Lesson4/Move.h

@@ -0,0 +1,203 @@
+/*
+  <Move.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#ifndef MOVE_H
+#define MOVE_H
+
+#include <oldmo.h>
+#include <eo>
+#include "QAP.h"
+
+#endif
+
+
+class ProblemEval : public eoEvalFunc <Problem> {
+public:
+
+  void operator() (Problem & _problem){
+    //cout << "eoEvalFunc()"<< endl;
+    _problem.fitness(_problem.evaluate());
+    
+  }
+
+};
+
+class Move : public moMove <Problem>, public std :: pair <unsigned, unsigned> {
+public :
+  void operator () (Problem & _problem) {
+    // transformer une solution en une autre connaissant le meilleur mouvement
+    //cout << "MOVE() " << endl;
+    int temp = _problem.solution[first];
+    _problem.solution[first] = _problem.solution[second];
+    _problem.solution[second] = temp; 
+  
+    
+}
+  
+};
+
+
+class MoveInit : public moMoveInit <Move> {
+public:
+
+  void operator () (Move & _move, const Problem& _problem) {
+    //cout << "MoveInit " << endl;
+    
+    _move.first = 0;
+    _move.second = 1;
+
+    
+  }
+};
+
+
+class MoveNext : public moNextMove <Move>{
+public:
+  bool operator() (Move & _move, const Problem & _problem) {
+    //cout << "MoveNext" << endl;
+    //cout << _move.first << " , " << _move.second << endl;
+
+    if (_move.first < n-2){
+      if (_move.second < n-1){
+	
+	_move.second++;
+      }
+      else {
+	_move.first++;
+	_move.second = _move.first + 1;
+
+      }
+      
+     
+      return true;
+	
+    }
+
+  
+      return false;
+      
+  }
+};
+
+class MoveIncrEval : public moMoveIncrEval <Move>
+{
+public:
+
+  int compute_delta(int n, int** a, int** b,
+			     int* p, int i, int j)
+    {
+	int d; int k;
+	d = (a[i][i]-a[j][j])*(b[p[j]][p[j]]-b[p[i]][p[i]]) +
+	    (a[i][j]-a[j][i])*(b[p[j]][p[i]]-b[p[i]][p[j]]);
+	for (k = 0; k < n; k = k + 1) if (k!=i && k!=j)
+					  d = d + (a[k][i]-a[k][j])*(b[p[k]][p[j]]-b[p[k]][p[i]]) +
+					      (a[i][k]-a[j][k])*(b[p[j]][p[k]]-b[p[i]][p[k]]);
+	return(d);
+    }
+
+
+  eoMinimizingFitness operator() (const Move & _move, const Problem & _problem){
+    
+    double cost;
+    cost=0;
+ 
+    // for calculing delta difference
+    int* p = new int[n];
+    for (int i = 0 ; i < n ; i++)
+      p[i] = _problem.solution[i];
+
+ 
+    
+    cost = _problem.fitness() + compute_delta(n,a,b,p,_move.first, _move.second);
+    
+
+    
+    delete[] p;
+    
+    return cost;
+  }
+
+};
+
+
+
+
+class MoveRand : public moRandMove <Move>{
+public:
+
+  void operator() (Move & _move){
+    _move.first = rand()%n;
+    do{
+      _move.second = rand()%n;
+      
+    } while (_move.first == _move.second);
+  }
+
+};
+
+
+//for ILS 
+
+
+/*
+class Perturbation : public eoMonOp <Problem>{
+public:
+
+  bool operator() (Problem & _problem){
+    int r1,r2,temp;
+    int mu = 1 + rand()%n;
+    for (int k = 1 ; k <= mu; k++){ 
+      
+      r1 = rand()%n;
+      
+      for(;;){
+	r2 = rand()%n;
+	if (r1 != r2)
+	  break;
+      }
+      
+      temp = _problem.solution[r1];
+      _problem.solution[r1] = _problem.solution[r2];
+      _problem.solution[r2] = temp;
+    
+    }
+    _problem.invalidate();
+    
+  }
+
+
+};
+*/

peo/tutorial/Lesson4/QAP.h

@@ -0,0 +1,113 @@
+/*
+  <QAP.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+
+#ifndef QAP_H
+#define QAP_H
+
+#include <eo>
+
+/* global variables */
+extern int n; // size
+extern int** a; // matrix A
+extern int** b; // matrix B
+
+class Problem : public EO<eoMinimizingFitness> { 
+
+public:   
+ 
+  int* solution; 
+
+  Problem () {
+    solution = new int[n];
+    create();
+  } 
+
+  Problem (const Problem & _problem){ // copy constructor
+    solution = new int[n];
+    for (int i = 0; i < n ; i++){
+      solution[i] = _problem.solution[i];
+    }
+    if (!_problem.invalid()) // if the solution has already been evaluated
+      fitness(_problem.fitness()); // copy the fitness 
+  }
+
+  ~Problem(){ // destructor
+    delete[] solution;
+  }
+
+  void operator= (const Problem & _problem){ // copy assignment operator
+    for (int i = 0; i < n ; i++){
+      solution[i] = _problem.solution[i];
+    }
+    fitness(_problem.fitness()); // copy the fitness 
+  }  
+
+ 
+  void create(){ // create and initialize a solution
+    int random, temp;
+    for (int i=0; i< n; i++) 
+      solution[i]=i;
+    
+    // we want a random permutation so we shuffle
+    for (int i = 0; i < n; i++){
+      random = rng.rand()%(n-i) + i;
+      temp = solution[i];
+      solution[i] = solution[random];
+      solution[random] = temp;
+    }
+  }
+
+  int evaluate() { // evaluate the solution
+    int cost=0;
+    for (int i=0; i<n; i++)
+      for (int j=0; j<n; j++)
+	cost += a[i][j] * b[solution[i]][solution[j]]; 
+    
+    return cost;
+  }
+
+
+  void printSolution() {
+   for (int i = 0; i < n ; i++)
+     std::cout << solution[i] << " " ;
+ 
+   std::cout << std::endl;
+  }
+ 
+ 
+};
+#endif

peo/tutorial/Lesson4/QAPGA.h

@@ -0,0 +1,128 @@
+/*
+  <QAPGA.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#ifndef _QAPGA_h
+#define _QAPGA_h
+
+class ProblemInit : public eoInit<Problem>
+{
+public:
+
+  void operator()(Problem & _problem)
+  {
+    _problem.create();
+  }
+};
+
+class ProblemEvalFunc : public eoEvalFunc<Problem>
+{
+public:
+
+  void operator()(Problem & _problem)
+  {
+    _problem.fitness(_problem.evaluate());
+      
+  }
+};
+
+class ProblemXover : public eoQuadOp<Problem> {
+public:
+
+  /* The two parameters in input are the parents.
+     The first parameter is also the output ie the child 
+  */
+  bool operator()(Problem & _problem1, Problem & _problem2)
+  {
+    int i;
+    int random, temp;
+    int unassigned_positions[n];
+    int remaining_items[n];
+    int j = 0;
+				
+    /* 1) find the items assigned in different positions for the 2 parents */
+    for (i = 0 ; i < n ; i++){
+      if (_problem1.solution[i] != _problem2.solution[i]){
+	unassigned_positions[j] = i;
+	remaining_items[j] = _problem1.solution[i];
+	j++;
+      }
+    }
+    
+    /* 2) shuffle the remaining items to ensure that remaining items 
+       will be assigned at random positions */
+    for (i = 0; i < j; i++){
+      random = rng.rand()%(j-i) + i;
+      temp = remaining_items[i];
+      remaining_items[i] = remaining_items[random];
+      remaining_items[random] = temp;
+    }
+						    					   
+    /* 3) copy the shuffled remaining items at unassigned positions */
+    for (i = 0; i < j ; i++)
+      _problem1.solution[unassigned_positions[i]] = remaining_items[i];
+
+    // crossover in our case is always possible
+    return true; 
+  }
+};
+
+class ProblemSwapMutation: public eoMonOp<Problem> {
+public:
+ 
+  bool operator()(Problem& _problem)  {
+    int i,j;
+    int temp;
+
+    // generate two different indices
+    i=rng.rand()%n;
+    do 
+      j = rng.rand()%n; 
+    while (i == j);  
+		   
+    // swap
+    temp = _problem.solution[i];
+    _problem.solution[i] = _problem.solution[j];
+    _problem.solution[j] = temp;
+
+    return true;
+    
+  }
+};
+
+
+
+
+#endif

peo/tutorial/Lesson4/main.cpp

@@ -0,0 +1,183 @@
+/*
+  <main.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+/**
+ * Declaration of the necessary headers: In these are defined the class QAP,
+ * redefinition of the crossover, mutation, initialisation of solution.
+ * 
+ */ 
+#include <peo>
+#include <oldmo>
+#include <string>
+#include "QAP.h"
+#include "QAPGA.h"
+#include "Move.h"
+#include "qapPackUnpack.h"
+using namespace std;
+
+
+/** Set of parameters wrapped into a structure. We pass then the structure 
+ * to a function which parses the parameters file. Doing so helps cleaning 
+ * the code from the parts of reading the inputs.
+ */
+#include "parserStruct.h"
+#include "utils.h"
+/** The actual reading and parameters parsing is done inside this class utilities
+ */ 
+
+// Global variables
+int n;                    // problem size
+int** a;
+int** b;         // a and  matrices
+
+int bkv; //best known value  
+
+void main_function(int argc, char **argv)
+{
+  if (argc < 2){
+    cout << "Please give a param file" << endl;
+    exit(1);
+  }
+
+  // Declaration of useful variables to parse the parameters file and then 
+  // its elements into a structure
+  eoParser parser(argc, argv);
+  parameters param;
+  parseFile(parser, param);
+	
+  string s (argv[1]);
+  if ( (s.compare("-h") == 0) || (s.compare("--help") == 0 ) )
+    ;//make help
+  
+  // Reading the a and b matrices of the QAP problem
+  else
+    loadInstances(param.inst.c_str(), n, bkv, a, b);
+
+  rng.reseed(param.seed);
+
+  // Declaration of class wrapping the evaluation function of the QAP
+  ProblemEvalFunc plainEval;
+
+ 
+  // Class involving a simple call to the function of initialisation of a solution
+  ProblemInit chromInit;
+
+
+  eoPop<Problem> pop(param.popSize, chromInit);  // Initialise the population
+
+  // The robust tournament selection
+  eoDetTournamentSelect<Problem> selectOne(param.tSize);
+  // is now encapsulated in a eoSelectPerc (entage)
+  eoSelectPerc<Problem> select(selectOne);// by default rate==1
+
+  ProblemXover Xover;  // CROSSOVER
+ 
+  MoveInit move_init;
+  ProblemEval problem_eval;
+  MoveNext move_next;
+  MoveIncrEval move_incr_eval;
+
+  moSimpleMoveTabuList<Move> tabulist(param.tabuListSize);
+  moImprBestFitAspirCrit<Move> aspiration_criterion;
+  moGenSolContinue<Problem> continu (param.TSmaxIter);
+
+  moTS <Move> tabu_search (move_init, move_next, move_incr_eval, 
+			   tabulist, aspiration_criterion, continu, problem_eval );
+
+  peo :: init( argc, argv );
+  // The operators are  encapsulated into an eoTRansform object
+  /*
+    eoSGATransform<Problem> transform(Xover, param.pCross, tabu_search, param.pMut);
+  */
+  peoTransform<Problem> transform(Xover, param.pCross, tabu_search, param.pMut);
+
+  // REPLACE
+  eoPlusReplacement<Problem> replace;
+  
+  eoGenContinue<Problem> genCont(param.maxGen); // generation continuation
+ 
+  eoEasyEA<Problem> gga(genCont, plainEval, select, transform, replace);
+
+  // PEO ADD
+  
+  peoWrapper parallelEA( gga, pop);
+  transform.setOwner(parallelEA);
+
+  peo :: run();
+  peo :: finalize();
+
+  if (getNodeRank()==1)
+    {
+	  cout << "Instance size = " << n << endl;
+	  cout << "Best known value in the litterature = " << bkv << endl;
+      pop.sort();
+      std::cout << "Final population :\n" << pop << std::endl;
+ 
+      cout << "Best solution found" << endl;
+      pop[0].printSolution();
+      cout << pop[0] << endl;
+      // GENERAL
+    }
+
+}
+
+// A main that catches the exceptions
+
+int main(int argc, char **argv)
+{
+  
+  try
+    {
+      main_function(argc, argv);
+    }
+  catch(exception& e)
+    {
+      cout << "Exception: " << e.what() << '\n';
+    }
+
+	
+  // desallocate memory
+  for (int i=0; i<n; i++){
+    delete[] a[i];
+    delete[] b[i];
+  }
+
+  delete[] a;
+  delete[] b;
+
+
+  return 1;
+}

peo/tutorial/Lesson4/param

@@ -0,0 +1,41 @@
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1104133126                        # -S : Random number seed
+
+######    Evolution Engine        ######
+--popSize=10                               # -P : Population Size
+--tSize=2 				   #tournament size
+
+
+######    Output                  ######
+# --useEval=1                              # Use nb of eval. as counter (vs nb of gen.)
+# --useTime=1                              # Display time (s) every generation
+# --printBestStat=1                        # Print Best/avg/stdev every gen.
+# --printPop=0                             # Print sorted pop. every gen.
+
+######    Output - Disk           ######
+# --resDir=Res                             # Directory to store DISK outputs
+# --eraseDir=1                             # erase files in dirName if any
+# --fileBestStat=0                         # Output bes/avg/std to file
+
+######    Output - Graphical      ######
+# --plotBestStat=0                         # Plot Best/avg Stat
+# --plotHisto=0                            # Plot histogram of fitnesses
+
+######    Persistence             ######
+# --Load=L                                  # -L : A save file to restart from
+--inst=../benchs/tai12a.dat	   	    		# -i
+--schema=schema.xml			    			# -s
+
+######    Tabu Search      ######
+--TSmaxIter=100                              # -t : Maximum number of iterations () = none)
+--tabuListSize=10                           # -l : tabu list size () = none)
+
+######    Stopping criterion      ######
+--maxGen=20                                # -G : Maximum number of generations () = none)
+--minGen=10                                # -g : Minimum number of generations
+
+######    Variation Operators     ######
+--pCross=0.7                                # -C : Probability of Crossover
+--pMut=0.8                                  # -M : Probability of Mutation

peo/tutorial/Lesson4/parserStruct.h

@@ -0,0 +1,51 @@
+/*
+  <parserStruct.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+struct parameters
+{
+  unsigned seed ;
+  unsigned popSize ;
+  unsigned tSize ;
+  string loadName ;
+  string inst ;
+  string schema ;
+  unsigned maxGen ;
+  unsigned minGen ;
+  double pCross ;
+  double pMut ;
+  int TSmaxIter ;
+  int tabuListSize;
+
+};

peo/tutorial/Lesson4/qapPackUnpack.h

@@ -0,0 +1,79 @@
+/*
+  <main.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+void pack( const Problem& _problem )
+{
+
+  if ( _problem.invalid() ) 
+    pack( (unsigned int)0 );
+  else
+    {
+      pack( (unsigned int)1 );
+      pack(_problem.fitness());
+    }
+
+  for (int i = 0; i < n; i++ )
+    {
+      pack( _problem.solution[i] );
+    }
+
+}
+
+void unpack( Problem& _problem )
+{
+  
+
+  unsigned int validFitness;
+
+  unpack( validFitness );
+  if ( validFitness )
+    {
+      double fitnessValue;
+      unpack( fitnessValue );
+      _problem.fitness( fitnessValue );    }
+  else
+    {
+      _problem.invalidate();
+    }
+
+  int value;
+  for (int i = 0; i < n; i++ )
+    {
+      unpack(value);
+      _problem.solution[i] = value;
+    }
+
+ 
+}

peo/tutorial/Lesson4/schema.xml

@@ -0,0 +1,19 @@
+<?xml version="1.0"?>
+
+<schema>
+
+ <group scheduler="0">
+          <node name="0" num_workers="0">
+          </node>
+          <node name="1" num_workers="0">
+          <runner>1</runner>
+          </node>
+          <node name="2" num_workers="1">
+          </node>
+          <node name="3" num_workers="1">
+          </node>
+      </group>
+
+
+</schema>
+

peo/tutorial/Lesson4/utils.h

@@ -0,0 +1,131 @@
+/*
+  <utils.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#ifndef _UTILS_H
+#define _UTILS_H
+#include <stdlib.h>
+#include <iostream>
+#include <fstream>
+
+using namespace std;
+
+void parseFile(eoParser & parser, parameters & param)
+{
+
+  // For each parameter, you can in on single line
+  // define the parameter, read it through the parser, and assign it
+
+  param.seed = parser.createParam(unsigned(time(0)), "seed", "Random number seed", 'S').value(); // will be in default section General
+
+  // parameters for evolution engine
+  param.popSize = parser.createParam(unsigned(15), "popSize", "Population size",'P', "Evolution engine" ).value();
+
+  param.tSize = parser.createParam(unsigned(2), "tSize", "Tournament size",'T', "Evolution Engine" ).value();
+
+  param.maxGen = parser.createParam(unsigned(20), "maxGen", "Maximum number of generations",'G', "Stopping criterion" ).value();
+  param.minGen = parser.createParam(unsigned(10), "minGen", "Minimum number of generations",'g', "Stopping criterion" ).value();
+  
+  param.inst = parser.createParam(string(""), "inst","a dat file to read instances from",'i', "Persistence" ).value();
+  
+  param.schema = parser.createParam(string(""), "schema","an xml file mapping process",'s', "Persistence" ).value();
+
+  // operators probabilities at the algorithm level
+  param.pCross = parser.createParam(double(0.6), "pCross", "Probability of Crossover", 'C', "Genetic Operators" ).value();
+
+  param.pMut = parser.createParam(double(0.3), "pMut", "Probability of Mutation", 'M', "Genetic Operators" ).value();
+  
+  param.TSmaxIter = parser.createParam(unsigned(1000), "TSmaxIter", "Maximum number of iterations",'I', "Tabu Search" ).value();
+
+  param.tabuListSize = parser.createParam(unsigned(10), "tabuListSize", "Tabu List Size",'V', "Tabu Search" ).value();
+
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  string statusName = parser.createParam(str_status, "status","Status file",'S', "Persistence" ).value();
+
+  // do the following AFTER ALL PARAMETERS HAVE BEEN PROCESSED
+  // i.e. in case you need parameters somewhere else, postpone these
+  if (parser.userNeedsHelp())
+    {
+      parser.printHelp(cout);
+      exit(1);
+    }
+  if (statusName != "")
+    {
+      ofstream os(statusName.c_str());
+      os << parser;		// and you can use that file as parameter file
+    }
+}
+
+void loadInstances(const char* filename, int& n, int& bkv, int** & a, int** & b) 
+{
+	
+  ifstream data_file;       
+  int i, j;
+  data_file.open(filename);
+  if (! data_file.is_open())
+    {
+      cout << "\n Error while reading the file " << filename << ". Please check if it exists !" << endl;
+      exit (1);
+    }
+  data_file >> n;
+  data_file >> bkv; // best known value
+  // ****************** dynamic memory allocation ****************** /
+  a = new int* [n];
+  for (i = 0; i < n; i++) 
+    a[i] = new int[n];
+
+  b = new int* [n];
+  for (i = 0; i < n; i++) 
+    b[i] = new int[n];
+
+
+
+  // ************** read flows and distanceMatrixs matrices ************** /
+  for (i = 0; i < n; i++) 
+    for (j = 0; j < n; j++)
+      data_file >> a[i][j];
+
+  for (i = 0; i < n; i++) 
+    for (j = 0; j < n; j++)
+      data_file >> b[i][j];
+
+  data_file.close();
+}
+
+
+
+#endif

peo/tutorial/Lesson5/CMakeLists.txt

@@ -0,0 +1,37 @@
+
+######################################################################################
+### 0) Set the compiler and define targets to easily run the lessons
+######################################################################################
+
+set(CMAKE_CXX_COMPILER mpicxx)
+
+#ADD_CUSTOM_TARGET(install DEPENDS ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson5/param ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson5/schema.xml)
+
+
+execute_process(
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+    	${CMAKE_CURRENT_SOURCE_DIR}/param
+      	${CMAKE_CURRENT_BINARY_DIR}
+  	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+        ${CMAKE_CURRENT_SOURCE_DIR}/schema.xml
+        ${CMAKE_CURRENT_BINARY_DIR}
+)
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+include_directories(${EO_SRC_DIR}/src ${MOEO_SRC_DIR}/src ${MO_SRC_DIR}/src ${PEO_SRC_DIR}/src)
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+add_executable(island main.cpp)
+
+######################################################################################
+### 5) Link the librairies
+######################################################################################
+
+target_link_libraries(island eo ga es xml2 peo rmc_mpi eoutils peo)
+

peo/tutorial/Lesson5/QAP.h

@@ -0,0 +1,118 @@
+/*
+  <QAP.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+
+#ifndef QAP_H
+#define QAP_H
+
+#include <eo>
+
+/* global variables */
+extern int n; // size
+extern int** a; // matrix A
+extern int** b; // matrix B
+
+class Problem : public EO<eoMinimizingFitness> { 
+
+public:   
+ 
+  int* solution; 
+
+  Problem () {
+    solution = new int[n];
+    create();
+  } 
+
+  Problem (const Problem & _problem){ // copy constructor
+    solution = new int[n];
+    for (int i = 0; i < n ; i++){
+      solution[i] = _problem.solution[i];
+    }
+    if (!_problem.invalid()) // if the solution has already been evaluated
+      fitness(_problem.fitness()); // copy the fitness 
+  }
+
+  ~Problem(){ // destructor
+    delete[] solution;
+  }
+
+  void operator= (const Problem & _problem){ // copy assignment operator
+    for (int i = 0; i < n ; i++){
+      solution[i] = _problem.solution[i];
+    }
+    fitness(_problem.fitness()); // copy the fitness 
+  }  
+  
+  int& operator[] (unsigned i)
+  {
+  	return solution[i];	
+  }
+
+ 
+  void create(){ // create and initialize a solution
+    int random, temp;
+    for (int i=0; i< n; i++) 
+      solution[i]=i;
+    
+    // we want a random permutation so we shuffle
+    for (int i = 0; i < n; i++){
+      random = rand()%(n-i) + i;
+      temp = solution[i];
+      solution[i] = solution[random];
+      solution[random] = temp;
+    }
+  }
+
+  int evaluate() { // evaluate the solution
+    int cost=0;
+    for (int i=0; i<n; i++)
+      for (int j=0; j<n; j++)
+	cost += a[i][j] * b[solution[i]][solution[j]]; 
+    
+    return cost;
+  }
+
+
+  void printSolution() {
+   for (int i = 0; i < n ; i++)
+     std::cout << solution[i] << " " ;
+ 
+   std::cout << std::endl;
+  }
+ 
+ 
+};
+#endif

peo/tutorial/Lesson5/QAPGA.h

@@ -0,0 +1,148 @@
+/*
+  <QAPGA.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#ifndef _QAPGA_h
+#define _QAPGA_h
+
+class ProblemInit : public eoInit<Problem>
+{
+public:
+
+  void operator()(Problem & _problem)
+  {
+    _problem.create();
+  }
+};
+
+class ProblemEvalFunc : public eoEvalFunc<Problem>
+{
+public:
+
+  void operator()(Problem & _problem)
+  {
+    _problem.fitness(_problem.evaluate());
+      
+  }
+};
+
+class ProblemXover : public eoQuadOp<Problem> {
+public:
+
+  /* The two parameters in input are the parents.
+     The first parameter is also the output ie the child 
+  */
+  bool operator()(Problem & _problem1, Problem & _problem2)
+  {
+    return true; 
+  }
+};
+
+class ProblemSwapMutation: public eoMonOp<Problem> {
+public:
+ 
+  bool operator()(Problem& _problem)  
+  {
+    return true;
+  }
+};
+
+/*
+class ProblemXover : public eoQuadOp<Problem> {
+public:
+
+  // The two parameters in input are the parents.
+  //   The first parameter is also the output ie the child 
+  
+  bool operator()(Problem & _problem1, Problem & _problem2)
+  {
+    int i;
+    int random, temp;
+    int unassigned_positions[n];
+    int remaining_items[n];
+    int j = 0;
+				
+    // 1) find the items assigned in different positions for the 2 parents 
+    for (i = 0 ; i < n ; i++){
+      if (_problem1.solution[i] != _problem2.solution[i]){
+	unassigned_positions[j] = i;
+	remaining_items[j] = _problem1.solution[i];
+	j++;
+      }
+    }
+    
+    // 2) shuffle the remaining items to ensure that remaining items 
+       will be assigned at random positions 
+    for (i = 0; i < j; i++){
+      random = rand()%(j-i) + i;
+      temp = remaining_items[i];
+      remaining_items[i] = remaining_items[random];
+      remaining_items[random] = temp;
+    }
+						    					   
+    // 3) copy the shuffled remaining items at unassigned positions 
+    for (i = 0; i < j ; i++)
+      _problem1.solution[unassigned_positions[i]] = remaining_items[i];
+
+    // crossover in our case is always possible
+    return true; 
+  }
+};
+
+class ProblemSwapMutation: public eoMonOp<Problem> {
+public:
+ 
+  bool operator()(Problem& _problem)  {
+    int i,j;
+    int temp;
+
+    // generate two different indices
+    i=rand()%n;
+    do 
+      j = rand()%n; 
+    while (i == j);  
+		   
+    // swap
+    temp = _problem.solution[i];
+    _problem.solution[i] = _problem.solution[j];
+    _problem.solution[j] = temp;
+
+    return true;
+    
+  }
+};
+*/
+
+#endif

peo/tutorial/Lesson5/main.cpp

@@ -0,0 +1,255 @@
+/*
+  <main.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+/**
+ * Declaration of the necessary headers: In these are defined the class Problem,
+ * redefinition of the crossover, mutation, initialisation of solution.
+ * 
+ */ 
+#include <peo>
+#include "QAP.h"
+#include "QAPGA.h"
+#include "qapPackUnpack.h"
+#include <string>
+using namespace std;
+//typedef Problem Problem;
+/** Set of parameters wrapped into a structure. We pass then the structure 
+ * to a function which parses the parameters file. Doing so helps cleaning 
+ * the code from the parts of reading the inputs.
+ */
+#include "parserStruct.h"
+#include "utils.h"
+/** The actual reading and parameters parsing is done inside this class utilities
+ */ 
+
+// Global variables
+int n;                    // Problem size
+int** a;
+int** b;         // a and  matrices
+
+int bkv; //best known value
+
+void main_function(int argc, char **argv)
+{
+  // Declaration of useful variables to parse the parameters file and then 
+  // its elements into a structure
+  if (argc < 2){
+    cout << "Please give a param file" << endl;
+    exit(1);
+  }
+   
+  eoParser parser(argc, argv);
+  parameters param;
+  parseFile(parser, param);
+  rng.reseed(param.seed);
+  
+  
+  string s (argv[1]);
+
+  if ( (s.compare("-h") == 0) || (s.compare("--help") == 0 ) )
+    ;//make help
+  
+  // Reading the a and b matrices of the Problem Problem
+  else
+   loadInstances(param.inst.c_str(), n, bkv, a, b);
+
+  // Declaration of class wrapping the evaluation function of the Problem
+  ProblemEvalFunc plainEval;
+  eoEvalFuncCounter<Problem> eval(plainEval);
+ 
+  // Class involving a simple call to the function of initialisation of a solution
+  ProblemInit chromInit;
+
+
+  eoPop<Problem> pop_1(param.popSize, chromInit);  // Initialise the population
+  eoPop<Problem> pop_2(param.popSize, chromInit);  // Initialise the population
+  eoPop<Problem> pop_3(param.popSize, chromInit);  // Initialise the population
+  
+  // The robust tournament selection
+  eoDetTournamentSelect<Problem> selectOne(param.tSize);
+  
+  // is now encapsulated in a eoSelectPerc (entage)
+  eoSelectPerc<Problem> select(selectOne);// by default rate==1
+
+  ProblemXover Xover;  // CROSSOVER
+  ProblemSwapMutation  mutationSwap;  // MUTATION
+  
+  // The operators are  encapsulated into an eoTRansform object
+  eoSGATransform<Problem> transform(Xover, param.pCross, mutationSwap, param.pMut);
+
+  // REPLACE
+  eoPlusReplacement<Problem> replace;
+
+  eoGenContinue<Problem> genCont(param.maxGen); // generation continuation
+  
+  eoCheckPoint< Problem > checkpoint_1( genCont );
+  eoCheckPoint< Problem > checkpoint_2( genCont );
+  eoCheckPoint< Problem > checkpoint_3( genCont );
+  
+  eoEasyEA<Problem> gga_1(checkpoint_1, plainEval, select, transform, replace);
+  eoEasyEA<Problem> gga_2(checkpoint_2, plainEval, select, transform, replace);
+  eoEasyEA<Problem> gga_3(checkpoint_3, plainEval, select, transform, replace);
+  
+  peo :: init (argc, argv);
+  initDebugging();
+  setDebugMode(true);
+  
+  // Start the parallel EA
+  
+  if (getNodeRank()==1)
+  {
+  	  apply<Problem>(eval, pop_1);
+	  pop_1.sort();
+	  cout << "Initial Population 1\n" << pop_1 << endl;
+  } 
+   
+  if (getNodeRank()==2)
+  {
+	  apply<Problem>(eval, pop_2);
+	  pop_2.sort();
+	  cout << "Initial Population 2\n" << pop_2 << endl;
+  }
+  
+  if (getNodeRank()==3)
+  {  
+	  apply<Problem>(eval, pop_3);
+	  pop_3.sort();
+	  cout << "Initial Population 3\n" << pop_3 << endl;
+  }
+  
+  //Topolgy
+  RingTopology ring,topology;
+  
+  eoPeriodicContinue< Problem > mig_conti_1(  param.manGeneration );
+  eoContinuator<Problem> mig_cont_1(mig_conti_1,pop_1);
+  eoRandomSelect<Problem> mig_select_one_1;
+  eoSelector <Problem, eoPop<Problem> > mig_select_1 (mig_select_one_1,param.nbMigrants,pop_1);
+  eoPlusReplacement<Problem> replace_one_1;
+  eoReplace <Problem, eoPop<Problem> > mig_replace_1 (replace_one_1,pop_1);
+  peoAsyncIslandMig< eoPop< Problem >, eoPop< Problem > > mig_1 (mig_cont_1,mig_select_1,mig_replace_1,topology);
+  checkpoint_1.add( mig_1 );
+  
+  eoPeriodicContinue< Problem > mig_conti_2(  param.manGeneration );
+  eoContinuator<Problem> mig_cont_2(mig_conti_2,pop_2);
+  eoRandomSelect<Problem> mig_select_one_2;
+  eoSelector <Problem, eoPop<Problem> > mig_select_2 (mig_select_one_2,param.nbMigrants,pop_2);
+  eoPlusReplacement<Problem> replace_one_2;
+  eoReplace <Problem, eoPop<Problem> > mig_replace_2 (replace_one_2,pop_2);
+  peoAsyncIslandMig< eoPop< Problem >, eoPop< Problem > > mig_2 (mig_cont_2,mig_select_2,mig_replace_2,topology);
+  checkpoint_2.add( mig_2 );
+  
+  eoPeriodicContinue< Problem > mig_conti_3(  param.manGeneration );
+  eoContinuator<Problem> mig_cont_3(mig_conti_3,pop_3);
+  eoRandomSelect<Problem> mig_select_one_3;
+  eoSelector <Problem, eoPop<Problem> > mig_select_3 (mig_select_one_3,param.nbMigrants,pop_3);
+  eoPlusReplacement<Problem> replace_one_3;
+  eoReplace <Problem, eoPop<Problem> > mig_replace_3 (replace_one_3,pop_3);
+  peoAsyncIslandMig< eoPop< Problem >, eoPop< Problem > > mig_3 (mig_cont_3,mig_select_3,mig_replace_3,topology);
+  checkpoint_3.add( mig_3 );
+   
+  peoWrapper parallelEA_1( gga_1, pop_1 );
+  mig_1.setOwner( parallelEA_1 );
+  
+  peoWrapper parallelEA_2( gga_2, pop_2 );
+  mig_2.setOwner( parallelEA_2 );
+
+  peoWrapper parallelEA_3( gga_3, pop_3 );
+  mig_3.setOwner( parallelEA_3 );
+
+  peo :: run( );
+  peo :: finalize( );
+  endDebugging();
+  // Print (sorted) intial population
+  
+  if (getNodeRank()==1)
+  {
+	  pop_1.sort();
+	  cout << "FINAL Population 1\n" << pop_1 << endl;
+	  cout << "Best solution found\t" << pop_1[0].fitness() << endl;
+  }
+  
+  if (getNodeRank()==2)
+  {
+	  pop_2.sort();
+	  cout << "FINAL Population 2\n" << pop_2 << endl;
+	  cout << "Best solution found\t" << pop_2[0].fitness() << endl;
+  }
+  
+  if (getNodeRank()==3)
+  {
+	  pop_3.sort();
+	  cout << "FINAL Population 3\n" << pop_3 << endl;
+	  cout << "Best solution found\t" << pop_3[0].fitness() << endl;
+  }
+  
+  if (getNodeRank()==0)
+  {
+	  cout << "\nInstance size = " << n << endl;
+	  cout << "Best known value in the litterature = " << bkv <<"\n"<< endl;
+  }
+  // GENERAL
+
+
+}
+
+// A main that catches the exceptions
+
+int main(int argc, char **argv)
+{
+
+  try
+    {
+      main_function(argc, argv);
+
+    }
+  catch(exception& e)
+    {
+      cout << "Exception: " << e.what() << '\n';
+    }
+
+	
+  // desallocate memory
+  for (int i=0; i<n; i++){
+    delete[] a[i];
+    delete[] b[i];
+  }
+
+  delete[] a;
+  delete[] b;
+
+
+  return 1;
+}

peo/tutorial/Lesson5/param

@@ -0,0 +1,41 @@
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1104133126                        # -S : Random number seed
+
+######    Evolution Engine        ######
+--popSize=10                               # -P : Population Size
+--tSize=2 				   #tournament size
+
+
+######    Output                  ######
+# --useEval=1                              # Use nb of eval. as counter (vs nb of gen.)
+# --useTime=1                              # Display time (s) every generation
+# --printBestStat=1                        # Print Best/avg/stdev every gen.
+# --printPop=0                             # Print sorted pop. every gen.
+
+######    Output - Disk           ######
+# --resDir=Res                             # Directory to store DISK outputs
+# --eraseDir=1                             # erase files in dirName if any
+# --fileBestStat=0                         # Output bes/avg/std to file
+
+######    Output - Graphical      ######
+# --plotBestStat=0                         # Plot Best/avg Stat
+# --plotHisto=0                            # Plot histogram of fitnesses
+
+######    Persistence             ######
+# --Load=L                                  # -L : A save file to restart from
+--inst=../benchs/tai12a.dat	   	    		# -i
+--schema=schema.xml			    			# -s
+
+######    Stopping criterion      ######
+--maxGen=100                               # -G : Maximum number of generations () = none)
+--minGen=10                                # -g : Minimum number of generations
+
+######    Variation Operators     ######
+--pCross=0.7                                # -C : Probability of Crossover
+--pMut=0.8                                  # -M : Probability of Mutation
+
+######    Migration Policy     ######
+--nbMigrants=10				   # -n : Number of migrants
+--manGeneration=5			   # -N : Migration at N generations

peo/tutorial/Lesson5/parserStruct.h

@@ -0,0 +1,51 @@
+/*
+  <parserStruct.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+struct parameters
+{
+  unsigned seed ;
+  int popSize;
+  int tSize;
+  string inst;
+  string loadName;
+  string schema;
+  double pCross;
+  double pMut;
+  int minGen;
+  int maxGen;
+  int nbMigrants;
+  int manGeneration;
+};

peo/tutorial/Lesson5/qapPackUnpack.h

@@ -0,0 +1,81 @@
+/*
+  <qapPackUnpack.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+/** 
+ * Since you define your own class, you need to tell ParadisEO how to pack
+ * and unpack your own data.
+ * This example show you how we pack and unpack a QAP class. In our case, it is
+ * just packing and unpacking an array of integers. In your case, it will depend
+ * on the representation of your class.
+ */
+
+void pack( const Problem& _problem )
+{
+
+  if ( _problem.invalid() ) 
+    pack( (unsigned int)0 );
+  else
+    {
+      pack( (unsigned int)1 );
+      pack(_problem.fitness());
+    }
+
+  for (int i = 0; i < n; i++ )
+    {
+      pack( _problem.solution[i] );
+    }
+}
+
+void unpack( Problem& _problem )
+{
+  unsigned int validFitness;
+
+  unpack( validFitness );
+  if ( validFitness )
+    {
+      double fitnessValue;
+      unpack( fitnessValue );
+      _problem.fitness( fitnessValue );    
+    }
+  else
+    {
+      _problem.invalidate();
+    }
+
+  for (int i = 0; i < n; i++ )
+    {
+      unpack(_problem[i]);
+    }
+}

peo/tutorial/Lesson5/schema.xml

@@ -0,0 +1,21 @@
+<?xml version="1.0"?>
+
+<schema>
+
+ <group scheduler="0">
+          <node name="0" num_workers="0">
+          </node>
+          <node name="1" num_workers="0">
+          <runner>1</runner>
+          </node>
+          <node name="2" num_workers="1">
+          <runner>2</runner>
+          </node>
+          <node name="3" num_workers="1">
+          <runner>3</runner>
+          </node>
+      </group>
+
+
+</schema>
+

peo/tutorial/Lesson5/utils.h

@@ -0,0 +1,129 @@
+/*
+  <utils.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+#ifndef _UTILS_H
+#define _UTILS_H
+#include <stdlib.h>
+#include <iostream>
+#include <fstream>
+
+using namespace std;
+
+void parseFile(eoParser & parser, parameters & param)
+{
+
+  // For each parameter, you can in on single line
+  // define the parameter, read it through the parser, and assign it
+
+  param.seed = parser.createParam(unsigned(time(0)), "seed", "Random number seed", 'S').value(); // will be in default section General
+
+  // init and stop
+  param.loadName = parser.createParam(string(""), "Load","A save file to restart from",'L', "Persistence" ).value();
+  
+  param.inst = parser.createParam(string(""), "inst","a dat file to read instances from",'i', "Persistence" ).value();
+  
+  param.schema = parser.createParam(string(""), "schema","an xml file mapping process",'s', "Persistence" ).value();
+
+  param.popSize = parser.createParam(unsigned(15), "popSize", "Population size",'P', "Evolution engine" ).value();
+  
+  param.tSize = parser.createParam(unsigned(2), "tSize", "Tournament size",'T', "Evolution Engine" ).value();
+  
+  param.minGen = parser.createParam(unsigned(100), "minGen", "Minimum number of iterations",'g', "Stopping criterion" ).value();
+
+  param.maxGen = parser.createParam(unsigned(300), "maxGen", "Maximum number of iterations",'G', "Stopping criterion" ).value();
+  
+  param.pCross = parser.createParam(double(0.6), "pCross", "Probability of Crossover", 'C', "Genetic Operators" ).value();
+  
+  param.pMut = parser.createParam(double(0.1), "pMut", "Probability of Mutation", 'M', "Genetic Operators" ).value();
+
+  param.nbMigrants = parser.createParam(unsigned(6), "nbMigrants", "Number of migrants",'n', "Migration Policy" ).value();
+
+  param.manGeneration = parser.createParam(unsigned(5), "manGeneration", "Migration at N generations",'N', "Migration Policy" ).value();
+  
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  string statusName = parser.createParam(str_status, "status","Status file",'S', "Persistence" ).value();
+
+  // do the following AFTER ALL PARAMETERS HAVE BEEN PROCESSED
+  // i.e. in case you need parameters somewhere else, postpone these
+  if (parser.userNeedsHelp())
+    {
+      parser.printHelp(cout);
+      exit(1);
+    }
+  if (statusName != "")
+    {
+      ofstream os(statusName.c_str());
+      os << parser;		// and you can use that file as parameter file
+    }
+}
+
+void loadInstances(const char* filename, int& n, int& bkv, int** & a, int** & b) 
+{
+	
+  ifstream data_file;       
+  int i, j;
+  data_file.open(filename);
+  if (! data_file.is_open())
+    {
+      cout << "\n Error while reading the file " << filename << ". Please check if it exists !" << endl;
+      exit (1);
+    }
+  data_file >> n;
+  data_file >> bkv; // best known value
+  // ****************** dynamic memory allocation ****************** /
+  a = new int* [n];
+  b = new int* [n];
+  for (i = 0; i < n; i++) 
+  {
+    a[i] = new int[n];
+    b[i] = new int[n];
+  }
+
+  // ************** read flows and distanceMatrixs matrices ************** /
+  for (i = 0; i < n; i++) 
+    for (j = 0; j < n; j++)
+      data_file >> a[i][j];
+
+  for (i = 0; i < n; i++) 
+    for (j = 0; j < n; j++)
+      data_file >> b[i][j];
+
+  data_file.close();
+}
+
+
+
+#endif

peo/tutorial/Lesson6/CMakeLists.txt

@@ -0,0 +1,79 @@
+
+######################################################################################
+### 0) Set the compiler and define targets to easily run the lessons
+######################################################################################
+
+SET (CMAKE_CXX_COMPILER mpicxx)
+
+#ADD_CUSTOM_TARGET(install DEPENDS ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson6/param ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson6/schema.xml)
+
+#ADD_CUSTOM_COMMAND(
+#    TARGET install
+#    POST_BUILD
+#    COMMAND ${CMAKE_COMMAND}
+#    ARGS -E copy_if_different
+#      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson6/param
+#      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson6)
+#ADD_CUSTOM_COMMAND(
+#    TARGET install
+#    POST_BUILD
+#    COMMAND ${CMAKE_COMMAND}
+#    ARGS -E copy_if_different
+#      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson6/schema.xml
+#      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson6)
+
+execute_process(
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+    	${CMAKE_CURRENT_SOURCE_DIR}/param
+      	${CMAKE_CURRENT_BINARY_DIR}
+  	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+        ${CMAKE_CURRENT_SOURCE_DIR}/schema.xml
+        ${CMAKE_CURRENT_BINARY_DIR}
+)
+######################################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src ${MOEO_SRC_DIR}/src ${OLDMO_SRC_DIR}/src ${MO_SRC_DIR}/src ${ParadisEO-PEO_SOURCE_DIR}/src)
+
+######################################################################################
+
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${ParadisEO-PEO_BINARY_DIR}/lib )
+
+######################################################################################
+
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+ADD_EXECUTABLE(hybrid main.cpp)
+
+######################################################################################
+
+
+######################################################################################
+### 4) Optionnal: define properties
+######################################################################################
+
+SET(Lesson6_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(hybrid PROPERTIES VERSION "${Lesson6_VERSION}")
+######################################################################################
+
+
+######################################################################################
+### 5) Link the librairies
+######################################################################################
+
+TARGET_LINK_LIBRARIES(hybrid eo ga es ${XML2_LIBS} peo rmc_mpi eoutils peo)
+
+######################################################################################
+

peo/tutorial/Lesson6/Move.h

@@ -0,0 +1,200 @@
+/*
+  <Move.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#ifndef MOVE_H
+#define MOVE_H
+
+#include <oldmo.h>
+
+
+class ProblemEval : public eoEvalFunc <Problem> {
+public:
+
+  void operator() (Problem & _problem){
+    //cout << "eoEvalFunc()"<< endl;
+    _problem.fitness(_problem.evaluate());
+    
+  }
+
+};
+
+class Move : public moMove <Problem>, public std :: pair <unsigned, unsigned> {
+public :
+  void operator () (Problem & _problem) {
+    // transformer une solution en une autre connaissant le meilleur mouvement
+    //cout << "MOVE() " << endl;
+    int temp = _problem.solution[first];
+    _problem.solution[first] = _problem.solution[second];
+    _problem.solution[second] = temp; 
+  
+    
+}
+  
+};
+
+
+class MoveInit : public moMoveInit <Move> {
+public:
+
+  void operator () (Move & _move, const Problem& _problem) {
+    //cout << "MoveInit " << endl;
+    
+    _move.first = 0;
+    _move.second = 1;
+
+    
+  }
+};
+
+
+class MoveNext : public moNextMove <Move>{
+public:
+  bool operator() (Move & _move, const Problem & _problem) {
+    //cout << "MoveNext" << endl;
+    //cout << _move.first << " , " << _move.second << endl;
+
+    if (_move.first < n-2){
+      if (_move.second < n-1){
+	
+	_move.second++;
+      }
+      else {
+	_move.first++;
+	_move.second = _move.first + 1;
+
+      }
+      
+     
+      return true;
+	
+    }
+
+  
+      return false;
+      
+  }
+};
+
+class MoveIncrEval : public moMoveIncrEval <Move>
+{
+public:
+
+  int compute_delta(int n, int** a, int** b,
+			     int* p, int i, int j)
+    {
+	int d; int k;
+	d = (a[i][i]-a[j][j])*(b[p[j]][p[j]]-b[p[i]][p[i]]) +
+	    (a[i][j]-a[j][i])*(b[p[j]][p[i]]-b[p[i]][p[j]]);
+	for (k = 0; k < n; k = k + 1) if (k!=i && k!=j)
+					  d = d + (a[k][i]-a[k][j])*(b[p[k]][p[j]]-b[p[k]][p[i]]) +
+					      (a[i][k]-a[j][k])*(b[p[j]][p[k]]-b[p[i]][p[k]]);
+	return(d);
+    }
+
+
+  eoMinimizingFitness operator() (const Move & _move, const Problem & _problem){
+    
+    double cost;
+    cost=0;
+ 
+    // for calculing delta difference
+    int* p = new int[n];
+    for (int i = 0 ; i < n ; i++)
+      p[i] = _problem.solution[i];
+
+ 
+    
+    cost = _problem.fitness() + compute_delta(n,a,b,p,_move.first, _move.second);
+    
+
+    
+    delete[] p;
+    
+    return cost;
+  }
+
+};
+
+
+
+
+class MoveRand : public moRandMove <Move>{
+public:
+
+  void operator() (Move & _move){
+    _move.first = rand()%n;
+    do{
+      _move.second = rand()%n;
+      
+    } while (_move.first == _move.second);
+  }
+
+};
+
+
+//for ILS 
+
+
+/*
+class Perturbation : public eoMonOp <Problem>{
+public:
+
+  bool operator() (Problem & _problem){
+    int r1,r2,temp;
+    int mu = 1 + rand()%n;
+    for (int k = 1 ; k <= mu; k++){ 
+      
+      r1 = rand()%n;
+      
+      for(;;){
+	r2 = rand()%n;
+	if (r1 != r2)
+	  break;
+      }
+      
+      temp = _problem.solution[r1];
+      _problem.solution[r1] = _problem.solution[r2];
+      _problem.solution[r2] = temp;
+    
+    }
+    _problem.invalidate();
+    
+  }
+
+
+};
+*/
+#endif

peo/tutorial/Lesson6/QAP.h

@@ -0,0 +1,118 @@
+/*
+  <QAP.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+
+#ifndef QAP_H
+#define QAP_H
+
+#include <eo>
+
+/* global variables */
+extern int n; // size
+extern int** a; // matrix A
+extern int** b; // matrix B
+
+class Problem : public EO<eoMinimizingFitness> { 
+
+public:   
+ 
+  int* solution; 
+
+  Problem () {
+    solution = new int[n];
+    create();
+  } 
+
+  Problem (const Problem & _problem){ // copy constructor
+    solution = new int[n];
+    for (int i = 0; i < n ; i++){
+      solution[i] = _problem.solution[i];
+    }
+    if (!_problem.invalid()) // if the solution has already been evaluated
+      fitness(_problem.fitness()); // copy the fitness 
+  }
+
+  ~Problem(){ // destructor
+    delete[] solution;
+  }
+
+  void operator= (const Problem & _problem){ // copy assignment operator
+    for (int i = 0; i < n ; i++){
+      solution[i] = _problem.solution[i];
+    }
+    fitness(_problem.fitness()); // copy the fitness 
+  }  
+  
+  int& operator[] (unsigned i)
+  {
+  	return solution[i];	
+  }
+
+ 
+  void create(){ // create and initialize a solution
+    int random, temp;
+    for (int i=0; i< n; i++) 
+      solution[i]=i;
+    
+    // we want a random permutation so we shuffle
+    for (int i = 0; i < n; i++){
+      random = rand()%(n-i) + i;
+      temp = solution[i];
+      solution[i] = solution[random];
+      solution[random] = temp;
+    }
+  }
+
+  int evaluate() { // evaluate the solution
+    int cost=0;
+    for (int i=0; i<n; i++)
+      for (int j=0; j<n; j++)
+	cost += a[i][j] * b[solution[i]][solution[j]]; 
+    
+    return cost;
+  }
+
+
+  void printSolution() {
+   for (int i = 0; i < n ; i++)
+     std::cout << solution[i] << " " ;
+ 
+   std::cout << std::endl;
+  }
+ 
+ 
+};
+#endif

peo/tutorial/Lesson6/QAPGA.h

@@ -0,0 +1,128 @@
+/*
+  <QAPGA.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#ifndef _QAPGA_h
+#define _QAPGA_h
+
+class ProblemInit : public eoInit<Problem>
+{
+public:
+
+  void operator()(Problem & _problem)
+  {
+    _problem.create();
+  }
+};
+
+class ProblemEvalFunc : public eoEvalFunc<Problem>
+{
+public:
+
+  void operator()(Problem & _problem)
+  {
+    _problem.fitness(_problem.evaluate());
+      
+  }
+};
+
+class ProblemXover : public eoQuadOp<Problem> {
+public:
+
+  /* The two parameters in input are the parents.
+     The first parameter is also the output ie the child 
+  */
+  bool operator()(Problem & _problem1, Problem & _problem2)
+  {
+    int i;
+    int random, temp;
+    int unassigned_positions[n];
+    int remaining_items[n];
+    int j = 0;
+				
+    /* 1) find the items assigned in different positions for the 2 parents */
+    for (i = 0 ; i < n ; i++){
+      if (_problem1.solution[i] != _problem2.solution[i]){
+	unassigned_positions[j] = i;
+	remaining_items[j] = _problem1.solution[i];
+	j++;
+      }
+    }
+    
+    /* 2) shuffle the remaining items to ensure that remaining items 
+       will be assigned at random positions */
+    for (i = 0; i < j; i++){
+      random = rand()%(j-i) + i;
+      temp = remaining_items[i];
+      remaining_items[i] = remaining_items[random];
+      remaining_items[random] = temp;
+    }
+						    					   
+    /* 3) copy the shuffled remaining items at unassigned positions */
+    for (i = 0; i < j ; i++)
+      _problem1.solution[unassigned_positions[i]] = remaining_items[i];
+
+    // crossover in our case is always possible
+    return true; 
+  }
+};
+
+class ProblemSwapMutation: public eoMonOp<Problem> {
+public:
+ 
+  bool operator()(Problem& _problem)  {
+    int i,j;
+    int temp;
+
+    // generate two different indices
+    i=rand()%n;
+    do 
+      j = rand()%n; 
+    while (i == j);  
+		   
+    // swap
+    temp = _problem.solution[i];
+    _problem.solution[i] = _problem.solution[j];
+    _problem.solution[j] = temp;
+
+    return true;
+    
+  }
+};
+
+
+
+
+#endif

peo/tutorial/Lesson6/main.cpp

@@ -0,0 +1,195 @@
+/*
+  <main.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+#include <oldmo>
+#include <peo>
+#include <time.h>
+
+#include <iostream>
+#include <fstream>
+
+#include "QAP.h"
+#include "Move.h"
+#include "QAPGA.h"
+#include "qapPackUnpack.h"
+
+using namespace std;
+
+/** Set of parameters wrapped into a structure. We pass then the structure 
+ * to a function which parses the parameters file. Doing so helps cleaning 
+ * the code from the parts of reading the inputs.
+ */
+#include "parserStruct.h"
+#include "utils.h"
+/** The actual reading and parameters parsing is done inside this class utilities
+ */ 
+
+
+// Global variables
+int n;                    // problem size
+int** a;
+int** b;         // flows and distances matrices
+
+int bkv; //best known value
+
+void main_function(int argc, char **argv)
+{
+ 
+ if (argc < 2){
+    cout << "Please give a param file" << endl;
+    exit(1);
+  }
+
+  
+  // Declaration of useful variables to parse the parameters file and then 
+  // put its elements into a structure
+  eoParser parser(argc, argv);
+  parameters param;
+  parseFile(parser, param);
+
+  string s (argv[1]);
+
+  if ( (s.compare("-h") == 0) || (s.compare("--help") == 0 ) )
+    ;//make help
+  
+  // Reading the a and b matrices of the QAP problem
+  else
+    loadInstances(param.inst.c_str(), n, bkv, a, b);
+    
+  MoveInit move_init;
+
+  ProblemEval problem_eval;  
+
+  MoveNext move_next;
+
+  MoveIncrEval move_incr_eval;
+
+  moBestImprSelect<Move> move_select;
+ 
+  moSimpleMoveTabuList <Move> tabulist (param.tabuListSize);
+  
+  //moNoAspirCrit<Move> aspiration_criterion;
+  moImprBestFitAspirCrit <Move> aspiration_criterion;
+  
+  moGenSolContinue <Problem> continu (param.TSmaxIter);
+
+  moTS <Move> tabu_search (move_init, move_next, move_incr_eval, 
+			   tabulist, aspiration_criterion, continu, problem_eval );
+
+  ProblemInit chromInit;
+  
+  eoPop <Problem> pop (param.popSize, chromInit);
+  eoDetTournamentSelect<Problem> selectOne(param.tSize);
+  eoSelectPerc<Problem> select(selectOne);// by default rate==1
+  ProblemXover Xover;  // CROSSOVER
+  ProblemSwapMutation  mutationSwap;  // MUTATION
+  eoSGATransform<Problem> transform(Xover, param.pCross, mutationSwap, param.pMut);
+  eoPlusReplacement<Problem> replace;
+  eoGenContinue<Problem> genCont(param.maxGen); // generation continuation
+ 
+  eoEasyEA<Problem> gga(genCont, problem_eval, select, transform, replace);
+  // Initialisation of the parallel environment
+  peo :: init (argc, argv);
+  
+  if (getNodeRank()==1)
+  {
+      std :: cout << "\nResult before the local search\n";
+      //std :: cout << "size\t" << pop.size() << endl;
+      for (int i=0;i<pop.size();i++)
+        problem_eval(pop[i]);
+      pop.sort();
+      cout << pop;
+  }
+  
+  // The parallel EA
+  
+  peoWrapper parallelEA( gga, pop);
+  peo :: run ();
+  peo :: finalize ();
+
+  // Local search
+  peo :: init (argc, argv);
+  peoMultiStart <Problem> initParallelTS (tabu_search);
+  peoWrapper parallelTS (initParallelTS, pop);
+  initParallelTS.setOwner(parallelTS);
+  peo :: run( );
+  peo :: finalize( );
+
+  if (getNodeRank()==1)
+  {
+      cout << "\nInstance size = " << n << endl;
+      cout << "Best known value in the litterature = " << bkv << endl;
+      std :: cout << "\nResult after the local search\n";
+      // sort and print the population
+      pop.sort();
+      cout << pop;
+  }
+
+ 
+
+  cout << endl;
+
+
+}
+
+// A main that catches the exceptions
+
+int main(int argc, char **argv)
+{
+
+  try
+    {  
+      main_function(argc, argv);
+
+    }
+  catch(exception& e)
+    {
+      cout << "Exception: " << e.what() << '\n';
+    }
+
+	
+  // desallocate memory
+  for (int i=0; i<n; i++){
+    delete[] a[i];
+    delete[] b[i];
+  }
+
+  delete[] a;
+  delete[] b;
+
+
+  return 1;
+}

peo/tutorial/Lesson6/param

@@ -0,0 +1,40 @@
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1104133126                        # -S : Random number seed
+
+######    Evolution Engine        ######
+--popSize=10                               # -P : Population Size
+
+
+######    Output                  ######
+# --useEval=1                              # Use nb of eval. as counter (vs nb of gen.)
+# --useTime=1                              # Display time (s) every generation
+# --printBestStat=1                        # Print Best/avg/stdev every gen.
+# --printPop=0                             # Print sorted pop. every gen.
+
+######    Output - Disk           ######
+# --resDir=Res                             # Directory to store DISK outputs
+# --eraseDir=1                             # erase files in dirName if any
+# --fileBestStat=0                         # Output bes/avg/std to file
+
+######    Output - Graphical      ######
+# --plotBestStat=0                         # Plot Best/avg Stat
+# --plotHisto=0                            # Plot histogram of fitnesses
+
+######    Persistence             ######
+# --Load=L                                  # -L : A save file to restart from
+--inst=../benchs/tai12a.dat	   	    		# -i
+--schema=schema.xml			    			# -s
+
+######    Tabu Search      ######
+--TSmaxIter=100                              # -t : Maximum number of iterations () = none)
+--tabuListSize=10                           # -l : tabu list size () = none)
+
+######    Stopping criterion      ######
+--maxGen=1000                                # -G : Maximum number of generations () = none)
+--minGen=100                                # -g : Minimum number of generations
+
+######    Variation Operators     ######
+--pCross=0.7                                # -C : Probability of Crossover
+--pMut=0.8                                  # -M : Probability of Mutation

peo/tutorial/Lesson6/parserStruct.h

@@ -0,0 +1,51 @@
+/*
+  <parserStruct.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+
+struct parameters
+{
+  unsigned seed ;
+  int popSize;
+  string loadName;
+  string inst;
+  string schema;
+  int TSmaxIter;
+  int tabuListSize;
+  int tSize;
+  double pCross;
+  double pMut;
+  int maxGen;
+  int minGen;
+};    

peo/tutorial/Lesson6/qapPackUnpack.h

@@ -0,0 +1,81 @@
+/*
+  <qapPackUnpack.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+/** 
+ * Since you define your own class, you need to tell ParadisEO how to pack
+ * and unpack your own data.
+ * This example show you how we pack and unpack a QAP class. In our case, it is
+ * just packing and unpacking an array of integers. In your case, it will depend
+ * on the representation of your class.
+ */
+
+void pack( const Problem& _problem )
+{
+
+  if ( _problem.invalid() ) 
+    pack( (unsigned int)0 );
+  else
+    {
+      pack( (unsigned int)1 );
+      pack(_problem.fitness());
+    }
+
+  for (int i = 0; i < n; i++ )
+    {
+      pack( _problem.solution[i] );
+    }
+}
+
+void unpack( Problem& _problem )
+{
+  unsigned int validFitness;
+
+  unpack( validFitness );
+  if ( validFitness )
+    {
+      double fitnessValue;
+      unpack( fitnessValue );
+      _problem.fitness( fitnessValue );    
+    }
+  else
+    {
+      _problem.invalidate();
+    }
+
+  for (int i = 0; i < n; i++ )
+    {
+      unpack(_problem[i]);
+    }
+}

peo/tutorial/Lesson6/schema.xml

@@ -0,0 +1,19 @@
+<?xml version="1.0"?>
+
+<schema>
+
+ <group scheduler="0">
+          <node name="0" num_workers="0">
+          </node>
+          <node name="1" num_workers="0">
+          <runner>1</runner>
+          </node>
+          <node name="2" num_workers="1">
+          </node>
+          <node name="3" num_workers="1">
+          </node>
+      </group>
+
+
+</schema>
+

peo/tutorial/Lesson6/utils.h

@@ -0,0 +1,127 @@
+/*
+  <utils.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille Nord Europe, 2006-2009
+  (C) OPAC Team, LIFL, 2002-2009
+
+  The Van LUONG,  (The-Van.Luong@inria.fr)
+  Mahmoud FATENE, (mahmoud.fatene@inria.fr)
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  use,
+  modify and/ or redistribute the software under the terms of the CeCILL
+  license as circulated by CEA, CNRS and INRIA at the following URL
+  "http://www.cecill.info".
+
+  As a counterpart to the access to the source code and  rights to copy,
+  modify and redistribute granted by the license, users are provided only
+  with a limited warranty  and the software's author,  the holder of the
+  economic rights,  and the successive licensors  have only  limited liability.
+
+  In this respect, the user's attention is drawn to the risks associated
+  with loading,  using,  modifying and/or developing or reproducing the
+  software by the user in light of its specific status of free software,
+  that may mean  that it is complicated to manipulate,  and  that  also
+  therefore means  that it is reserved for developers  and  experienced
+  professionals having in-depth computer knowledge. Users are therefore
+  encouraged to load and test the software's suitability as regards their
+  requirements in conditions enabling the security of their systems and/or
+  data to be ensured and,  more generally, to use and operate it in the
+  same conditions as regards security.
+  The fact that you are presently reading this means that you have had
+  knowledge of the CeCILL license and that you accept its terms.
+
+  ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+  Contact: paradiseo-help@lists.gforge.inria.fr
+*/
+#ifndef _UTILS_H
+#define _UTILS_H
+#include <stdlib.h>
+#include <iostream>
+#include <fstream>
+
+using namespace std;
+
+void parseFile(eoParser & parser, parameters & param)
+{
+
+  // For each parameter, you can in on single line
+  // define the parameter, read it through the parser, and assign it
+
+  param.seed = parser.createParam(unsigned(time(0)), "seed", "Random number seed", 'S').value(); // will be in default section General
+
+  // init and stop
+  param.popSize = parser.createParam(unsigned(15), "popSize", "Population size",'P', "Evolution engine" ).value();
+  
+  param.loadName = parser.createParam(string(""), "Load","A save file to restart from",'L', "Persistence" ).value();
+  param.inst = parser.createParam(string(""), "inst","A data file to read instances from",'i', "Persistence" ).value();
+  param.schema = parser.createParam(string(""), "schema","An xml file mapping processes",'s', "Persistence" ).value();
+
+  param.TSmaxIter = parser.createParam(unsigned(1000), "TSmaxIter", "Maximum number of iterations",'M', "Tabu Search" ).value();
+
+  param.tabuListSize = parser.createParam(unsigned(10), "tabuListSize", "Tabu List Size",'l', "Tabu Search" ).value();
+  
+  param.tSize = parser.createParam(unsigned(2), "tSize", "Tournament size",'T', "Evolution Engine" ).value();
+  
+  param.minGen = parser.createParam(unsigned(100), "minGen", "Minimum number of iterations",'g', "Stopping criterion" ).value();
+
+  param.maxGen = parser.createParam(unsigned(300), "maxGen", "Maximum number of iterations",'G', "Stopping criterion" ).value();
+  
+  param.pCross = parser.createParam(double(0.6), "pCross", "Probability of Crossover", 'C', "Genetic Operators" ).value();
+  
+  param.pMut = parser.createParam(double(0.1), "pMut", "Probability of Mutation", 'M', "Genetic Operators" ).value();
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  string statusName = parser.createParam(str_status, "status","Status file",'S', "Persistence" ).value();
+
+  // do the following AFTER ALL PARAMETERS HAVE BEEN PROCESSED
+  // i.e. in case you need parameters somewhere else, postpone these
+  if (parser.userNeedsHelp())
+    {
+      parser.printHelp(cout);
+      exit(1);
+    }
+  if (statusName != "")
+    {
+      ofstream os(statusName.c_str());
+      os << parser;		// and you can use that file as parameter file
+    }
+}
+
+void loadInstances(const char* filename, int& n, int& bkv, int** & a, int** & b) 
+{
+	
+  ifstream data_file;       
+  int i, j;
+  data_file.open(filename);
+  if (! data_file.is_open())
+    {
+      cout << "\n Error while reading the file " << filename << ". Please check if it exists !" << endl;
+      exit (1);
+    }
+  data_file >> n;
+  data_file >> bkv; // best known value
+  // ****************** dynamic memory allocation ****************** /
+  a = new int* [n];
+  b = new int* [n];
+  for (i = 0; i < n; i++) 
+  {
+    a[i] = new int[n];
+    b[i] = new int[n];
+  }
+
+  // ************** read flows and distanceMatrixs matrices ************** /
+  for (i = 0; i < n; i++) 
+    for (j = 0; j < n; j++)
+      data_file >> a[i][j];
+
+  for (i = 0; i < n; i++) 
+    for (j = 0; j < n; j++)
+      data_file >> b[i][j];
+
+  data_file.close();
+}
+
+
+
+#endif

peo/tutorial/benchs/tai100a.dat

@@ -0,0 +1,203 @@
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