From ea6db39816576925b9196563ecc2e70d62d0f915 Mon Sep 17 00:00:00 2001
From: boufaras <boufaras@331e1502-861f-0410-8da2-ba01fb791d7f>
Date: Thu, 22 Sep 2011 10:45:52 +0000
Subject: [PATCH] tags paradisEO1.4 & ParadisEO-GPU

git-svn-id: svn://scm.gforge.inria.fr/svnroot/paradiseo@2416 331e1502-861f-0410-8da2-ba01fb791d7f
---
 tags/ParadisEO-GPU1.0-beta/.project           |    11 +
 tags/ParadisEO-GPU1.0-beta/AUTHORS            |     5 +
 .../CMake/cuda/FindCUDA.cmake                 |  1263 ++
 .../CMake/cuda/FindCUDA/make2cmake.cmake      |    79 +
 .../CMake/cuda/FindCUDA/parse_cubin.cmake     |   112 +
 .../CMake/cuda/FindCUDA/run_nvcc.cmake        |   280 +
 tags/ParadisEO-GPU1.0-beta/CMakeLists.txt     |   131 +
 tags/ParadisEO-GPU1.0-beta/CTestConfig.cmake  |     7 +
 tags/ParadisEO-GPU1.0-beta/CTestCustom.cmake  |     9 +
 tags/ParadisEO-GPU1.0-beta/README.txt         |    37 +
 tags/ParadisEO-GPU1.0-beta/doc/CMakeLists.txt |    25 +
 tags/ParadisEO-GPU1.0-beta/doc/doxyfile.cmake |   274 +
 tags/ParadisEO-GPU1.0-beta/doc/index.h        |    58 +
 tags/ParadisEO-GPU1.0-beta/install.cmake      |    48 +
 .../src/GPUType/moGPUBitVector.h              |   141 +
 .../src/GPUType/moGPUIntVector.h              |   122 +
 .../src/GPUType/moGPUPermutationVector.h      |    92 +
 .../src/GPUType/moGPURealVector.h             |   123 +
 .../src/GPUType/moGPUVector.h                 |   184 +
 .../src/eval/moGPUEval.h                      |   146 +
 .../src/eval/moGPUEvalByCpy.h                 |   203 +
 .../src/eval/moGPUEvalByModif.h               |   202 +
 .../src/eval/moGPUEvalFunc.h                  |    84 +
 .../src/eval/moGPUKernelEvalByCpy.h           |    71 +
 .../src/eval/moGPUKernelEvalByModif.h         |    68 +
 .../src/eval/moGPUMappingEvalByCpy.h          |   205 +
 .../src/eval/moGPUMappingEvalByModif.h        |   203 +
 .../src/eval/moGPUMappingKernelEvalByCpy.h    |    76 +
 .../src/eval/moGPUMappingKernelEvalByModif.h  |    73 +
 .../src/memory/moGPUAllocator.h               |    81 +
 .../src/memory/moGPUCopy.h                    |   117 +
 .../src/memory/moGPUDeallocator.h             |    74 +
 .../src/memory/moGPUObject.h                  |    96 +
 .../src/memory/moGPUSpecificData.h            |    85 +
 .../src/neighborhood/moGPUBitNeighbor.h       |   122 +
 .../neighborhood/moGPUMappingNeighborhood.h   |   110 +
 .../moGPUMappingNeighborhoodByCpy.h           |    97 +
 .../moGPUMappingNeighborhoodByModif.h         |    97 +
 .../moGPUOrderNeighborhoodByCpy.h             |    96 +
 .../moGPUOrderNeighborhoodByModif.h           |    96 +
 .../moGPURndWithReplNeighborhoodByCpy.h       |    88 +
 .../moGPURndWithReplNeighborhoodByModif.h     |    87 +
 .../moGPURndWithoutReplNeighborhoodByCpy.h    |    90 +
 .../moGPURndWithoutReplNeighborhoodByModif.h  |    90 +
 .../neighborhood/moGPUXBitFlippingNeighbor.h  |   101 +
 .../neighborhood/moGPUXChangeNeighborhood.h   |   110 +
 .../moGPUXChangeNeighborhoodByCpy.h           |    97 +
 .../moGPUXChangeNeighborhoodByModif.h         |    96 +
 .../src/neighborhood/moGPUXSwapNeighbor.h     |   108 +
 .../src/performance/moGPUTimer.h              |   116 +
 .../src/problems/data/PPPData.h               |   171 +
 .../src/problems/data/QAPData.h               |   167 +
 .../src/problems/eval/EvalOneMax.h            |    79 +
 .../src/problems/eval/OneMaxIncrEval.h        |    91 +
 .../src/problems/eval/PPPEval.h               |   103 +
 .../src/problems/eval/PPPIncrEval.h           |   109 +
 .../src/problems/eval/QAPEval.h               |    84 +
 .../src/problems/eval/QAPIncrEval.h           |   122 +
 .../src/problems/neighborhood/PPPNeighbor.h   |   100 +
 .../neighborhood/moGPUCustomizedNeighbor.h    |   106 +
 .../src/problems/types/PPPSolution.h          |   131 +
 .../src/problems/types/moGPUCustomizeType.h   |   116 +
 .../src/problems/types/moGPUSolType2Vector.h  |   141 +
 .../ParadisEO-GPU1.0-beta/test/CMakeLists.txt |    79 +
 .../test/t-EvalOneMax.cu                      |    67 +
 .../test/t-OneMaxIncrEval.cu                  |    84 +
 .../test/t-moGPUBitNeighbor.cu                |    96 +
 .../test/t-moGPUBitVector.cu                  |   115 +
 .../test/t-moGPUIntVector.cu                  |    97 +
 .../test/t-moGPUMemory.cu                     |    94 +
 .../test/t-moGPUObject.cu                     |    93 +
 .../test/t-moGPUPermutationVector.cu          |    95 +
 .../test/t-moGPURealVector.cu                 |    95 +
 .../test/t-moGPUXBitFlippingNeighbor.cu       |   131 +
 .../test/t-moGPUXSwapNeighbor.cu              |   120 +
 .../tutoriel/CMakeLists.txt                   |     6 +
 .../tutoriel/Kswap-OneMax/CMakeLists.txt      |    52 +
 .../tutoriel/Kswap-OneMax/moGPUConfig.h       |    50 +
 .../tutoriel/Kswap-OneMax/testKswapHCByCpy.cu |   211 +
 .../Kswap-OneMax/testKswapHCByModif.cu        |   221 +
 .../tutoriel/OneMax/CMakeLists.txt            |    58 +
 .../tutoriel/OneMax/moGPUConfig.h             |    50 +
 .../tutoriel/OneMax/testFirstImpr.cu          |   243 +
 .../tutoriel/OneMax/testNeutralHC.cu          |   209 +
 .../tutoriel/OneMax/testSimpleHC.cu           |   245 +
 .../tutoriel/OneMax/testSimpleHCByCpy.cu      |   246 +
 .../tutoriel/OneMax/testSimpleTS.cu           |   317 +
 .../tutoriel/OneMax/testSimulatedAnnealing.cu |   208 +
 .../tutoriel/PPP_GPU/CMakeLists.txt           |     1 +
 .../PPP_GPU/application/CMakeLists.txt        |    51 +
 .../PPP_GPU/application/moGPUConfig.h         |    56 +
 .../PPP_GPU/application/testSimpleTS_PPP.cu   |   253 +
 .../tutoriel/QAP_CPU/CMakeLists.txt           |     1 +
 .../QAP_CPU/application/CMakeLists.txt        |    51 +
 .../QAP_CPU/application/testSimpleHC_CPU.cu   |   217 +
 .../QAP_CPU/application/testSimpleTS_CPU.cu   |   251 +
 .../tutoriel/QAP_CPU/instances/tai100a.dat    |   203 +
 .../tutoriel/QAP_CPU/instances/tai150b.dat    |   302 +
 .../tutoriel/QAP_CPU/instances/tai20a.dat     |    44 +
 .../tutoriel/QAP_CPU/instances/tai256c.dat    |   514 +
 .../tutoriel/QAP_CPU/instances/tai25a.dat     |    53 +
 .../tutoriel/QAP_CPU/instances/tai30a.dat     |    63 +
 .../tutoriel/QAP_CPU/instances/tai35a.dat     |    73 +
 .../tutoriel/QAP_CPU/instances/tai40a.dat     |    82 +
 .../tutoriel/QAP_CPU/instances/tai50a.dat     |   101 +
 .../tutoriel/QAP_CPU/instances/tai60a.dat     |   122 +
 .../tutoriel/QAP_CPU/instances/tai80a.dat     |   162 +
 .../tutoriel/QAP_CPU/src/Problem.h            |    62 +
 .../tutoriel/QAP_CPU/src/QapEval.h            |    75 +
 .../tutoriel/QAP_CPU/src/QapIncrEval.h        |   100 +
 .../tutoriel/QAP_GPU/CMakeLists.txt           |    50 +
 .../tutoriel/QAP_GPU/moGPUConfig.h            |    48 +
 .../tutoriel/QAP_GPU/testSimpleHC.cu          |   228 +
 .../tutoriel/QAP_GPU/testSimpleTS.cu          |   247 +
 tags/paradiseo1.4-beta/.mpd.conf              |     1 +
 tags/paradiseo1.4-beta/AUTHORS                |    11 +
 tags/paradiseo1.4-beta/LICENSE                |  1019 ++
 tags/paradiseo1.4-beta/OldDartConfig.cmake    |    10 +
 tags/paradiseo1.4-beta/README                 |    84 +
 tags/paradiseo1.4-beta/install.cmake          |   130 +
 tags/paradiseo1.4-beta/installParadiseo.sh    |  1371 ++
 .../lib/libxml2-2.7.3.tar.gz                  |   Bin 0 -> 4789450 bytes
 .../paradiseo1.4-beta/lib/mpich2-1.0.8.tar.gz |   Bin 0 -> 17237476 bytes
 tags/paradiseo1.4-beta/paradiseo-mo/AUTHORS   |     4 +
 .../paradiseo-mo/CMakeLists.txt               |    46 +
 .../paradiseo-mo/CTestConfig.cmake            |     7 +
 .../paradiseo-mo/CTestCustom.cmake            |     7 +
 tags/paradiseo1.4-beta/paradiseo-mo/README    |    79 +
 .../CMakeDirectoryInformation.cmake           |    21 +
 .../build/src/CTestTestfile.cmake             |     6 +
 .../paradiseo-mo/build/src/Makefile           |   152 +
 .../build/src/cmake_install.cmake             |    34 +
 .../CMakeDirectoryInformation.cmake           |    25 +
 .../build/test/CTestTestfile.cmake            |     6 +
 .../paradiseo-mo/build/test/Makefile          |   152 +
 .../build/test/cmake_install.cmake            |    34 +
 .../paradiseo-mo/doc/CMakeLists.txt           |    26 +
 .../paradiseo-mo/doc/index.h                  |    52 +
 .../paradiseo-mo/doc/mo.doxyfile.cmake        |  1523 ++
 .../paradiseo-mo/install.cmake                |   130 +
 .../paradiseo-mo/src/CMakeLists.txt           |     3 +
 .../src/acceptCrit/moAcceptanceCriterion.h    |    44 +
 .../src/acceptCrit/moAlwaysAcceptCrit.h       |    57 +
 .../src/acceptCrit/moBetterAcceptCrit.h       |    76 +
 .../paradiseo-mo/src/algo/moDummyLS.h         |    71 +
 .../paradiseo-mo/src/algo/moFirstImprHC.h     |   104 +
 .../paradiseo-mo/src/algo/moILS.h             |   118 +
 .../paradiseo-mo/src/algo/moLocalSearch.h     |   136 +
 .../src/algo/moMetropolisHasting.h            |   110 +
 .../paradiseo-mo/src/algo/moNeutralHC.h       |   106 +
 .../paradiseo-mo/src/algo/moRandomBestHC.h    |   104 +
 .../src/algo/moRandomNeutralWalk.h            |   102 +
 .../paradiseo-mo/src/algo/moRandomSearch.h    |    90 +
 .../paradiseo-mo/src/algo/moRandomWalk.h      |    87 +
 .../paradiseo-mo/src/algo/moSA.h              |   120 +
 .../paradiseo-mo/src/algo/moSimpleHC.h        |   104 +
 .../paradiseo-mo/src/algo/moTS.h              |   164 +
 .../paradiseo-mo/src/algo/moVNS.h             |    75 +
 .../src/comparator/moComparator.h             |    60 +
 .../comparator/moEqualNeighborComparator.h    |    69 +
 .../comparator/moEqualSolNeighborComparator.h |    74 +
 .../src/comparator/moNeighborComparator.h     |    79 +
 .../src/comparator/moSolComparator.h          |    72 +
 .../src/comparator/moSolNeighborComparator.h  |    84 +
 .../moAverageFitnessNeighborStat.h            |    88 +
 .../src/continuator/moBestFitnessStat.h       |    95 +
 .../continuator/moBestNoImproveContinuator.h  |   118 +
 .../src/continuator/moBestSoFarStat.h         |    94 +
 .../src/continuator/moBooleanStat.h           |    82 +
 .../src/continuator/moCheckpoint.h            |   177 +
 .../src/continuator/moCombinedContinuator.h   |    93 +
 .../src/continuator/moContinuator.h           |    64 +
 .../src/continuator/moCounterMonitorSaver.h   |    97 +
 .../src/continuator/moCounterStat.h           |    80 +
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 .../src/continuator/moEvalsContinuator.h      |    99 +
 .../src/continuator/moFitContinuator.h        |    63 +
 .../src/continuator/moFitnessStat.h           |    83 +
 .../src/continuator/moFullEvalContinuator.h   |    96 +
 .../src/continuator/moIterContinuator.h       |    86 +
 .../src/continuator/moMaxNeighborStat.h       |    89 +
 .../src/continuator/moMinNeighborStat.h       |    89 +
 .../src/continuator/moMinusOneCounterStat.h   |    90 +
 .../src/continuator/moNbInfNeighborStat.h     |    90 +
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 .../continuator/moNeutralDegreeNeighborStat.h |    90 +
 .../continuator/moSecondMomentNeighborStat.h  |    90 +
 .../src/continuator/moSizeNeighborStat.h      |    89 +
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 .../paradiseo-mo/src/continuator/moStat.h     |    61 +
 .../paradiseo-mo/src/continuator/moStatBase.h |    61 +
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 .../continuator/moStdFitnessNeighborStat.h    |    88 +
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 .../src/continuator/moUnsignedStat.h          |    82 +
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 .../coolingSchedule/moSimpleCoolingSchedule.h |   105 +
 .../paradiseo-mo/src/eval/moDummyEval.h       |    53 +
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 .../paradiseo-mo/src/eval/moEvalCounter.h     |    66 +
 .../paradiseo-mo/src/eval/moFullEvalByCopy.h  |    82 +
 .../paradiseo-mo/src/eval/moFullEvalByModif.h |    96 +
 .../src/explorer/moDummyExplorer.h            |   111 +
 .../src/explorer/moFirstImprHCexplorer.h      |   166 +
 .../paradiseo-mo/src/explorer/moILSexplorer.h |   180 +
 .../explorer/moMetropolisHastingExplorer.h    |   195 +
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 .../paradiseo-mo/src/explorer/moSAexplorer.h  |   194 +
 .../src/explorer/moSimpleHCexplorer.h         |   186 +
 .../paradiseo-mo/src/explorer/moTSexplorer.h  |   262 +
 .../paradiseo-mo/src/explorer/moVNSexplorer.h |   152 +
 .../paradiseo-mo/src/memory/moAspiration.h    |    59 +
 .../src/memory/moBestImprAspiration.h         |    87 +
 .../src/memory/moCountMoveMemory.h            |   119 +
 .../src/memory/moDiversification.h            |    42 +
 .../src/memory/moDummyDiversification.h       |    53 +
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 .../src/memory/moIndexedVectorTabuList.h      |   121 +
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 .../src/memory/moRndIndexedVectorTabuList.h   |    81 +
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 tags/paradiseo1.4-beta/paradiseo-mo/src/mo    |    40 +
 tags/paradiseo1.4-beta/paradiseo-mo/src/mo.h  |   219 +
 .../src/neighborhood/moBackableNeighbor.h     |    56 +
 .../moBackwardVectorVNSelection.h             |   100 +
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diff --git a/tags/ParadisEO-GPU1.0-beta/.project b/tags/ParadisEO-GPU1.0-beta/.project
new file mode 100644
index 000000000..78e842e87
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/.project
@@ -0,0 +1,11 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<projectDescription>
+	<name>ParadisEO-GPU</name>
+	<comment></comment>
+	<projects>
+	</projects>
+	<buildSpec>
+	</buildSpec>
+	<natures>
+	</natures>
+</projectDescription>
diff --git a/tags/ParadisEO-GPU1.0-beta/AUTHORS b/tags/ParadisEO-GPU1.0-beta/AUTHORS
new file mode 100644
index 000000000..a1f03b80a
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/AUTHORS
@@ -0,0 +1,5 @@
+Authors:
+ 	Boufaras Karima
+	Thé Van Luong
+	
+	
diff --git a/tags/ParadisEO-GPU1.0-beta/CMake/cuda/FindCUDA.cmake b/tags/ParadisEO-GPU1.0-beta/CMake/cuda/FindCUDA.cmake
new file mode 100644
index 000000000..6539057ba
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/CMake/cuda/FindCUDA.cmake
@@ -0,0 +1,1263 @@
+# - Tools for building CUDA C files: libraries and build dependencies.
+# This script locates the NVIDIA CUDA C tools. It should work on linux, windows,
+# and mac and should be reasonably up to date with CUDA C releases.
+#
+# This script makes use of the standard find_package arguments of <VERSION>,
+# REQUIRED and QUIET.  CUDA_FOUND will report if an acceptable version of CUDA
+# was found.
+#
+# The script will prompt the user to specify CUDA_TOOLKIT_ROOT_DIR if the prefix
+# cannot be determined by the location of nvcc in the system path and REQUIRED
+# is specified to find_package(). To use a different installed version of the
+# toolkit set the environment variable CUDA_BIN_PATH before running cmake
+# (e.g. CUDA_BIN_PATH=/usr/local/cuda1.0 instead of the default /usr/local/cuda)
+# or set CUDA_TOOLKIT_ROOT_DIR after configuring.  If you change the value of
+# CUDA_TOOLKIT_ROOT_DIR, various components that depend on the path will be
+# relocated.
+#
+# It might be necessary to set CUDA_TOOLKIT_ROOT_DIR manually on certain
+# platforms, or to use a cuda runtime not installed in the default location. In
+# newer versions of the toolkit the cuda library is included with the graphics
+# driver- be sure that the driver version matches what is needed by the cuda
+# runtime version.
+#
+# The following variables affect the behavior of the macros in the script (in
+# alphebetical order).  Note that any of these flags can be changed multiple
+# times in the same directory before calling CUDA_ADD_EXECUTABLE,
+# CUDA_ADD_LIBRARY, CUDA_COMPILE, CUDA_COMPILE_PTX or CUDA_WRAP_SRCS.
+#
+#  CUDA_64_BIT_DEVICE_CODE (Default matches host bit size)
+#  -- Set to ON to compile for 64 bit device code, OFF for 32 bit device code.
+#     Note that making this different from the host code when generating object
+#     or C files from CUDA code just won't work, because size_t gets defined by
+#     nvcc in the generated source.  If you compile to PTX and then load the
+#     file yourself, you can mix bit sizes between device and host.
+#
+#  CUDA_ATTACH_VS_BUILD_RULE_TO_CUDA_FILE (Default ON)
+#  -- Set to ON if you want the custom build rule to be attached to the source
+#     file in Visual Studio.  Turn OFF if you add the same cuda file to multiple
+#     targets.
+#
+#     This allows the user to build the target from the CUDA file; however, bad
+#     things can happen if the CUDA source file is added to multiple targets.
+#     When performing parallel builds it is possible for the custom build
+#     command to be run more than once and in parallel causing cryptic build
+#     errors.  VS runs the rules for every source file in the target, and a
+#     source can have only one rule no matter how many projects it is added to.
+#     When the rule is run from multiple targets race conditions can occur on
+#     the generated file.  Eventually everything will get built, but if the user
+#     is unaware of this behavior, there may be confusion.  It would be nice if
+#     this script could detect the reuse of source files across multiple targets
+#     and turn the option off for the user, but no good solution could be found.
+#
+#  CUDA_BUILD_CUBIN (Default OFF)
+#  -- Set to ON to enable and extra compilation pass with the -cubin option in
+#     Device mode. The output is parsed and register, shared memory usage is
+#     printed during build.
+#
+#  CUDA_BUILD_EMULATION (Default OFF for device mode)
+#  -- Set to ON for Emulation mode. -D_DEVICEEMU is defined for CUDA C files
+#     when CUDA_BUILD_EMULATION is TRUE.
+#
+#  CUDA_GENERATED_OUTPUT_DIR (Default CMAKE_CURRENT_BINARY_DIR)
+#  -- Set to the path you wish to have the generated files placed.  If it is
+#     blank output files will be placed in CMAKE_CURRENT_BINARY_DIR.
+#     Intermediate files will always be placed in
+#     CMAKE_CURRENT_BINARY_DIR/CMakeFiles.
+#
+#  CUDA_HOST_COMPILATION_CPP (Default ON)
+#  -- Set to OFF for C compilation of host code.
+#
+#  CUDA_NVCC_FLAGS
+#  CUDA_NVCC_FLAGS_<CONFIG>
+#  -- Additional NVCC command line arguments.  NOTE: multiple arguments must be
+#     semi-colon delimited (e.g. --compiler-options;-Wall)
+#
+#  CUDA_PROPAGATE_HOST_FLAGS (Default ON)
+#  -- Set to ON to propagate CMAKE_{C,CXX}_FLAGS and their configuration
+#     dependent counterparts (e.g. CMAKE_C_FLAGS_DEBUG) automatically to the
+#     host compiler through nvcc's -Xcompiler flag.  This helps make the
+#     generated host code match the rest of the system better.  Sometimes
+#     certain flags give nvcc problems, and this will help you turn the flag
+#     propagation off.  This does not affect the flags supplied directly to nvcc
+#     via CUDA_NVCC_FLAGS or through the OPTION flags specified through
+#     CUDA_ADD_LIBRARY, CUDA_ADD_EXECUTABLE, or CUDA_WRAP_SRCS.  Flags used for
+#     shared library compilation are not affected by this flag.
+#
+#  CUDA_VERBOSE_BUILD (Default OFF)
+#  -- Set to ON to see all the commands used when building the CUDA file.  When
+#     using a Makefile generator the value defaults to VERBOSE (run make
+#     VERBOSE=1 to see output), although setting CUDA_VERBOSE_BUILD to ON will
+#     always print the output.
+#
+# The script creates the following macros (in alphebetical order):
+#
+#  CUDA_ADD_CUFFT_TO_TARGET( cuda_target )
+#  -- Adds the cufft library to the target (can be any target).  Handles whether
+#     you are in emulation mode or not.
+#
+#  CUDA_ADD_CUBLAS_TO_TARGET( cuda_target )
+#  -- Adds the cublas library to the target (can be any target).  Handles
+#     whether you are in emulation mode or not.
+#
+#  CUDA_ADD_EXECUTABLE( cuda_target file0 file1 ...
+#                       [WIN32] [MACOSX_BUNDLE] [EXCLUDE_FROM_ALL] [OPTIONS ...] )
+#  -- Creates an executable "cuda_target" which is made up of the files
+#     specified.  All of the non CUDA C files are compiled using the standard
+#     build rules specified by CMAKE and the cuda files are compiled to object
+#     files using nvcc and the host compiler.  In addition CUDA_INCLUDE_DIRS is
+#     added automatically to include_directories().  Some standard CMake target
+#     calls can be used on the target after calling this macro
+#     (e.g. set_target_properties and target_link_libraries), but setting
+#     properties that adjust compilation flags will not affect code compiled by
+#     nvcc.  Such flags should be modified before calling CUDA_ADD_EXECUTABLE,
+#     CUDA_ADD_LIBRARY or CUDA_WRAP_SRCS.
+#
+#  CUDA_ADD_LIBRARY( cuda_target file0 file1 ...
+#                    [STATIC | SHARED | MODULE] [EXCLUDE_FROM_ALL] [OPTIONS ...] )
+#  -- Same as CUDA_ADD_EXECUTABLE except that a library is created.
+#
+#  CUDA_BUILD_CLEAN_TARGET()
+#  -- Creates a convience target that deletes all the dependency files
+#     generated.  You should make clean after running this target to ensure the
+#     dependency files get regenerated.
+#
+#  CUDA_COMPILE( generated_files file0 file1 ... [STATIC | SHARED | MODULE]
+#                [OPTIONS ...] )
+#  -- Returns a list of generated files from the input source files to be used
+#     with ADD_LIBRARY or ADD_EXECUTABLE.
+#
+#  CUDA_COMPILE_PTX( generated_files file0 file1 ... [OPTIONS ...] )
+#  -- Returns a list of PTX files generated from the input source files.
+#
+#  CUDA_INCLUDE_DIRECTORIES( path0 path1 ... )
+#  -- Sets the directories that should be passed to nvcc
+#     (e.g. nvcc -Ipath0 -Ipath1 ... ). These paths usually contain other .cu
+#     files.
+#
+#  CUDA_WRAP_SRCS ( cuda_target format generated_files file0 file1 ...
+#                   [STATIC | SHARED | MODULE] [OPTIONS ...] )
+#  -- This is where all the magic happens.  CUDA_ADD_EXECUTABLE,
+#     CUDA_ADD_LIBRARY, CUDA_COMPILE, and CUDA_COMPILE_PTX all call this
+#     function under the hood.
+#
+#     Given the list of files (file0 file1 ... fileN) this macro generates
+#     custom commands that generate either PTX or linkable objects (use "PTX" or
+#     "OBJ" for the format argument to switch).  Files that don't end with .cu
+#     or have the HEADER_FILE_ONLY property are ignored.
+#
+#     The arguments passed in after OPTIONS are extra command line options to
+#     give to nvcc.  You can also specify per configuration options by
+#     specifying the name of the configuration followed by the options.  General
+#     options must preceed configuration specific options.  Not all
+#     configurations need to be specified, only the ones provided will be used.
+#
+#        OPTIONS -DFLAG=2 "-DFLAG_OTHER=space in flag"
+#        DEBUG -g
+#        RELEASE --use_fast_math
+#        RELWITHDEBINFO --use_fast_math;-g
+#        MINSIZEREL --use_fast_math
+#
+#     For certain configurations (namely VS generating object files with
+#     CUDA_ATTACH_VS_BUILD_RULE_TO_CUDA_FILE set to ON), no generated file will
+#     be produced for the given cuda file.  This is because when you add the
+#     cuda file to Visual Studio it knows that this file produces an object file
+#     and will link in the resulting object file automatically.
+#
+#     This script will also generate a separate cmake script that is used at
+#     build time to invoke nvcc.  This is for serveral reasons.
+#
+#       1. nvcc can return negative numbers as return values which confuses
+#       Visual Studio into thinking that the command succeeded.  The script now
+#       checks the error codes and produces errors when there was a problem.
+#
+#       2. nvcc has been known to not delete incomplete results when it
+#       encounters problems.  This confuses build systems into thinking the
+#       target was generated when in fact an unusable file exists.  The script
+#       now deletes the output files if there was an error.
+#
+#       3. By putting all the options that affect the build into a file and then
+#       make the build rule dependent on the file, the output files will be
+#       regenerated when the options change.
+#
+#     This script also looks at optional arguments STATIC, SHARED, or MODULE to
+#     determine when to target the object compilation for a shared library.
+#     BUILD_SHARED_LIBS is ignored in CUDA_WRAP_SRCS, but it is respected in
+#     CUDA_ADD_LIBRARY.  On some systems special flags are added for building
+#     objects intended for shared libraries.  A preprocessor macro,
+#     <target_name>_EXPORTS is defined when a shared library compilation is
+#     detected.
+#
+#     Flags passed into add_definitions with -D or /D are passed along to nvcc.
+#
+# The script defines the following variables:
+#
+#  CUDA_VERSION_MAJOR    -- The major version of cuda as reported by nvcc.
+#  CUDA_VERSION_MINOR    -- The minor version.
+#  CUDA_VERSION
+#  CUDA_VERSION_STRING   -- CUDA_VERSION_MAJOR.CUDA_VERSION_MINOR
+#
+#  CUDA_TOOLKIT_ROOT_DIR -- Path to the CUDA Toolkit (defined if not set).
+#  CUDA_SDK_ROOT_DIR     -- Path to the CUDA SDK.  Use this to find files in the
+#                           SDK.  This script will not directly support finding
+#                           specific libraries or headers, as that isn't
+#                           supported by NVIDIA.  If you want to change
+#                           libraries when the path changes see the
+#                           FindCUDA.cmake script for an example of how to clear
+#                           these variables.  There are also examples of how to
+#                           use the CUDA_SDK_ROOT_DIR to locate headers or
+#                           libraries, if you so choose (at your own risk).
+#  CUDA_INCLUDE_DIRS     -- Include directory for cuda headers.  Added automatically
+#                           for CUDA_ADD_EXECUTABLE and CUDA_ADD_LIBRARY.
+#  CUDA_LIBRARIES        -- Cuda RT library.
+#  CUDA_CUFFT_LIBRARIES  -- Device or emulation library for the Cuda FFT
+#                           implementation (alternative to:
+#                           CUDA_ADD_CUFFT_TO_TARGET macro)
+#  CUDA_CUBLAS_LIBRARIES -- Device or emulation library for the Cuda BLAS
+#                           implementation (alterative to:
+#                           CUDA_ADD_CUBLAS_TO_TARGET macro).
+#
+#
+#  James Bigler, NVIDIA Corp (nvidia.com - jbigler)
+#  Abe Stephens, SCI Institute -- http://www.sci.utah.edu/~abe/FindCuda.html
+#
+#  Copyright (c) 2008 - 2009 NVIDIA Corporation.  All rights reserved.
+#
+#  Copyright (c) 2007-2009
+#  Scientific Computing and Imaging Institute, University of Utah
+#
+#  This code is licensed under the MIT License.  See the FindCUDA.cmake script
+#  for the text of the license.
+
+# The MIT License
+#
+# License for the specific language governing rights and limitations under
+# Permission is hereby granted, free of charge, to any person obtaining a
+# copy of this software and associated documentation files (the "Software"),
+# to deal in the Software without restriction, including without limitation
+# the rights to use, copy, modify, merge, publish, distribute, sublicense,
+# and/or sell copies of the Software, and to permit persons to whom the
+# Software is furnished to do so, subject to the following conditions:
+#
+# The above copyright notice and this permission notice shall be included
+# in all copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
+# OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
+# THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
+# DEALINGS IN THE SOFTWARE.
+#
+###############################################################################
+
+# FindCUDA.cmake
+
+# We need to have at least this version to support the VERSION_LESS argument to 'if' (2.6.2) and unset (2.6.3)
+cmake_policy(PUSH)
+cmake_minimum_required(VERSION 2.6.3)
+cmake_policy(POP)
+
+# This macro helps us find the location of helper files we will need the full path to
+macro(CUDA_FIND_HELPER_FILE _name _extension)
+  set(_full_name "${_name}.${_extension}")
+  # CMAKE_CURRENT_LIST_FILE contains the full path to the file currently being
+  # processed.  Using this variable, we can pull out the current path, and
+  # provide a way to get access to the other files we need local to here.
+  get_filename_component(CMAKE_CURRENT_LIST_DIR "${CMAKE_CURRENT_LIST_FILE}" PATH)
+  find_file(CUDA_${_name} ${_full_name} PATHS ${CMAKE_CURRENT_LIST_DIR}/FindCUDA NO_DEFAULT_PATH)
+  if(NOT CUDA_${_name})
+    set(error_message "${_full_name} not found in CMAKE_MODULE_PATH")
+    if(CUDA_FIND_REQUIRED)
+      message(FATAL_ERROR "${error_message}")
+    else(CUDA_FIND_REQUIRED)
+      if(NOT CUDA_FIND_QUIETLY)
+        message(STATUS "${error_message}")
+      endif(NOT CUDA_FIND_QUIETLY)
+    endif(CUDA_FIND_REQUIRED)
+  endif(NOT CUDA_${_name})
+  # Set this variable as internal, so the user isn't bugged with it.
+  set(CUDA_${_name} ${CUDA_${_name}} CACHE INTERNAL "Location of ${_full_name}" FORCE)
+endmacro(CUDA_FIND_HELPER_FILE)
+
+#####################################################################
+## CUDA_INCLUDE_NVCC_DEPENDENCIES
+##
+
+# So we want to try and include the dependency file if it exists.  If
+# it doesn't exist then we need to create an empty one, so we can
+# include it.
+
+# If it does exist, then we need to check to see if all the files it
+# depends on exist.  If they don't then we should clear the dependency
+# file and regenerate it later.  This covers the case where a header
+# file has disappeared or moved.
+
+macro(CUDA_INCLUDE_NVCC_DEPENDENCIES dependency_file)
+  set(CUDA_NVCC_DEPEND)
+  set(CUDA_NVCC_DEPEND_REGENERATE FALSE)
+
+
+  # Include the dependency file.  Create it first if it doesn't exist .  The
+  # INCLUDE puts a dependency that will force CMake to rerun and bring in the
+  # new info when it changes.  DO NOT REMOVE THIS (as I did and spent a few
+  # hours figuring out why it didn't work.
+  if(NOT EXISTS ${dependency_file})
+    file(WRITE ${dependency_file} "#FindCUDA.cmake generated file.  Do not edit.\n")
+  endif()
+  # Always include this file to force CMake to run again next
+  # invocation and rebuild the dependencies.
+  #message("including dependency_file = ${dependency_file}")
+  include(${dependency_file})
+
+  # Now we need to verify the existence of all the included files
+  # here.  If they aren't there we need to just blank this variable and
+  # make the file regenerate again.
+#   if(DEFINED CUDA_NVCC_DEPEND)
+#     message("CUDA_NVCC_DEPEND set")
+#   else()
+#     message("CUDA_NVCC_DEPEND NOT set")
+#   endif()
+  if(CUDA_NVCC_DEPEND)
+    #message("CUDA_NVCC_DEPEND true")
+    foreach(f ${CUDA_NVCC_DEPEND})
+      #message("searching for ${f}")
+      if(NOT EXISTS ${f})
+        #message("file ${f} not found")
+        set(CUDA_NVCC_DEPEND_REGENERATE TRUE)
+      endif()
+    endforeach(f)
+  else(CUDA_NVCC_DEPEND)
+    #message("CUDA_NVCC_DEPEND false")
+    # No dependencies, so regenerate the file.
+    set(CUDA_NVCC_DEPEND_REGENERATE TRUE)
+  endif(CUDA_NVCC_DEPEND)
+
+  #message("CUDA_NVCC_DEPEND_REGENERATE = ${CUDA_NVCC_DEPEND_REGENERATE}")
+  # No incoming dependencies, so we need to generate them.  Make the
+  # output depend on the dependency file itself, which should cause the
+  # rule to re-run.
+  if(CUDA_NVCC_DEPEND_REGENERATE)
+    file(WRITE ${dependency_file} "#FindCUDA.cmake generated file.  Do not edit.\n")
+  endif(CUDA_NVCC_DEPEND_REGENERATE)
+
+endmacro(CUDA_INCLUDE_NVCC_DEPENDENCIES)
+
+###############################################################################
+###############################################################################
+# Setup variables' defaults
+###############################################################################
+###############################################################################
+
+# Allow the user to specify if the device code is supposed to be 32 or 64 bit.
+if(CMAKE_SIZEOF_VOID_P EQUAL 8)
+  set(CUDA_64_BIT_DEVICE_CODE_DEFAULT ON)
+else()
+  set(CUDA_64_BIT_DEVICE_CODE_DEFAULT OFF)
+endif()
+option(CUDA_64_BIT_DEVICE_CODE "Compile device code in 64 bit mode" ${CUDA_64_BIT_DEVICE_CODE_DEFAULT})
+
+# Attach the build rule to the source file in VS.  This option
+option(CUDA_ATTACH_VS_BUILD_RULE_TO_CUDA_FILE "Attach the build rule to the CUDA source file.  Enable only when the CUDA source file is added to at most one target." ON)
+
+# Prints out extra information about the cuda file during compilation
+option(CUDA_BUILD_CUBIN "Generate and parse .cubin files in Device mode." OFF)
+
+# Set whether we are using emulation or device mode.
+option(CUDA_BUILD_EMULATION "Build in Emulation mode" OFF)
+
+# Where to put the generated output.
+set(CUDA_GENERATED_OUTPUT_DIR "" CACHE PATH "Directory to put all the output files.  If blank it will default to the CMAKE_CURRENT_BINARY_DIR")
+
+# Parse HOST_COMPILATION mode.
+option(CUDA_HOST_COMPILATION_CPP "Generated file extension" ON)
+
+# Extra user settable flags
+set(CUDA_NVCC_FLAGS "" CACHE STRING "Semi-colon delimit multiple arguments.")
+
+# Propagate the host flags to the host compiler via -Xcompiler
+option(CUDA_PROPAGATE_HOST_FLAGS "Propage C/CXX_FLAGS and friends to the host compiler via -Xcompile" ON)
+
+# Specifies whether the commands used when compiling the .cu file will be printed out.
+option(CUDA_VERBOSE_BUILD "Print out the commands run while compiling the CUDA source file.  With the Makefile generator this defaults to VERBOSE variable specified on the command line, but can be forced on with this option." OFF)
+
+mark_as_advanced(
+  CUDA_64_BIT_DEVICE_CODE
+  CUDA_ATTACH_VS_BUILD_RULE_TO_CUDA_FILE
+  CUDA_GENERATED_OUTPUT_DIR
+  CUDA_HOST_COMPILATION_CPP
+  CUDA_NVCC_FLAGS
+  CUDA_PROPAGATE_HOST_FLAGS
+  )
+
+# Makefile and similar generators don't define CMAKE_CONFIGURATION_TYPES, so we
+# need to add another entry for the CMAKE_BUILD_TYPE.  We also need to add the
+# standerd set of 4 build types (Debug, MinSizeRel, Release, and RelWithDebInfo)
+# for completeness.  We need run this loop in order to accomodate the addition
+# of extra configuration types.  Duplicate entries will be removed by
+# REMOVE_DUPLICATES.
+set(CUDA_configuration_types ${CMAKE_CONFIGURATION_TYPES} ${CMAKE_BUILD_TYPE} Debug MinSizeRel Release RelWithDebInfo)
+list(REMOVE_DUPLICATES CUDA_configuration_types)
+foreach(config ${CUDA_configuration_types})
+    string(TOUPPER ${config} config_upper)
+    set(CUDA_NVCC_FLAGS_${config_upper} "" CACHE STRING "Semi-colon delimit multiple arguments.")
+    mark_as_advanced(CUDA_NVCC_FLAGS_${config_upper})
+endforeach()
+
+###############################################################################
+###############################################################################
+# Locate CUDA, Set Build Type, etc.
+###############################################################################
+###############################################################################
+
+# Check to see if the CUDA_TOOLKIT_ROOT_DIR and CUDA_SDK_ROOT_DIR have changed,
+# if they have then clear the cache variables, so that will be detected again.
+if(NOT "${CUDA_TOOLKIT_ROOT_DIR}" STREQUAL "${CUDA_TOOLKIT_ROOT_DIR_INTERNAL}")
+  unset(CUDA_NVCC_EXECUTABLE CACHE)
+  unset(CUDA_VERSION CACHE)
+  unset(CUDA_TOOLKIT_INCLUDE CACHE)
+  unset(CUDA_CUDART_LIBRARY CACHE)
+  unset(CUDA_CUDA_LIBRARY CACHE)
+  unset(CUDA_cublas_LIBRARY CACHE)
+  unset(CUDA_cublasemu_LIBRARY CACHE)
+  unset(CUDA_cufft_LIBRARY CACHE)
+  unset(CUDA_cufftemu_LIBRARY CACHE)
+endif()
+
+if(NOT "${CUDA_SDK_ROOT_DIR}" STREQUAL "${CUDA_SDK_ROOT_DIR_INTERNAL}")
+  # No specific variables to catch.  Use this kind of code before calling
+  # find_package(CUDA) to clean up any variables that may depend on this path.
+
+  #   unset(MY_SPECIAL_CUDA_SDK_INCLUDE_DIR CACHE)
+  #   unset(MY_SPECIAL_CUDA_SDK_LIBRARY CACHE)
+endif()
+
+# Search for the cuda distribution.
+if(NOT CUDA_TOOLKIT_ROOT_DIR)
+
+  # Search in the CUDA_BIN_PATH first.
+  find_path(CUDA_TOOLKIT_ROOT_DIR
+    NAMES nvcc nvcc.exe
+    PATHS ENV CUDA_BIN_PATH
+    DOC "Toolkit location."
+    NO_DEFAULT_PATH
+    )
+  # Now search default paths
+  find_path(CUDA_TOOLKIT_ROOT_DIR
+    NAMES nvcc nvcc.exe
+    PATHS /usr/local/bin
+          /usr/local/cuda/bin
+    DOC "Toolkit location."
+    )
+
+  if (CUDA_TOOLKIT_ROOT_DIR)
+    string(REGEX REPLACE "[/\\\\]?bin[64]*[/\\\\]?$" "" CUDA_TOOLKIT_ROOT_DIR ${CUDA_TOOLKIT_ROOT_DIR})
+    # We need to force this back into the cache.
+    set(CUDA_TOOLKIT_ROOT_DIR ${CUDA_TOOLKIT_ROOT_DIR} CACHE PATH "Toolkit location." FORCE)
+  endif(CUDA_TOOLKIT_ROOT_DIR)
+  if (NOT EXISTS ${CUDA_TOOLKIT_ROOT_DIR})
+    if(CUDA_FIND_REQUIRED)
+      message(FATAL_ERROR "Specify CUDA_TOOLKIT_ROOT_DIR")
+    elseif(NOT CUDA_FIND_QUIETLY)
+      message("CUDA_TOOLKIT_ROOT_DIR not found or specified")
+    endif()
+  endif (NOT EXISTS ${CUDA_TOOLKIT_ROOT_DIR})
+endif (NOT CUDA_TOOLKIT_ROOT_DIR)
+
+# CUDA_NVCC_EXECUTABLE
+find_program(CUDA_NVCC_EXECUTABLE
+  NAMES nvcc
+  PATHS "${CUDA_TOOLKIT_ROOT_DIR}/bin"
+        "${CUDA_TOOLKIT_ROOT_DIR}/bin64"
+  ENV CUDA_BIN_PATH
+  NO_DEFAULT_PATH
+  )
+# Search default search paths, after we search our own set of paths.
+find_program(CUDA_NVCC_EXECUTABLE nvcc)
+mark_as_advanced(CUDA_NVCC_EXECUTABLE)
+
+if(CUDA_NVCC_EXECUTABLE AND NOT CUDA_VERSION)
+  # Compute the version.
+  execute_process (COMMAND ${CUDA_NVCC_EXECUTABLE} "--version" OUTPUT_VARIABLE NVCC_OUT)
+  string(REGEX REPLACE ".*release ([0-9]+)\\.([0-9]+).*" "\\1" CUDA_VERSION_MAJOR ${NVCC_OUT})
+  string(REGEX REPLACE ".*release ([0-9]+)\\.([0-9]+).*" "\\2" CUDA_VERSION_MINOR ${NVCC_OUT})
+  set(CUDA_VERSION "${CUDA_VERSION_MAJOR}.${CUDA_VERSION_MINOR}" CACHE STRING "Version of CUDA as computed from nvcc.")
+  mark_as_advanced(CUDA_VERSION)
+endif()
+
+# Always set this convenience variable
+set(CUDA_VERSION_STRING "${CUDA_VERSION}")
+
+# Here we need to determine if the version we found is acceptable.  We will
+# assume that is unless CUDA_FIND_VERSION_EXACT or CUDA_FIND_VERSION is
+# specified.  The presence of either of these options checks the version
+# string and signals if the version is acceptable or not.
+set(_cuda_version_acceptable TRUE)
+#
+if(CUDA_FIND_VERSION_EXACT AND NOT CUDA_VERSION VERSION_EQUAL CUDA_FIND_VERSION)
+  set(_cuda_version_acceptable FALSE)
+endif()
+#
+if(CUDA_FIND_VERSION       AND     CUDA_VERSION VERSION_LESS  CUDA_FIND_VERSION)
+  set(_cuda_version_acceptable FALSE)
+endif()
+#
+if(NOT _cuda_version_acceptable)
+  set(_cuda_error_message "Requested CUDA version ${CUDA_FIND_VERSION}, but found unacceptable version ${CUDA_VERSION}")
+  if(CUDA_FIND_REQUIRED)
+    message("${_cuda_error_message}")
+  elseif(NOT CUDA_FIND_QUIETLY)
+    message("${_cuda_error_message}")
+  endif()
+endif()
+
+# CUDA_TOOLKIT_INCLUDE
+find_path(CUDA_TOOLKIT_INCLUDE
+  device_functions.h # Header included in toolkit
+  PATHS "${CUDA_TOOLKIT_ROOT_DIR}/include"
+  ENV CUDA_INC_PATH
+  NO_DEFAULT_PATH
+  )
+# Search default search paths, after we search our own set of paths.
+find_path(CUDA_TOOLKIT_INCLUDE device_functions.h)
+mark_as_advanced(CUDA_TOOLKIT_INCLUDE)
+
+# Set the user list of include dir to nothing to initialize it.
+set (CUDA_NVCC_INCLUDE_ARGS_USER "")
+set (CUDA_INCLUDE_DIRS ${CUDA_TOOLKIT_INCLUDE})
+
+macro(FIND_LIBRARY_LOCAL_FIRST _var _names _doc)
+  if(CMAKE_SIZEOF_VOID_P EQUAL 8)
+    set(_cuda_64bit_lib_dir "${CUDA_TOOLKIT_ROOT_DIR}/lib64")
+  endif()
+  find_library(${_var}
+    NAMES ${_names}
+    PATHS ${_cuda_64bit_lib_dir}
+          "${CUDA_TOOLKIT_ROOT_DIR}/lib"
+    ENV CUDA_LIB_PATH
+    DOC ${_doc}
+    NO_DEFAULT_PATH
+    )
+  # Search default search paths, after we search our own set of paths.
+  find_library(${_var} NAMES ${_names} DOC ${_doc})
+endmacro()
+
+# CUDA_LIBRARIES
+find_library_local_first(CUDA_CUDART_LIBRARY cudart "\"cudart\" library")
+set(CUDA_LIBRARIES ${CUDA_CUDART_LIBRARY})
+if(APPLE)
+  # We need to add the path to cudart to the linker using rpath, since the
+  # library name for the cuda libraries is prepended with @rpath.
+  get_filename_component(_cuda_path_to_cudart "${CUDA_CUDART_LIBRARY}" PATH)
+  if(_cuda_path_to_cudart)
+    list(APPEND CUDA_LIBRARIES -Wl,-rpath "-Wl,${_cuda_path_to_cudart}")
+  endif()
+endif()
+
+# 1.1 toolkit on linux doesn't appear to have a separate library on
+# some platforms.
+find_library_local_first(CUDA_CUDA_LIBRARY cuda "\"cuda\" library (older versions only).")
+
+# Add cuda library to the link line only if it is found.
+if (CUDA_CUDA_LIBRARY)
+  set(CUDA_LIBRARIES ${CUDA_LIBRARIES} ${CUDA_CUDA_LIBRARY})
+endif(CUDA_CUDA_LIBRARY)
+
+mark_as_advanced(
+  CUDA_CUDA_LIBRARY
+  CUDA_CUDART_LIBRARY
+  )
+
+#######################
+# Look for some of the toolkit helper libraries
+macro(FIND_CUDA_HELPER_LIBS _name)
+  find_library_local_first(CUDA_${_name}_LIBRARY ${_name} "\"${_name}\" library")
+  mark_as_advanced(CUDA_${_name}_LIBRARY)
+endmacro(FIND_CUDA_HELPER_LIBS)
+
+# Search for cufft and cublas libraries.
+find_cuda_helper_libs(cufftemu)
+find_cuda_helper_libs(cublasemu)
+find_cuda_helper_libs(cufft)
+find_cuda_helper_libs(cublas)
+
+if (CUDA_BUILD_EMULATION)
+  set(CUDA_CUFFT_LIBRARIES ${CUDA_cufftemu_LIBRARY})
+  set(CUDA_CUBLAS_LIBRARIES ${CUDA_cublasemu_LIBRARY})
+else()
+  set(CUDA_CUFFT_LIBRARIES ${CUDA_cufft_LIBRARY})
+  set(CUDA_CUBLAS_LIBRARIES ${CUDA_cublas_LIBRARY})
+endif()
+
+########################
+# Look for the SDK stuff
+find_path(CUDA_SDK_ROOT_DIR common/inc/cutil.h
+  "$ENV{NVSDKCUDA_ROOT}"
+  "[HKEY_LOCAL_MACHINE\\SOFTWARE\\NVIDIA Corporation\\Installed Products\\NVIDIA SDK 10\\Compute;InstallDir]"
+  "/Developer/GPU\ Computing/C"
+  )
+
+# Keep the CUDA_SDK_ROOT_DIR first in order to be able to override the
+# environment variables.
+set(CUDA_SDK_SEARCH_PATH
+  "${CUDA_SDK_ROOT_DIR}"
+  "${CUDA_TOOLKIT_ROOT_DIR}/local/NVSDK0.2"
+  "${CUDA_TOOLKIT_ROOT_DIR}/NVSDK0.2"
+  "${CUDA_TOOLKIT_ROOT_DIR}/NV_CUDA_SDK"
+  "$ENV{HOME}/NVIDIA_CUDA_SDK"
+  "$ENV{HOME}/NVIDIA_CUDA_SDK_MACOSX"
+  "/Developer/CUDA"
+  )
+
+# Example of how to find an include file from the CUDA_SDK_ROOT_DIR
+
+# find_path(CUDA_CUT_INCLUDE_DIR
+#   cutil.h
+#   PATHS ${CUDA_SDK_SEARCH_PATH}
+#   PATH_SUFFIXES "common/inc"
+#   DOC "Location of cutil.h"
+#   NO_DEFAULT_PATH
+#   )
+# # Now search system paths
+# find_path(CUDA_CUT_INCLUDE_DIR cutil.h DOC "Location of cutil.h")
+
+# mark_as_advanced(CUDA_CUT_INCLUDE_DIR)
+
+
+# Example of how to find a library in the CUDA_SDK_ROOT_DIR
+
+# # cutil library is called cutil64 for 64 bit builds on windows.  We don't want
+# # to get these confused, so we are setting the name based on the word size of
+# # the build.
+
+# if(CMAKE_SIZEOF_VOID_P EQUAL 8)
+#   set(cuda_cutil_name cutil64)
+# else(CMAKE_SIZEOF_VOID_P EQUAL 8)
+#   set(cuda_cutil_name cutil32)
+# endif(CMAKE_SIZEOF_VOID_P EQUAL 8)
+
+# find_library(CUDA_CUT_LIBRARY
+#   NAMES cutil ${cuda_cutil_name}
+#   PATHS ${CUDA_SDK_SEARCH_PATH}
+#   # The new version of the sdk shows up in common/lib, but the old one is in lib
+#   PATH_SUFFIXES "common/lib" "lib"
+#   DOC "Location of cutil library"
+#   NO_DEFAULT_PATH
+#   )
+# # Now search system paths
+# find_library(CUDA_CUT_LIBRARY NAMES cutil ${cuda_cutil_name} DOC "Location of cutil library")
+# mark_as_advanced(CUDA_CUT_LIBRARY)
+# set(CUDA_CUT_LIBRARIES ${CUDA_CUT_LIBRARY})
+
+
+
+#############################
+# Check for required components
+set(CUDA_FOUND TRUE)
+
+set(CUDA_TOOLKIT_ROOT_DIR_INTERNAL "${CUDA_TOOLKIT_ROOT_DIR}" CACHE INTERNAL
+  "This is the value of the last time CUDA_TOOLKIT_ROOT_DIR was set successfully." FORCE)
+set(CUDA_SDK_ROOT_DIR_INTERNAL "${CUDA_SDK_ROOT_DIR}" CACHE INTERNAL
+  "This is the value of the last time CUDA_SDK_ROOT_DIR was set successfully." FORCE)
+
+include(FindPackageHandleStandardArgs)
+find_package_handle_standard_args(CUDA DEFAULT_MSG
+  CUDA_TOOLKIT_ROOT_DIR
+  CUDA_NVCC_EXECUTABLE
+  CUDA_INCLUDE_DIRS
+  CUDA_CUDART_LIBRARY
+  _cuda_version_acceptable
+  )
+
+
+
+###############################################################################
+###############################################################################
+# Macros
+###############################################################################
+###############################################################################
+
+###############################################################################
+# Add include directories to pass to the nvcc command.
+macro(CUDA_INCLUDE_DIRECTORIES)
+  foreach(dir ${ARGN})
+    list(APPEND CUDA_NVCC_INCLUDE_ARGS_USER "-I${dir}")
+  endforeach(dir ${ARGN})
+endmacro(CUDA_INCLUDE_DIRECTORIES)
+
+
+##############################################################################
+cuda_find_helper_file(parse_cubin cmake)
+cuda_find_helper_file(make2cmake cmake)
+cuda_find_helper_file(run_nvcc cmake)
+
+##############################################################################
+# Separate the OPTIONS out from the sources
+#
+macro(CUDA_GET_SOURCES_AND_OPTIONS _sources _cmake_options _options)
+  set( ${_sources} )
+  set( ${_cmake_options} )
+  set( ${_options} )
+  set( _found_options FALSE )
+  foreach(arg ${ARGN})
+    if(arg STREQUAL "OPTIONS")
+      set( _found_options TRUE )
+    elseif(
+        arg STREQUAL "WIN32" OR
+        arg STREQUAL "MACOSX_BUNDLE" OR
+        arg STREQUAL "EXCLUDE_FROM_ALL" OR
+        arg STREQUAL "STATIC" OR
+        arg STREQUAL "SHARED" OR
+        arg STREQUAL "MODULE"
+        )
+      list(APPEND ${_cmake_options} "${arg}")
+    else()
+      if ( _found_options )
+        list(APPEND ${_options} "${arg}")
+      else()
+        # Assume this is a file
+        list(APPEND ${_sources} "${arg}")
+      endif()
+    endif()
+  endforeach()
+endmacro()
+
+##############################################################################
+# Parse the OPTIONS from ARGN and set the variables prefixed by _option_prefix
+#
+macro(CUDA_PARSE_NVCC_OPTIONS _option_prefix)
+  set( _found_config )
+  foreach(arg ${ARGN})
+    # Determine if we are dealing with a perconfiguration flag
+    foreach(config ${CUDA_configuration_types})
+      string(TOUPPER ${config} config_upper)
+      if (arg STREQUAL "${config_upper}")
+        set( _found_config _${arg})
+        # Set arg to nothing to keep it from being processed further
+        set( arg )
+      endif()
+    endforeach()
+
+    if ( arg )
+      list(APPEND ${_option_prefix}${_found_config} "${arg}")
+    endif()
+  endforeach()
+endmacro()
+
+##############################################################################
+# Helper to add the include directory for CUDA only once
+function(CUDA_ADD_CUDA_INCLUDE_ONCE)
+  get_directory_property(_include_directories INCLUDE_DIRECTORIES)
+  set(_add TRUE)
+  if(_include_directories)
+    foreach(dir ${_include_directories})
+      if("${dir}" STREQUAL "${CUDA_INCLUDE_DIRS}")
+        set(_add FALSE)
+      endif()
+    endforeach()
+  endif()
+  if(_add)
+    include_directories(${CUDA_INCLUDE_DIRS})
+  endif()
+endfunction()
+
+function(CUDA_BUILD_SHARED_LIBRARY shared_flag)
+  set(cmake_args ${ARGN})
+  # If SHARED, MODULE, or STATIC aren't already in the list of arguments, then
+  # add SHARED or STATIC based on the value of BUILD_SHARED_LIBS.
+  list(FIND cmake_args SHARED _cuda_found_SHARED)
+  list(FIND cmake_args MODULE _cuda_found_MODULE)
+  list(FIND cmake_args STATIC _cuda_found_STATIC)
+  if( _cuda_found_SHARED GREATER -1 OR
+      _cuda_found_MODULE GREATER -1 OR
+      _cuda_found_STATIC GREATER -1)
+    set(_cuda_build_shared_libs)
+  else()
+    if (BUILD_SHARED_LIBS)
+      set(_cuda_build_shared_libs SHARED)
+    else()
+      set(_cuda_build_shared_libs STATIC)
+    endif()
+  endif()
+  set(${shared_flag} ${_cuda_build_shared_libs} PARENT_SCOPE)
+endfunction()
+
+##############################################################################
+# This helper macro populates the following variables and setups up custom
+# commands and targets to invoke the nvcc compiler to generate C or PTX source
+# dependant upon the format parameter.  The compiler is invoked once with -M
+# to generate a dependency file and a second time with -cuda or -ptx to generate
+# a .cpp or .ptx file.
+# INPUT:
+#   cuda_target         - Target name
+#   format              - PTX or OBJ
+#   FILE1 .. FILEN      - The remaining arguments are the sources to be wrapped.
+#   OPTIONS             - Extra options to NVCC
+# OUTPUT:
+#   generated_files     - List of generated files
+##############################################################################
+##############################################################################
+
+macro(CUDA_WRAP_SRCS cuda_target format generated_files)
+
+  if( ${format} MATCHES "PTX" )
+    set( compile_to_ptx ON )
+  elseif( ${format} MATCHES "OBJ")
+    set( compile_to_ptx OFF )
+  else()
+    message( FATAL_ERROR "Invalid format flag passed to CUDA_WRAP_SRCS: '${format}'.  Use OBJ or PTX.")
+  endif()
+
+  # Set up all the command line flags here, so that they can be overriden on a per target basis.
+
+  set(nvcc_flags "")
+
+  # Emulation if the card isn't present.
+  if (CUDA_BUILD_EMULATION)
+    # Emulation.
+    set(nvcc_flags ${nvcc_flags} --device-emulation -D_DEVICEEMU -g)
+  else(CUDA_BUILD_EMULATION)
+    # Device mode.  No flags necessary.
+  endif(CUDA_BUILD_EMULATION)
+
+  if(CUDA_HOST_COMPILATION_CPP)
+    set(CUDA_C_OR_CXX CXX)
+  else(CUDA_HOST_COMPILATION_CPP)
+    if(CUDA_VERSION VERSION_LESS "3.0")
+      set(nvcc_flags ${nvcc_flags} --host-compilation C)
+    else()
+      message(WARNING "--host-compilation flag is deprecated in CUDA version >= 3.0.  Removing --host-compilation C flag" )
+    endif()
+    set(CUDA_C_OR_CXX C)
+  endif(CUDA_HOST_COMPILATION_CPP)
+
+  set(generated_extension ${CMAKE_${CUDA_C_OR_CXX}_OUTPUT_EXTENSION})
+
+  if(CUDA_64_BIT_DEVICE_CODE)
+    set(nvcc_flags ${nvcc_flags} -m64)
+  else()
+    set(nvcc_flags ${nvcc_flags} -m32)
+  endif()
+
+  # This needs to be passed in at this stage, because VS needs to fill out the
+  # value of VCInstallDir from within VS.
+  if(CMAKE_GENERATOR MATCHES "Visual Studio")
+    if( CMAKE_SIZEOF_VOID_P EQUAL 8 )
+      # Add nvcc flag for 64b Windows
+      set(ccbin_flags -D "\"CCBIN:PATH=$(VCInstallDir)bin\"" )
+    endif()
+  endif()
+
+  # Figure out which configure we will use and pass that in as an argument to
+  # the script.  We need to defer the decision until compilation time, because
+  # for VS projects we won't know if we are making a debug or release build
+  # until build time.
+  if(CMAKE_GENERATOR MATCHES "Visual Studio")
+    set( CUDA_build_configuration "$(ConfigurationName)" )
+  else()
+    set( CUDA_build_configuration "${CMAKE_BUILD_TYPE}")
+  endif()
+
+  # Initialize our list of includes with the user ones followed by the CUDA system ones.
+  set(CUDA_NVCC_INCLUDE_ARGS ${CUDA_NVCC_INCLUDE_ARGS_USER} "-I${CUDA_INCLUDE_DIRS}")
+  # Get the include directories for this directory and use them for our nvcc command.
+  get_directory_property(CUDA_NVCC_INCLUDE_DIRECTORIES INCLUDE_DIRECTORIES)
+  if(CUDA_NVCC_INCLUDE_DIRECTORIES)
+    foreach(dir ${CUDA_NVCC_INCLUDE_DIRECTORIES})
+      list(APPEND CUDA_NVCC_INCLUDE_ARGS "-I${dir}")
+    endforeach()
+  endif()
+
+  # Reset these variables
+  set(CUDA_WRAP_OPTION_NVCC_FLAGS)
+  foreach(config ${CUDA_configuration_types})
+    string(TOUPPER ${config} config_upper)
+    set(CUDA_WRAP_OPTION_NVCC_FLAGS_${config_upper})
+  endforeach()
+
+  CUDA_GET_SOURCES_AND_OPTIONS(_cuda_wrap_sources _cuda_wrap_cmake_options _cuda_wrap_options ${ARGN})
+  CUDA_PARSE_NVCC_OPTIONS(CUDA_WRAP_OPTION_NVCC_FLAGS ${_cuda_wrap_options})
+
+  # Figure out if we are building a shared library.  BUILD_SHARED_LIBS is
+  # respected in CUDA_ADD_LIBRARY.
+  set(_cuda_build_shared_libs FALSE)
+  # SHARED, MODULE
+  list(FIND _cuda_wrap_cmake_options SHARED _cuda_found_SHARED)
+  list(FIND _cuda_wrap_cmake_options MODULE _cuda_found_MODULE)
+  if(_cuda_found_SHARED GREATER -1 OR _cuda_found_MODULE GREATER -1)
+    set(_cuda_build_shared_libs TRUE)
+  endif()
+  # STATIC
+  list(FIND _cuda_wrap_cmake_options STATIC _cuda_found_STATIC)
+  if(_cuda_found_STATIC GREATER -1)
+    set(_cuda_build_shared_libs FALSE)
+  endif()
+
+  # CUDA_HOST_FLAGS
+  if(_cuda_build_shared_libs)
+    # If we are setting up code for a shared library, then we need to add extra flags for
+    # compiling objects for shared libraries.
+    set(CUDA_HOST_SHARED_FLAGS ${CMAKE_SHARED_LIBRARY_${CUDA_C_OR_CXX}_FLAGS})
+  else()
+    set(CUDA_HOST_SHARED_FLAGS)
+  endif()
+  # Only add the CMAKE_{C,CXX}_FLAGS if we are propagating host flags.  We
+  # always need to set the SHARED_FLAGS, though.
+  if(CUDA_PROPAGATE_HOST_FLAGS)
+    set(CUDA_HOST_FLAGS "set(CMAKE_HOST_FLAGS ${CMAKE_${CUDA_C_OR_CXX}_FLAGS} ${CUDA_HOST_SHARED_FLAGS})")
+  else()
+    set(CUDA_HOST_FLAGS "set(CMAKE_HOST_FLAGS ${CUDA_HOST_SHARED_FLAGS})")
+  endif()
+
+  set(CUDA_NVCC_FLAGS_CONFIG "# Build specific configuration flags")
+  # Loop over all the configuration types to generate appropriate flags for run_nvcc.cmake
+  foreach(config ${CUDA_configuration_types})
+    string(TOUPPER ${config} config_upper)
+    # CMAKE_FLAGS are strings and not lists.  By not putting quotes around CMAKE_FLAGS
+    # we convert the strings to lists (like we want).
+
+    if(CUDA_PROPAGATE_HOST_FLAGS)
+      # nvcc chokes on -g3, so replace it with -g
+      if(CMAKE_COMPILER_IS_GNUCC)
+        string(REPLACE "-g3" "-g" _cuda_C_FLAGS "${CMAKE_${CUDA_C_OR_CXX}_FLAGS_${config_upper}}")
+      else()
+        set(_cuda_C_FLAGS "${CMAKE_${CUDA_C_OR_CXX}_FLAGS_${config_upper}}")
+      endif()
+
+      set(CUDA_HOST_FLAGS "${CUDA_HOST_FLAGS}\nset(CMAKE_HOST_FLAGS_${config_upper} ${_cuda_C_FLAGS})")
+    endif()
+
+    # Note that if we ever want CUDA_NVCC_FLAGS_<CONFIG> to be string (instead of a list
+    # like it is currently), we can remove the quotes around the
+    # ${CUDA_NVCC_FLAGS_${config_upper}} variable like the CMAKE_HOST_FLAGS_<CONFIG> variable.
+    set(CUDA_NVCC_FLAGS_CONFIG "${CUDA_NVCC_FLAGS_CONFIG}\nset(CUDA_NVCC_FLAGS_${config_upper} \"${CUDA_NVCC_FLAGS_${config_upper}};;${CUDA_WRAP_OPTION_NVCC_FLAGS_${config_upper}}\")")
+  endforeach()
+
+  if(compile_to_ptx)
+    # Don't use any of the host compilation flags for PTX targets.
+    set(CUDA_HOST_FLAGS)
+    set(CUDA_NVCC_FLAGS_CONFIG)
+  endif()
+
+  # Get the list of definitions from the directory property
+  get_directory_property(CUDA_NVCC_DEFINITIONS COMPILE_DEFINITIONS)
+  if(CUDA_NVCC_DEFINITIONS)
+    foreach(_definition ${CUDA_NVCC_DEFINITIONS})
+      list(APPEND nvcc_flags "-D${_definition}")
+    endforeach()
+  endif()
+
+  if(_cuda_build_shared_libs)
+    list(APPEND nvcc_flags "-D${cuda_target}_EXPORTS")
+  endif()
+
+  # Determine output directory
+  if(CUDA_GENERATED_OUTPUT_DIR)
+    set(cuda_compile_output_dir "${CUDA_GENERATED_OUTPUT_DIR}")
+  else()
+    set(cuda_compile_output_dir "${CMAKE_CURRENT_BINARY_DIR}")
+  endif()
+
+  # Reset the output variable
+  set(_cuda_wrap_generated_files "")
+
+  # Iterate over the macro arguments and create custom
+  # commands for all the .cu files.
+  foreach(file ${ARGN})
+    # Ignore any file marked as a HEADER_FILE_ONLY
+    get_source_file_property(_is_header ${file} HEADER_FILE_ONLY)
+    if(${file} MATCHES ".*\\.cu$" AND NOT _is_header)
+
+      # Add a custom target to generate a c or ptx file. ######################
+
+      get_filename_component( basename ${file} NAME )
+      if( compile_to_ptx )
+        set(generated_file_path "${cuda_compile_output_dir}")
+        set(generated_file_basename "${cuda_target}_generated_${basename}.ptx")
+        set(format_flag "-ptx")
+        file(MAKE_DIRECTORY "${cuda_compile_output_dir}")
+      else( compile_to_ptx )
+        set(generated_file_path "${cuda_compile_output_dir}/${CMAKE_CFG_INTDIR}")
+        set(generated_file_basename "${cuda_target}_generated_${basename}${generated_extension}")
+        set(format_flag "-c")
+      endif( compile_to_ptx )
+
+      # Set all of our file names.  Make sure that whatever filenames that have
+      # generated_file_path in them get passed in through as a command line
+      # argument, so that the ${CMAKE_CFG_INTDIR} gets expanded at run time
+      # instead of configure time.
+      set(generated_file "${generated_file_path}/${generated_file_basename}")
+      set(cmake_dependency_file "${CMAKE_CURRENT_BINARY_DIR}/CMakeFiles/${generated_file_basename}.depend")
+      set(NVCC_generated_dependency_file "${CMAKE_CURRENT_BINARY_DIR}/CMakeFiles/${generated_file_basename}.NVCC-depend")
+      set(generated_cubin_file "${generated_file_path}/${generated_file_basename}.cubin.txt")
+      set(custom_target_script "${CMAKE_CURRENT_BINARY_DIR}/CMakeFiles/${generated_file_basename}.cmake")
+
+      # Setup properties for obj files:
+      if( NOT compile_to_ptx )
+        set_source_files_properties("${generated_file}"
+          PROPERTIES
+          EXTERNAL_OBJECT true # This is an object file not to be compiled, but only be linked.
+          )
+      endif()
+
+      # Don't add CMAKE_CURRENT_SOURCE_DIR if the path is already an absolute path.
+      get_filename_component(file_path "${file}" PATH)
+      if(IS_ABSOLUTE "${file_path}")
+        set(source_file "${file}")
+      else()
+        set(source_file "${CMAKE_CURRENT_SOURCE_DIR}/${file}")
+      endif()
+
+      # Bring in the dependencies.  Creates a variable CUDA_NVCC_DEPEND #######
+      cuda_include_nvcc_dependencies(${cmake_dependency_file})
+
+      # Convience string for output ###########################################
+      if(CUDA_BUILD_EMULATION)
+        set(cuda_build_type "Emulation")
+      else(CUDA_BUILD_EMULATION)
+        set(cuda_build_type "Device")
+      endif(CUDA_BUILD_EMULATION)
+
+      # Build the NVCC made dependency file ###################################
+      set(build_cubin OFF)
+      if ( NOT CUDA_BUILD_EMULATION AND CUDA_BUILD_CUBIN )
+         if ( NOT compile_to_ptx )
+           set ( build_cubin ON )
+         endif( NOT compile_to_ptx )
+      endif( NOT CUDA_BUILD_EMULATION AND CUDA_BUILD_CUBIN )
+
+      # Configure the build script
+      configure_file("${CUDA_run_nvcc}" "${custom_target_script}" @ONLY)
+
+      # So if a user specifies the same cuda file as input more than once, you
+      # can have bad things happen with dependencies.  Here we check an option
+      # to see if this is the behavior they want.
+      if(CUDA_ATTACH_VS_BUILD_RULE_TO_CUDA_FILE)
+        set(main_dep MAIN_DEPENDENCY ${source_file})
+      else()
+        set(main_dep DEPENDS ${source_file})
+      endif()
+
+      if(CUDA_VERBOSE_BUILD)
+        set(verbose_output ON)
+      elseif(CMAKE_GENERATOR MATCHES "Makefiles")
+        set(verbose_output "$(VERBOSE)")
+      else()
+        set(verbose_output OFF)
+      endif()
+
+      # Create up the comment string
+      file(RELATIVE_PATH generated_file_relative_path "${CMAKE_BINARY_DIR}" "${generated_file}")
+      if(compile_to_ptx)
+        set(cuda_build_comment_string "Building NVCC ptx file ${generated_file_relative_path}")
+      else()
+        set(cuda_build_comment_string "Building NVCC (${cuda_build_type}) object ${generated_file_relative_path}")
+      endif()
+
+      # Build the generated file and dependency file ##########################
+      add_custom_command(
+        OUTPUT ${generated_file}
+        # These output files depend on the source_file and the contents of cmake_dependency_file
+        ${main_dep}
+        DEPENDS ${CUDA_NVCC_DEPEND}
+        DEPENDS ${custom_target_script}
+        # Make sure the output directory exists before trying to write to it.
+        COMMAND ${CMAKE_COMMAND} -E make_directory "${generated_file_path}"
+        COMMAND ${CMAKE_COMMAND} ARGS
+          -D verbose:BOOL=${verbose_output}
+          ${ccbin_flags}
+          -D build_configuration:STRING=${CUDA_build_configuration}
+          -D "generated_file:STRING=${generated_file}"
+          -D "generated_cubin_file:STRING=${generated_cubin_file}"
+          -P "${custom_target_script}"
+        COMMENT "${cuda_build_comment_string}"
+        )
+
+      # Make sure the build system knows the file is generated.
+      set_source_files_properties(${generated_file} PROPERTIES GENERATED TRUE)
+
+      # Don't add the object file to the list of generated files if we are using
+      # visual studio and we are attaching the build rule to the cuda file.  VS
+      # will add our object file to the linker automatically for us.
+      set(cuda_add_generated_file TRUE)
+
+      if(NOT compile_to_ptx AND CMAKE_GENERATOR MATCHES "Visual Studio" AND CUDA_ATTACH_VS_BUILD_RULE_TO_CUDA_FILE)
+        # Visual Studio 8 crashes when you close the solution when you don't add the object file.
+        if(NOT CMAKE_GENERATOR MATCHES "Visual Studio 8")
+          #message("Not adding ${generated_file}")
+          set(cuda_add_generated_file FALSE)
+        endif()
+      endif()
+
+      if(cuda_add_generated_file)
+        list(APPEND _cuda_wrap_generated_files ${generated_file})
+      endif()
+
+      # Add the other files that we want cmake to clean on a cleanup ##########
+      list(APPEND CUDA_ADDITIONAL_CLEAN_FILES "${cmake_dependency_file}")
+      list(REMOVE_DUPLICATES CUDA_ADDITIONAL_CLEAN_FILES)
+      set(CUDA_ADDITIONAL_CLEAN_FILES ${CUDA_ADDITIONAL_CLEAN_FILES} CACHE INTERNAL "List of intermediate files that are part of the cuda dependency scanning.")
+
+    endif(${file} MATCHES ".*\\.cu$" AND NOT _is_header)
+  endforeach(file)
+
+  # Set the return parameter
+  set(${generated_files} ${_cuda_wrap_generated_files})
+endmacro(CUDA_WRAP_SRCS)
+
+
+###############################################################################
+###############################################################################
+# ADD LIBRARY
+###############################################################################
+###############################################################################
+macro(CUDA_ADD_LIBRARY cuda_target)
+
+  CUDA_ADD_CUDA_INCLUDE_ONCE()
+
+  # Separate the sources from the options
+  CUDA_GET_SOURCES_AND_OPTIONS(_sources _cmake_options _options ${ARGN})
+  CUDA_BUILD_SHARED_LIBRARY(_cuda_shared_flag ${ARGN})
+  # Create custom commands and targets for each file.
+  CUDA_WRAP_SRCS( ${cuda_target} OBJ _generated_files ${_sources}
+    ${_cmake_options} ${_cuda_shared_flag}
+    OPTIONS ${_options} )
+
+  # Add the library.
+  add_library(${cuda_target} ${_cmake_options}
+    ${_generated_files}
+    ${_sources}
+    )
+
+  target_link_libraries(${cuda_target}
+    ${CUDA_LIBRARIES}
+    )
+
+  # We need to set the linker language based on what the expected generated file
+  # would be. CUDA_C_OR_CXX is computed based on CUDA_HOST_COMPILATION_CPP.
+  set_target_properties(${cuda_target}
+    PROPERTIES
+    LINKER_LANGUAGE ${CUDA_C_OR_CXX}
+    )
+
+endmacro(CUDA_ADD_LIBRARY cuda_target)
+
+
+###############################################################################
+###############################################################################
+# ADD EXECUTABLE
+###############################################################################
+###############################################################################
+macro(CUDA_ADD_EXECUTABLE cuda_target)
+
+  CUDA_ADD_CUDA_INCLUDE_ONCE()
+
+  # Separate the sources from the options
+  CUDA_GET_SOURCES_AND_OPTIONS(_sources _cmake_options _options ${ARGN})
+  # Create custom commands and targets for each file.
+  CUDA_WRAP_SRCS( ${cuda_target} OBJ _generated_files ${_sources} OPTIONS ${_options} )
+
+  # Add the library.
+  add_executable(${cuda_target} ${_cmake_options}
+    ${_generated_files}
+    ${_sources}
+    )
+
+  target_link_libraries(${cuda_target}
+    ${CUDA_LIBRARIES}
+    )
+
+  # We need to set the linker language based on what the expected generated file
+  # would be. CUDA_C_OR_CXX is computed based on CUDA_HOST_COMPILATION_CPP.
+  set_target_properties(${cuda_target}
+    PROPERTIES
+    LINKER_LANGUAGE ${CUDA_C_OR_CXX}
+    )
+
+endmacro(CUDA_ADD_EXECUTABLE cuda_target)
+
+
+###############################################################################
+###############################################################################
+# CUDA COMPILE
+###############################################################################
+###############################################################################
+macro(CUDA_COMPILE generated_files)
+
+  # Separate the sources from the options
+  CUDA_GET_SOURCES_AND_OPTIONS(_sources _cmake_options _options ${ARGN})
+  # Create custom commands and targets for each file.
+  CUDA_WRAP_SRCS( cuda_compile OBJ _generated_files ${_sources} ${_cmake_options}
+    OPTIONS ${_options} )
+
+  set( ${generated_files} ${_generated_files})
+
+endmacro(CUDA_COMPILE)
+
+
+###############################################################################
+###############################################################################
+# CUDA COMPILE PTX
+###############################################################################
+###############################################################################
+macro(CUDA_COMPILE_PTX generated_files)
+
+  # Separate the sources from the options
+  CUDA_GET_SOURCES_AND_OPTIONS(_sources _cmake_options _options ${ARGN})
+  # Create custom commands and targets for each file.
+  CUDA_WRAP_SRCS( cuda_compile_ptx PTX _generated_files ${_sources} ${_cmake_options}
+    OPTIONS ${_options} )
+
+  set( ${generated_files} ${_generated_files})
+
+endmacro(CUDA_COMPILE_PTX)
+
+###############################################################################
+###############################################################################
+# CUDA ADD CUFFT TO TARGET
+###############################################################################
+###############################################################################
+macro(CUDA_ADD_CUFFT_TO_TARGET target)
+  if (CUDA_BUILD_EMULATION)
+    target_link_libraries(${target} ${CUDA_cufftemu_LIBRARY})
+  else()
+    target_link_libraries(${target} ${CUDA_cufft_LIBRARY})
+  endif()
+endmacro()
+
+###############################################################################
+###############################################################################
+# CUDA ADD CUBLAS TO TARGET
+###############################################################################
+###############################################################################
+macro(CUDA_ADD_CUBLAS_TO_TARGET target)
+  if (CUDA_BUILD_EMULATION)
+    target_link_libraries(${target} ${CUDA_cublasemu_LIBRARY})
+  else()
+    target_link_libraries(${target} ${CUDA_cublas_LIBRARY})
+  endif()
+endmacro()
+
+###############################################################################
+###############################################################################
+# CUDA BUILD CLEAN TARGET
+###############################################################################
+###############################################################################
+macro(CUDA_BUILD_CLEAN_TARGET)
+  # Call this after you add all your CUDA targets, and you will get a convience
+  # target.  You should also make clean after running this target to get the
+  # build system to generate all the code again.
+
+  set(cuda_clean_target_name clean_cuda_depends)
+  if (CMAKE_GENERATOR MATCHES "Visual Studio")
+    string(TOUPPER ${cuda_clean_target_name} cuda_clean_target_name)
+  endif()
+  add_custom_target(${cuda_clean_target_name}
+    COMMAND ${CMAKE_COMMAND} -E remove ${CUDA_ADDITIONAL_CLEAN_FILES})
+
+  # Clear out the variable, so the next time we configure it will be empty.
+  # This is useful so that the files won't persist in the list after targets
+  # have been removed.
+  set(CUDA_ADDITIONAL_CLEAN_FILES "" CACHE INTERNAL "List of intermediate files that are part of the cuda dependency scanning.")
+endmacro(CUDA_BUILD_CLEAN_TARGET)
diff --git a/tags/ParadisEO-GPU1.0-beta/CMake/cuda/FindCUDA/make2cmake.cmake b/tags/ParadisEO-GPU1.0-beta/CMake/cuda/FindCUDA/make2cmake.cmake
new file mode 100644
index 000000000..7fce167c2
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/CMake/cuda/FindCUDA/make2cmake.cmake
@@ -0,0 +1,79 @@
+#  James Bigler, NVIDIA Corp (nvidia.com - jbigler)
+#  Abe Stephens, SCI Institute -- http://www.sci.utah.edu/~abe/FindCuda.html
+#
+#  Copyright (c) 2008 - 2009 NVIDIA Corporation.  All rights reserved.
+#
+#  Copyright (c) 2007-2009
+#  Scientific Computing and Imaging Institute, University of Utah
+#
+#  This code is licensed under the MIT License.  See the FindCUDA.cmake script
+#  for the text of the license.
+
+# The MIT License
+#
+# License for the specific language governing rights and limitations under
+# Permission is hereby granted, free of charge, to any person obtaining a
+# copy of this software and associated documentation files (the "Software"),
+# to deal in the Software without restriction, including without limitation
+# the rights to use, copy, modify, merge, publish, distribute, sublicense,
+# and/or sell copies of the Software, and to permit persons to whom the
+# Software is furnished to do so, subject to the following conditions:
+#
+# The above copyright notice and this permission notice shall be included
+# in all copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
+# OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
+# THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
+# DEALINGS IN THE SOFTWARE.
+#
+
+#######################################################################
+# This converts a file written in makefile syntax into one that can be included
+# by CMake.
+
+file(READ ${input_file} depend_text)
+
+if (${depend_text} MATCHES ".+")
+
+  # message("FOUND DEPENDS")
+
+  # Remember, four backslashes is escaped to one backslash in the string.
+  string(REGEX REPLACE "\\\\ " " " depend_text ${depend_text})
+
+  # This works for the nvcc -M generated dependency files.
+  string(REGEX REPLACE "^.* : " "" depend_text ${depend_text})
+  string(REGEX REPLACE "[ \\\\]*\n" ";" depend_text ${depend_text})
+
+  set(dependency_list "")
+
+  foreach(file ${depend_text})
+
+    string(REGEX REPLACE "^ +" "" file ${file})
+
+    if(NOT IS_DIRECTORY ${file})
+      # If softlinks start to matter, we should change this to REALPATH.  For now we need
+      # to flatten paths, because nvcc can generate stuff like /bin/../include instead of
+      # just /include.
+      get_filename_component(file_absolute "${file}" ABSOLUTE)
+      list(APPEND dependency_list "${file_absolute}")
+    endif(NOT IS_DIRECTORY ${file})
+
+  endforeach(file)
+
+else()
+  # message("FOUND NO DEPENDS")
+endif()
+
+# Remove the duplicate entries and sort them.
+list(REMOVE_DUPLICATES dependency_list)
+list(SORT dependency_list)
+
+foreach(file ${dependency_list})
+  set(cuda_nvcc_depend "${cuda_nvcc_depend} \"${file}\"\n")
+endforeach()
+
+file(WRITE ${output_file} "# Generated by: make2cmake.cmake\nSET(CUDA_NVCC_DEPEND\n ${cuda_nvcc_depend})\n\n")
diff --git a/tags/ParadisEO-GPU1.0-beta/CMake/cuda/FindCUDA/parse_cubin.cmake b/tags/ParadisEO-GPU1.0-beta/CMake/cuda/FindCUDA/parse_cubin.cmake
new file mode 100644
index 000000000..2518c6852
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/CMake/cuda/FindCUDA/parse_cubin.cmake
@@ -0,0 +1,112 @@
+#  James Bigler, NVIDIA Corp (nvidia.com - jbigler)
+#  Abe Stephens, SCI Institute -- http://www.sci.utah.edu/~abe/FindCuda.html
+#
+#  Copyright (c) 2008 - 2009 NVIDIA Corporation.  All rights reserved.
+#
+#  Copyright (c) 2007-2009
+#  Scientific Computing and Imaging Institute, University of Utah
+#
+#  This code is licensed under the MIT License.  See the FindCUDA.cmake script
+#  for the text of the license.
+
+# The MIT License
+#
+# License for the specific language governing rights and limitations under
+# Permission is hereby granted, free of charge, to any person obtaining a
+# copy of this software and associated documentation files (the "Software"),
+# to deal in the Software without restriction, including without limitation
+# the rights to use, copy, modify, merge, publish, distribute, sublicense,
+# and/or sell copies of the Software, and to permit persons to whom the
+# Software is furnished to do so, subject to the following conditions:
+#
+# The above copyright notice and this permission notice shall be included
+# in all copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
+# OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
+# THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
+# DEALINGS IN THE SOFTWARE.
+#
+
+#######################################################################
+# Parses a .cubin file produced by nvcc and reports statistics about the file.
+
+
+file(READ ${input_file} file_text)
+
+if (${file_text} MATCHES ".+")
+
+  # Remember, four backslashes is escaped to one backslash in the string.
+  string(REGEX REPLACE ";" "\\\\;" file_text ${file_text})
+  string(REGEX REPLACE "\ncode" ";code" file_text ${file_text})
+
+  list(LENGTH file_text len)
+
+  foreach(line ${file_text})
+
+    # Only look at "code { }" blocks.
+    if(line MATCHES "^code")
+
+      # Break into individual lines.
+      string(REGEX REPLACE "\n" ";" line ${line})
+
+      foreach(entry ${line})
+
+        # Extract kernel names.
+        if (${entry} MATCHES "[^g]name = ([^ ]+)")
+          string(REGEX REPLACE ".* = ([^ ]+)" "\\1" entry ${entry})
+
+          # Check to see if the kernel name starts with "_"
+          set(skip FALSE)
+          # if (${entry} MATCHES "^_")
+            # Skip the rest of this block.
+            # message("Skipping ${entry}")
+            # set(skip TRUE)
+          # else (${entry} MATCHES "^_")
+            message("Kernel:    ${entry}")
+          # endif (${entry} MATCHES "^_")
+
+        endif(${entry} MATCHES "[^g]name = ([^ ]+)")
+
+        # Skip the rest of the block if necessary
+        if(NOT skip)
+
+          # Registers
+          if (${entry} MATCHES "reg([ ]+)=([ ]+)([^ ]+)")
+            string(REGEX REPLACE ".*([ ]+)=([ ]+)([^ ]+)" "\\3" entry ${entry})
+            message("Registers: ${entry}")
+          endif()
+
+          # Local memory
+          if (${entry} MATCHES "lmem([ ]+)=([ ]+)([^ ]+)")
+            string(REGEX REPLACE ".*([ ]+)=([ ]+)([^ ]+)" "\\3" entry ${entry})
+            message("Local:     ${entry}")
+          endif()
+
+          # Shared memory
+          if (${entry} MATCHES "smem([ ]+)=([ ]+)([^ ]+)")
+            string(REGEX REPLACE ".*([ ]+)=([ ]+)([^ ]+)" "\\3" entry ${entry})
+            message("Shared:    ${entry}")
+          endif()
+
+          if (${entry} MATCHES "^}")
+            message("")
+          endif()
+
+        endif(NOT skip)
+
+
+      endforeach(entry)
+
+    endif(line MATCHES "^code")
+
+  endforeach(line)
+
+else()
+  # message("FOUND NO DEPENDS")
+endif()
+
+
diff --git a/tags/ParadisEO-GPU1.0-beta/CMake/cuda/FindCUDA/run_nvcc.cmake b/tags/ParadisEO-GPU1.0-beta/CMake/cuda/FindCUDA/run_nvcc.cmake
new file mode 100644
index 000000000..7349da322
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/CMake/cuda/FindCUDA/run_nvcc.cmake
@@ -0,0 +1,280 @@
+#  James Bigler, NVIDIA Corp (nvidia.com - jbigler)
+#
+#  Copyright (c) 2008 - 2009 NVIDIA Corporation.  All rights reserved.
+#
+#  This code is licensed under the MIT License.  See the FindCUDA.cmake script
+#  for the text of the license.
+
+# The MIT License
+#
+# License for the specific language governing rights and limitations under
+# Permission is hereby granted, free of charge, to any person obtaining a
+# copy of this software and associated documentation files (the "Software"),
+# to deal in the Software without restriction, including without limitation
+# the rights to use, copy, modify, merge, publish, distribute, sublicense,
+# and/or sell copies of the Software, and to permit persons to whom the
+# Software is furnished to do so, subject to the following conditions:
+#
+# The above copyright notice and this permission notice shall be included
+# in all copies or substantial portions of the Software.
+#
+# THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS
+# OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+# FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL
+# THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+# LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING
+# FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER
+# DEALINGS IN THE SOFTWARE.
+
+
+##########################################################################
+# This file runs the nvcc commands to produce the desired output file along with
+# the dependency file needed by CMake to compute dependencies.  In addition the
+# file checks the output of each command and if the command fails it deletes the
+# output files.
+
+# Input variables
+#
+# verbose:BOOL=<>          OFF: Be as quiet as possible (default)
+#                          ON : Describe each step
+#
+# build_configuration:STRING=<> Typically one of Debug, MinSizeRel, Release, or
+#                               RelWithDebInfo, but it should match one of the
+#                               entries in CUDA_HOST_FLAGS. This is the build
+#                               configuration used when compiling the code.  If
+#                               blank or unspecified Debug is assumed as this is
+#                               what CMake does.
+#
+# generated_file:STRING=<> File to generate.  This argument must be passed in.
+#
+# generated_cubin_file:STRING=<> File to generate.  This argument must be passed
+#                                                   in if build_cubin is true.
+
+if(NOT generated_file)
+  message(FATAL_ERROR "You must specify generated_file on the command line")
+endif()
+
+# Set these up as variables to make reading the generated file easier
+set(CMAKE_COMMAND "@CMAKE_COMMAND@")
+set(source_file "@source_file@")
+set(NVCC_generated_dependency_file "@NVCC_generated_dependency_file@")
+set(cmake_dependency_file "@cmake_dependency_file@")
+set(CUDA_make2cmake "@CUDA_make2cmake@")
+set(CUDA_parse_cubin "@CUDA_parse_cubin@")
+set(build_cubin @build_cubin@)
+# We won't actually use these variables for now, but we need to set this, in
+# order to force this file to be run again if it changes.
+set(generated_file_path "@generated_file_path@")
+set(generated_file_internal "@generated_file@")
+set(generated_cubin_file_internal "@generated_cubin_file@")
+
+set(CUDA_NVCC_EXECUTABLE "@CUDA_NVCC_EXECUTABLE@")
+set(CUDA_NVCC_FLAGS "@CUDA_NVCC_FLAGS@;;@CUDA_WRAP_OPTION_NVCC_FLAGS@")
+@CUDA_NVCC_FLAGS_CONFIG@
+set(nvcc_flags "@nvcc_flags@")
+set(CUDA_NVCC_INCLUDE_ARGS "@CUDA_NVCC_INCLUDE_ARGS@")
+set(format_flag "@format_flag@")
+
+if(build_cubin AND NOT generated_cubin_file)
+  message(FATAL_ERROR "You must specify generated_cubin_file on the command line")
+endif()
+
+# This is the list of host compilation flags.  It C or CXX should already have
+# been chosen by FindCUDA.cmake.
+@CUDA_HOST_FLAGS@
+
+# Take the compiler flags and package them up to be sent to the compiler via -Xcompiler
+set(nvcc_host_compiler_flags "")
+# If we weren't given a build_configuration, use Debug.
+if(NOT build_configuration)
+  set(build_configuration Debug)
+endif()
+string(TOUPPER "${build_configuration}" build_configuration)
+#message("CUDA_NVCC_HOST_COMPILER_FLAGS = ${CUDA_NVCC_HOST_COMPILER_FLAGS}")
+foreach(flag ${CMAKE_HOST_FLAGS} ${CMAKE_HOST_FLAGS_${build_configuration}})
+  # Extra quotes are added around each flag to help nvcc parse out flags with spaces.
+  set(nvcc_host_compiler_flags "${nvcc_host_compiler_flags},\"${flag}\"")
+endforeach()
+if (nvcc_host_compiler_flags)
+  set(nvcc_host_compiler_flags "-Xcompiler" ${nvcc_host_compiler_flags})
+endif()
+#message("nvcc_host_compiler_flags = \"${nvcc_host_compiler_flags}\"")
+# Add the build specific configuration flags
+list(APPEND CUDA_NVCC_FLAGS ${CUDA_NVCC_FLAGS_${build_configuration}})
+
+if(DEFINED CCBIN)
+  set(CCBIN -ccbin "${CCBIN}")
+endif()
+
+# cuda_execute_process - Executes a command with optional command echo and status message.
+#
+#   status  - Status message to print if verbose is true
+#   command - COMMAND argument from the usual execute_process argument structure
+#   ARGN    - Remaining arguments are the command with arguments
+#
+#   CUDA_result - return value from running the command
+#
+# Make this a macro instead of a function, so that things like RESULT_VARIABLE
+# and other return variables are present after executing the process.
+macro(cuda_execute_process status command)
+  set(_command ${command})
+  if(NOT _command STREQUAL "COMMAND")
+    message(FATAL_ERROR "Malformed call to cuda_execute_process.  Missing COMMAND as second argument. (command = ${command})")
+  endif()
+  if(verbose)
+    execute_process(COMMAND "${CMAKE_COMMAND}" -E echo -- ${status})
+    # Now we need to build up our command string.  We are accounting for quotes
+    # and spaces, anything else is left up to the user to fix if they want to
+    # copy and paste a runnable command line.
+    set(cuda_execute_process_string)
+    foreach(arg ${ARGN})
+      # If there are quotes, excape them, so they come through.
+      string(REPLACE "\"" "\\\"" arg ${arg})
+      # Args with spaces need quotes around them to get them to be parsed as a single argument.
+      if(arg MATCHES " ")
+        list(APPEND cuda_execute_process_string "\"${arg}\"")
+      else()
+        list(APPEND cuda_execute_process_string ${arg})
+      endif()
+    endforeach()
+    # Echo the command
+    execute_process(COMMAND ${CMAKE_COMMAND} -E echo ${cuda_execute_process_string})
+  endif(verbose)
+  # Run the command
+  execute_process(COMMAND ${ARGN} RESULT_VARIABLE CUDA_result )
+endmacro()
+
+# Delete the target file
+cuda_execute_process(
+  "Removing ${generated_file}"
+  COMMAND "${CMAKE_COMMAND}" -E remove "${generated_file}"
+  )
+
+# For CUDA 2.3 and below, -G -M doesn't work, so remove the -G flag
+# for dependency generation and hope for the best.
+set(depends_CUDA_NVCC_FLAGS "${CUDA_NVCC_FLAGS}")
+set(CUDA_VERSION @CUDA_VERSION@)
+if(CUDA_VERSION VERSION_LESS "3.0")
+  cmake_policy(PUSH)
+  # CMake policy 0007 NEW states that empty list elements are not
+  # ignored.  I'm just setting it to avoid the warning that's printed.
+  cmake_policy(SET CMP0007 NEW)
+  # Note that this will remove all occurances of -G.
+  list(REMOVE_ITEM depends_CUDA_NVCC_FLAGS "-G")
+  cmake_policy(POP)
+endif()
+
+# nvcc doesn't define __CUDACC__ for some reason when generating dependency files.  This
+# can cause incorrect dependencies when #including files based on this macro which is
+# defined in the generating passes of nvcc invokation.  We will go ahead and manually
+# define this for now until a future version fixes this bug.
+set(CUDACC_DEFINE -D__CUDACC__)
+
+# Generate the dependency file
+cuda_execute_process(
+  "Generating dependency file: ${NVCC_generated_dependency_file}"
+  COMMAND "${CUDA_NVCC_EXECUTABLE}"
+  -M
+  ${CUDACC_DEFINE}
+  "${source_file}"
+  -o "${NVCC_generated_dependency_file}"
+  ${CCBIN}
+  ${nvcc_flags}
+  ${nvcc_host_compiler_flags}
+  ${depends_CUDA_NVCC_FLAGS}
+  -DNVCC
+  ${CUDA_NVCC_INCLUDE_ARGS}
+  )
+
+if(CUDA_result)
+  message(FATAL_ERROR "Error generating ${generated_file}")
+endif()
+
+# Generate the cmake readable dependency file to a temp file.  Don't put the
+# quotes just around the filenames for the input_file and output_file variables.
+# CMake will pass the quotes through and not be able to find the file.
+cuda_execute_process(
+  "Generating temporary cmake readable file: ${cmake_dependency_file}.tmp"
+  COMMAND "${CMAKE_COMMAND}"
+  -D "input_file:FILEPATH=${NVCC_generated_dependency_file}"
+  -D "output_file:FILEPATH=${cmake_dependency_file}.tmp"
+  -P "${CUDA_make2cmake}"
+  )
+
+if(CUDA_result)
+  message(FATAL_ERROR "Error generating ${generated_file}")
+endif()
+
+# Copy the file if it is different
+cuda_execute_process(
+  "Copy if different ${cmake_dependency_file}.tmp to ${cmake_dependency_file}"
+  COMMAND "${CMAKE_COMMAND}" -E copy_if_different "${cmake_dependency_file}.tmp" "${cmake_dependency_file}"
+  )
+
+if(CUDA_result)
+  message(FATAL_ERROR "Error generating ${generated_file}")
+endif()
+
+# Delete the temporary file
+cuda_execute_process(
+  "Removing ${cmake_dependency_file}.tmp and ${NVCC_generated_dependency_file}"
+  COMMAND "${CMAKE_COMMAND}" -E remove "${cmake_dependency_file}.tmp" "${NVCC_generated_dependency_file}"
+  )
+
+if(CUDA_result)
+  message(FATAL_ERROR "Error generating ${generated_file}")
+endif()
+
+# Generate the code
+cuda_execute_process(
+  "Generating ${generated_file}"
+  COMMAND "${CUDA_NVCC_EXECUTABLE}"
+  "${source_file}"
+  ${format_flag} -o "${generated_file}"
+  ${CCBIN}
+  ${nvcc_flags}
+  ${nvcc_host_compiler_flags}
+  ${CUDA_NVCC_FLAGS}
+  -DNVCC
+  ${CUDA_NVCC_INCLUDE_ARGS}
+  )
+
+if(CUDA_result)
+  # Since nvcc can sometimes leave half done files make sure that we delete the output file.
+  cuda_execute_process(
+    "Removing ${generated_file}"
+    COMMAND "${CMAKE_COMMAND}" -E remove "${generated_file}"
+    )
+  message(FATAL_ERROR "Error generating file ${generated_file}")
+else()
+  if(verbose)
+    message("Generated ${generated_file} successfully.")
+  endif()
+endif()
+
+# Cubin resource report commands.
+if( build_cubin )
+  # Run with -cubin to produce resource usage report.
+  cuda_execute_process(
+    "Generating ${generated_cubin_file}"
+    COMMAND "${CUDA_NVCC_EXECUTABLE}"
+    "${source_file}"
+    ${CUDA_NVCC_FLAGS}
+    ${nvcc_flags}
+    ${CCBIN}
+    ${nvcc_host_compiler_flags}
+    -DNVCC
+    -cubin
+    -o "${generated_cubin_file}"
+    ${CUDA_NVCC_INCLUDE_ARGS}
+    )
+
+  # Execute the parser script.
+  cuda_execute_process(
+    "Executing the parser script"
+    COMMAND  "${CMAKE_COMMAND}"
+    -D "input_file:STRING=${generated_cubin_file}"
+    -P "${CUDA_parse_cubin}"
+    )
+
+endif( build_cubin )
diff --git a/tags/ParadisEO-GPU1.0-beta/CMakeLists.txt b/tags/ParadisEO-GPU1.0-beta/CMakeLists.txt
new file mode 100644
index 000000000..57492260d
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/CMakeLists.txt
@@ -0,0 +1,131 @@
+######################################################################################
+### 0) Set your application properties
+######################################################################################
+# check cmake version compatibility
+CMAKE_MINIMUM_REQUIRED(VERSION 2.6)
+
+# Here define your project name
+PROJECT(Paradiseo-GPU)
+
+SET(PACKAGE_BUGREPORT "paradiseo-help@lists.gforge.inria.fr" CACHE STRING "Package bug report" FORCE)
+SET(PACKAGE_NAME "ParadisEO-GPU - Moving Objects GPU" CACHE STRING "Package name" FORCE)
+SET(PACKAGE_STRING "ParadisEO-GPU 1.0" CACHE STRING "GPU Package string full name" FORCE)
+SET(PACKAGE_VERSION "1.0" CACHE STRING "Package version" FORCE)
+SET(GLOBAL_VERSION "1.0" CACHE STRING "Global version" FORCE)
+SET(VERSION "1.0.0" CACHE STRING "Version" FORCE)
+
+# regular expression checking
+INCLUDE_REGULAR_EXPRESSION("^.*$" "^$")
+
+# set a language for the entire project.
+ENABLE_LANGUAGE(CXX)
+ENABLE_LANGUAGE(C)
+
+######################################################################################
+
+	##########################################
+	#  Find Cuda package                     #
+	##########################################
+
+
+set(CMAKE_MODULE_PATH "${CMAKE_SOURCE_DIR}/CMake/cuda" ${CMAKE_MODULE_PATH})
+find_package(CUDA QUIET REQUIRED)
+
+# Check if CUDA was found
+ if (CUDA_FOUND)
+  message("CUDA found")
+ else()
+  message("CUDA not found")
+ endif()
+
+######################################################################################
+### 1) Include the install configuration file where are defined the main variables
+######################################################################################
+
+INCLUDE(${CMAKE_SOURCE_DIR}/install.cmake)
+
+######################################################################################
+
+######################################################################################
+### 2) Include the sources
+######################################################################################
+  
+	##########################################
+	#  Include required modules & utilities  #
+	##########################################
+
+INCLUDE(CMakeBackwardCompatibilityCXX)
+
+INCLUDE(FindDoxygen)
+
+INCLUDE(CheckLibraryExists)
+               
+INCLUDE(Dart OPTIONAL) 
+                           
+# Set a special flag if the environment is windows (should do the same in a config.g file)
+IF (WIN32)
+	ADD_DEFINITIONS(-D_WINDOWS=1)
+ENDIF (WIN32)
+
+######################################################################################
+
+	#########################
+	# Manage the build type #
+	#########################
+
+# the user should choose the build type on windows environments,excepted under cygwin (default=none)
+SET(CMAKE_DEFAULT_BUILD_TYPE "Release" CACHE STRING "Variable that stores the default CMake build type" FORCE)
+
+FIND_PROGRAM(MEMORYCHECK_COMMAND
+    NAMES purify valgrind
+    PATHS
+    "/usr/local/bin /usr/bin [HKEY_LOCAL_MACHINE\\SOFTWARE\\Rational Software\\Purify\\Setup;InstallFolder]"
+    DOC "Path to the memory checking command, used for memory error detection.") 
+       
+IF(NOT CMAKE_BUILD_TYPE)
+     SET( CMAKE_BUILD_TYPE 
+          ${CMAKE_DEFAULT_BUILD_TYPE} CACHE STRING 
+          "Choose the type of build, options are: Debug Release RelWithDebInfo MinSizeRel." 
+           FORCE)
+ENDIF(NOT CMAKE_BUILD_TYPE)  
+  
+IF(WIN32 AND NOT CYGWIN)
+  IF(CMAKE_CXX_COMPILER MATCHES cl)
+   IF(NOT WITH_SHARED_LIBS)
+     IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008")
+       SET(CMAKE_CXX_FLAGS "/nologo /Gy")
+       SET(CMAKE_CXX_FLAGS_DEBUG "/W3 /MTd /Z7 /Od")
+       SET(CMAKE_CXX_FLAGS_RELEASE "/w /MT /O2 /wd4530")
+       SET(CMAKE_CXX_FLAGS_MINSIZEREL "/MT /O2")
+       SET(CMAKE_CXX_FLAGS_RELWITHDEBINFO "/MTd /Z7 /Od")
+       SET(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} /SUBSYSTEM:CONSOLE")  
+      ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008")
+   ENDIF(NOT WITH_SHARED_LIBS)
+  ENDIF(CMAKE_CXX_COMPILER MATCHES cl)  
+ELSE(WIN32 AND NOT CYGWIN)
+    IF(CMAKE_COMPILER_IS_GNUCXX)
+       SET(CMAKE_CXX_FLAGS_DEBUG  "${CMAKE_CXX_FLAGS_DEBUG} -O2 -g -pg -fprofile-arcs -ftest-coverage -Wall -Wextra -Wno-unused-parameter")                       
+       SET(CMAKE_CXX_FLAGS_RELEASE  "${CMAKE_CXX_FLAGS_RELEASE} -O2")
+       SET(CMAKE_CXX_FLAGS_MINSIZEREL "${CMAKE_CXX_FLAGS_MINSIZEREL} -O6")       
+    ENDIF(CMAKE_COMPILER_IS_GNUCXX)  
+ENDIF(WIN32 AND NOT CYGWIN)
+
+IF(CMAKE_BUILD_TYPE MATCHES Debug)
+    ADD_DEFINITIONS(-DCMAKE_VERBOSE_MAKEFILE=ON)
+ENDIF(CMAKE_BUILD_TYPE MATCHES Debug)
+
+EXECUTE_PROCESS(
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${PARADISEO_GPU_SRC_DIR}/CTestCustom.cmake
+			${PARADISEO_GPU_BIN_DIR}/CTestCustom.cmake)
+##########################################################################################################################################
+######################################################################################
+### 3) Link the librairies for your executable
+######################################################################################
+
+ADD_SUBDIRECTORY(doc)
+ADD_SUBDIRECTORY(test)
+ADD_SUBDIRECTORY(tutoriel)
+
+######################################################################################
+
diff --git a/tags/ParadisEO-GPU1.0-beta/CTestConfig.cmake b/tags/ParadisEO-GPU1.0-beta/CTestConfig.cmake
new file mode 100644
index 000000000..465d208d6
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/CTestConfig.cmake
@@ -0,0 +1,7 @@
+set(CTEST_PROJECT_NAME "ParadisEO")
+set(CTEST_NIGHTLY_START_TIME "00:00:00 EST")
+
+set(CTEST_DROP_METHOD "http")
+set(CTEST_DROP_SITE "cdash.inria.fr")
+set(CTEST_DROP_LOCATION "/CDash/submit.php?project=ParadisEO")
+set(CTEST_DROP_SITE_CDASH TRUE)
diff --git a/tags/ParadisEO-GPU1.0-beta/CTestCustom.cmake b/tags/ParadisEO-GPU1.0-beta/CTestCustom.cmake
new file mode 100644
index 000000000..537349451
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/CTestCustom.cmake
@@ -0,0 +1,9 @@
+SET(CTEST_CUSTOM_COVERAGE_EXCLUDE
+  ${CTEST_CUSTOM_COVERAGE_EXCLUDE}
+"test/"
+"paradiseo-eo/"
+"paradiseo-mo/"
+"paradiseo-moeo/"
+"problems/"
+"tutorial/"
+)
diff --git a/tags/ParadisEO-GPU1.0-beta/README.txt b/tags/ParadisEO-GPU1.0-beta/README.txt
new file mode 100644
index 000000000..f8e218c6d
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/README.txt
@@ -0,0 +1,37 @@
+This package contains the source for ParadisEO-GPU problems.
+
+# Step 1 - Configuration
+------------------------
+Edit the "install.cmake" file by entering the FULL PATH of :
+
+-"ParadisEO_PATH" where Paradiseo directory has been installed in your host.
+-"ParadisEO-GPU_PATH" where ParadisEO-GPU package has been decompressed in your host.
+-"CUDA_PATH" where CUDA has been installed in your host.
+-"NVIDIA_PATH" where NVIDIA has been installed in your host.
+
+
+# Step 2 - Build process
+------------------------
+ParadisEO is assumed to be compiled. To download ParadisEO, please visit http://paradiseo.gforge.inria.fr/.
+Go to the ParadisEO-GPU/build/ directory and lunch cmake:
+(Unix)       > cmake .. -DENABLE_CMAKE_TESTING=TRUE -DCMAKE_BUILD_TYPE=Debug
+
+
+# Step 3 - Compilation
+----------------------
+In the ParadisEO-GPU/build/ directory:
+(Unix)       > make
+
+# Step 4 - Execution
+---------------------
+A toy example is given to test the components. You can run these tests as following.
+To define problem-related components for your own problem, please refer to the tutorials available on the website : http://paradiseo.gforge.inria.fr/.
+In the ParadisEO-GPU/build/ directory:
+(Unix)       > ctest -D ExperimentalStart -D ExperimentalBuild -D ExperimentalTest -D ExperimentalSubmit
+
+In the directory "tutorial", there is an example of One Max problem which illustrate how to use this package.
+
+# Documentation
+---------------
+The API-documentation is available in doc/html/index.html 
+
diff --git a/tags/ParadisEO-GPU1.0-beta/doc/CMakeLists.txt b/tags/ParadisEO-GPU1.0-beta/doc/CMakeLists.txt
new file mode 100755
index 000000000..64e967d1c
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/doc/CMakeLists.txt
@@ -0,0 +1,25 @@
+##########################################################################################
+### Doc generation using Doxygen
+##########################################################################################
+
+IF (DOXYGEN_FOUND)
+
+	SET(DOC_DIR ${CMAKE_BINARY_DIR}/doc CACHE PATH "GPU documentation directory")
+	SET(GPU_DOC_CONFIG_FILE "doxyfile" CACHE PATH "GPU documentation configuration file")
+	# define the doc target
+	IF (DOXYGEN_EXECUTABLE)
+	    	ADD_CUSTOM_TARGET(doc
+	        COMMAND ${DOXYGEN_EXECUTABLE} ${GPU_DOC_CONFIG_FILE}
+	        WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+	    )
+	ENDIF (DOXYGEN_EXECUTABLE)
+	
+	# configure doxyfile file
+	CONFIGURE_FILE("${CMAKE_SOURCE_DIR}/doc/${GPU_DOC_CONFIG_FILE}.cmake"
+	               "${CMAKE_BINARY_DIR}/doc/${GPU_DOC_CONFIG_FILE}")
+
+ELSE (DOXYGEN_FOUND)
+	MESSAGE(STATUS "Unable to generate the documentation, Doxygen package not found")	
+ENDIF (DOXYGEN_FOUND)
+
+##########################################################################################
diff --git a/tags/ParadisEO-GPU1.0-beta/doc/doxyfile.cmake b/tags/ParadisEO-GPU1.0-beta/doc/doxyfile.cmake
new file mode 100644
index 000000000..724f35b21
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/doc/doxyfile.cmake
@@ -0,0 +1,274 @@
+# Doxyfile 1.7.1
+
+#---------------------------------------------------------------------------
+# Project related configuration options
+#---------------------------------------------------------------------------
+DOXYFILE_ENCODING      = UTF-8
+PROJECT_NAME           = @PACKAGE_NAME@
+PROJECT_NUMBER         = @PACKAGE_VERSION@
+OUTPUT_DIRECTORY       = @CMAKE_BINARY_DIR@/doc
+CREATE_SUBDIRS         = NO
+OUTPUT_LANGUAGE        = English
+BRIEF_MEMBER_DESC      = YES
+REPEAT_BRIEF           = YES
+ABBREVIATE_BRIEF       = "The $name class" \
+                         "The $name widget" \
+                         "The $name file" \
+                         is \
+                         provides \
+                         specifies \
+                         contains \
+                         represents \
+                         a \
+                         an \
+                         the
+ALWAYS_DETAILED_SEC    = NO
+INLINE_INHERITED_MEMB  = YES
+FULL_PATH_NAMES        = NO
+STRIP_FROM_PATH        = @CMAKE_SOURCE_DIR@
+STRIP_FROM_INC_PATH    = 
+SHORT_NAMES            = NO
+JAVADOC_AUTOBRIEF      = YES
+QT_AUTOBRIEF           = YES
+MULTILINE_CPP_IS_BRIEF = NO
+DETAILS_AT_TOP         = NO
+INHERIT_DOCS           = YES
+SEPARATE_MEMBER_PAGES  = NO
+TAB_SIZE               = 8
+ALIASES                = 
+OPTIMIZE_OUTPUT_FOR_C  = NO
+OPTIMIZE_OUTPUT_JAVA   = NO
+OPTIMIZE_FOR_FORTRAN   = NO
+OPTIMIZE_OUTPUT_VHDL   = NO
+BUILTIN_STL_SUPPORT    = YES
+CPP_CLI_SUPPORT        = NO
+SIP_SUPPORT            = NO
+IDL_PROPERTY_SUPPORT   = YES
+TYPEDEF_HIDES_STRUCT   = NO
+SYMBOL_CACHE_SIZE      = 0
+EXTENSION_MAPPING      = 
+BUILTIN_STL_SUPPORT    = NO
+DISTRIBUTE_GROUP_DOC   = NO
+SUBGROUPING            = YES
+#---------------------------------------------------------------------------
+# Build related configuration options
+#---------------------------------------------------------------------------
+EXTRACT_ALL            = NO
+EXTRACT_PRIVATE        = YES
+EXTRACT_STATIC         = YES
+EXTRACT_LOCAL_CLASSES  = YES
+EXTRACT_LOCAL_METHODS  = NO
+EXTRACT_ANON_NSPACES   = NO
+HIDE_UNDOC_MEMBERS     = YES
+HIDE_UNDOC_CLASSES     = YES
+HIDE_FRIEND_COMPOUNDS  = NO
+HIDE_IN_BODY_DOCS      = NO
+INTERNAL_DOCS          = NO
+CASE_SENSE_NAMES       = YES
+HIDE_SCOPE_NAMES       = NO
+SHOW_INCLUDE_FILES     = YES
+INLINE_INFO            = YES
+SORT_MEMBER_DOCS       = NO
+SORT_BRIEF_DOCS        = NO
+SORT_GROUP_NAMES       = NO
+SORT_BY_SCOPE_NAME     = NO
+GENERATE_TODOLIST      = YES
+GENERATE_TESTLIST      = YES
+GENERATE_BUGLIST       = YES
+GENERATE_DEPRECATEDLIST= YES
+ENABLED_SECTIONS       = 
+MAX_INITIALIZER_LINES  = 30
+SHOW_USED_FILES        = YES
+SHOW_DIRECTORIES       = YES
+SHOW_FILES             = YES
+SHOW_NAMESPACES        = YES
+FILE_VERSION_FILTER    = 
+LAYOUT_FILE            = 
+#---------------------------------------------------------------------------
+# configuration options related to warning and progress messages
+#---------------------------------------------------------------------------
+QUIET                  = YES
+WARNINGS               = NO
+WARN_IF_UNDOCUMENTED   = NO
+WARN_IF_DOC_ERROR      = YES
+WARN_NO_PARAMDOC       = NO
+WARN_FORMAT            = "$file:$line: $text"
+WARN_LOGFILE           = 
+#---------------------------------------------------------------------------
+# configuration options related to the input files
+#---------------------------------------------------------------------------
+INPUT                  = @CMAKE_SOURCE_DIR@
+INPUT_ENCODING         = UTF-8
+FILE_PATTERNS          = *.cu \ 
+			 *.cpp \                        
+                         *.h \
+                         NEWS README
+RECURSIVE              = YES
+EXCLUDE                = 
+EXCLUDE_SYMLINKS       = NO
+EXCLUDE_PATTERNS       =
+EXCLUDE_SYMBOLS        = *::*
+EXAMPLE_PATH           = 
+EXAMPLE_PATTERNS       = *
+EXAMPLE_RECURSIVE      = NO
+IMAGE_PATH             = 
+INPUT_FILTER           = 
+FILTER_PATTERNS        = 
+FILTER_SOURCE_FILES    = NO
+#---------------------------------------------------------------------------
+# configuration options related to source browsing
+#---------------------------------------------------------------------------
+SOURCE_BROWSER         = YES
+INLINE_SOURCES         = NO
+STRIP_CODE_COMMENTS    = YES
+REFERENCED_BY_RELATION = YES
+REFERENCES_RELATION    = YES
+REFERENCES_LINK_SOURCE = YES
+USE_HTAGS              = NO
+VERBATIM_HEADERS       = YES
+#---------------------------------------------------------------------------
+# configuration options related to the alphabetical class index
+#---------------------------------------------------------------------------
+ALPHABETICAL_INDEX     = YES
+COLS_IN_ALPHA_INDEX    = 3
+IGNORE_PREFIX          = moGPU
+
+#---------------------------------------------------------------------------
+# configuration options related to the HTML output
+#---------------------------------------------------------------------------
+GENERATE_HTML          = YES
+HTML_OUTPUT            = html
+HTML_FILE_EXTENSION    = .html
+HTML_HEADER            = 
+HTML_FOOTER            = 
+HTML_STYLESHEET        = 
+HTML_ALIGN_MEMBERS     = YES
+GENERATE_HTMLHELP      = NO
+HTML_DYNAMIC_SECTIONS  = NO
+GENERATE_DOCSET        = NO
+DOCSET_FEEDNAME        = "Doxygen generated docs"
+DOCSET_BUNDLE_ID       = org.doxygen.Project
+CHM_FILE               = 
+HHC_LOCATION           = 
+GENERATE_CHI           = NO
+CHM_INDEX_ENCODING     = 
+GENERATE_QHP           = NO
+QCH_FILE               = 
+QHP_NAMESPACE          = 
+QHP_VIRTUAL_FOLDER     = doc
+QHP_CUST_FILTER_NAME   =
+QHP_CUST_FILTER_ATTRS  = 
+QHG_LOCATION           = 
+DISABLE_INDEX          = NO
+ENUM_VALUES_PER_LINE   = 4
+GENERATE_TREEVIEW      = YES
+TREEVIEW_WIDTH         = 250
+FORMULA_FONTSIZE       = 10
+BINARY_TOC             = NO
+TOC_EXPAND             = NO
+#---------------------------------------------------------------------------
+# configuration options related to the LaTeX output
+#---------------------------------------------------------------------------
+GENERATE_LATEX         = YES
+LATEX_OUTPUT           = latex
+LATEX_CMD_NAME         = latex
+MAKEINDEX_CMD_NAME     = makeindex
+COMPACT_LATEX          = NO
+PAPER_TYPE             = a4wide
+EXTRA_PACKAGES         = 
+LATEX_HEADER           = 
+PDF_HYPERLINKS         = NO
+USE_PDFLATEX           = NO
+LATEX_BATCHMODE        = NO
+LATEX_HIDE_INDICES     = NO
+#---------------------------------------------------------------------------
+# configuration options related to the RTF output
+#---------------------------------------------------------------------------
+GENERATE_RTF           = NO
+RTF_OUTPUT             = rtf
+COMPACT_RTF            = NO
+RTF_HYPERLINKS         = NO
+RTF_STYLESHEET_FILE    = 
+RTF_EXTENSIONS_FILE    = 
+#---------------------------------------------------------------------------
+# configuration options related to the man page output
+#---------------------------------------------------------------------------
+GENERATE_MAN           = YES
+MAN_OUTPUT             = man
+MAN_EXTENSION          = .3
+MAN_LINKS              = NO
+#---------------------------------------------------------------------------
+# configuration options related to the XML output
+#---------------------------------------------------------------------------
+GENERATE_XML           = NO
+XML_OUTPUT             = xml
+XML_SCHEMA             = 
+XML_DTD                = 
+XML_PROGRAMLISTING     = YES
+#---------------------------------------------------------------------------
+# configuration options for the AutoGen Definitions output
+#---------------------------------------------------------------------------
+GENERATE_AUTOGEN_DEF   = NO
+#---------------------------------------------------------------------------
+# configuration options related to the Perl module output
+#---------------------------------------------------------------------------
+GENERATE_PERLMOD       = NO
+PERLMOD_LATEX          = NO
+PERLMOD_PRETTY         = YES
+PERLMOD_MAKEVAR_PREFIX = 
+#---------------------------------------------------------------------------
+# Configuration options related to the preprocessor   
+#---------------------------------------------------------------------------
+ENABLE_PREPROCESSING   = YES
+MACRO_EXPANSION        = NO
+EXPAND_ONLY_PREDEF     = NO
+SEARCH_INCLUDES        = YES
+INCLUDE_PATH           = 
+INCLUDE_FILE_PATTERNS  = 
+PREDEFINED             = 
+EXPAND_AS_DEFINED      = 
+SKIP_FUNCTION_MACROS   = YES
+#---------------------------------------------------------------------------
+# Configuration::additions related to external references   
+#---------------------------------------------------------------------------
+TAGFILES               = @PARADISEO_EO_BIN_DIR@/doc/eo.doxytag=http://eodev.sourceforge.net/eo/doc/html \
+			 @PARADISEO_MO_BIN_DIR@/doc/mo.doxytag=http://paradiseo.gforge.inria.fr/addon/paradiseo-mo/doc \
+
+GENERATE_TAGFILE       = @CMAKE_BINARY_DIR@/doc/mogpu.doxytag
+ALLEXTERNALS           = NO
+EXTERNAL_GROUPS        = YES
+PERL_PATH              = /usr/bin/perl
+
+#---------------------------------------------------------------------------
+# Configuration options related to the dot tool   
+#---------------------------------------------------------------------------
+CLASS_DIAGRAMS         = YES
+MSCGEN_PATH            = 
+HIDE_UNDOC_RELATIONS   = YES
+HAVE_DOT               = YES
+DOT_FONTNAME           = FreeSans
+CLASS_GRAPH            = YES
+COLLABORATION_GRAPH    = NO
+GROUP_GRAPHS           = YES
+UML_LOOK               = YES
+TEMPLATE_RELATIONS     = YES
+INCLUDE_GRAPH          = YES
+INCLUDED_BY_GRAPH      = YES
+CALL_GRAPH             = NO
+CALLER_GRAPH           = NO
+GRAPHICAL_HIERARCHY    = YES
+DIRECTORY_GRAPH        = YES
+DOT_IMAGE_FORMAT       = png
+DOT_PATH               = 
+DOTFILE_DIRS           = 
+DOT_GRAPH_MAX_NODES    = 50
+MAX_DOT_GRAPH_DEPTH    = 0
+DOT_TRANSPARENT        = NO
+DOT_MULTI_TARGETS      = NO
+GENERATE_LEGEND        = YES
+DOT_CLEANUP            = YES
+
+#---------------------------------------------------------------------------
+# Configuration::additions related to the search engine   
+#---------------------------------------------------------------------------
+SEARCHENGINE           = YES
diff --git a/tags/ParadisEO-GPU1.0-beta/doc/index.h b/tags/ParadisEO-GPU1.0-beta/doc/index.h
new file mode 100644
index 000000000..f6bedcac8
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/doc/index.h
@@ -0,0 +1,58 @@
+/** @mainpage  Welcome ParadisEO GPU
+
+@section intro Introduction
+
+ParadisEO-GPU is a white-box object-oriented generic framework dedicated to the flexible design of local search algorithms on GPU (hill-climbing, tabu search ...)
+
+@section tutorials Tutorials
+
+Tutorials for ParadisEO-GPU are available in the "Tutorials section" of the <a href="http://paradiseo.gforge.inria.fr/index.php?n=Doc.Tutorials">ParadisEO tutorials</a>.
+
+@section install Installation
+
+The installation procedure of the package is detailed in the "README.txt" file located in the top-directory of the source-tree.
+
+
+@section design Design
+
+For an introduction to the design of ParadisEO,
+you can look at the <a href="http://paradiseo.gforge.inria.fr">ParadisEO website</a>.
+
+
+@section LICENSE
+
+ 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
+
+*/
+
+/** @page webpages Related webpages
+
+- ParadisEO <a href="http://paradiseo.gforge.inria.fr">homepage</a>
+- INRIA GForge <a href="http://gforge.inria.fr/projects/paradiseo/">project page</a>
+- Fore any questions, please contact paradiseo-help@lists.gforge.inria.fr
+*/
diff --git a/tags/ParadisEO-GPU1.0-beta/install.cmake b/tags/ParadisEO-GPU1.0-beta/install.cmake
new file mode 100644
index 000000000..3fd5093ff
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/install.cmake
@@ -0,0 +1,48 @@
+#########################################################################################################
+# 1) ParadisEO-GPU install: SIMPLE Configuration
+#########################################################################################################
+
+#  Here, just specify PARADISEO_DIR : the directory where ParadisEO has been installed
+SET(PARADISEO_DIR "Set ParadisEO directory" CACHE PATH "ParadisEO directory" FORCE)
+
+#  Here, just specify CUDA_DIR : the directory where CUDA has been installed
+SET(CUDA_DIR "Set CUDA directory" CACHE PATH "CUDA directory" FORCE)
+
+#  Here, just specify NVIDIA_DIR : the directory where NVIDIA header has been installed
+SET(NVIDIA_DIR "Set NVIDIA directory" CACHE PATH "NVIDIA directory" FORCE)
+
+#  Here, just specify GPU_DIR : the directory where package Paradiseo GPU has been extrated
+SET(PARADISEO_GPU_DIR "Set ParadisEO-GPU directory" CACHE PATH "ParadisEO-GPU directory" FORCE)
+
+# Here, just specify the name of cutil library depending to the used NVIDIA_GPU_Computing_SDK
+# Find in ./NVIDIA_GPU_Computing_SDK/C/lib
+SET(cutil "Set cutil library name")
+
+#########################################################################################################
+# 2) ParadisEO-GPU install: ADVANCED Configuration
+#########################################################################################################
+
+SET(NVIDIA_SRC_DIR "${NVIDIA_DIR}/C/common/inc" CACHE PATH "NVIDIA source directory" FORCE)
+SET(NVIDIA_LIB_DIR "${NVIDIA_DIR}/C/lib" CACHE PATH "NVIDIA library directory" FORCE)
+
+SET(CUDA_SRC_DIR "${CUDA_DIR}/include" CACHE PATH "CUDA source directory" FORCE)
+SET(CUDA_LIB_DIR "${CUDA_DIR}/lib" CACHE PATH "CUDA library directory" FORCE)
+
+SET(PARADISEO_EO_SRC_DIR "${PARADISEO_DIR}/paradiseo-eo" CACHE PATH "ParadisEO-EO source directory" FORCE)
+SET(PARADISEO_EO_BIN_DIR "${PARADISEO_DIR}/paradiseo-eo/build" CACHE PATH "ParadisEO-EO binary directory" FORCE)
+
+SET(PARADISEO_MO_SRC_DIR "${PARADISEO_DIR}/paradiseo-mo" CACHE PATH "ParadisEO-MO source directory" FORCE)
+SET(PARADISEO_MO_BIN_DIR "${PARADISEO_DIR}/paradiseo-mo/build" CACHE PATH "ParadisEO-MO binary directory" FORCE)
+
+SET(PARADISEO_MOEO_SRC_DIR "${PARADISEO_DIR}/paradiseo-moeo" CACHE PATH "ParadisEO-MOEO source directory" FORCE)
+SET(PARADISEO_MOEO_BIN_DIR "${PARADISEO_DIR}/paradiseo-moeo/build" CACHE PATH "ParadisEO-MOEO binary directory" FORCE)
+
+SET(PARADISEO_PEO_SRC_DIR "${PARADISEO_DIR}/paradiseo-peo" CACHE PATH "ParadisEO-PEO source directory" FORCE)
+SET(PARADISEO_PEO_BIN_DIR "${PARADISEO_DIR}/paradiseo-peo/build" CACHE PATH "ParadisEO-PEO binary directory" FORCE)
+
+SET(PARADISEO_GPU_SRC_DIR "${PARADISEO_GPU_DIR}/src" CACHE PATH "ParadisEO-GPU source directory" FORCE)
+SET(PARADISEO_GPU_BIN_DIR "${PARADISEO_GPU_DIR}/build" CACHE PATH "ParadisEO-GPU binary directory" FORCE)
+
+SET(PARADISEO_PROBLEMS_SRC_DIR "${PARADISEO_DIR}/problems" CACHE PATH "ParadisEO-problems source directory" FORCE)
+
+#########################################################################################################
diff --git a/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPUBitVector.h b/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPUBitVector.h
new file mode 100644
index 000000000..be50bc019
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPUBitVector.h
@@ -0,0 +1,141 @@
+/*
+ <moGPUBitVector.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUBitVector_H_
+#define __moGPUBitVector_H_
+
+#include <GPUType/moGPUVector.h>
+#include <stdlib.h>
+
+/**
+ * Implementation of Bit vector representation on GPU.
+ */
+
+template<class Fitness>
+
+class moGPUBitVector: public moGPUVector<bool, Fitness> {
+
+public:
+
+	/**
+	 * Define bool vector corresponding to Solution
+	 **/
+	typedef bool ElemType;
+	using moGPUVector<bool, Fitness>::vect;
+	using moGPUVector<bool, Fitness>::N;
+
+	/**
+	 * Default constructor.
+	 */
+
+	moGPUBitVector() :
+		moGPUVector<bool, Fitness> () {
+
+	}
+
+	/**
+	 *Constructor.
+	 *@param _neighborhoodSize The neighborhood size.
+	 */
+
+	moGPUBitVector(unsigned _neighborhoodSize) :
+		moGPUVector<bool, Fitness> (_neighborhoodSize) {
+		create();
+	}
+
+	/**
+	 *Constructor.
+	 *@param _neighborhoodSize The neighborhood size.
+	 *@param _b Value to assign to vector.
+	 */
+
+	moGPUBitVector(unsigned _neighborhoodSize, bool _b) :
+		moGPUVector<bool, Fitness> (_neighborhoodSize) {
+
+		for (unsigned i = 0; i < _neighborhoodSize; i++)
+			vect[i] = _b;
+	}
+
+	/**
+	 *Initializer of random bit vector.
+	 */
+
+	void create() {
+
+		for (unsigned i = 0; i < N; i++) {
+
+			vect[i] = (int) (rng.rand() / RAND_MAX);
+
+		}
+	}
+
+	/**
+	 *Function inline to set the size of vector, called from host.
+	 *@param _size the vector size
+	 */
+
+	void setSize(unsigned _size) {
+
+		if (_size < N) {
+			moGPUBitVector<Fitness> tmp_vect(_size);
+			for (unsigned i = 0; i < tmp_vect.N; i++)
+				tmp_vect.vect[i] = vect[i];
+			(tmp_vect).invalidate();
+			(*this) = tmp_vect;
+		} else if (_size > N) {
+			moGPUBitVector<Fitness> tmp_vect(_size);
+			for (unsigned i = 0; i < N; i++)
+				tmp_vect.vect[i] = vect[i];
+			(tmp_vect).invalidate();
+			(*this) = tmp_vect;
+		}
+
+	}
+
+	/**
+	 * Write object. Called printOn since it prints the object _on_ a stream.
+	 * @param _os A std::ostream.
+	 */
+	void printOn(std::ostream& _os) const {
+		EO<Fitness>::printOn(_os);
+		_os << ' ';
+		_os << N << ' ';
+		for (unsigned int i = 0; i < N; i++)
+			_os << (*this)[i] << ' ';
+
+	}
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPUIntVector.h b/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPUIntVector.h
new file mode 100644
index 000000000..a6b2a88ae
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPUIntVector.h
@@ -0,0 +1,122 @@
+/*
+ <moGPUIntVector.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUIntVector_H_
+#define __moGPUIntVector_H_
+
+#include <GPUType/moGPUVector.h>
+#include <stdlib.h>
+
+/**
+ * Implementation of integer vector representation on GPU.
+ */
+
+template<class Fitness>
+
+class moGPUIntVector: public moGPUVector<int, Fitness> {
+
+public:
+
+	using moGPUVector<int, Fitness>::vect;
+	using moGPUVector<int, Fitness>::N;
+
+	/**
+	 * Default constructor.
+	 */
+
+	moGPUIntVector() :
+		moGPUVector<int, Fitness> () {
+
+	}
+
+	/**
+	 *Constructor.
+	 *@param _neighborhoodSize The neighborhood size.
+	 */
+
+	moGPUIntVector(unsigned _neighborhoodSize) :
+		moGPUVector<int, Fitness> (_neighborhoodSize) {
+		create();
+	}
+
+	/**
+	 *Initializer of random integer vector.
+	 */
+	virtual void create() {
+
+		for (unsigned i = 0; i < N; i++)
+			vect[i] = ((int) (rng.rand())) % N + 1;
+
+	}
+
+	/**
+	 *Function inline to set the size of vector, called from host.
+	 *@param _size the vector size
+	 */
+
+	virtual inline __host__ void setSize(unsigned _size) {
+
+		if(N==_size)
+			return;
+		moGPUIntVector<Fitness> tmp_vect(_size);
+		if(_size<N) {
+			for (unsigned i = 0; i < tmp_vect.N; i++)
+			tmp_vect.vect[i]= vect[i];
+		}
+		else if(_size>N) {
+			for (unsigned i = 0; i <N; i++)
+			tmp_vect.vect[i]= vect[i];
+		}
+		(tmp_vect).invalidate();
+		(*this)=tmp_vect;
+
+	}
+
+	/**
+	 * Write object. Called printOn since it prints the object _on_ a stream.
+	 * @param _os A std::ostream.
+	 */
+	void printOn(std::ostream& _os) const {
+		EO<Fitness>::printOn(_os);
+		_os << ' ';
+		_os << N << ' ';
+		unsigned int i;
+		for (i = 0; i < N; i++)
+			_os << vect[i] << ' ';
+
+	}
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPUPermutationVector.h b/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPUPermutationVector.h
new file mode 100644
index 000000000..bd3fcc4f3
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPUPermutationVector.h
@@ -0,0 +1,92 @@
+/*
+ <moGPUPermutationVector.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUPermutationVector_H_
+#define __moGPUPermutationVector_H_
+
+#include <GPUType/moGPUIntVector.h>
+
+/**
+ * Implementation of Permutation vector representation on GPU.
+ */
+
+template<class Fitness>
+
+class moGPUPermutationVector: public moGPUIntVector<Fitness> {
+
+public:
+
+	using moGPUIntVector<Fitness>::vect;
+	using moGPUIntVector<Fitness>::N;
+
+	/**
+	 * Default constructor.
+	 */
+
+	moGPUPermutationVector() :
+		moGPUIntVector<Fitness> () {
+
+	}
+
+	/**
+	 *Constructor.
+	 *@param _size The solution size.
+	 */
+
+	moGPUPermutationVector(unsigned _size) :
+		moGPUIntVector<Fitness> (_size) {
+		create();
+	}
+	/**
+	 *Initializer of random permuatation vector.
+	 */
+	void create() {
+
+		unsigned random;
+		int tmp;
+		for (unsigned i = 0; i < N; i++)
+			vect[i] = i;
+		// we want a random permutation so we shuffle
+		for (unsigned i = 0; i < N; i++) {
+			random = rng.rand() % (N - i) + i;
+			tmp = vect[i];
+			vect[i] = vect[random];
+			vect[random] = tmp;
+		}
+	}
+
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPURealVector.h b/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPURealVector.h
new file mode 100644
index 000000000..2a8b2bebe
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPURealVector.h
@@ -0,0 +1,123 @@
+/*
+ <moGPURealVector.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPURealVector_H_
+#define __moGPURealVector_H_
+
+#include <GPUType/moGPUVector.h>
+#include <stdlib.h>
+
+/**
+ * Implementation of real vector representation on GPU.
+ */
+
+template<class Fitness>
+
+class moGPURealVector: public moGPUVector<float, Fitness> {
+
+public:
+
+	using moGPUVector<float, Fitness>::vect;
+	using moGPUVector<float, Fitness>::N;
+
+	/**
+	 * Default constructor.
+	 */
+
+	moGPURealVector() :
+		moGPUVector<float, Fitness> () {
+
+	}
+
+	/**
+	 *Constructor.
+	 *@param _neighborhoodSize The neighborhood size.
+	 */
+
+	moGPURealVector(unsigned _neighborhoodSize) :
+		moGPUVector<float, Fitness> (_neighborhoodSize) {
+		create();
+	}
+
+
+	/**
+	 *Initializer of random real vector.
+	 */
+	void create() {
+		for (unsigned i = 0; i < N; i++)
+			vect[i] = (float) rng.rand() / RAND_MAX;
+	}
+
+	/**
+	 *Function inline to set the size of vector, called from host.
+	 *@param _size the vector size
+	 */
+
+	virtual inline __host__ void setSize(unsigned _size) {
+
+		if(_size<N) {
+					moGPURealVector<Fitness> tmp_vect(_size);
+					for (unsigned i = 0; i < tmp_vect.N; i++)
+					tmp_vect.vect[i]= vect[i];
+					(tmp_vect).invalidate();
+					(*this)=tmp_vect;
+				}
+				else if(_size>N) {
+					moGPURealVector<Fitness> tmp_vect(_size);
+					for (unsigned i = 0; i <N; i++)
+					tmp_vect.vect[i]= vect[i];
+					(tmp_vect).invalidate();
+					(*this)=tmp_vect;
+				}
+
+
+	}
+
+	/**
+	 * Write object. Called printOn since it prints the object _on_ a stream.
+	 * @param _os A std::ostream.
+	 */
+	void printOn(std::ostream& _os) const {
+		EO<Fitness>::printOn(_os);
+		_os << ' ';
+		_os << N << ' ';
+		unsigned int i;
+		for (i = 0; i < N; i++)
+		_os << vect[i] << ' ';
+
+	}
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPUVector.h b/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPUVector.h
new file mode 100644
index 000000000..d9b9afe83
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/GPUType/moGPUVector.h
@@ -0,0 +1,184 @@
+/*
+ <moGPUVector.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUVector_H_
+#define __moGPUVector_H_
+
+#include <eo>
+
+/**
+ * Implementation of a GPU solution representation.
+ */
+
+template<class ElemT, class Fitness>
+
+class moGPUVector: public EO<Fitness> {
+
+public:
+
+	/**
+	 * Define vector type corresponding to Solution
+	 */
+	typedef ElemT ElemType;
+
+	/**
+	 * Default constructor.
+	 */
+
+	moGPUVector() :
+		N(0) {
+	}
+
+	/**
+	 *Constructor.
+	 *@param _size The solution size.
+	 */
+
+	moGPUVector(unsigned _size) :
+		N(_size) {
+		vect = new ElemType[N];
+
+	}
+
+	/**
+	 *Copy Constructor
+	 *@param _vector The vector passed to the function to determine the new content.
+	 */
+
+	moGPUVector(const moGPUVector & _vector) {
+
+		N = _vector.N;
+		vect = new ElemType[N];
+		for (unsigned i = 0; i < N; i++)
+			vect[i] = _vector.vect[i];
+		if (!(_vector.invalid()))
+			fitness(_vector.fitness());
+		else
+			(*this).invalidate();
+	}
+
+	/**
+	 * Destructor.
+	 */
+
+	~moGPUVector() {
+		if (N >= 1)
+			delete[] vect;
+	}
+
+	/**
+	 *How to fill the solution vector.
+	 */
+
+	virtual void create() =0;
+
+	/**
+	 *Assignment operator
+	 *@param _vector The vector passed to the function to determine the new content.
+	 *@return a new vector.
+	 */
+
+	moGPUVector& operator=(const moGPUVector & _vector) {
+
+		if (!(N == _vector.N)) {
+			N = _vector.N;
+			vect = new ElemType[N];
+		}
+		for (unsigned i = 0; i < N; i++){
+			vect[i] = _vector[i];
+		}
+
+		if (!(_vector.invalid()))
+			fitness(_vector.fitness());
+		else
+			(*this).invalidate();
+		return (*this);
+
+	}
+
+	/**
+	 *An accessor read only on the i'th element of the vector (function inline can be called from host or device).
+	 *@param _i The i'th element of vector.
+	 *@return The i'th element of the vector for read only
+	 */
+
+	inline __host__ __device__ const ElemType & operator[](unsigned _i) const {
+
+		return vect[_i];
+	}
+
+	/**
+	 *An accessor read-write on the i'th element of the vector(function inline can be called from host or device).
+	 *@param _i The i'th element of the vector.
+	 *@return The i'th element of the vector for read-write
+	 */
+
+	inline __host__ __device__ ElemType & operator[](unsigned _i) {
+
+		return vect[_i];
+	}
+
+	/**
+	 *Function inline to get the size of vector, called from host and device.
+	 *@return The vector size's
+	 */
+
+	inline __host__ __device__ unsigned size() {
+
+		return N;
+
+	}
+
+	/**
+	 * method to set the size of vector
+	 *@param _size the vector size
+	 */
+
+	virtual void setSize(unsigned _size)=0;
+
+	/**
+	 * Write object. Called printOn since it prints the object _on_ a stream.
+	 * @param _os A std::ostream.
+	 */
+
+	virtual void printOn(std::ostream& _os) const=0;
+
+protected:
+
+	ElemType * vect;
+	unsigned N;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUEval.h b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUEval.h
new file mode 100644
index 000000000..eca415860
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUEval.h
@@ -0,0 +1,146 @@
+/*
+ <moGPUEval.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 moGPUEval_H
+#define moGPUEval_H
+#include <eval/moEval.h>
+
+/**
+ * Abstract class for evaluation on GPU
+ */
+
+template<class Neighbor>
+class moGPUEval: public moEval<Neighbor> {
+
+public:
+
+	/**
+	 * Define type of a solution corresponding to Neighbor
+	 **/
+	typedef typename Neighbor::EOT EOT;
+	/**
+	 * Define type of a fitness corresponding to Solution
+	 **/
+	typedef typename EOT::Fitness Fitness;
+	/**
+	 * Define type of a vector corresponding to Solution
+	 */
+	typedef typename EOT::ElemType T;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the size of the neighborhood
+	 */
+
+	moGPUEval(unsigned int _neighborhoodSize) {
+
+		neighborhoodSize = _neighborhoodSize;
+		host_FitnessArray = new Fitness[neighborhoodSize];
+		cudaMalloc((void**) &device_FitnessArray, neighborhoodSize
+				* sizeof(Fitness));
+		mutex = false;
+#ifdef BLOCK_SIZE
+		NEW_kernel_Dim = neighborhoodSize / BLOCK_SIZE + ((neighborhoodSize
+						% BLOCK_SIZE == 0) ? 0 : 1);
+		NEW_BLOCK_SIZE = BLOCK_SIZE;
+#endif
+
+	}
+
+	/**
+	 * Destructor
+	 */
+
+	~moGPUEval() {
+
+		delete[] host_FitnessArray;
+		cudaFree(device_FitnessArray);
+		cudaFree(&device_solution);
+
+	}
+
+	/**
+	 * Set fitness of a solution neighbors
+	 *@param _sol the solution which generate the neighborhood
+	 *@param _neighbor the current neighbor
+	 */
+
+	void operator()(EOT & _sol, Neighbor & _neighbor) {
+
+		_neighbor.fitness(host_FitnessArray[_neighbor.index()]);
+
+	}
+
+	/**
+	 * Compute fitness for all solution neighbors in device
+	 * @param _sol the solution which generate the neighborhood
+	 * @param _cpySolution Launch kernel with local copy option of solution in each thread
+	 * @param _withCalibration an automatic configuration of kernel to launch( NB_THREAD BY BLOCK & NB_BLOCK BY KERNEL ),default (1)
+	 */
+
+	virtual void neighborhoodEval(EOT & _sol, bool _cpySolution,
+			bool _withCalibration) {
+	}
+
+	/**
+	 * Compute fitness for all solution neighbors in device
+	 * @param _sol the solution which generate the neighborhood
+	 * @param _mapping the associated neighborhood mapping
+	 * @param _cpySolution Launch kernel with local copy option of solution in each thread
+	 * @param _withCalibration an automatic configuration of kernel to launch( NB_THREAD BY BLOCK & NB_BLOCK BY KERNEL ), default (1)
+	 */
+
+	virtual void neighborhoodEval(EOT & _sol, unsigned int * _mapping,
+			bool _cpySolution, bool _withCalibration) {
+	}
+
+protected:
+
+	//the host array to save all neighbors fitness
+	Fitness * host_FitnessArray;
+	//the device array to save neighbors fitness computed in device
+	Fitness * device_FitnessArray;
+	//the device solution
+	EOT device_solution;
+	//the size of neighborhood
+	unsigned int neighborhoodSize;
+	//Assure mapping transfer from CPU memory to GPU global memory for once time
+	unsigned mutex;
+	//GPU kernel dimension
+	unsigned NEW_BLOCK_SIZE;
+	unsigned NEW_kernel_Dim;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUEvalByCpy.h b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUEvalByCpy.h
new file mode 100644
index 000000000..f7bec4950
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUEvalByCpy.h
@@ -0,0 +1,203 @@
+/*
+ <moGPUEvalByCpy.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUEvalByCpy_H
+#define __moGPUEvalByCpy_H
+
+#include <eval/moGPUEval.h>
+#include <eval/moGPUKernelEvalByCpy.h>
+#include <performance/moGPUTimer.h>
+
+/**
+ * class for the parallel evaluation of neighborhood
+ */
+
+template<class Neighbor, class Eval>
+class moGPUEvalByCpy: public moGPUEval<Neighbor> {
+
+public:
+
+	/**
+	 * Define type of a solution corresponding to Neighbor
+	 **/
+	typedef typename Neighbor::EOT EOT;
+	/**
+	 * Define vector type of vector corresponding to Solution
+	 **/
+	typedef typename EOT::ElemType T;
+	/**
+	 * Define type of a fitness corresponding to Solution
+	 **/
+	typedef typename EOT::Fitness Fitness;
+
+	using moGPUEval<Neighbor>::neighborhoodSize;
+	using moGPUEval<Neighbor>::host_FitnessArray;
+	using moGPUEval<Neighbor>::device_FitnessArray;
+	using moGPUEval<Neighbor>::device_solution;
+	using moGPUEval<Neighbor>::NEW_kernel_Dim;
+	using moGPUEval<Neighbor>::NEW_BLOCK_SIZE;
+	using moGPUEval<Neighbor>::mutex;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the size of the neighborhood
+	 * @param _eval how to evaluate a neighbor
+	 */
+
+	moGPUEvalByCpy(unsigned int _neighborhoodSize, Eval & _eval) :
+		moGPUEval<Neighbor> (_neighborhoodSize), eval(_eval) {
+
+	}
+
+	/**
+	 * Compute fitness for all solution neighbors in device
+	 * @param _sol the solution that generate the neighborhood to evaluate parallely
+	 * @param _cpySolution Launch kernel with local copy option of solution in each thread
+	 * @param _withCalibration an automatic configuration of kernel to launch( NB_THREAD BY BLOCK & NB_BLOCK BY KERNEL ),default (1)
+	 */
+
+	void neighborhoodEval(EOT & _sol, bool _cpySolution, bool _withCalibration) {
+
+		if (_cpySolution) {
+			unsigned size=_sol.size();
+			if (!mutex) {
+				//Allocate the space for solution in the  global memory of device
+				cudaMalloc((void**) &device_solution.vect, size * sizeof(T));
+				if (_withCalibration)
+					calibration(_sol);
+				mutex = true;
+			}
+
+			// Get Current solution fitness
+			Fitness fitness = _sol.fitness();
+			//Copy the solution vector from the host to device
+			cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+					cudaMemcpyHostToDevice);
+
+			//Launch the Kernel to compute all neighbors fitness with local copy of solution
+			moGPUKernelEvalByCpy<T,Fitness,Eval><<<NEW_kernel_Dim,NEW_BLOCK_SIZE >>>(eval,device_solution.vect,device_FitnessArray,fitness,neighborhoodSize);
+
+			//Copy the result from device to host
+			cudaMemcpy(host_FitnessArray, device_FitnessArray, neighborhoodSize
+					* sizeof(Fitness), cudaMemcpyDeviceToHost);
+
+		} else
+			cout << "It's evaluation by copy set cpySolution to true" << endl;
+	}
+
+	/**
+	 * Compute the best combination of number of block by grid and number of thread  within block
+	 * @param _sol the solution that generate the neighborhood to evaluate parallely
+	 */
+
+	virtual void calibration(EOT & _sol) {
+
+		unsigned size = _sol.size();
+		Fitness fitness = _sol.fitness();
+		unsigned NB_THREAD[6] = { 16, 32, 64, 128, 256, 512 };
+		double mean_time[7] = { 0, 0, 0, 0, 0, 0 };
+		unsigned i = 0;
+		double best_time = RAND_MAX;
+		unsigned tmp_kernel_Dim;
+
+#ifndef BLOCK_SIZE
+
+		do {
+			tmp_kernel_Dim = neighborhoodSize / NB_THREAD[i]
+					+ ((neighborhoodSize % NB_THREAD[i] == 0) ? 0 : 1);
+			for (unsigned k = 0; k < 5; k++) {
+				cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+						cudaMemcpyHostToDevice);
+				moGPUTimer timer;
+				timer.start();
+				moGPUKernelEvalByCpy<T,Fitness,Eval><<<tmp_kernel_Dim,NB_THREAD[i] >>>(eval,device_solution.vect,device_FitnessArray,fitness,neighborhoodSize);
+				timer.stop();
+				mean_time[i] += (timer.getTime());
+				timer.deleteTimer();
+			}
+			if (best_time >= (mean_time[i] / 5)) {
+				best_time = mean_time[i] / 5;
+				NEW_BLOCK_SIZE = NB_THREAD[i];
+				NEW_kernel_Dim = tmp_kernel_Dim;
+			}
+			i++;
+		} while (i < 6);
+
+#else
+
+		tmp_kernel_Dim =NEW_kernel_Dim;
+		for (unsigned k = 0; k < 5; k++) {
+			cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+					cudaMemcpyHostToDevice);
+			moGPUTimer timer;
+			timer.start();
+			moGPUKernelEvalByCpy<T,Fitness,Eval><<<tmp_kernel_Dim,BLOCK_SIZE >>>(eval,device_solution.vect,device_FitnessArray,fitness,neighborhoodSize);
+			timer.stop();
+			mean_time[6] += (timer.getTime());
+			timer.deleteTimer();
+		}
+		if (best_time >= (mean_time[6] / 5))
+		best_time = mean_time[6] / 5;
+		do {
+			tmp_kernel_Dim = neighborhoodSize / NB_THREAD[i]
+			+ ((neighborhoodSize % NB_THREAD[i] == 0) ? 0 : 1);
+			for (unsigned k = 0; k < 5; k++) {
+				cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+						cudaMemcpyHostToDevice);
+				moGPUTimer timer;
+				timer.start();
+				moGPUKernelEvalByCpy<T,Fitness,Eval><<<tmp_kernel_Dim,NB_THREAD[i] >>>(eval,device_solution.vect,device_FitnessArray,fitness,neighborhoodSize);
+				timer.stop();
+				mean_time[i] += (timer.getTime());
+				timer.deleteTimer();
+			}
+			if (best_time >= (mean_time[i] / 5)) {
+				best_time = mean_time[i] / 5;
+				NEW_BLOCK_SIZE = NB_THREAD[i];
+				NEW_kernel_Dim = tmp_kernel_Dim;
+			}
+			i++;
+		}while (i < 6);
+
+#endif
+
+	}
+
+protected:
+
+	Eval & eval;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUEvalByModif.h b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUEvalByModif.h
new file mode 100644
index 000000000..4dcc52a9f
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUEvalByModif.h
@@ -0,0 +1,202 @@
+/*
+ <moGPUEvalByModif.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUEvalByModif_H
+#define __moGPUEvalByModif_H
+
+#include <eval/moGPUKernelEvalByModif.h>
+#include <eval/moGPUEval.h>
+#include <performance/moGPUTimer.h>
+
+/**
+ * class for the parallel evaluation of neighborhood
+ */
+
+template<class Neighbor, class Eval>
+class moGPUEvalByModif: public moGPUEval<Neighbor> {
+
+public:
+
+	/**
+	 * Define type of a solution corresponding to Neighbor
+	 **/
+	typedef typename Neighbor::EOT EOT;
+	/**
+	 * Define vector type of vector corresponding to Solution
+	 **/
+	typedef typename EOT::ElemType T;
+	/**
+	 * Define type of a fitness corresponding to Solution
+	 **/
+	typedef typename EOT::Fitness Fitness;
+
+	using moGPUEval<Neighbor>::neighborhoodSize;
+	using moGPUEval<Neighbor>::host_FitnessArray;
+	using moGPUEval<Neighbor>::device_FitnessArray;
+	using moGPUEval<Neighbor>::device_solution;
+	using moGPUEval<Neighbor>::NEW_kernel_Dim;
+	using moGPUEval<Neighbor>::NEW_BLOCK_SIZE;
+	using moGPUEval<Neighbor>::mutex;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the size of the neighborhood
+	 * @param _eval the incremental evaluation
+	 */
+
+	moGPUEvalByModif(unsigned int _neighborhoodSize, Eval & _eval) :
+		moGPUEval<Neighbor> (_neighborhoodSize), eval(_eval) {
+
+	}
+
+	/**
+	 * Compute fitness for all solution neighbors in device
+	 * @param _sol the solution that generate the neighborhood to evaluate parallely
+	 * @param _cpySolution Launch kernel with local copy option of solution in each thread
+	 * @param _withCalibration an automatic configuration of kernel to launch( NB_THREAD BY BLOCK & NB_BLOCK BY KERNEL ),default (1)
+	 */
+
+	void neighborhoodEval(EOT & _sol, bool _cpySolution, bool _withCalibration) {
+		if (!_cpySolution) {
+			unsigned size = _sol.size();
+			if (!mutex) {
+				//Allocate the space for solution in the  global memory of device
+				cudaMalloc((void**) &device_solution.vect, size * sizeof(T));
+				if (_withCalibration)
+					calibration(_sol);
+				mutex = true;
+			}
+
+			// Get Current solution fitness
+			Fitness fitness = _sol.fitness();
+
+			//Copy the solution vector from the host to device
+			cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+					cudaMemcpyHostToDevice);
+
+			//Launch the Kernel to compute all neighbors fitness
+			moGPUKernelEvalByModif<T,Fitness,Eval><<<NEW_kernel_Dim,NEW_BLOCK_SIZE>>>(eval,device_solution.vect,device_FitnessArray,fitness,neighborhoodSize);
+
+			//Copy the result from device to host
+			cudaMemcpy(host_FitnessArray, device_FitnessArray, neighborhoodSize
+					* sizeof(Fitness), cudaMemcpyDeviceToHost);
+		} else
+			cout << "It's evaluation by Modif set cpySolution to false"
+					<< endl;
+	}
+
+	/**
+	 * Compute the best combination of number of block by grid and number of thread  within block
+	 * @param _sol the solution that generate the neighborhood to evaluate parallely
+	 */
+
+	virtual void calibration(EOT & _sol) {
+
+		unsigned size = _sol.size();
+		Fitness fitness = _sol.fitness();
+		unsigned NB_THREAD[6] = { 16, 32, 64, 128, 256, 512 };
+		double mean_time[7] = { 0, 0, 0, 0, 0, 0 };
+		unsigned i = 0;
+		double best_time = RAND_MAX;
+		unsigned tmp_kernel_Dim;
+#ifndef BLOCK_SIZE
+
+		do {
+			tmp_kernel_Dim = neighborhoodSize / NB_THREAD[i]
+					+ ((neighborhoodSize % NB_THREAD[i] == 0) ? 0 : 1);
+			for (unsigned k = 0; k < 5; k++) {
+				cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+						cudaMemcpyHostToDevice);
+				moGPUTimer timer;
+				timer.start();
+				moGPUKernelEvalByModif<T,Fitness,Eval><<<tmp_kernel_Dim,NB_THREAD[i]>>>(eval,device_solution.vect,device_FitnessArray,fitness,neighborhoodSize);
+				timer.stop();
+				mean_time[i] += (timer.getTime());
+				timer.deleteTimer();
+			}
+			if (best_time >= (mean_time[i] / 5)) {
+				best_time = mean_time[i] / 5;
+				NEW_BLOCK_SIZE = NB_THREAD[i];
+				NEW_kernel_Dim = tmp_kernel_Dim;
+			}
+			i++;
+		} while (i < 6);
+
+#else
+
+		tmp_kernel_Dim =NEW_kernel_Dim;
+		for (unsigned k = 0; k < 5; k++) {
+			cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+					cudaMemcpyHostToDevice);
+			moGPUTimer timer;
+			timer.start();
+			moGPUKernelEvalByModif<T,Fitness,Eval><<<tmp_kernel_Dim,BLOCK_SIZE>>>(eval,device_solution.vect,device_FitnessArray,fitness,neighborhoodSize);
+			timer.stop();
+			mean_time[6] += (timer.getTime());
+			timer.deleteTimer();
+		}
+		if (best_time >= (mean_time[6] / 5))
+		best_time = mean_time[6] / 5;
+		do {
+			tmp_kernel_Dim = neighborhoodSize / NB_THREAD[i]
+			+ ((neighborhoodSize % NB_THREAD[i] == 0) ? 0 : 1);
+			for (unsigned k = 0; k < 5; k++) {
+				cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+						cudaMemcpyHostToDevice);
+				moGPUTimer timer;
+				timer.start();
+				moGPUKernelEvalByModif<T,Fitness,Eval><<<tmp_kernel_Dim,NB_THREAD[i]>>>(eval,device_solution.vect,device_FitnessArray,fitness,neighborhoodSize);
+				timer.stop();
+				mean_time[i] += (timer.getTime());
+				timer.deleteTimer();
+			}
+			if (best_time >= (mean_time[i] / 5)) {
+				best_time = mean_time[i] / 5;
+				NEW_BLOCK_SIZE = NB_THREAD[i];
+				NEW_kernel_Dim = tmp_kernel_Dim;
+			}
+			i++;
+		}while (i < 6);
+
+#endif
+
+	}
+
+protected:
+
+	Eval & eval;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUEvalFunc.h b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUEvalFunc.h
new file mode 100644
index 000000000..25eb907fa
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUEvalFunc.h
@@ -0,0 +1,84 @@
+/*
+ <moGPUEvalFunc.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUEvalFunc_H
+#define __moGPUEvalFunc_H
+
+/**
+ * Abstract class for GPU evaluation of neighbor
+ */
+
+template<class Neighbor>
+class moGPUEvalFunc {
+
+public:
+
+	/**
+	 * Define type of a solution corresponding to Neighbor
+	 */
+
+	typedef typename Neighbor::EOT EOT;
+	typedef typename EOT::ElemType T;
+	typedef typename EOT::Fitness Fitness;
+
+	/**
+	 * Constructor
+	 */
+
+	moGPUEvalFunc() {
+	}
+
+	/**
+	 * Destructor
+	 */
+
+	virtual ~moGPUEvalFunc() {
+	}
+
+	/**
+	 *Virtual functor to compute fitness of a solution neighbor
+	 *@param _solution the solution which generate the neighborhood
+	 *@param _fitness the current solution fitness
+	 *@param _index an array that contains a set of indexes corresponding to the current thread identifier neighbor
+	 * the last element of this array contains neighborhood size
+	 */
+
+virtual inline __host__ __device__ Fitness operator() (T * _solution,Fitness _fitness, unsigned int * _index) {
+
+	return _fitness;
+
+}
+
+};
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUKernelEvalByCpy.h b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUKernelEvalByCpy.h
new file mode 100644
index 000000000..858b132ac
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUKernelEvalByCpy.h
@@ -0,0 +1,71 @@
+/*
+ <moGPUKernelEvalByCpy.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUKernelEvalByCpy_H
+#define __moGPUKernelEvalByCpy_H
+///////////////////////////////////////////////////////////////////////////////////////////////////////////////
+
+/**
+ * The kernel function called from the host and executed in device to compute all neighbors fitness at one time
+ * without mapping, each thread id compute one fitness by copying localy the solution
+ * @param _eval how to evaluate each neighbor
+ * @param _solution the representation of solution( vector of int,float....)
+ * @param _allFitness the array of Fitness to save all neighbors fitness
+ * @param _fitness the current solution fitness
+ * @param _neighborhoodsize the size of the neighborhood
+ */
+
+template<class T, class Fitness, class Eval>
+
+__global__ void moGPUKernelEvalByCpy(Eval _eval, T * _solution, Fitness* _allFitness,
+		Fitness _fitness, unsigned _neighborhoodsize) {
+
+	// The thread identifier within a grid block's
+	int id = blockIdx.x * blockDim.x + threadIdx.x;
+	// array to save index to be changed
+	unsigned index[2];
+	T sol_tmp[SIZE];
+	// In this representation each id identify one and only one neighbor in neighborhood
+	if (id < _neighborhoodsize) {
+		for(unsigned i=0;i<SIZE;i++)
+		sol_tmp[i]=_solution[i];
+		//Change the id'th element of solution
+		index[0]=id;
+		index[1]=_neighborhoodsize;
+		//Compute fitness for id'th neighbor
+		_allFitness[id] = _eval(sol_tmp,_fitness,index);
+	}
+}
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUKernelEvalByModif.h b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUKernelEvalByModif.h
new file mode 100644
index 000000000..8c8500126
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUKernelEvalByModif.h
@@ -0,0 +1,68 @@
+/*
+ <moGPUKernelEvalByModif.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUKernelEvalByModif_H
+#define __moGPUKernelEvalByModif_H
+///////////////////////////////////////////////////////////////////////////////////////////////////////////////
+
+/**
+ * The kernel function called from the host and executed in device to compute all neighbors fitness at one time
+ * without mapping, each thread id compute one fitness by modif of solution
+ * @param _eval how to evaluate each neighbor
+ * @param _solution the representation of solution( vector of int,float....)
+ * @param _allFitness the array of Fitness to save all neighbors fitness
+ * @param _fitness the current solution fitness
+ * @param _neighborhoodsize the size of the neighborhood
+ */
+
+template<class T, class Fitness, class Eval>
+
+__global__ void moGPUKernelEvalByModif(Eval _eval, T * _solution, Fitness* _allFitness,
+		Fitness _fitness, unsigned _neighborhoodsize) {
+
+	// The thread identifier within a grid block's
+	int id = blockIdx.x * blockDim.x + threadIdx.x;
+	// array to save index to be changed
+	unsigned index[2];
+	// In this representation each id identify one and only one neighbor in neighborhood
+	if (id < _neighborhoodsize) {
+		//Change the id'th element of solution
+		index[0]=id;
+		index[1]=_neighborhoodsize;
+		//Compute fitness for id'th neighbor
+		_allFitness[id] = _eval(_solution,_fitness,index);
+	}
+}
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUMappingEvalByCpy.h b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUMappingEvalByCpy.h
new file mode 100644
index 000000000..125ed2e0c
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUMappingEvalByCpy.h
@@ -0,0 +1,205 @@
+/*
+ <moGPUMappingEvalByCpy.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUMappingEvalByCpy_H
+#define __moGPUMappingEvalByCpy_H
+#include <eval/moGPUEval.h>
+#include <eval/moGPUMappingKernelEvalByCpy.h>
+#include <performance/moGPUTimer.h>
+
+/**
+ * class for the Mapping neighborhood evaluation
+ */
+
+template<class Neighbor, class Eval>
+class moGPUMappingEvalByCpy: public moGPUEval<Neighbor> {
+
+public:
+
+	/**
+	 * Define type of a solution corresponding to Neighbor
+	 */
+	typedef typename Neighbor::EOT EOT;
+	/**
+	 * Define type of a vector corresponding to Solution
+	 */
+	typedef typename EOT::ElemType T;
+	/**
+	 * Define type of a fitness corresponding to Solution
+	 */
+	typedef typename EOT::Fitness Fitness;
+
+	using moGPUEval<Neighbor>::neighborhoodSize;
+	using moGPUEval<Neighbor>::host_FitnessArray;
+	using moGPUEval<Neighbor>::device_FitnessArray;
+	using moGPUEval<Neighbor>::device_solution;
+	using moGPUEval<Neighbor>::NEW_BLOCK_SIZE;
+	using moGPUEval<Neighbor>::NEW_kernel_Dim;
+	using moGPUEval<Neighbor>::mutex;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the size of the neighborhood
+	 * @param _eval how to evaluate a neighbor
+	 */
+
+	moGPUMappingEvalByCpy(unsigned int _neighborhoodSize, Eval & _eval) :
+		moGPUEval<Neighbor> (_neighborhoodSize), eval(_eval) {
+	}
+
+	/**
+	 * Destructor
+	 */
+	~moGPUMappingEvalByCpy() {
+	}
+
+	/**
+	 * Compute fitness for all solution neighbors in device with associated mapping
+	 * @param _sol the solution that generate the neighborhood to evaluate parallely
+	 * @param _mapping the array of mapping indexes that associate a neighbor identifier to X-position
+	 * @param _cpySolution Launch kernel with local copy option of solution in each thread if it's set to true
+	 * @param _withCalibration an automatic kernel configuration, fix nbr of thread by block and nbr of grid by kernel
+	 */
+
+	void neighborhoodEval(EOT & _sol, unsigned int * _mapping,
+			bool _cpySolution, bool _withCalibration) {
+		if (_cpySolution) {
+			unsigned size = _sol.size();
+			// Get Current solution fitness
+			Fitness fitness = _sol.fitness();
+			if (!mutex) {
+				//Allocate the space for solution in the device global memory
+				cudaMalloc((void**) &device_solution.vect, size * sizeof(T));
+				if (_withCalibration)
+					calibration(_sol, _mapping);
+				mutex = true;
+			}
+			//Copy the solution vector from the host to device
+			cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+					cudaMemcpyHostToDevice);
+			//Launch the Kernel to compute all neighbors fitness,using a given mapping
+			moGPUMappingKernelEvalByCpy<T,Fitness,Eval><<<NEW_kernel_Dim,NEW_BLOCK_SIZE >>>(eval,device_solution.vect,device_FitnessArray,fitness,_mapping,neighborhoodSize);
+			cudaMemcpy(host_FitnessArray, device_FitnessArray, neighborhoodSize
+					* sizeof(Fitness), cudaMemcpyDeviceToHost);
+
+		} else
+			cout << "It's evaluation by copy set cpySolution to true" << endl;
+	}
+
+	/**
+	 * Compute the best combination of number of block by grid and number of thread  within block
+	 * @param _sol the solution that generate the neighborhood to evaluate parallely
+	 * @param _mapping the array of mapping indexes that associate a neighbor identifier to X-position
+	 */
+
+	virtual void calibration(EOT & _sol, unsigned int * _mapping) {
+
+		unsigned size = _sol.size();
+		Fitness fitness = _sol.fitness();
+		unsigned NB_THREAD[6] = { 16, 32, 64, 128, 256, 512 };
+		double mean_time[7] = { 0, 0, 0, 0, 0, 0 };
+		unsigned i = 0;
+		double best_time = 0;
+		unsigned tmp_kernel_Dim;
+		best_time = RAND_MAX;
+#ifndef BLOCK_SIZE
+
+		do {
+			tmp_kernel_Dim = neighborhoodSize / NB_THREAD[i]
+					+ ((neighborhoodSize % NB_THREAD[i] == 0) ? 0 : 1);
+			for (unsigned k = 0; k < 5; k++) {
+				cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+						cudaMemcpyHostToDevice);
+				moGPUTimer timer;
+				timer.start();
+				moGPUMappingKernelEvalByCpy<T,Fitness,Eval><<<tmp_kernel_Dim,NB_THREAD[i]>>>(eval,device_solution.vect,device_FitnessArray,fitness,_mapping,neighborhoodSize);
+				timer.stop();
+				mean_time[i] += (timer.getTime());
+				timer.deleteTimer();
+			}
+			if (best_time >= (mean_time[i] / 5)) {
+				best_time = mean_time[i] / 5;
+				NEW_BLOCK_SIZE = NB_THREAD[i];
+				NEW_kernel_Dim = tmp_kernel_Dim;
+			}
+			i++;
+		} while (i < 6);
+
+#else
+
+		tmp_kernel_Dim =NEW_kernel_Dim;
+		for (unsigned k = 0; k < 5; k++) {
+			cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+					cudaMemcpyHostToDevice);
+			moGPUTimer timer;
+			timer.start();
+			moGPUMappingKernelEvalByCpy<T,Fitness,Eval><<<tmp_kernel_Dim,BLOCK_SIZE>>>(eval,device_solution.vect,device_FitnessArray,fitness,_mapping,neighborhoodSize);
+			timer.stop();
+			mean_time[6] += (timer.getTime());
+			timer.deleteTimer();
+		}
+		if (best_time >= (mean_time[6] / 5))
+		best_time = mean_time[6] / 5;
+		do {
+			tmp_kernel_Dim = neighborhoodSize / NB_THREAD[i]
+			+ ((neighborhoodSize % NB_THREAD[i] == 0) ? 0 : 1);
+			for (unsigned k = 0; k < 5; k++) {
+				cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+						cudaMemcpyHostToDevice);
+				moGPUTimer timer;
+				timer.start();
+				moGPUMappingKernelEvalByCpy<T,Fitness,Eval><<<tmp_kernel_Dim,NB_THREAD[i]>>>(eval,device_solution.vect,device_FitnessArray,fitness,_mapping,neighborhoodSize);
+				timer.stop();
+				mean_time[i] += (timer.getTime());
+				timer.deleteTimer();
+			}
+			if (best_time >= (mean_time[i] / 5)) {
+				best_time = mean_time[i] / 5;
+				NEW_BLOCK_SIZE = NB_THREAD[i];
+				NEW_kernel_Dim = tmp_kernel_Dim;
+			}
+			i++;
+		}while (i < 6);
+
+#endif
+
+	}
+
+protected:
+
+	Eval & eval;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUMappingEvalByModif.h b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUMappingEvalByModif.h
new file mode 100644
index 000000000..4284e16f4
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUMappingEvalByModif.h
@@ -0,0 +1,203 @@
+/*
+ <moGPUMappingEvalByModif.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUMappingEvalByModif_H
+#define __moGPUMappingEvalByModif_H
+#include <eval/moGPUEval.h>
+#include <eval/moGPUMappingKernelEvalByModif.h>
+#include <performance/moGPUTimer.h>
+
+/**
+ * class for the Mapping neighborhood evaluation
+ */
+
+template<class Neighbor, class Eval>
+class moGPUMappingEvalByModif: public moGPUEval<Neighbor> {
+
+public:
+
+	/**
+	 * Define type of a solution corresponding to Neighbor
+	 */
+	typedef typename Neighbor::EOT EOT;
+	/**
+	 * Define type of a vector corresponding to Solution
+	 */
+	typedef typename EOT::ElemType T;
+	/**
+	 * Define type of a fitness corresponding to Solution
+	 */
+	typedef typename EOT::Fitness Fitness;
+
+	using moGPUEval<Neighbor>::neighborhoodSize;
+	using moGPUEval<Neighbor>::host_FitnessArray;
+	using moGPUEval<Neighbor>::device_FitnessArray;
+	using moGPUEval<Neighbor>::device_solution;
+	using moGPUEval<Neighbor>::NEW_BLOCK_SIZE;
+	using moGPUEval<Neighbor>::NEW_kernel_Dim;
+	using moGPUEval<Neighbor>::mutex;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the size of the neighborhood
+	 * @param _eval the incremental evaluation
+	 */
+
+	moGPUMappingEvalByModif(unsigned int _neighborhoodSize, Eval & _eval) :
+		moGPUEval<Neighbor> (_neighborhoodSize), eval(_eval) {
+	}
+
+	/**
+	 * Destructor
+	 */
+	~moGPUMappingEvalByModif() {
+	}
+
+	/**
+	 * Compute fitness for all solution neighbors in device with associated mapping
+	 * @param _sol the solution that generate the neighborhood to evaluate parallely
+	 * @param _mapping the array of mapping indexes that associate a neighbor identifier to X-position
+	 * @param _cpySolution Launch kernel with local copy option of solution in each thread if it's set to true
+	 * @param _withCalibration an automatic kernel configuration, fix nbr of thread by block and nbr of grid by kernel
+	 */
+
+	void neighborhoodEval(EOT & _sol, unsigned int * _mapping,
+			bool _cpySolution, bool _withCalibration) {
+		if (!_cpySolution) {
+			unsigned size = _sol.size();
+			// Get Current solution fitness
+			Fitness fitness = _sol.fitness();
+			if (!mutex) {
+				//Allocate the space for solution in the device global memory
+				cudaMalloc((void**) &device_solution.vect, size * sizeof(T));
+				if (_withCalibration)
+					calibration(_sol, _mapping);
+				mutex = true;
+			}
+			//Copy the solution vector from the host to device
+			cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+					cudaMemcpyHostToDevice);
+			//Launch the Kernel to compute all neighbors fitness,using a given mapping
+			moGPUMappingKernelEvalByModif<T,Fitness,Eval><<<NEW_kernel_Dim,NEW_BLOCK_SIZE >>>(eval,device_solution.vect,device_FitnessArray,fitness,_mapping,neighborhoodSize);
+			cudaMemcpy(host_FitnessArray, device_FitnessArray, neighborhoodSize
+					* sizeof(Fitness), cudaMemcpyDeviceToHost);
+		} else
+			cout << "It's evaluation by Modif set cpySolution to false" << endl;
+	}
+
+	/**
+	 * Compute the best combination of number of block by grid and number of thread  within block
+	 * @param _sol the solution that generate the neighborhood to evaluate parallely
+	 * @param _mapping the array of mapping indexes that associate a neighbor identifier to X-position
+	 */
+
+
+	virtual void calibration(EOT & _sol, unsigned int * _mapping) {
+
+		unsigned size = _sol.size();
+		Fitness fitness = _sol.fitness();
+		unsigned NB_THREAD[6] = { 16, 32, 64, 128, 256, 512 };
+		double mean_time[7] = { 0, 0, 0, 0, 0, 0 };
+		unsigned i = 0;
+		double best_time = 0;
+		unsigned tmp_kernel_Dim;
+		best_time = RAND_MAX;
+#ifndef BLOCK_SIZE
+		do {
+			tmp_kernel_Dim = neighborhoodSize / NB_THREAD[i]
+					+ ((neighborhoodSize % NB_THREAD[i] == 0) ? 0 : 1);
+			for (unsigned k = 0; k < 5; k++) {
+				cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+						cudaMemcpyHostToDevice);
+				moGPUTimer timer;
+				timer.start();
+				moGPUMappingKernelEvalByModif<T,Fitness,Eval><<<tmp_kernel_Dim,NB_THREAD[i]>>>(eval,device_solution.vect,device_FitnessArray,fitness,_mapping,neighborhoodSize);
+				timer.stop();
+				mean_time[i] += (timer.getTime());
+				timer.deleteTimer();
+			}
+			if (best_time >= (mean_time[i] / 5)) {
+				best_time = mean_time[i] / 5;
+				NEW_BLOCK_SIZE = NB_THREAD[i];
+				NEW_kernel_Dim = tmp_kernel_Dim;
+			}
+			i++;
+		} while (i < 6);
+#else
+
+		tmp_kernel_Dim =NEW_kernel_Dim;
+		for (unsigned k = 0; k < 5; k++) {
+			cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+					cudaMemcpyHostToDevice);
+			moGPUTimer timer;
+			timer.start();
+			moGPUMappingKernelEvalByModif<T,Fitness,Eval><<<tmp_kernel_Dim,NEW_BLOCK_SIZE >>>(eval,device_solution.vect,device_FitnessArray,fitness,_mapping,neighborhoodSize);
+			timer.stop();
+			mean_time[6] += (timer.getTime());
+			timer.deleteTimer();
+		}
+		if (best_time >= (mean_time[6] / 5))
+		best_time = mean_time[6] / 5;
+		do {
+			tmp_kernel_Dim = neighborhoodSize / NB_THREAD[i]
+			+ ((neighborhoodSize % NB_THREAD[i] == 0) ? 0 : 1);
+			for (unsigned k = 0; k < 5; k++) {
+				cudaMemcpy(device_solution.vect, _sol.vect, size * sizeof(T),
+						cudaMemcpyHostToDevice);
+				moGPUTimer timer;
+				timer.start();
+				moGPUMappingKernelEvalByModif<T,Fitness,Eval><<<tmp_kernel_Dim,NB_THREAD[i] >>>(eval,device_solution.vect,device_FitnessArray,fitness,_mapping,neighborhoodSize);
+				timer.stop();
+				mean_time[i] += (timer.getTime());
+				timer.deleteTimer();
+			}
+			if (best_time >= (mean_time[i] / 5)) {
+				best_time = mean_time[i] / 5;
+				NEW_BLOCK_SIZE = NB_THREAD[i];
+				NEW_kernel_Dim = tmp_kernel_Dim;
+			}
+			i++;
+		}while (i < 6);
+
+#endif
+
+	}
+
+protected:
+
+	Eval & eval;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUMappingKernelEvalByCpy.h b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUMappingKernelEvalByCpy.h
new file mode 100644
index 000000000..7d204c337
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUMappingKernelEvalByCpy.h
@@ -0,0 +1,76 @@
+/*
+ <moGPUMappingKernelEvalByCpy.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUMappingKernelEvalByCpy_H
+#define __moGPUMappingKernelEvalByCpy_H
+///////////////////////////////////////////////////////////////////////////////////////////////////////////////
+
+/**
+ * The kernel function called from the host and executed in device to compute all neighbors fitness at one time
+ * without mapping, each thread id compute one fitness by modif of solution
+ * @param _eval how to evaluate each neighbor
+ * @param _solution the representation of solution( vector of int,float....)
+ * @param _allFitness the array of Fitness to save all neighbors fitness
+ * @param _fitness the current solution fitness
+ * @param _mapping associate to each threadID a set of correspondent indexes
+ * @param _neighborhoodsize the size of the neighborhood
+ */
+
+template<class T, class Fitness, class Eval>
+
+__global__ void moGPUMappingKernelEvalByCpy(Eval _eval, T * _solution, Fitness* _allFitness,
+		Fitness _fitness,unsigned * _mapping,unsigned _neighborhoodsize) {
+
+	// The thread identifier within a grid block's
+	int id = blockIdx.x * blockDim.x + threadIdx.x;
+	//counter of number of x-change
+	unsigned i;
+	// array to save set a set of indexes corresponding to the current thread identifier
+	unsigned index[NB_POS+2];
+	T sol_tmp[SIZE];
+	// In this representation each id identify one and only one neighbor in neighborhood
+	if (id < _neighborhoodsize) {
+		for(i=0;i<SIZE;i++)
+		sol_tmp[i]=_solution[i];
+		for(i=0;i<NB_POS;i++)
+			index[i]=_mapping[id + i * _neighborhoodsize];
+		index[NB_POS]=_neighborhoodsize;
+		index[NB_POS+1]=id;
+		//Evaluate by Modif Id'th neighbor with index mapping
+		_allFitness[id]=_eval(sol_tmp,_fitness, index);
+
+	}
+}
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUMappingKernelEvalByModif.h b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUMappingKernelEvalByModif.h
new file mode 100644
index 000000000..e07b60858
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/eval/moGPUMappingKernelEvalByModif.h
@@ -0,0 +1,73 @@
+/*
+ <moGPUMappingKernelEvalByModif.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUMappingKernelEvalByModif_H
+#define __moGPUMappingKernelEvalByModif_H
+///////////////////////////////////////////////////////////////////////////////////////////////////////////////
+
+/**
+ * The kernel function called from the host and executed in device to compute all neighbors fitness at one time
+ * without mapping, each thread id compute one fitness by modif of solution
+ * @param _eval how to evaluate each neighbor
+ * @param _solution the representation of solution( vector of int,float....)
+ * @param _allFitness the array of Fitness to save all neighbors fitness
+ * @param _fitness the current solution fitness
+ * @param _mapping associate to each threadID a set of correspondent indexes
+ * @param _neighborhoodsize the size of the neighborhood
+ */
+
+template<class T, class Fitness, class Eval>
+
+__global__ void moGPUMappingKernelEvalByModif(Eval _eval, T * _solution, Fitness* _allFitness,
+		Fitness _fitness,unsigned int * _mapping,unsigned _neighborhoodsize) {
+
+	// The thread identifier within a grid block's
+	int id = blockIdx.x * blockDim.x + threadIdx.x;
+	//counter of number of x-change
+	unsigned i;
+	// array to save set a set of indexes corresponding to the current thread identifier
+	unsigned index[NB_POS+2];
+	// In this representation each id identify one and only one neighbor in neighborhood
+	if (id < _neighborhoodsize) {
+		for(i=0;i<NB_POS;i++)
+			index[i]=_mapping[id + i * _neighborhoodsize];
+		index[NB_POS]=_neighborhoodsize;
+		index[NB_POS+1]=id;
+		//Evaluate by Modif Id'th neighbor with index mapping
+		_allFitness[id]=_eval(_solution,_fitness, index);
+
+	}
+}
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUAllocator.h b/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUAllocator.h
new file mode 100644
index 000000000..5a01ab4e9
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUAllocator.h
@@ -0,0 +1,81 @@
+/*
+ <moGPUAllocator.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ 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 __moGPUAllocator_H_
+#define __moGPUAllocator_H_
+
+// CUDA includes
+#include <cutil.h>
+
+/**
+ *  class for allocation data on GPU global memory
+ */
+
+class moGPUAllocator {
+
+public:
+
+	/**
+	 * Constructor
+	 */
+
+	moGPUAllocator() {
+	}
+
+	/**
+	 *Allocate data on GPU global memory
+	 *@param _data the data to allocate on GPU global memory
+	 *@param _dataSize the size of data to allocate on GPU memory
+	 */
+	template<typename T>
+	void operator()(T* & _data, unsigned _dataSize) {
+
+		//Allocate data in GPU memory
+		CUDA_SAFE_CALL(cudaMalloc((void**) &_data, _dataSize * sizeof(T)));
+
+		// Check if data allocation is failed
+		CUT_CHECK_ERROR("Allocation of data on GPU global memory failed");
+
+	}
+
+	/**
+	 * Destructor
+	 */
+
+	~moGPUAllocator() {
+	}
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUCopy.h b/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUCopy.h
new file mode 100644
index 000000000..5c0cba6bf
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUCopy.h
@@ -0,0 +1,117 @@
+/*
+ <moGPUCopy.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ 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 __moGPUCopy_H_
+#define __moGPUCopy_H_
+
+// CUDA includes
+#include <cutil.h>
+
+/**
+ *  class to copy data  from CPU memory to  GPU global memory and vice versa
+ */
+
+class moGPUCopy {
+
+public:
+
+	/**
+	 * Constructor
+	 */
+
+	moGPUCopy() {
+	}
+
+	/**
+	 *Copy data from CPU memory to GPU global memory (default copy)
+	 *@param _data the data representation where the data will be copied
+	 *@param _dataTocpy the data to copy from CPU memory to GPU memory
+	 *@param _dataSize the size of data to copy
+	 */
+	template<typename T>
+	void operator()(T* & _data, T * & _dataTocpy, unsigned _dataSize) {
+
+		//copy data from CPU memory to GPU memory
+		CUDA_SAFE_CALL(cudaMemcpy(_data, _dataTocpy, _dataSize * sizeof(T),
+				cudaMemcpyHostToDevice));
+
+		// Check if the copy of data is failed
+		CUT_CHECK_ERROR("Copy of data from CPU to GPU global memory failed");
+	}
+
+	/**
+	 *Copy device data from GPU global memory to global variable declared in device
+	 *@param _dev_data the device global variable
+	 *@param _dataTocpy the data to copy GPU global memory to GPU global variable
+	 */
+	template<typename T>
+	void operator()(T* & _dev_data, T * & _dataTocpy) {
+
+		//Copy n bytes from the memory area pointed to by _dataTocpy to the memory area pointed to by offset bytes from the start of symbol _dev_data
+
+		cudaMemcpyToSymbol(_dev_data, &_dataTocpy, sizeof(_dataTocpy));
+
+	}
+
+	/**
+	 *Copy data from CPU memory to GPU global memory and vice versa
+	 *@param _data the data representation where the data will be copied
+	 *@param _dataTocpy the data to copy from CPU memory to GPU memory and vice versa
+	 *@param _dataSize the size of data to copy
+	 *@param _HostToDevice the direction of copy(true if copy will be done from CPU memory to GPU memory)
+	 */
+	template<typename T>
+	void operator()(T* & _data, T * & _dataTocpy, unsigned _dataSize,
+			bool _HostToDevice) {
+
+		if (_HostToDevice) {
+
+			//copy data from CPU memory to GPU global memory
+			CUDA_SAFE_CALL(cudaMemcpy(_data, _dataTocpy, _dataSize * sizeof(T),
+					cudaMemcpyHostToDevice));
+		}
+
+		else {
+			//copy data from GPU global memory to GPU memory
+			CUDA_SAFE_CALL(cudaMemcpy(_data, _dataTocpy, _dataSize * sizeof(T),
+					cudaMemcpyDeviceToHost));
+		}
+
+	}
+
+	~moGPUCopy() {
+	}
+
+};
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUDeallocator.h b/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUDeallocator.h
new file mode 100644
index 000000000..18ef65d9c
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUDeallocator.h
@@ -0,0 +1,74 @@
+/*
+ <moGPUDeallocator.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ 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 __moGPUDeallocator_H_
+#define __moGPUDeallocator_H_
+
+/**
+ *  class for Disallocation of data from GPU global memory
+ */
+
+class moGPUDeallocator {
+
+public:
+
+	/**
+	 * Constructor
+	 */
+
+	moGPUDeallocator() {
+	}
+
+	/**
+	 *Deallocate data on GPU global memory
+	 *@param _data the data to deallocate from GPU global memory
+	 */
+	template<typename T>
+	void operator()(T* & _data) {
+
+		//Deallocate data from GPU global memory
+		cudaFree(_data);
+
+	}
+
+	/**
+	 * Destructor
+	 */
+
+	~moGPUDeallocator() {
+	}
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUObject.h b/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUObject.h
new file mode 100644
index 000000000..74f2ccb7f
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUObject.h
@@ -0,0 +1,96 @@
+/*
+ <moGPUObject.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ 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 __moGPUObject_H_
+#define __moGPUObject_H_
+
+#include <memory/moGPUAllocator.h>
+#include <memory/moGPUDeallocator.h>
+#include <memory/moGPUCopy.h>
+
+/**
+ *  class of data managment on GPU global memory (allocation,desallocation & copy)
+ */
+
+class moGPUObject {
+
+public:
+
+	/*
+	 * Constructor
+	 */
+	moGPUObject() {
+
+	}
+
+	/**
+	 *Allocate & Copy data from CPU memory to GPU global memory (default copy)
+	 *@param _data the data to allocate on GPU
+	 *@param _dataTocpy the data to copy from CPU memory to _data on GPU memory
+	 *@param _dataSize the size of data to copy
+	 */
+	template<typename T>
+	void memCopy(T* & _data, T * & _dataTocpy, unsigned _dataSize) {
+		malloc(_data, _dataSize);
+		copy(_data, _dataTocpy, _dataSize);
+	}
+
+	/**
+	 *Copy device data from GPU global memory to global variable declared in device
+	 *@param _dev_data the device global variable
+	 *@param _dataTocpy the data to copy GPU global memory to GPU global variable
+	 */
+	template<typename T>
+	void memCopyGlobalVariable(T* & _dev_data, T * & _dataTocpy) {
+		copy(_dev_data, _dataTocpy);
+	}
+
+	/**
+	 *Desallocate data on GPU global memory
+	 *@param _data the data to desallocate from GPU global memory
+	 */
+	template<typename T>
+	void memFree(T* & _data) {
+		free(_data);
+	}
+
+public:
+
+	moGPUAllocator malloc;
+	moGPUCopy copy;
+	moGPUDeallocator free;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUSpecificData.h b/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUSpecificData.h
new file mode 100644
index 000000000..b3286dadc
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/memory/moGPUSpecificData.h
@@ -0,0 +1,85 @@
+/*
+ <moGPUSpecificData.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ 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 __moGPUSpecificData_H_
+#define __moGPUSpecificData_H_
+
+#include <memory/moGPUObject.h>
+
+/**
+ *  class of managment of specific data problem
+ */
+
+class moGPUSpecificData {
+
+public:
+
+	/*
+	 * Default constructor
+	 */
+
+	moGPUSpecificData() {
+		sizeData = 0;
+	}
+
+	/*
+	 * Load data from file given in argument
+	 * @param _file the name of data file
+	 */
+
+	virtual void load(char* _file)=0;
+
+	/*
+	 * Return the size
+	 * @return the size of data to load
+	 */
+
+	virtual unsigned int getSize() {
+		return sizeData;
+	}
+
+	/*
+	 * Set  the size of data to load
+	 */
+
+	virtual void setSize(unsigned int _size) {
+		sizeData = _size;
+	}
+
+public:
+	unsigned int sizeData;
+	moGPUObject GPUObject;
+
+};
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUBitNeighbor.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUBitNeighbor.h
new file mode 100644
index 000000000..b48753bac
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUBitNeighbor.h
@@ -0,0 +1,122 @@
+/*
+ <moGPUBitNeighbor.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Jerémie Humeau, Boufaras Karima, Thé Van LUONG
+
+ 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 __moGPUBitNeighbor_h
+#define __moGPUBitNeighbor_h
+
+#include <neighborhood/moBackableNeighbor.h>
+#include <neighborhood/moIndexNeighbor.h>
+#include <GPUType/moGPUBitVector.h>
+
+/**
+ * Neighbor related to a solution vector of Bit
+ */
+
+template<class Fitness>
+class moGPUBitNeighbor: public moBackableNeighbor<moGPUBitVector<Fitness> > ,
+		public moIndexNeighbor<moGPUBitVector<Fitness> > {
+
+public:
+
+	typedef moGPUBitVector<Fitness> EOT ;
+	using moBackableNeighbor<EOT>::fitness;
+	using moIndexNeighbor<EOT>::key;
+
+	/**
+	 * move the solution
+	 * @param _solution the solution to move
+	 */
+
+	virtual void move(EOT & _solution) {
+
+		_solution[key] = !_solution[key];
+		_solution.invalidate();
+
+	}
+
+	/**
+	 * move back the solution (useful for the evaluation by modif)
+	 * @param  _solution the solution to move back
+	 */
+
+	virtual void moveBack(EOT & _solution) {
+
+		move(_solution);
+
+	}
+
+	/**
+	 * Return the class name.
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moGPUBitNeighbor";
+	}
+
+	/**
+	 * Read object.\
+  * Calls base class, just in case that one had something to do.
+	 * The read and print methods should be compatible and have the same format.
+	 * In principle, format is "plain": they just print a number
+	 * @param _is a std::istream.
+	 * @throw runtime_std::exception If a valid object can't be read.
+	 */
+
+	virtual void readFrom(std::istream& _is) {
+		std::string fitness_str;
+		int pos = _is.tellg();
+		_is >> fitness_str;
+		if (fitness_str == "INVALID") {
+			throw std::runtime_error("invalid fitness");
+		} else {
+			Fitness repFit;
+			_is.seekg(pos);
+			_is >> repFit;
+			_is >> key;
+			fitness(repFit);
+		}
+	}
+
+	/**
+	 * Write object. Called printOn since it prints the object _on_ a stream.
+	 * @param _os A std::ostream.
+	 */
+
+	virtual void printOn(std::ostream& _os) const {
+		_os << fitness() << ' ' << key << std::endl;
+	}
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUMappingNeighborhood.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUMappingNeighborhood.h
new file mode 100644
index 000000000..08a94d31b
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUMappingNeighborhood.h
@@ -0,0 +1,110 @@
+/*
+ <moGPUMappingNeighborhood.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 __moGPUMappingNeighborhood_h
+#define __moGPUMappingNeighborhood_h
+
+#include <neighborhood/moMappingNeighborhood.h>
+#include <eval/moGPUEval.h>
+
+template<class N>
+class moGPUMappingNeighborhood: public moMappingNeighborhood<N> {
+
+public:
+
+	/**
+	 * Define a Neighbor and type of a solution corresponding
+	 */
+
+	typedef N Neighbor;
+	typedef typename Neighbor::EOT EOT;
+
+	using moMappingNeighborhood<Neighbor>::neighborhoodSize;
+	using moMappingNeighborhood<Neighbor>::currentIndex;
+	using moMappingNeighborhood<Neighbor>::indices;
+	using moMappingNeighborhood<Neighbor>::mapping;
+	using moMappingNeighborhood<Neighbor>::xChange;
+	using moMappingNeighborhood<Neighbor>::mutex;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the neighborhood size
+	 * @param _xChange the number of x-change positions
+	 */
+
+	moGPUMappingNeighborhood(unsigned int _neighborhoodSize,
+			unsigned int _xChange) :
+		moMappingNeighborhood<Neighbor> (_neighborhoodSize, _xChange) {
+		sendMapping = false;
+		cudaMalloc((void**) &device_Mapping, sizeof(unsigned int)
+				* neighborhoodSize * _xChange);
+	}
+	;
+
+	/**
+	 *Destructor
+	 */
+
+	~moGPUMappingNeighborhood() {
+
+		cudaFree(device_Mapping);
+	}
+
+	/**
+	 * Initialization of the neighborhood and mapping on device
+	 * @param _solution the solution to explore
+	 * @param _current the first neighbor
+	 */
+
+	virtual void init(EOT& _solution, Neighbor& _current) {
+
+		moMappingNeighborhood<Neighbor>::init(_solution, _current);
+		if (!sendMapping) {
+			cudaMemcpy(device_Mapping, mapping,xChange * neighborhoodSize
+					* sizeof(unsigned int), cudaMemcpyHostToDevice);
+			sendMapping = true;
+		}
+	}
+
+	/**
+	 * Return the class Name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moGPUMappingNeighborhood";
+	}
+
+protected:
+
+	bool sendMapping;
+	unsigned int * device_Mapping;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUMappingNeighborhoodByCpy.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUMappingNeighborhoodByCpy.h
new file mode 100644
index 000000000..68031f6bf
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUMappingNeighborhoodByCpy.h
@@ -0,0 +1,97 @@
+/*
+ <moGPUMappingNeighborhoodByCpy.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 __moGPUMappingNeighborhoodByCpy_h
+#define __moGPUMappingNeighborhoodByCpy_h
+
+#include <neighborhood/moGPUMappingNeighborhood.h>
+#include <eval/moGPUEval.h>
+
+template<class N>
+class moGPUMappingNeighborhoodByCpy: public moGPUMappingNeighborhood<N> {
+
+public:
+
+	/**
+	 * Define a Neighbor and type of a solution corresponding
+	 */
+
+	typedef N Neighbor;
+	typedef typename Neighbor::EOT EOT;
+
+	/*A tester*/
+	using moGPUMappingNeighborhood<Neighbor>::neighborhoodSize;
+	using moGPUMappingNeighborhood<Neighbor>::currentIndex;
+	using moGPUMappingNeighborhood<Neighbor>::indices;
+	using moGPUMappingNeighborhood<Neighbor>::mapping;
+	using moGPUMappingNeighborhood<Neighbor>::xChange;
+	using moGPUMappingNeighborhood<Neighbor>::mutex;
+	using moGPUMappingNeighborhood<Neighbor>::device_Mapping;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the neighborhood size
+	 * @param _xChange the number of x-change positions
+	 * @param _eval show how to evaluate neighborhood of a solution at one time
+	 */
+
+	moGPUMappingNeighborhoodByCpy(unsigned int _neighborhoodSize,
+			unsigned int _xChange,moGPUEval<Neighbor>& _eval) :
+		moGPUMappingNeighborhood<Neighbor> (_neighborhoodSize, _xChange), eval(_eval){
+	}
+
+
+	/**
+	 * Initialization of the neighborhood
+	 * @param _solution the solution to explore
+	 * @param _current the first neighbor
+	 */
+
+	virtual void init(EOT& _solution, Neighbor& _current) {
+
+		moGPUMappingNeighborhood<Neighbor>::init(_solution, _current);
+		//Compute all neighbors fitness at one time
+		 eval.neighborhoodEval(_solution, device_Mapping,1,1);
+	}
+
+	/**
+	 * Return the class Name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moGPUMappingNeighborhoodByCpy";
+	}
+
+protected:
+
+	moGPUEval<Neighbor>& eval;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUMappingNeighborhoodByModif.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUMappingNeighborhoodByModif.h
new file mode 100644
index 000000000..c1bab360e
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUMappingNeighborhoodByModif.h
@@ -0,0 +1,97 @@
+/*
+ <moGPUMappingNeighborhoodByModif.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 __moGPUMappingNeighborhoodByModif_h
+#define __moGPUMappingNeighborhoodByModif_h
+
+#include <neighborhood/moGPUMappingNeighborhood.h>
+#include <eval/moGPUEval.h>
+
+template<class N>
+class moGPUMappingNeighborhoodByModif: public moGPUMappingNeighborhood<N> {
+
+public:
+
+	/**
+	 * Define a Neighbor and type of a solution corresponding
+	 */
+
+	typedef N Neighbor;
+	typedef typename Neighbor::EOT EOT;
+
+	/*A tester*/
+	using moGPUMappingNeighborhood<Neighbor>::neighborhoodSize;
+	using moGPUMappingNeighborhood<Neighbor>::currentIndex;
+	using moGPUMappingNeighborhood<Neighbor>::indices;
+	using moGPUMappingNeighborhood<Neighbor>::mapping;
+	using moGPUMappingNeighborhood<Neighbor>::xChange;
+	using moGPUMappingNeighborhood<Neighbor>::mutex;
+	using moGPUMappingNeighborhood<Neighbor>::device_Mapping;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the neighborhood size
+	 * @param _xChange the number of x-change positions
+	 * @param _eval show how to evaluate neighborhood of a solution at one time
+	 */
+
+	moGPUMappingNeighborhoodByModif(unsigned int _neighborhoodSize,
+			unsigned int _xChange,moGPUEval<Neighbor>& _eval) :
+		moGPUMappingNeighborhood<Neighbor> (_neighborhoodSize, _xChange), eval(_eval){
+	}
+
+
+	/**
+	 * Initialization of the neighborhood
+	 * @param _solution the solution to explore
+	 * @param _current the first neighbor
+	 */
+
+	virtual void init(EOT& _solution, Neighbor& _current) {
+
+		moGPUMappingNeighborhood<Neighbor>::init(_solution, _current);
+		//Compute all neighbors fitness at one time
+		 eval.neighborhoodEval(_solution, device_Mapping,0,1);
+	}
+
+	/**
+	 * Return the class Name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moGPUMappingNeighborhoodByModif";
+	}
+
+protected:
+
+	moGPUEval<Neighbor>& eval;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUOrderNeighborhoodByCpy.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUOrderNeighborhoodByCpy.h
new file mode 100644
index 000000000..bce7abfb0
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUOrderNeighborhoodByCpy.h
@@ -0,0 +1,96 @@
+/*
+  <moGPUOrderNeighborhoodByCpy.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 __moGPUOrderNeighborhoodByCpy_h
+#define __moGPUOrderNeighborhoodByCpy_h
+
+#include <neighborhood/moOrderNeighborhood.h>
+#include <eval/moGPUEval.h>
+
+/**
+ * An ordered neighborhood with parallel evaluation
+ */
+
+template<class N>
+class moGPUOrderNeighborhoodByCpy: public moOrderNeighborhood<N> {
+
+ public:
+
+  /**
+   * Define type of a solution corresponding to Neighbor
+   */
+
+  typedef N Neighbor;
+  typedef typename Neighbor::EOT EOT;
+
+  using moOrderNeighborhood<Neighbor>::neighborhoodSize;
+  using moOrderNeighborhood<Neighbor>::currentIndex;
+
+  /**
+   * Constructor
+   * @param _neighborhoodSize the size of the neighborhood
+   * @param _eval show how to evaluate neighborhood of a solution at one time
+   */
+
+ moGPUOrderNeighborhoodByCpy(unsigned int _neighborhoodSize,
+			 moGPUEval<Neighbor>& _eval) :
+  moOrderNeighborhood<Neighbor> (_neighborhoodSize), eval(_eval) {
+  }
+
+  /**
+   * Initialization of the neighborhood
+   *@param _solution the solution to explore
+   *@param _neighbor the first neighbor
+   */
+
+  virtual void init(EOT & _solution, Neighbor & _neighbor) {
+
+    moOrderNeighborhood<Neighbor>::init(_solution, _neighbor);
+    //Compute all neighbors fitness at one time
+    eval.neighborhoodEval(_solution,1,1);
+  }
+
+  /**
+   * Return the class name.
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moGPUOrderNeighborhoodByCpy";
+  }
+
+ protected:
+  moGPUEval<Neighbor>& eval;
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUOrderNeighborhoodByModif.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUOrderNeighborhoodByModif.h
new file mode 100644
index 000000000..7c997a901
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUOrderNeighborhoodByModif.h
@@ -0,0 +1,96 @@
+/*
+  <moGPUOrderNeighborhoodByModif.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Jerémie Humeau, Thé Van LUONG, Karima Boufaras
+
+  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 __moGPUOrderNeighborhoodByModif_h
+#define __moGPUOrderNeighborhoodByModif_h
+
+#include <neighborhood/moOrderNeighborhood.h>
+#include <eval/moGPUEvalByModif.h>
+
+/**
+ * An ordered neighborhood with parallel evaluation
+ */
+
+template<class N>
+class moGPUOrderNeighborhoodByModif: public moOrderNeighborhood<N> {
+
+ public:
+
+  /**
+   * Define type of a solution corresponding to Neighbor
+   */
+
+  typedef N Neighbor;
+  typedef typename Neighbor::EOT EOT;
+
+  using moOrderNeighborhood<Neighbor>::neighborhoodSize;
+  using moOrderNeighborhood<Neighbor>::currentIndex;
+
+  /**
+   * Constructor
+   * @param _neighborhoodSize the size of the neighborhood
+   * @param _eval show how to evaluate neighborhood of a solution at one time
+   */
+
+ moGPUOrderNeighborhoodByModif(unsigned int _neighborhoodSize,
+			 moGPUEval<Neighbor>& _eval) :
+  moOrderNeighborhood<Neighbor> (_neighborhoodSize), eval(_eval) {
+  }
+
+  /**
+   * Initialization of the neighborhood
+   *@param _solution the solution to explore
+   *@param _neighbor the first neighbor
+   */
+
+  virtual void init(EOT & _solution, Neighbor & _neighbor) {
+
+    moOrderNeighborhood<Neighbor>::init(_solution, _neighbor);
+    //Compute all neighbors fitness at one time
+    eval.neighborhoodEval(_solution,0,1);
+  }
+
+  /**
+   * Return the class name.
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moGPUOrderNeighborhoodByModif";
+  }
+
+ protected:
+  moGPUEval<Neighbor>& eval;
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPURndWithReplNeighborhoodByCpy.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPURndWithReplNeighborhoodByCpy.h
new file mode 100644
index 000000000..8c99c82b3
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPURndWithReplNeighborhoodByCpy.h
@@ -0,0 +1,88 @@
+/*
+  <moGPURndWithReplNeighborhoodByCpy.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Jerémie Humeau, Karima Boufaras, Thé Van LUONG
+
+  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 _moGPURndWithReplNeighborhood_h
+#define _moGPURndWithReplNeighborhood_h
+
+#include <neighborhood/moRndWithReplNeighborhood.h>
+#include <eval/moGPUEvalByCpy.h>
+
+/**
+ * A Random With replacement Neighborhood with parallel evaluation
+ */
+template<class Neighbor>
+class moGPURndWithReplNeighborhoodByCpy: public moRndWithReplNeighborhood<Neighbor> {
+ public:
+
+  /**
+   * Define type of a solution corresponding to Neighbor
+   */
+  typedef typename Neighbor::EOT EOT;
+
+  using moRndWithReplNeighborhood<Neighbor>::neighborhoodSize;
+
+  /**
+   * Constructor
+   * @param _neighborhoodSize the size of the neighborhood
+   * @param _eval show how to evaluate neighborhood of a solution at one time
+   */
+ moGPURndWithReplNeighborhoodByCpy(unsigned int _neighborhoodSize, moGPUEvalByCpy<
+			       Neighbor>& _eval) :
+  moRndWithReplNeighborhood<Neighbor> (_neighborhoodSize), eval(_eval) {
+  }
+
+  /**
+   * Initialization of the neighborhood
+   * @param _solution the solution to explore
+   * @param _neighbor the first neighbor
+   */
+  virtual void init(EOT & _solution, Neighbor & _neighbor) {
+    moRndWithReplNeighborhood<Neighbor>::init(_solution, _neighbor);
+    //Compute all neighbors fitness at one time
+    eval.neighborhoodEval(_solution,0,1);
+
+  }
+
+  /**
+   * Return the class Name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moGPURndWithReplNeighborhoodByCpy";
+  }
+ protected:
+  moGPUEvalByCpy<Neighbor>& eval;
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPURndWithReplNeighborhoodByModif.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPURndWithReplNeighborhoodByModif.h
new file mode 100644
index 000000000..fc64d3288
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPURndWithReplNeighborhoodByModif.h
@@ -0,0 +1,87 @@
+/*
+  <moGPURndWithReplNeighborhoodByModif.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Jerémie Humeau, Karima Boufaras, Thé Van LUONG
+
+  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 __moGPURndWithReplNeighborhoodByModif_h
+#define __moGPURndWithReplNeighborhoodByModif_h
+
+#include <neighborhood/moRndWithReplNeighborhood.h>
+#include <eval/moGPUEval.h>
+
+/**
+ * A Random With replacement Neighborhood with parallel evaluation
+ */
+template<class Neighbor>
+class moGPURndWithReplNeighborhoodByModif: public moRndWithReplNeighborhood<Neighbor> {
+ public:
+
+  /**
+   * Define type of a solution corresponding to Neighbor
+   */
+  typedef typename Neighbor::EOT EOT;
+
+  using moRndWithReplNeighborhood<Neighbor>::neighborhoodSize;
+
+  /**
+   * Constructor
+   * @param _neighborhoodSize the size of the neighborhood
+   * @param _eval show how to evaluate neighborhood of a solution at one time
+   */
+  moGPURndWithReplNeighborhoodByModif(unsigned int _neighborhoodSize, moGPUEval<Neighbor>& _eval) :
+  moRndWithReplNeighborhood<Neighbor> (_neighborhoodSize), eval(_eval) {
+  }
+
+  /**
+   * Initialization of the neighborhood
+   * @param _solution the solution to explore
+   * @param _neighbor the first neighbor
+   */
+  virtual void init(EOT & _solution, Neighbor & _neighbor) {
+    moRndWithReplNeighborhood<Neighbor>::init(_solution, _neighbor);
+    //Compute all neighbors fitness at one time
+    eval.neighborhoodEval(_solution,0,1);
+
+  }
+
+  /**
+   * Return the class Name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moGPURndWithReplNeighborhood";
+  }
+ protected:
+  moGPUEval<Neighbor>& eval;
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPURndWithoutReplNeighborhoodByCpy.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPURndWithoutReplNeighborhoodByCpy.h
new file mode 100644
index 000000000..69108b8d2
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPURndWithoutReplNeighborhoodByCpy.h
@@ -0,0 +1,90 @@
+/*
+  <moGPURndWithoutReplNeighborhood.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Jerémie Humeau, Boufaras Karima, Thé Van LUONG
+  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 __moGPURndWithoutReplNeighborhood_h
+#define __moGPURndWithoutReplNeighborhood_h
+
+#include <neighborhood/moRndWithoutReplNeighborhood.h>
+#include <eval/moGPUEval.h>
+
+/**
+ * A Random without replacement Neighborhood with parallel evaluation
+ */
+template<class Neighbor>
+class moGPURndWithoutReplNeighborhood: public moRndWithoutReplNeighborhood<Neighbor> {
+ public:
+
+  /**
+   * Define type of a solution corresponding to Neighbor
+   */
+  typedef typename Neighbor::EOT EOT;
+
+  using moRndWithoutReplNeighborhood<Neighbor>::neighborhoodSize;
+  using moRndWithoutReplNeighborhood<Neighbor>::maxIndex;
+  using moRndWithoutReplNeighborhood<Neighbor>::indexVector;
+  /**
+   * Constructor
+   * @param _neighborhoodSize the size of the neighborhood
+   * @param _eval show how to evaluate neighborhood of a solution at one time
+   */
+ moGPURndWithoutReplNeighborhood(unsigned int _neighborhoodSize,moGPUEval<
+				  Neighbor>& _eval) :
+  moRndWithoutReplNeighborhood<Neighbor> (_neighborhoodSize),eval(_eval) {
+    for (unsigned int i = 0; i < neighborhoodSize; i++)
+      indexVector.push_back(i);
+  }
+
+  /**
+   * Initialization of the neighborhood
+   * @param _solution the solution to explore
+   * @param _neighbor the first neighbor
+   */
+  virtual void init(EOT & _solution, Neighbor & _neighbor) {
+    moRndWithoutReplNeighborhood<Neighbor>::init(_solution, _neighbor);
+    //Compute all neighbors fitness at one time
+    eval.neighborhoodEval(_solution,0,1);
+  }
+
+  /**
+   * Return the class Name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moGPURndWithoutReplNeighborhood";
+  }
+
+ protected:
+  moGPUEval<Neighbor>& eval;
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPURndWithoutReplNeighborhoodByModif.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPURndWithoutReplNeighborhoodByModif.h
new file mode 100644
index 000000000..f1b4ff1cb
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPURndWithoutReplNeighborhoodByModif.h
@@ -0,0 +1,90 @@
+/*
+  <moGPURndWithoutReplNeighborhood.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Jerémie Humeau, Boufaras Karima, Thé Van LUONG
+  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 __moGPURndWithoutReplNeighborhood_h
+#define __moGPURndWithoutReplNeighborhood_h
+
+#include <neighborhood/moRndWithoutReplNeighborhood.h>
+#include <eval/moGPUEvalByModif.h>
+
+/**
+ * A Random without replacement Neighborhood with parallel evaluation
+ */
+template<class Neighbor>
+class moGPURndWithoutReplNeighborhood: public moRndWithoutReplNeighborhood<Neighbor> {
+ public:
+
+  /**
+   * Define type of a solution corresponding to Neighbor
+   */
+  typedef typename Neighbor::EOT EOT;
+
+  using moRndWithoutReplNeighborhood<Neighbor>::neighborhoodSize;
+  using moRndWithoutReplNeighborhood<Neighbor>::maxIndex;
+  using moRndWithoutReplNeighborhood<Neighbor>::indexVector;
+  /**
+   * Constructor
+   * @param _neighborhoodSize the size of the neighborhood
+   * @param _eval show how to evaluate neighborhood of a solution at one time
+   */
+ moGPURndWithoutReplNeighborhood(unsigned int _neighborhoodSize,moGPUEvalByModif<
+				  Neighbor>& _eval) :
+  moRndWithoutReplNeighborhood<Neighbor> (_neighborhoodSize),eval(_eval) {
+    for (unsigned int i = 0; i < neighborhoodSize; i++)
+      indexVector.push_back(i);
+  }
+
+  /**
+   * Initialization of the neighborhood
+   * @param _solution the solution to explore
+   * @param _neighbor the first neighbor
+   */
+  virtual void init(EOT & _solution, Neighbor & _neighbor) {
+    moRndWithoutReplNeighborhood<Neighbor>::init(_solution, _neighbor);
+    //Compute all neighbors fitness at one time
+    eval.neighborhoodEval(_solution,0,1);
+  }
+
+  /**
+   * Return the class Name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moGPURndWithoutReplNeighborhood";
+  }
+
+ protected:
+  moGPUEvalByModif<Neighbor>& eval;
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXBitFlippingNeighbor.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXBitFlippingNeighbor.h
new file mode 100644
index 000000000..4cb649a65
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXBitFlippingNeighbor.h
@@ -0,0 +1,101 @@
+/*
+ <moGPUXBitFlippingNeighbor.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 __moGPUXBitFlippingNeighbor_h
+#define __moGPUXBitFlippingNeighbor_h
+
+#include <neighborhood/moBackableNeighbor.h>
+#include <neighborhood/moXChangeNeighbor.h>
+#include <GPUType/moGPUBitVector.h>
+
+/**
+ * A GPU X-BitFlipping Neighbor
+ */
+
+template< class Fitness >
+class moGPUXBitFlippingNeighbor:public moBackableNeighbor< moGPUBitVector<Fitness> > ,
+		public moXChangeNeighbor< moGPUBitVector<Fitness> > {
+public:
+
+	typedef moGPUBitVector<Fitness> EOT ;
+	using moXChangeNeighbor<EOT>::indices;
+	using moXChangeNeighbor<EOT>::xChange;
+	using moXChangeNeighbor<EOT>::key;
+
+	/**
+	 *Default Constructor
+	 */
+
+	moGPUXBitFlippingNeighbor() :
+		moXChangeNeighbor<EOT> () {
+	}
+
+	/**
+	 * Constructor
+	 * @param _xFlip the number of bit to flip
+	 */
+
+	moGPUXBitFlippingNeighbor(unsigned int _xFlip) :
+		moXChangeNeighbor<EOT> (_xFlip) {
+	}
+
+	/**
+	 * Apply the K-Flip in solution
+	 * @param _solution the solution to move
+	 */
+
+	virtual void move(EOT& _solution) {
+			for (unsigned int i = 0; i < xChange; i++)
+				_solution[indices[i]] = !_solution[indices[i]];
+		_solution.invalidate();
+
+	}
+
+	/**
+	 * apply the K-Flip to restore the solution (use by moFullEvalByModif)
+	 * @param _solution the solution to move back
+	 */
+
+	virtual void moveBack(EOT& _solution) {
+		move(_solution);
+	}
+
+	/**
+	 * Return the class name.
+	 * @return the class name as a std::string
+	 */
+
+	virtual std::string className() const {
+		return "moGPUXBitFlippingNeighbor";
+	}
+
+};
+
+#endif
+
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXChangeNeighborhood.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXChangeNeighborhood.h
new file mode 100644
index 000000000..1ea85aee7
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXChangeNeighborhood.h
@@ -0,0 +1,110 @@
+/*
+ <moGPUXChangeNeighborhood.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 __moGPUXChangeNeighborhood_h
+#define __moGPUXChangeNeighborhood_h
+
+#include <neighborhood/moXChangeNeighborhood.h>
+#include <eval/moGPUEval.h>
+
+template<class N>
+class moGPUXChangeNeighborhood: public moXChangeNeighborhood<N> {
+
+public:
+
+	/**
+	 * Define a Neighbor and type of a solution corresponding
+	 */
+
+	typedef N Neighbor;
+	typedef typename Neighbor::EOT EOT;
+
+	using moXChangeNeighborhood<Neighbor>::neighborhoodSize;
+	using moXChangeNeighborhood<Neighbor>::currentIndex;
+	using moXChangeNeighborhood<Neighbor>::indices;
+	using moXChangeNeighborhood<Neighbor>::mapping;
+	using moXChangeNeighborhood<Neighbor>::xChange;
+	using moXChangeNeighborhood<Neighbor>::mutex;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the neighborhood size
+	 * @param _xChange the number of x-change positions
+	 */
+
+	moGPUXChangeNeighborhood(unsigned int _neighborhoodSize,
+			unsigned int _xChange) :
+		moXChangeNeighborhood<Neighbor> (_neighborhoodSize, _xChange) {
+		sendMapping = false;
+		cudaMalloc((void**) &device_Mapping, sizeof(unsigned int)
+				* neighborhoodSize * _xChange);
+	}
+
+
+	/**
+	 *Destructor
+	 */
+
+	~moGPUXChangeNeighborhood() {
+
+		cudaFree(device_Mapping);
+	}
+
+	/**
+	 * Initialization of the neighborhood and mapping on device
+	 * @param _solution the solution to explore
+	 * @param _current the first neighbor
+	 */
+
+	virtual void init(EOT& _solution, Neighbor& _current) {
+
+		moXChangeNeighborhood<Neighbor>::init(_solution, _current);
+		if (!sendMapping) {
+			cudaMemcpy(device_Mapping, mapping, xChange * neighborhoodSize
+					* sizeof(unsigned int), cudaMemcpyHostToDevice);
+			sendMapping = true;
+		}
+	}
+
+	/**
+	 * Return the class Name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moGPUXChangeNeighborhood";
+	}
+
+protected:
+
+	bool sendMapping;
+	unsigned int * device_Mapping;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXChangeNeighborhoodByCpy.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXChangeNeighborhoodByCpy.h
new file mode 100644
index 000000000..b417144b3
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXChangeNeighborhoodByCpy.h
@@ -0,0 +1,97 @@
+/*
+ <moGPUXChangeNeighborhoodByCpy.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 __moGPUXChangeNeighborhoodByCpy_h
+#define __moGPUXChangeNeighborhoodByCpy_h
+
+#include <neighborhood/moGPUXChangeNeighborhood.h>
+#include <eval/moGPUEval.h>
+
+template<class N>
+class moGPUXChangeNeighborhoodByCpy: public moGPUXChangeNeighborhood<N> {
+
+public:
+
+	/**
+	 * Define a Neighbor and type of a solution corresponding
+	 */
+
+	typedef N Neighbor;
+	typedef typename Neighbor::EOT EOT;
+
+	/*A tester*/
+	using moGPUXChangeNeighborhood<Neighbor>::neighborhoodSize;
+	using moGPUXChangeNeighborhood<Neighbor>::currentIndex;
+	using moGPUXChangeNeighborhood<Neighbor>::indices;
+	using moGPUXChangeNeighborhood<Neighbor>::mapping;
+	using moGPUXChangeNeighborhood<Neighbor>::xChange;
+	using moGPUXChangeNeighborhood<Neighbor>::mutex;
+	using moGPUXChangeNeighborhood<Neighbor>::device_Mapping;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the neighborhood size
+	 * @param _xChange the number of x-change positions
+	 * @param _eval show how to evaluate neighborhood of a solution at one time
+	 */
+
+	moGPUXChangeNeighborhoodByCpy(unsigned int _neighborhoodSize,
+			unsigned int _xChange,moGPUEval<Neighbor>& _eval) :
+		moGPUXChangeNeighborhood<Neighbor> (_neighborhoodSize, _xChange), eval(_eval){
+	}
+
+
+	/**
+	 * Initialization of the neighborhood
+	 * @param _solution the solution to explore
+	 * @param _current the first neighbor
+	 */
+
+	virtual void init(EOT& _solution, Neighbor& _current) {
+
+		moGPUXChangeNeighborhood<Neighbor>::init(_solution, _current);
+		//Compute all neighbors fitness at one time
+		 eval.neighborhoodEval(_solution, device_Mapping,1,1);
+	}
+
+	/**
+	 * Return the class Name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moGPUXChangeNeighborhoodByCpy";
+	}
+
+protected:
+
+	moGPUEval<Neighbor>& eval;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXChangeNeighborhoodByModif.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXChangeNeighborhoodByModif.h
new file mode 100644
index 000000000..c1cc224ad
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXChangeNeighborhoodByModif.h
@@ -0,0 +1,96 @@
+/*
+ <moGPUXChangeNeighborhoodByModif.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 __moGPUXChangeNeighborhoodByModif_h
+#define __moGPUXChangeNeighborhoodByModif_h
+
+#include <neighborhood/moGPUXChangeNeighborhood.h>
+#include <eval/moGPUEval.h>
+
+template<class N>
+class moGPUXChangeNeighborhoodByModif: public moGPUXChangeNeighborhood<N> {
+
+public:
+
+	/**
+	 * Define a Neighbor and type of a solution corresponding
+	 */
+
+	typedef N Neighbor;
+	typedef typename Neighbor::EOT EOT;
+
+	using moGPUXChangeNeighborhood<Neighbor>::neighborhoodSize;
+	using moGPUXChangeNeighborhood<Neighbor>::currentIndex;
+	using moGPUXChangeNeighborhood<Neighbor>::indices;
+	using moGPUXChangeNeighborhood<Neighbor>::mapping;
+	using moGPUXChangeNeighborhood<Neighbor>::xChange;
+	using moGPUXChangeNeighborhood<Neighbor>::mutex;
+	using moGPUXChangeNeighborhood<Neighbor>::device_Mapping;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the neighborhood size
+	 * @param _xChange the number of x-change positions
+	 * @param _eval show how to evaluate neighborhood of a solution at one time
+	 */
+
+	moGPUXChangeNeighborhoodByModif(unsigned int _neighborhoodSize,
+			unsigned int _xChange,moGPUEval<Neighbor>& _eval) :
+		moGPUXChangeNeighborhood<Neighbor> (_neighborhoodSize, _xChange), eval(_eval){
+	}
+
+
+	/**
+	 * Initialization of the neighborhood
+	 * @param _solution the solution to explore
+	 * @param _current the first neighbor
+	 */
+
+	virtual void init(EOT& _solution, Neighbor& _current) {
+
+		moGPUXChangeNeighborhood<Neighbor>::init(_solution, _current);
+		//Compute all neighbors fitness at one time
+		 eval.neighborhoodEval(_solution, device_Mapping,0,1);
+	}
+
+	/**
+	 * Return the class Name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moGPUXChangeNeighborhoodByModif";
+	}
+
+protected:
+
+	moGPUEval<Neighbor>& eval;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXSwapNeighbor.h b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXSwapNeighbor.h
new file mode 100644
index 000000000..5ddb2cb2a
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/neighborhood/moGPUXSwapNeighbor.h
@@ -0,0 +1,108 @@
+/*
+ <moGPUXSwapNeighbor.h.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 __moGPUXSwapNeighbor_h
+#define __moGPUXSwapNeighbor_h
+#include <neighborhood/moBackableNeighbor.h>
+#include <neighborhood/moXChangeNeighbor.h>
+#include <GPUType/moGPUPermutationVector.h>
+
+/**
+ * A GPU X-Swap Neighbor
+ */
+
+template<class Fitness>
+class moGPUXSwapNeighbor: public moBackableNeighbor<moGPUPermutationVector<Fitness> > ,
+		public moXChangeNeighbor<moGPUPermutationVector<Fitness> > {
+
+public:
+
+	typedef moGPUPermutationVector<Fitness> EOT ;
+	using moXChangeNeighbor<EOT>::indices;
+	using moXChangeNeighbor<EOT>::xChange;
+	using moXChangeNeighbor<EOT>::key;
+
+	/**
+	 *Default Constructor
+	 */
+
+	moGPUXSwapNeighbor() :
+		moXChangeNeighbor<EOT> () {
+	}
+
+	/**
+	 * Constructor
+	 * @param _xSwap the number of swap to do
+	 */
+
+	moGPUXSwapNeighbor(unsigned int _xSwap) :
+		moXChangeNeighbor<EOT> (_xSwap) {
+	}
+
+	/**
+	 * Apply the K-swap
+	 * @param _solution the solution to move
+	 */
+	virtual void move(EOT& _solution) {
+		EOT tmp(1);
+		for (unsigned int i = 0; i < xChange-1; i++) {
+			tmp[0] = _solution[indices[i]];
+			_solution[indices[i]] = _solution[indices[i + 1]];
+			_solution[indices[i + 1]] = tmp[0];
+		}
+		_solution.invalidate();
+
+	}
+
+	/**
+	 * apply the K-swap to restore the solution (use by moFullEvalByModif)
+	 * @param _solution the solution to move back
+	 */
+	virtual void moveBack(EOT& _solution) {
+		EOT tmp(1);
+		for (int i = xChange-1; i > 0; i--) {
+			tmp[0] = _solution[indices[i]];
+			_solution[indices[i]] = _solution[indices[i - 1]];
+			_solution[indices[i - 1]] = tmp[0];
+		}
+		_solution.invalidate();
+	}
+
+	/**
+	 * Return the class name.
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moGPUXSwapNeighbor";
+	}
+
+};
+
+#endif
+
diff --git a/tags/ParadisEO-GPU1.0-beta/src/performance/moGPUTimer.h b/tags/ParadisEO-GPU1.0-beta/src/performance/moGPUTimer.h
new file mode 100644
index 000000000..d4d3fc2ee
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/performance/moGPUTimer.h
@@ -0,0 +1,116 @@
+/*
+ <moGPUTimer.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUTimer_H_
+#define __moGPUTimer_H_
+
+// CUDA Utility Tools 
+#include <cutil.h>
+
+/**
+ * To compute execution time
+ */
+
+class moGPUTimer {
+
+public:
+
+	unsigned int timer;
+
+	/**
+	 * Constructor
+	 */
+
+	moGPUTimer() {
+
+		timer = 0;
+		//Create timer
+		cutCreateTimer(&timer);
+	}
+
+	/**
+	 * Destructor
+	 */
+
+	~moGPUTimer() {
+
+	}
+
+	/**
+	 * to start compute execution time
+	 */
+
+	void start() {
+
+		// Start timer
+		cutStartTimer(timer);
+	}
+
+	/**
+	 * to stop compute execution time
+	 */
+
+	void stop() {
+
+		// Stop timer
+		cutStopTimer(timer);
+
+	}
+
+	/**
+	 * to get timer value in ms
+	 * @return execution time in ms
+	 */
+
+	double getTime() {
+
+		// get time
+		return cutGetTimerValue(timer);
+
+	}
+
+	/**
+	 * to delete timer
+	 */
+
+	void deleteTimer() {
+
+		//Delete timer
+		cutDeleteTimer(timer);
+
+	}
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/data/PPPData.h b/tags/ParadisEO-GPU1.0-beta/src/problems/data/PPPData.h
new file mode 100644
index 000000000..3be2c103e
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/data/PPPData.h
@@ -0,0 +1,171 @@
+/*
+ <PPPData.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ 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 _PPPData_H_
+#define _PPPData_H_
+
+#include <memory/moGPUSpecificData.h>
+
+template<class ElemType>
+class PPPData: public moGPUSpecificData {
+
+public:
+
+	using moGPUSpecificData::GPUObject;
+
+	/**
+	 * Default Constructor
+	 */
+
+	PPPData() :
+		moGPUSpecificData() {
+
+		//(*this).load();
+	}
+
+	/**
+	 * Constructor by copy
+	 * @param _pppData the specific data of PPP
+	 */
+
+	PPPData(const PPPData & _pppData) {
+
+		a_h = new int[Md * Nd];
+		H_h = new int[Nd];
+
+		for (int i = 0; i < Md; i++)
+			for (int j = 0; j < Nd; j++) {
+				a_h[i * Nd + j] = _pppData.a_h[i * Nd + j];
+			}
+		for (int k = 0; k < Nd; k++) {
+			H_h[k] = _pppData.H_h[k];
+		}
+
+		GPUObject.memCopy(a_d, a_h, Nd * Md);
+		GPUObject.memCopy(H_d, H_h, Nd);
+
+	}
+
+	/**
+	 * Assignement operator
+	 * @param _pppData the specific data of PPP
+	 * @return a PPP Data
+	 */
+
+	PPPData & operator=(const PPPData & _pppData) {
+
+		a_h = new int[Md * Nd];
+		H_h = new int[Nd];
+		for (int i = 0; i < Md; i++)
+			for (int j = 0; j < Nd; j++) {
+				a_h[i * Nd + j] = _pppData.a_h[i * Nd + j];
+			}
+		for (int k = 0; k < Nd; k++) {
+			H_h[k] = _pppData.H_h[k];
+		}
+
+		GPUObject.memCopy(a_d, a_h, Nd * Md);
+		GPUObject.memCopy(H_d, H_h, Nd);
+
+		return (*this);
+	}
+
+	/*
+	 * Destructor
+	 */
+
+	~PPPData() {
+		GPUObject.memFree(a_d);
+		GPUObject.memFree(H_d);
+		delete[] a_h;
+		delete[] H_h;
+	}
+
+	/*
+	 *Load PPP data 
+	 */
+
+	void load(char * _fileName) {
+	}
+
+	void load() {
+
+		int *v = new int[Nd];
+		int *s = new int[Md];
+		a_h = new int[Md * Nd];
+		H_h = new int[Nd];
+		for (int i = 0; i < Nd; i++)
+					H_h[i] = 0;
+		for (int i = 0; i < Md; i++) {
+			for (int j = 0; j < Nd; j++) {
+				a_h[i * Nd + j] =pow(-1,rand());
+			}
+		}
+		for (int i = 0; i < Nd; i++) {
+			v[i]=pow(-1,rand());
+		}
+
+		for (int i = 0; i < Md; i++) {
+			s[i] = 0;
+			for (int j = 0; j < Nd; j++)
+				s[i] += a_h[i * Nd + j] * v[j];
+			if (s[i] < 0) {
+				for (int k = 0; k < Nd; k++)
+					a_h[i * Nd + k] = -a_h[i * Nd + k];
+				s[i] = -s[i];
+			}
+			if(s[i]>0)
+				H_h[s[i]-1]++;
+		}
+
+		//Allocate and copy QAP data from CPU memory to GPU global memory
+		GPUObject.memCopy(a_d, a_h, Nd * Md);
+		GPUObject.memCopy(H_d, H_h, Nd);
+
+		delete[] v;
+		delete[] s;
+
+	}
+
+
+public:
+
+	ElemType* a_h;
+	ElemType* H_h;
+	ElemType* a_d;
+	ElemType* H_d;
+
+};
+#endif
+
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/data/QAPData.h b/tags/ParadisEO-GPU1.0-beta/src/problems/data/QAPData.h
new file mode 100644
index 000000000..60d079c7a
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/data/QAPData.h
@@ -0,0 +1,167 @@
+/*
+ <QAPData.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ 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 _QAPData_H_
+#define _QAPData_H_
+
+#include <memory/moGPUSpecificData.h>
+
+template<class ElemType>
+class QAPData: public moGPUSpecificData {
+
+public:
+
+	using moGPUSpecificData::sizeData;
+	using moGPUSpecificData::GPUObject;
+
+	/**
+	 * Default Constructor
+	 */
+
+	QAPData() :
+		moGPUSpecificData() {
+	}
+
+	/**
+	 * Constructor
+	 * @param _fileName the data file name
+	 */
+
+	QAPData(char* _fileName) {
+
+		(*this).load(_fileName);
+
+	}
+
+	/**
+	 * Constructor by copy
+	 * @param _qapData the specific data of QAP
+	 */
+
+	QAPData(const QAPData & _qapData) {
+
+		sizeData = _qapData.sizeData;
+		a_h = new int[sizeData * sizeData];
+		b_h = new int[sizeData * sizeData];
+		for (int i = 0; i < sizeData; i++)
+
+			for (int j = 0; j < sizeData; j++) {
+
+				a_h[i * sizeData + j] = _qapData.a_h[i * sizeData + j];
+				b_h[i * sizeData + j] = _qapData.b_h[i * sizeData + j];
+
+			}
+
+		GPUObject.memCopy(a_d, a_h, sizeData * sizeData);
+		GPUObject.memCopy(b_d, b_h, sizeData * sizeData);
+
+	}
+
+	/**
+	 * Assignement operator
+	 * @param _qapData the specific data of QAP
+	 * @return a QAP Data
+	 */
+
+	QAPData & operator=(const QAPData & _qapData) {
+
+		sizeData = _qapData.sizeData;
+		a_h = new int[sizeData * sizeData];
+		b_h = new int[sizeData * sizeData];
+
+		for (int i = 0; i < sizeData; i++)
+			for (int j = 0; j < sizeData; j++) {
+
+				a_h[i * sizeData + j] = _qapData.a_h[i * sizeData + j];
+				b_h[i * sizeData + j] = _qapData.b_h[i * sizeData + j];
+
+			}
+		GPUObject.memCopy(a_d, a_h, sizeData * sizeData);
+		GPUObject.memCopy(b_d, b_h, sizeData * sizeData);
+		return (*this);
+	}
+
+	/*
+	 * Destructor
+	 */
+
+	~QAPData() {
+		GPUObject.memFree(a_d);
+		GPUObject.memFree(b_d);
+		delete[] a_h;
+		delete[] b_h;
+	}
+
+	/*
+	 *Load QAP data from file name
+	 *@param _fileName the data file name to load
+	 */
+
+	void load(char* _fileName) {
+
+		fstream file(_fileName, ios::in);
+		if (!file) {
+
+			string str = "QAPData: Could not open file [" + (string) _fileName
+					+ "].";
+			throw runtime_error(str);
+		}
+
+		unsigned i, j;
+		file >> sizeData;
+		a_h = new ElemType[sizeData * sizeData];
+		b_h = new ElemType[sizeData * sizeData];
+
+		for (i = 0; i < sizeData; i++)
+			for (j = 0; j < sizeData; j++)
+				file >> a_h[i * sizeData + j];
+		for (i = 0; i < sizeData; i++)
+			for (j = 0; j < sizeData; j++)
+				file >> b_h[i * sizeData + j];
+
+		//Allocate and copy QAP data from CPU memory to GPU global memory
+		GPUObject.memCopy(a_d, a_h, sizeData * sizeData);
+		GPUObject.memCopy(b_d, b_h, sizeData * sizeData);
+
+	}
+
+public:
+
+	ElemType* a_h;
+	ElemType* b_h;
+	ElemType* a_d;
+	ElemType* b_d;
+
+};
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/eval/EvalOneMax.h b/tags/ParadisEO-GPU1.0-beta/src/problems/eval/EvalOneMax.h
new file mode 100644
index 000000000..a177b447a
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/eval/EvalOneMax.h
@@ -0,0 +1,79 @@
+/*
+  <EvalOneMax.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 __EvalOneMax_H
+#define __EvalOneMax_H
+
+/**
+ * Full Evaluation of the solution
+ */
+
+template<class EOT>
+class EvalOneMax: public eoEvalFunc<EOT> {
+
+ public:
+
+  /**
+   * Constructor
+   */
+
+  EvalOneMax() {
+  }
+
+  /**
+   * Destructor
+   */
+
+  ~EvalOneMax(void) {
+  }
+
+  /**
+   * Full evaluation of the solution
+   * @param _bitVector the solution to evaluate
+   */
+
+  void operator()(EOT & _bitVector) {
+
+    unsigned sum = 0;
+
+    for (unsigned i = 0; i < _bitVector.size(); i++)
+      sum += _bitVector[i];
+
+    //set the solution fitness
+    _bitVector.fitness(sum);
+  }
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/eval/OneMaxIncrEval.h b/tags/ParadisEO-GPU1.0-beta/src/problems/eval/OneMaxIncrEval.h
new file mode 100644
index 000000000..7af4dc890
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/eval/OneMaxIncrEval.h
@@ -0,0 +1,91 @@
+/*
+ <OneMaxIncrEval.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __OneMaxIncrEval_H
+#define __OneMaxIncrEval_H
+
+#include <eval/moGPUEvalFunc.h>
+
+/**
+ * Incremental Evaluation of OneMax
+ */
+
+template<class Neighbor>
+class OneMaxIncrEval: public moGPUEvalFunc<Neighbor> {
+
+public:
+
+	typedef typename Neighbor::EOT EOT;
+	typedef typename EOT::Fitness Fitness;
+	typedef typename EOT::ElemType T;
+
+	/**
+	 * Constructor
+	 */
+
+	OneMaxIncrEval() {
+	}
+
+	/**
+	 * Destructor
+	 */
+
+	~OneMaxIncrEval() {
+	}
+
+	/**
+	 * Incremental evaluation of the OneMax solution(bit vector),function inline can be called from host or device
+	 * @param _bitVector the solution to evaluate
+	 * @param _fitness the fitness of the current solution
+	 * @param _index an array that contains a set of indexes corresponding to the current thread identifier neighbor the last element of this array contains neighborhood size
+	 */
+
+inline __host__ __device__ Fitness operator() (T * _bitVector,Fitness _fitness, unsigned int * _index) {
+
+	Fitness tmp=_fitness;
+	for(unsigned i=0;i<NB_POS;i++) {
+
+		if (_bitVector[_index[i]] == 0)
+		tmp= tmp+1;
+		else
+		tmp= tmp-1;
+
+	}
+	return tmp;
+
+}
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/eval/PPPEval.h b/tags/ParadisEO-GPU1.0-beta/src/problems/eval/PPPEval.h
new file mode 100644
index 000000000..39899c8d3
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/eval/PPPEval.h
@@ -0,0 +1,103 @@
+/*
+ <PPPEval.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ 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 __PPPEval_H
+#define __PPPEval_H
+
+#include <problems/data/PPPData.h>
+
+template<class EOT, class ElemType = typename EOT::ElemType>
+class PPPEval: public eoEvalFunc<EOT> {
+
+public:
+
+	/**
+	 * Constructor
+	 * @param _pppData the specific data problem useful to evalute solution( vector of 1 & _1 for PPP)
+	 */
+
+	PPPEval(PPPData<ElemType> & _pppData) {
+		pppData = _pppData;
+	}
+
+	/**
+	 * Destructor
+	 */
+
+	~PPPEval() {
+	}
+
+	/**
+	 * Full evaluation of the solution
+	 * @param _sol the solution to evaluate
+	 */
+
+	void operator()(EOT & _sol) {
+
+		int *H;
+		int tmp;
+		int tmp_1 = 0;
+		int tmp_2 = 0;
+
+		H = new int[Nd];
+
+		for (int i = 0; i < Md; i++) {
+			tmp = 0;
+			for (int j = 0; j < Nd; j++) {
+				tmp += pppData.a_h[i * Nd + j] * _sol[j];
+			}
+
+			tmp_1 += abs(tmp) - tmp;
+			if (tmp > 0)
+				H[tmp-1]++;
+		}
+
+		for (int j = 0; j < Nd; j++) {
+			tmp_2 += abs(pppData.H_h[j] - H[j]);
+		}
+
+		_sol.fitness(ca * tmp_1 + cb * tmp_2);
+
+		delete[] H;
+
+	}
+
+protected:
+
+	PPPData<ElemType> pppData;
+
+};
+
+#endif
+
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/eval/PPPIncrEval.h b/tags/ParadisEO-GPU1.0-beta/src/problems/eval/PPPIncrEval.h
new file mode 100644
index 000000000..9ce5d22fc
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/eval/PPPIncrEval.h
@@ -0,0 +1,109 @@
+/*
+ <PPPIncrEval.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __PPPIncrEval_H
+#define __PPPIncrEval_H
+
+#include <eval/moGPUEvalFunc.h>
+
+/**
+ * Incremental Evaluation of PPP
+ */
+
+template<class Neighbor>
+class PPPIncrEval: public moGPUEvalFunc<Neighbor> {
+
+public:
+
+	typedef typename Neighbor::EOT EOT;
+	typedef typename EOT::Fitness Fitness;
+	typedef typename EOT::ElemType T;
+
+	/**
+	 * Constructor
+	 */
+
+	PPPIncrEval() {
+	}
+
+	/**
+	 * Destructor
+	 */
+
+	~PPPIncrEval() {
+	}
+
+	/**
+	 * Incremental evaluation of the PPP solution,function inline can be called from host or device
+	 * @param _sol the solution to evaluate
+	 * @param _fitness the fitness of the current solution
+	 * @param _index an array that contains a set of indexes corresponding to the current thread identifier neighbor the last element of this array contains neighborhood size
+	 */
+
+	inline __host__ __device__ Fitness operator() (T* _sol,Fitness _fitness, unsigned int *_index) {
+
+		int H[Nd];
+		int S[Md];
+		int tmp_1=0;
+		int tmp_2=0;
+
+		for (unsigned i=0; i<Md; i++) {
+			S[i]=0;
+			for (int j=0; j<Nd; j++)
+				S[i]+=dev_a[i*Nd+j]*_sol[j];
+		}
+
+
+			for (unsigned j=0; j<Nd; j++)
+				H[j]=0;
+			for (unsigned i=0; i<Md; i++) {
+				for(unsigned k=0;k<NB_POS;k++)
+					S[i]=S[i]-2*dev_a[i*Nd+_index[k]]*_sol[_index[k]];
+			    tmp_1=tmp_1+abs(S[i])-S[i];
+				if(S[i]>0)
+				H[S[i]-1]=H[S[i]-1]+1;
+			}
+
+		for (unsigned j=0; j<Nd; j++)
+			tmp_2=tmp_2+abs(dev_h[j]-H[j]);
+
+		return ca*tmp_1+cb*tmp_2;
+
+	}
+
+
+};
+
+#endif
+
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/eval/QAPEval.h b/tags/ParadisEO-GPU1.0-beta/src/problems/eval/QAPEval.h
new file mode 100644
index 000000000..250f19240
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/eval/QAPEval.h
@@ -0,0 +1,84 @@
+/*
+ <QAPEval.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ 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 __QAPEval_H
+#define __QAPEval_H
+
+#include <problems/data/QAPData.h>
+
+template<class EOT, class ElemType = typename EOT::ElemType>
+class QAPEval: public eoEvalFunc<EOT> {
+
+public:
+
+	/**
+	 * Constructor
+	 * @param _qapData the specific data problem useful to evalute solution(flow & distance matrices of QAP problem)
+	 */
+
+	QAPEval(QAPData<ElemType> & _qapData) {
+		qapData = _qapData;
+	}
+
+	/**
+	 * Destructor
+	 */
+
+	~QAPEval() {
+	}
+
+	/**
+	 * Full evaluation of the solution
+	 * @param _sol the solution to evaluate
+	 */
+
+	void operator()(EOT & _sol) {
+		int cost = 0;
+		unsigned int size = qapData.getSize();
+		for (unsigned int i = 0; i < size; i++)
+			for (unsigned int j = 0; j < size; j++) {
+				cost += qapData.a_h[i * size + j] * qapData.b_h[_sol[i] * size
+						+ _sol[j]];
+			}
+
+		_sol.fitness(cost);
+	}
+
+protected:
+
+	QAPData<ElemType> qapData;
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/eval/QAPIncrEval.h b/tags/ParadisEO-GPU1.0-beta/src/problems/eval/QAPIncrEval.h
new file mode 100644
index 000000000..71a316e32
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/eval/QAPIncrEval.h
@@ -0,0 +1,122 @@
+/*
+ <QAPIncrEval.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __QAPIncrEval_H
+#define __QAPIncrEval_H
+
+#include <eval/moGPUEvalFunc.h>
+
+/**
+ * Parallel Incremental Evaluation of QAP
+ */
+
+template<class Neighbor>
+class QAPIncrEval: public moGPUEvalFunc<Neighbor> {
+
+public:
+
+	typedef typename Neighbor::EOT EOT;
+	typedef typename EOT::Fitness Fitness;
+	typedef typename EOT::ElemType T;
+
+	/**
+	 * Constructor
+	 */
+
+	QAPIncrEval() {
+	}
+
+	/**
+	 * Destructor
+	 */
+
+	~QAPIncrEval() {
+	}
+
+	/**
+	 * Incremental evaluation of the QAP solution,function inline can be called from host or device
+	 * @param _sol the solution to evaluate
+	 * @param _fitness the fitness of the current solution
+	 * @param _index an array that contains a set of indexes corresponding to the current thread identifier neighbor the last element of this array contains neighborhood size
+	 */
+
+inline __host__ __device__ Fitness operator() (T * _sol,Fitness _fitness, unsigned int *_index) {
+
+	Fitness tmp=_fitness;
+
+	T tmp_sol[1];
+	/*
+	 * dev_a & dev_b are global device variable, data specific to QAP problem (flow & distance matices)
+	 * _index[i] the first position of swap
+	 * _index[i+1] the second position of swap
+	 */
+	for(unsigned i=0;i<NB_POS-1;i++) {
+		tmp=tmp+compute_delta(dev_a,dev_b,_sol,_index[i],_index[i+1]);
+		tmp_sol[0]=_sol[_index[i]];
+		_sol[_index[i]]=_sol[_index[i+1]];
+		_sol[_index[i+1]]=tmp_sol[0];
+	}
+	return tmp;
+
+}
+
+/**
+ *  compute the new fitness of the solution after permutation of pair(i,j)(function inline called from host  device)
+ * @param a the flow matrix of size*size (specific data of QAP problem must be declared as global device variable)
+ * @param b the distance matrix of size*size (specific data of QAP problem must be declared as global device variable)
+ * @param _sol the solution to evaluate
+ * @param i the first position of swap
+ * @param j the second position of swap
+ */
+
+inline __host__ __device__ int compute_delta(int * a,int * b,T * _sol, int i, int j) {
+
+
+	int d;
+	int k;
+	int n=SIZE;
+
+	    d = (a[i*n+i]-a[j*n+j])*(b[_sol[j]*n+_sol[j]]-b[_sol[i]*n+_sol[i]]) +
+	      (a[i*n+j]-a[j*n+i])*(b[_sol[j]*n+_sol[i]]-b[_sol[i]*n+_sol[j]]);
+	    for (k = 0; k < n; k = k + 1)
+	      if (k!=i && k!=j)
+		d = d + (a[k*n+i]-a[k*n+j])*(b[_sol[k]*n+_sol[j]]-b[_sol[k]*n+_sol[i]]) +
+		  (a[i*n+k]-a[j*n+k])*(b[_sol[j]*n+_sol[k]]-b[_sol[i]*n+_sol[k]]);
+	    return(d);
+
+}
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/neighborhood/PPPNeighbor.h b/tags/ParadisEO-GPU1.0-beta/src/problems/neighborhood/PPPNeighbor.h
new file mode 100755
index 000000000..0d0d2009d
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/neighborhood/PPPNeighbor.h
@@ -0,0 +1,100 @@
+/*
+ <PPPNeighbor.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 __PPPNeighbor_h
+#define __PPPNeighbor_h
+
+#include <neighborhood/moBackableNeighbor.h>
+#include <neighborhood/moXChangeNeighbor.h>
+
+/**
+ * A GPU X-BitFlipping Neighbor
+ */
+
+template<class EOT, class Fitness=typename EOT::Fitness>
+class PPPNeighbor: public moBackableNeighbor<EOT> , public moXChangeNeighbor<
+		EOT> {
+public:
+
+	using moXChangeNeighbor<EOT>::indices;
+	using moXChangeNeighbor<EOT>::xChange;
+	using moXChangeNeighbor<EOT>::key;
+
+	/**
+	 *Default Constructor
+	 */
+
+	PPPNeighbor() :
+		moXChangeNeighbor<EOT> () {
+	}
+
+	/**
+	 * Constructor
+	 * @param _xFlip the number of bit to flip
+	 */
+
+	PPPNeighbor(unsigned int _xFlip) :
+		moXChangeNeighbor<EOT> (_xFlip) {
+	}
+
+	/**
+	 * Apply the K-Flip in solution
+	 * @param _solution the solution to move
+	 */
+
+	virtual void move(EOT& _solution) {
+		for (unsigned int i = 0; i < xChange; i++)
+			_solution[indices[i]] = -_solution[indices[i]];
+
+		_solution.invalidate();
+
+	}
+
+	/**
+	 * apply the K-Flip to restore the solution (use by moFullEvalByModif)
+	 * @param _solution the solution to move back
+	 */
+
+	virtual void moveBack(EOT& _solution) {
+		move(_solution);
+	}
+
+	/**
+	 * Return the class name.
+	 * @return the class name as a std::string
+	 */
+
+	virtual std::string className() const {
+		return "PPPNeighbor";
+	}
+
+};
+
+#endif
+
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/neighborhood/moGPUCustomizedNeighbor.h b/tags/ParadisEO-GPU1.0-beta/src/problems/neighborhood/moGPUCustomizedNeighbor.h
new file mode 100644
index 000000000..65657a315
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/neighborhood/moGPUCustomizedNeighbor.h
@@ -0,0 +1,106 @@
+/*
+ <moGPUCustomizedNeighbor.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Jerémie Humeau, Boufaras Karima, Thé Van LUONG
+
+ 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 _moGPUCustomizedNeighbor_h
+#define _moGPUCustomizedNeighbor_h
+
+#include <neighborhood/moBackableNeighbor.h>
+#include <neighborhood/moXChangeNeighbor.h>
+#include <problems/types/moGPUSolType2Vector.h>
+
+/**
+ * Neighbor related to a solution vector composed by two vectors
+ */
+
+template<class Fitness>
+class moGPUCustomizedNeighbor: public moBackableNeighbor< moGPUSolType2Vector<Fitness> > ,
+public moXChangeNeighbor< moGPUSolType2Vector<Fitness> > {
+
+public:
+
+	using moXChangeNeighbor< moGPUSolType2Vector<Fitness> >::indices;
+	using moXChangeNeighbor< moGPUSolType2Vector<Fitness> >::xChange;
+	using moXChangeNeighbor< moGPUSolType2Vector<Fitness> >::key;
+	/**
+	 *Default Constructor
+	 */
+
+	moGPUCustomizedNeighbor() :
+		moXChangeNeighbor< moGPUSolType2Vector<Fitness> > () {
+	}
+
+	/**
+	 * Constructor
+	 * @param _xSwap the number of bit to swap
+	 */
+
+	moGPUCustomizedNeighbor(unsigned int _xSwap) :
+		moXChangeNeighbor< moGPUSolType2Vector<Fitness> > (_xSwap) {
+	}
+
+	/**
+	 * move the solution
+	 * @param _solution the solution to move
+	 */
+
+	virtual void move(moGPUSolType2Vector<Fitness> & _solution) {
+		std::cout<<"_solution"<<std::endl;
+		float tmp;
+		tmp = _solution[0].tab2[indices[0]];
+		_solution[0].tab2[indices[0]] = _solution[0].tab2[indices[1]];
+		_solution[0].tab2[indices[1]] = tmp;
+		std::cout<<_solution<<std::endl;
+		_solution.invalidate();
+	}
+
+	/**
+	 * apply the moveBack to restore the solution (use by moFullEvalByModif)
+	 * @param _solution the solution to move back
+	 */
+
+	virtual void moveBack(moGPUSolType2Vector<Fitness> & _solution) {
+		move(_solution);
+	}
+
+	/**
+	 * Return the class name.
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moGPUCustomizedNeighbor";
+	}
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/types/PPPSolution.h b/tags/ParadisEO-GPU1.0-beta/src/problems/types/PPPSolution.h
new file mode 100644
index 000000000..f04995c51
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/types/PPPSolution.h
@@ -0,0 +1,131 @@
+/*
+ <PPPSolution.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __PPPSolution_H_
+#define __PPPSolution_H_
+
+#include <GPUType/moGPUVector.h>
+
+/**
+ * Implementation of PPP vector representation on GPU.
+ */
+
+template<class Fitness>
+
+class PPPSolution: public moGPUVector<int, Fitness> {
+
+public:
+
+	using moGPUVector<int, Fitness>::vect;
+	using moGPUVector<int, Fitness>::N;
+
+	/**
+	 * Default constructor.
+	 */
+
+	PPPSolution() :
+		moGPUVector<int, Fitness> () {
+
+	}
+
+	/**
+	 *Constructor.
+	 *@param _size The neighborhood size.
+	 */
+
+	PPPSolution(unsigned _size) {
+
+		N = _size;
+
+		vect = new int[_size];
+
+		create();
+	}
+
+	/**
+	 *Assignment operator
+	 *@param _vector The vector passed to the function determine the new content.
+	 *@return a new vector.
+	 */
+
+	PPPSolution& operator=(const PPPSolution & _vector) {
+
+		N = _vector.N;
+		vect = new int[N];
+		for (unsigned i = 0; i < N; i++)
+			vect[i] = _vector.vect[i];
+		fitness(_vector.fitness());
+		return (*this);
+
+	}
+
+	/**
+	 *Initializer of random PPP vector.
+	 */
+	void create() {
+
+		for (int i = 0; i < N; i++) {
+			if ((rng.rand() % 2) == 0)
+				vect[i] = -1;
+			else
+				vect[i] = 1;
+		}
+	}
+
+	/**
+	 *Function inline to set the size of vector, called from host and device.
+	 *@param _size the vector size
+	 */
+
+	virtual void setSize(unsigned _size){
+		N=_size;
+	}
+	/**
+	 * Print the solution
+	 */
+
+	virtual void printOn(std::ostream& os) const {
+		EO<Fitness>::printOn(os);
+		os << ' ';
+		os << N << ' ';
+		unsigned int i;
+		for (i = 0; i < N; i++)
+			os << vect[i] << ' ';
+
+	}
+
+};
+
+#endif
+
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/types/moGPUCustomizeType.h b/tags/ParadisEO-GPU1.0-beta/src/problems/types/moGPUCustomizeType.h
new file mode 100644
index 000000000..2e068badf
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/types/moGPUCustomizeType.h
@@ -0,0 +1,116 @@
+/*
+ <moGPUCustomizeType.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 _moGPUCustomizeType_H_
+#define _moGPUCustomizeType_H_
+
+/**
+ * Implementation of an Example of customized type
+ */
+
+template<class T1, class T2>
+struct sol2Type {
+
+	T1 tab1[SIZE];
+	T2 tab2[SIZE];
+
+inline __host__ __device__ sol2Type& operator=(const sol2Type _vector) {
+	for (unsigned i = 0; i < SIZE; i++) {
+
+		tab1[i] = _vector.tab1[i];
+		tab2[i] = _vector.tab2[i];
+	}
+	return (*this);
+}
+
+inline __host__ __device__ unsigned size() {
+
+	return SIZE;
+
+}
+};
+
+
+template<class T1, class T2,class T3>
+struct sol3Type {
+
+	T1 tab1[SIZE];
+	T2 tab2[SIZE];
+	T3 tab3[SIZE];
+
+inline __host__ __device__ sol3Type& operator=(const sol3Type _vector) {
+
+	for (unsigned i = 0; i < SIZE; i++) {
+
+		tab1[i] = _vector.tab1[i];
+		tab2[i] = _vector.tab2[i];
+		tab3[i] = _vector.tab3[i];
+	}
+	return (*this);
+}
+
+inline __host__ __device__ unsigned size() {
+
+	return SIZE;
+
+}
+};
+
+template<class T1, class T2,class T3,class T4>
+struct sol4Type {
+
+	T1 tab1[SIZE];
+	T2 tab2[SIZE];
+	T3 tab3[SIZE];
+	T4 tab4[SIZE];
+
+inline __host__ __device__ sol4Type& operator=(const sol4Type _vector) {
+
+	for (unsigned i = 0; i < SIZE; i++) {
+		tab1[i] = _vector.tab1[i];
+		tab2[i] = _vector.tab2[i];
+		tab3[i] = _vector.tab3[i];
+		tab4[i] = _vector.tab4[i];
+	}
+	return (*this);
+}
+
+inline __host__ __device__ unsigned size() {
+
+	return SIZE;
+
+}
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/src/problems/types/moGPUSolType2Vector.h b/tags/ParadisEO-GPU1.0-beta/src/problems/types/moGPUSolType2Vector.h
new file mode 100755
index 000000000..3ed1eea58
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/src/problems/types/moGPUSolType2Vector.h
@@ -0,0 +1,141 @@
+/*
+ <moGPUSolType2Vector.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 _moGPUSolType2Vector_H_
+#define _moGPUSolType2Vector_H_
+
+#include <GPUType/moGPUVector.h>
+#include <problems/types/moGPUCustomizeType.h>
+
+/**
+ * An Example of a customized vector representation on GPU.
+ */
+
+typedef struct sol2Type<int, float> ElemType;
+template<class Fitness>
+class moGPUSolType2Vector: public moGPUVector<ElemType, Fitness> {
+
+public:
+	/**
+	 * Define vector type of vector corresponding to Solution
+	 */
+
+	using moGPUVector<ElemType, Fitness>::vect;
+	using moGPUVector<ElemType, Fitness>::N;
+
+	/**
+	 * Default constructor.
+	 */
+
+	moGPUSolType2Vector() :
+		moGPUVector<ElemType, Fitness> () {
+	}
+
+	/**
+	 *Constructor.
+	 *@param _size The size of the vector to create.
+	 */
+
+	moGPUSolType2Vector(unsigned _size) :
+		moGPUVector<ElemType, Fitness> (_size) {
+		create();
+	}
+
+	/**
+	 *Assignment operator
+	 *@param _vector The vector passed to the function determine the new content.
+	 *@return a new vector.
+	 */
+
+	moGPUSolType2Vector<Fitness> & operator=(
+			const moGPUSolType2Vector<Fitness> & _vector) {
+
+		vect[0] = _vector[0];
+		if (!(_vector.invalid()))
+			fitness(_vector.fitness());
+		else
+			(*this).invalidate();
+		return (*this);
+	}
+
+	/**
+	 *How to fill the vector.
+	 */
+
+	virtual void create() {
+
+		for (int i = 0; i < vect[0].size(); i++) {
+			vect[0].tab1[i] = (int) (rng.rand() % (vect[0].size() - i) + i);
+			vect[0].tab2[i] = (float) (rng.rand() % (vect[0].size() - i) + i);
+		}
+	}
+
+	/**
+	 *Function inline to set the size of vector, called from host and device.
+	 *@param _size the vector size
+	 */
+
+	virtual void setSize(unsigned _size) {
+		N = _size;
+	}
+	/**
+	 * Print the solution
+	 */
+
+	virtual void printOn(std::ostream& os) const {
+
+		EO<Fitness>::printOn(os);
+		os << ' ';
+		os << vect[0].size() << ' ';
+		unsigned int i;
+		for (i = 0; i < vect[0].size(); i++) {
+			os << vect[0].tab1[i] << ' ';
+		}
+		os << endl;
+		for (i = 0; i < vect[0].size(); i++) {
+			os << vect[0].tab2[i] << ' ';
+		}
+		os << endl;
+
+	}
+
+inline __host__ __device__ unsigned size() {
+
+	return N;
+
+}
+
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/test/CMakeLists.txt b/tags/ParadisEO-GPU1.0-beta/test/CMakeLists.txt
new file mode 100644
index 000000000..4dff59ce6
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/test/CMakeLists.txt
@@ -0,0 +1,79 @@
+###############################################################################
+##
+## CMakeLists file for OneMax Example/test
+##
+###############################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(
+
+  # include CUDA source directory
+  ${CUDA_SRC_DIR}
+  # include NVIDIA source directory
+  ${NVIDIA_SRC_DIR}
+  # include EO source directory
+  ${PARADISEO_EO_SRC_DIR}/src
+  # include MO source directory
+  ${PARADISEO_MO_SRC_DIR}/src
+  # include problems  directory
+  ${PARADISEO_PROBLEMS_SRC_DIR}
+  # include GPU  directory
+  ${PARADISEO_GPU_SRC_DIR}
+  # include your source directory
+  ${CMAKE_CURRENT_SOURCE_DIR}/../src
+  )
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${PARADISEO_EO_BIN_DIR}/lib  ${NVIDIA_LIB_DIR} ${CUDA_LIB_DIR} )	
+
+
+######################################################################################
+
+######################################################################################
+### 3) Define your targets and link the librairies
+######################################################################################
+
+SET (TEST_LIST	  
+       t-moGPUBitVector
+       t-moGPUIntVector
+       t-moGPURealVector 
+       t-moGPUPermutationVector
+       t-moGPUMemory
+       t-moGPUObject
+	   t-moGPUBitNeighbor
+	   t-moGPUXBitFlippingNeighbor
+	   t-moGPUXSwapNeighbor
+	   #t-moCudaKswapNeighborhood
+       #t-OneMaxIncrEval
+       #t-EvalOneMax
+		)
+				
+FOREACH (test ${TEST_LIST})
+	  SET ("T_${test}_SOURCES" "${test}.cu")
+ENDFOREACH (test)
+
+
+IF(ENABLE_CMAKE_TESTING)
+	
+	# Add the tests
+	FOREACH (test ${TEST_LIST})
+		  CUDA_ADD_EXECUTABLE(${test} ${T_${test}_SOURCES}) 
+		  ADD_TEST(${test} ${test}) 
+	ENDFOREACH (test)
+	
+	# Link the librairies
+	FOREACH (test ${TEST_LIST})
+	 	TARGET_LINK_LIBRARIES(${test} ga es eoutils eo ${cutil})
+	ENDFOREACH (test)
+	
+ENDIF(ENABLE_CMAKE_TESTING)
+
+######################################################################################
+
diff --git a/tags/ParadisEO-GPU1.0-beta/test/t-EvalOneMax.cu b/tags/ParadisEO-GPU1.0-beta/test/t-EvalOneMax.cu
new file mode 100644
index 000000000..fab95a62a
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/test/t-EvalOneMax.cu
@@ -0,0 +1,67 @@
+/*
+  <t-EvalOneMax.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <cudaType/moCudaBitVector.h>
+#include <problems/eval/EvalOneMax.h>
+
+typedef moCudaBitVector<eoMaximizingFitness> Solution;
+
+int main() {
+  
+
+  std::cout << "[t-EvalOneMax] => START" << std::endl;
+  
+
+  Solution sol(5);
+  EvalOneMax<Solution> eval;
+  int sum=0;
+  
+  eval(sol);
+  for(int i=0;i<5;i++){
+    sum+=sol[i];
+    sol[i]=0;
+  }
+  
+  assert((int)(sol.fitness())==sum);
+   
+  eval(sol);
+  assert((int)(sol.fitness())==0);
+  
+  std::cout << "[t-EvalOneMax] => OK" << std::endl;
+  
+  return EXIT_SUCCESS;
+}
diff --git a/tags/ParadisEO-GPU1.0-beta/test/t-OneMaxIncrEval.cu b/tags/ParadisEO-GPU1.0-beta/test/t-OneMaxIncrEval.cu
new file mode 100644
index 000000000..a10552404
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/test/t-OneMaxIncrEval.cu
@@ -0,0 +1,84 @@
+/*
+  <t-OneMaxIncrEval.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <neighborhood/moCudaBitNeighbor.h>
+#include <cudaType/moCudaBitVector.h>
+#include <problems/eval/EvalOneMax.h>
+#include <problems/eval/OneMaxIncrEval.h>
+
+
+typedef moCudaBitVector<eoMaximizingFitness> Solution;
+typedef moCudaBitNeighbor <Solution,eoMaximizingFitness> Neighbor;
+
+int main() {
+
+
+  std::cout << "[t-OneMaxIncrEval] => START" << std::endl;
+
+
+  Solution sol(5);
+  EvalOneMax<Solution> eval;
+  OneMaxIncrEval<Neighbor> incr_eval;
+  int sum=0;
+  int fitness=0;
+
+  eval(sol);
+  for(int i=0;i<5;i++){
+    sum+=sol[i];
+    sol[i]=0;
+  }
+
+  assert((int)(sol.fitness())==sum);
+  eval(sol);
+  assert((int)(sol.fitness())==0);
+
+   
+  fitness=incr_eval(sol,fitness,0);
+  sol[0]=1;
+  eval(sol);
+  assert((int)(sol.fitness())==1);
+	
+  fitness=incr_eval(sol,fitness,0);
+  sol[0]=0;
+  eval(sol);
+  assert((int)(sol.fitness())==0);
+
+  std::cout << "[t-OneMaxIncrEval] => OK" << std::endl;
+
+  return EXIT_SUCCESS;
+}
+
diff --git a/tags/ParadisEO-GPU1.0-beta/test/t-moGPUBitNeighbor.cu b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUBitNeighbor.cu
new file mode 100644
index 000000000..f2539728d
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUBitNeighbor.cu
@@ -0,0 +1,96 @@
+/*
+  <t-moGPUBitNeighbor.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras,  Thé Van LUONG
+
+  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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <neighborhood/moGPUBitNeighbor.h>
+
+typedef moGPUBitVector<eoMaximizingFitness> Solution;
+typedef moGPUBitNeighbor<eoMaximizingFitness> Neighbor;
+
+
+int main() {
+
+
+  std::cout << "[t-moGPUBitNeighbor] => START" << std::endl;
+    
+    //init sol
+    Solution sol(3);
+    sol[0]=1;
+    sol[1]=0;
+    sol[2]=1;
+
+    //test default Constructor
+    Neighbor test1;
+    assert(test1.index()==0);
+
+    //test index setter 
+    test1.index(6);
+    //test index getter
+    assert(test1.index()==6);
+    
+    //test fitness setter 
+    test1.fitness(2);
+    //test fitness getter
+    assert(test1.fitness()==2);
+    
+    //test Cpy constructor
+    Neighbor test2(test1);
+    assert(test2.index()==6);
+    assert(test2.fitness()==2);
+
+    //test assignement operator
+    test1.fitness(8);
+    test1.index(2);
+    test2=test1;
+    assert(test2.fitness()==8);
+    assert(test2.index()==2);
+
+    //test move
+    test2.move(sol);
+    assert(!sol[2]);
+
+    //test moveBack
+    test2.moveBack(sol);
+    assert(sol[2]);
+
+    test1.printOn(std::cout);
+    test2.printOn(std::cout);
+
+    assert(test1.className()=="moGPUBitNeighbor");
+
+  std::cout << "[t-moCudaBitNeighbor] => OK" << std::endl;
+
+  return EXIT_SUCCESS;
+}
\ No newline at end of file
diff --git a/tags/ParadisEO-GPU1.0-beta/test/t-moGPUBitVector.cu b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUBitVector.cu
new file mode 100644
index 000000000..339a2b636
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUBitVector.cu
@@ -0,0 +1,115 @@
+/*
+  <t-moGPUBitVector.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <GPUType/moGPUBitVector.h>
+#include  <problems/eval/EvalOneMax.h>
+#include <eo>
+
+typedef moGPUBitVector<eoMaximizingFitness> Solution;
+
+
+int main() {
+
+
+  std::cout << "[t-moGPUBitVector] => START" << std::endl;
+
+  EvalOneMax<Solution> eval;
+  
+  //test default constructor
+  Solution _sol;
+   
+  //test constructor 
+  Solution sol1(5);
+  
+  //test copy constructor
+  sol1.fitness(10);  
+  Solution sol(sol1);
+  assert(sol.size()==5);
+  assert(sol.fitness()==10);
+  for(int i=0;i<5;i++)
+    assert(sol[i]==sol1[i]);
+   
+  //test random vector of  bool
+  for(int i=0;i<5;i++)
+    assert((sol[i]==0)||(sol[i]==1));
+    
+  //test oneMax eval function
+  eval(sol);
+  eoMaximizingFitness sum=0;
+  for(int i=0;i<5;i++)
+    sum=sum+sol[i];
+  assert(sol.fitness()==sum);
+    
+  //test size getter
+  assert(_sol.size()==0);
+  assert(sol1.size()==5);
+  
+  //test size setter
+  sol1.setSize(10); 
+  assert(sol1.size()==10);
+  for(int i=0;i<5;i++)
+    assert(sol[i]==sol1[i]);
+  for(int i=5;i<10;i++)
+    assert((sol1[i]==0)||(sol1[i]==1));
+
+
+  //test constructor of constant vector
+  Solution sol2(4,1);
+  assert(sol2.size()==4);
+  for(int i=0;i<4;i++)
+    assert(sol2[i]==1);
+  eval(sol2);
+  assert(sol2.fitness()==4);
+
+  //test accessor to the vector of bool
+  sol2[3]=0; 
+  assert(sol2[3]==0);
+  eval(sol2);
+  assert(sol2.fitness()==3);
+
+  //test assignement operator
+  sol2=sol;
+  assert(sol.size()==sol2.size());
+  assert(sol.fitness()==sol2.fitness());
+  for(int i=0;i<5;i++)
+    assert(sol[i]==sol2[i]);
+     
+  std::cout << "[t-moGPUBitVector] => OK" << std::endl;
+
+  return EXIT_SUCCESS;
+}
+
diff --git a/tags/ParadisEO-GPU1.0-beta/test/t-moGPUIntVector.cu b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUIntVector.cu
new file mode 100644
index 000000000..36e294b18
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUIntVector.cu
@@ -0,0 +1,97 @@
+/*
+  <t-moGPUIntVector.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <GPUType/moGPUIntVector.h>
+#include <eo>
+
+typedef moGPUIntVector<eoMaximizingFitness> Solution;
+
+int main() {
+
+
+  std::cout << "[t-moGPUIntVector] => START" << std::endl;
+
+  //test Default constructor
+  Solution _sol;
+  assert(_sol.size()==0);
+  
+  //test constructor
+  Solution sol1(5);
+  Solution sol2(3);
+  
+  //test copy constructor
+  sol1.fitness(500);  
+  Solution sol(sol1);
+  assert(sol.size()==5);
+  assert(sol.fitness()==500);
+  for(int i=0;i<5;i++)
+    assert(sol[i]==sol1[i]);
+  
+  //test Integer vector (create)& getter
+  int tmp;
+  for(int i=0;i<5;i++){
+    tmp=sol1[i]%2;
+    assert((tmp==0)||(tmp==1));
+  }
+  //test size getter
+  assert(sol1.size()==5); 
+  assert(sol2.size()==3); 
+    
+  //test size setter
+  sol1.setSize(10); 
+  assert(sol1.size()==10);
+  for(int i=0;i<5;i++)
+    assert(sol[i]==sol1[i]);
+  for(int i=5;i<10;i++){
+    tmp=sol1[i]%2;
+    assert((tmp==0)||(tmp==1));
+  }
+  
+  //test assignement operator
+  sol2.fitness(200);
+  sol1=sol2;
+  assert(sol1.size()==3);
+  assert(sol1.fitness()==200); 
+  for(int i=0;i<3;i++)
+    assert(sol1[i]==sol2[i]);
+
+    
+  std::cout << "[t-moGPUIntVector] => OK" << std::endl;
+
+  return EXIT_SUCCESS;
+}
+
diff --git a/tags/ParadisEO-GPU1.0-beta/test/t-moGPUMemory.cu b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUMemory.cu
new file mode 100644
index 000000000..56f3a57e6
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUMemory.cu
@@ -0,0 +1,94 @@
+/*
+  <t-moGPUMemory.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <memory/moGPUAllocator.h>
+#include <memory/moGPUDeallocator.h>
+#include <memory/moGPUCopy.h>
+
+
+int main() {
+
+
+  std::cout << "[t-moGPUMemory] => START" << std::endl;
+
+  int * h_data;
+  int * cpy_data;
+  int * d_data;
+  moGPUAllocator alloc;
+  moGPUDeallocator dealloc;
+  moGPUCopy cpy;
+  int i=0;
+
+  //data allocation
+  h_data= new int[5];
+  cpy_data= new int[5];
+
+  //test GPU data allocation
+  alloc(d_data,5);
+
+  for(i=0;i<5;i++)
+    h_data[i]=i;
+   
+  //test default way of copy from host to device
+  cpy(d_data,h_data,5);
+
+  //test copy from device to host
+  cpy(cpy_data,d_data,5,0);
+  for(i=0;i<5;i++)
+    assert(cpy_data[i]==i);
+
+  for(i=0;i<5;i++)
+    h_data[i]=i*2;
+
+  //test copy from host to device
+  cpy(d_data,h_data,5,1);
+
+  //test copy from device to host
+  cpy(cpy_data,d_data,5,0);
+  for(i=0;i<5;i++)
+    assert(cpy_data[i]==i*2);
+  
+  //test GPU memory deallocation
+  dealloc(d_data);
+
+  delete[] h_data;
+  delete[] cpy_data;
+  std::cout << "[t-moGPUMemory] => OK" << std::endl;
+
+  return EXIT_SUCCESS;
+}
+ 
diff --git a/tags/ParadisEO-GPU1.0-beta/test/t-moGPUObject.cu b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUObject.cu
new file mode 100644
index 000000000..0da88a098
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUObject.cu
@@ -0,0 +1,93 @@
+/*
+  <t-moGPUObject.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <memory/moGPUObject.h>
+
+//GPU global variable
+__device__ int * dev_data;
+
+//kernel to launch to test GPU global variable
+__global__ void testKernel(int * _data,unsigned _size){
+  // The thread identifier within a grid block's
+  int id = blockIdx.x * blockDim.x + threadIdx.x;
+  if(id<_size)
+    _data[id]=2*dev_data[id];
+}
+
+int main() {
+
+
+  std::cout << "[t-moGPUObject] => START" << std::endl;
+
+  int * h_data;
+  int * cpy_data;
+  int * d_data;
+  moGPUObject obj;
+  int i=0;
+
+  //data allocation
+  h_data= new int[5];
+  cpy_data= new int[5];
+
+  for(i=0;i<5;i++)
+    h_data[i]=i;
+    
+  //test allocation & copy from host to device
+  obj.memCopy(d_data,h_data,5);
+
+  //test copy from device to host
+  obj.copy(cpy_data,d_data,5,0);
+  for(i=0;i<5;i++)
+    assert(cpy_data[i]==i);
+  
+  //test copy of GPU global variable and using it in kernel  
+  obj.memCopyGlobalVariable(dev_data,d_data);
+  testKernel<<<1,8>>>(d_data,5);
+  obj.copy(cpy_data,d_data,5,0);
+  for(i=0;i<5;i++)
+    assert(cpy_data[i]==i*2);
+    
+  //Free GPU object 
+  obj.memFree(d_data);
+  
+  delete[] h_data;
+  delete[] cpy_data;
+  std::cout << "[t-moGPUObject] => OK" << std::endl;
+
+  return EXIT_SUCCESS;
+}
+ 
diff --git a/tags/ParadisEO-GPU1.0-beta/test/t-moGPUPermutationVector.cu b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUPermutationVector.cu
new file mode 100644
index 000000000..0d667f4d9
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUPermutationVector.cu
@@ -0,0 +1,95 @@
+/*
+  <t-moGPUPermutationVector.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <GPUType/moGPUPermutationVector.h>
+#include <eo>
+
+typedef moGPUPermutationVector<eoMaximizingFitness> Solution;
+
+
+int main() {
+
+
+  std::cout << "[t-moGPUPermutationVector] => START" << std::endl;
+
+  //test Default constructor
+  Solution _sol;
+  
+  //test constructor
+  Solution sol1(5);
+  Solution sol2(3);
+  
+  //test copy constructor
+  sol1.fitness(200);  
+  Solution sol(sol1);
+  assert(sol.size()==5);
+  assert(sol.fitness()==200);
+  for(int i=0;i<5;i++)
+    assert(sol[i]==sol1[i]);
+
+  //test discret vector (create) & getter
+  for(int i=0;i<5;i++)
+    assert((sol1[i]>=0)||(sol1[i]<5));
+  
+  //test size getter
+  assert(_sol.size()==0);
+  assert(sol1.size()==5); 
+  assert(sol2.size()==3); 
+  
+  //test size setter
+  sol1.setSize(4);
+  assert(sol1.size()==4); 
+
+  
+  //test discret vector
+  for(int i=0;i<3;i++)
+    assert((sol2[i]>=0)||(sol2[i]<3));
+  sol2.fitness(300);
+    
+  //test assignement operator
+  sol1=sol2;
+  assert(sol1.size()==3);
+  assert(sol1.fitness()==300); 
+  for(int i=0;i<3;i++)
+    assert(sol1[i]==sol2[i]);
+
+    
+  std::cout << "[t-moGPUPermutationVector] => OK" << std::endl;
+
+  return EXIT_SUCCESS;
+}
+
diff --git a/tags/ParadisEO-GPU1.0-beta/test/t-moGPURealVector.cu b/tags/ParadisEO-GPU1.0-beta/test/t-moGPURealVector.cu
new file mode 100644
index 000000000..f282d4762
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/test/t-moGPURealVector.cu
@@ -0,0 +1,95 @@
+/*
+  <t-moGPURealVector.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <GPUType/moGPURealVector.h>
+#include <eo>
+
+typedef moGPURealVector<eoMaximizingFitness> Solution;
+
+
+int main() {
+
+
+  std::cout << "[t-moGPURealVector] => START" << std::endl;
+
+  //test Default constructor
+  Solution _sol;
+  assert(_sol.size()==0);
+  
+  //test constructor
+  Solution sol1(5);
+  Solution sol2(3);
+  
+  //test copy constructor
+  sol1.fitness(100);  
+  Solution sol(sol1);
+  assert(sol.size()==5);
+  assert(sol.fitness()==100);
+  for(int i=0;i<5;i++)
+    assert(sol[i]==sol1[i]);
+  
+  //test Real vector (create)& getter
+  float tmp;
+  for(int i=0;i<5;i++){
+    tmp=1/sol1[i];
+    assert(abs(tmp)>0);
+  }
+    
+  //test size getter
+  assert(sol1.size()==5); 
+  assert(sol2.size()==3); 
+    
+  //test size setter
+  sol1.setSize(10); 
+  assert(sol1.size()==10);
+  for(int i=0;i<5;i++)
+    assert(sol[i]==sol1[i]);
+  
+  //test assignement operator
+  sol2.fitness(200);
+  sol1=sol2;
+  assert(sol1.size()==3);
+  assert(sol1.fitness()==200); 
+  for(int i=0;i<3;i++)
+    assert(sol1[i]==sol2[i]);
+
+    
+  std::cout << "[t-moGPURealVector] => OK" << std::endl;
+
+  return EXIT_SUCCESS;
+}
+
diff --git a/tags/ParadisEO-GPU1.0-beta/test/t-moGPUXBitFlippingNeighbor.cu b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUXBitFlippingNeighbor.cu
new file mode 100644
index 000000000..70db31e2f
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUXBitFlippingNeighbor.cu
@@ -0,0 +1,131 @@
+/*
+ <t-moGPUXBitFlippingNeighbor.cu>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <eo>
+#include <neighborhood/moGPUXBitFlippingNeighbor.h>
+
+typedef moGPUBitVector<eoMaximizingFitness> Solution;
+typedef moGPUXBitFlippingNeighbor<eoMaximizingFitness> Neighbor;
+
+int main() {
+
+	std::cout << "[t-moGPUXBitFlippingNeighbor] => START" << std::endl;
+
+	Solution sol(5, 0);
+	for (int i = 0; i < 5; i++) {
+		sol[i] = (i % 2 == 0) ? 0 : 1;
+	}
+
+	assert(sol[0] == 0);
+	assert(sol[1] == 1);
+	assert(sol[2] == 0);
+	assert(sol[3] == 1);
+	assert(sol[4] == 0);
+
+	//test constructor
+	Neighbor neighbor;
+	assert(neighbor.index() == 0);
+	//test x-change getter
+	assert(neighbor.getXChange() == 0);
+
+	//test x-change setter
+	neighbor.setXChange(2);
+	assert(neighbor.getXChange() == 2);
+
+	//test index setter
+	for (unsigned int i = 0; i < neighbor.getXChange(); i++)
+		neighbor.setIndice(i, i);
+
+	//test index getter
+	for (unsigned int i = 0; i < neighbor.getXChange(); i++)
+		assert(neighbor.getIndice(i) == i);
+
+	//test move
+	neighbor.move(sol);
+	assert(sol[neighbor.getIndice(0)] == 1);
+	assert(sol[neighbor.getIndice(1)] == 0);
+
+	//test moveBack
+	neighbor.moveBack(sol);
+	assert(sol[neighbor.getIndice(0)] == 0);
+	assert(sol[neighbor.getIndice(1)] == 1);
+
+	//test set & get indice
+	 neighbor.setIndice(0, 1);
+	 neighbor.setIndice(1, 2);
+	 assert(neighbor.getIndice(0) == 1);
+	 assert(neighbor.getIndice(1) == 2);
+
+	 //test move
+	 neighbor.move(sol);
+	 assert(sol[neighbor.getIndice(0)] == 0);
+	 assert(sol[neighbor.getIndice(1)] == 1);
+
+	 //test move back
+	 neighbor.moveBack(sol);
+	 assert(sol[neighbor.getIndice(0)] == 1);
+	 assert(sol[neighbor.getIndice(1)] == 0);
+
+	 Neighbor neighbor1(3);
+
+	 //test setter of one index
+	 neighbor1.setIndice(0, 2);
+	 neighbor1.setIndice(1, 3);
+	 neighbor1.setIndice(2, 4);
+
+	 //test getter of one index
+	 assert(neighbor1.getIndice(0) == 2);
+	 assert(neighbor1.getIndice(1) == 3);
+	 assert(neighbor1.getIndice(2) == 4);
+
+	 //test move
+	 neighbor1.move(sol);
+	 assert(sol[neighbor1.getIndice(0)] == 1);
+	 assert(sol[neighbor1.getIndice(1)] == 0);
+	 assert(sol[neighbor1.getIndice(2)] == 1);
+
+	 //test moveBack
+	 neighbor1.moveBack(sol);
+	 assert(sol[neighbor1.getIndice(0)] == 0);
+	 assert(sol[neighbor1.getIndice(1)] == 1);
+	 assert(sol[neighbor1.getIndice(2)] == 0);
+
+	std::cout << "[t-moGPUXBitFlippingNeighbor] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/ParadisEO-GPU1.0-beta/test/t-moGPUXSwapNeighbor.cu b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUXSwapNeighbor.cu
new file mode 100644
index 000000000..eb118e42a
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/test/t-moGPUXSwapNeighbor.cu
@@ -0,0 +1,120 @@
+/*
+ <t-moGPUXSwapNeighbor.cpp>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <neighborhood/moGPUXSwapNeighbor.h>
+#include <GPUType/moGPUPermutationVector.h>
+#include <eo>
+
+typedef moGPUPermutationVector<eoMaximizingFitness> Solution;
+typedef moGPUXSwapNeighbor<eoMaximizingFitness> Neighbor;
+
+int main() {
+
+	std::cout << "[t-moGPUXSwapNeighbor] => START" << std::endl;
+
+	Solution sol1(5);
+	for (int i = 4; i >=0; i--)
+		sol1[4-i] = i;
+
+	//test constructor
+	Neighbor neighbor(2);
+	assert(neighbor.index() == 0);
+	assert(neighbor.getXChange() == 2);
+
+	//test setter of one index
+	for (unsigned int i = 0; i < neighbor.getXChange(); i++)
+		neighbor.setIndice(i, i);
+
+	//test getter of one index
+	for (unsigned int i = 0; i < neighbor.getXChange(); i++)
+		assert(neighbor.getIndice(i) == i);
+
+	//test move
+	neighbor.move(sol1);
+	assert(sol1[neighbor.getIndice(0)] == 3);
+	assert(sol1[neighbor.getIndice(1)] == 4);
+
+	//test moveBack
+	neighbor.moveBack(sol1);
+	assert(sol1[neighbor.getIndice(0)] == 4);
+	assert(sol1[neighbor.getIndice(1)] == 3);
+
+	//test set & get indice
+	neighbor.setIndice(0, 1);
+	neighbor.setIndice(1, 2);
+	assert(neighbor.getIndice(0) == 1);
+	assert(neighbor.getIndice(1) == 2);
+
+	//test move
+	neighbor.move(sol1);
+	assert(sol1[neighbor.getIndice(0)] == 2);
+	assert(sol1[neighbor.getIndice(1)] == 3);
+
+	//test move back
+	neighbor.moveBack(sol1);
+	assert(sol1[neighbor.getIndice(0)] == 3);
+	assert(sol1[neighbor.getIndice(1)] == 2);
+
+	Neighbor neighbor2(3);
+
+	//test setter of one index
+	neighbor2.setIndice(0, 0);
+	neighbor2.setIndice(1, 1);
+	neighbor2.setIndice(2, 2);
+
+	//test getter of one index
+	assert(neighbor2.getIndice(0) == 0);
+	assert(neighbor2.getIndice(1) == 1);
+	assert(neighbor2.getIndice(2) == 2);
+
+	//test move
+	neighbor2.move(sol1);
+	assert(sol1[neighbor2.getIndice(0)] == 3);
+	assert(sol1[neighbor2.getIndice(1)] == 2);
+	assert(sol1[neighbor2.getIndice(2)] == 4);
+
+	//test moveBack
+	neighbor2.moveBack(sol1);
+	assert(sol1[neighbor2.getIndice(0)] == 4);
+	assert(sol1[neighbor2.getIndice(1)] == 3);
+	assert(sol1[neighbor2.getIndice(2)] == 2);
+
+	std::cout << "[t-moGPUXSwapNeighbor] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/CMakeLists.txt b/tags/ParadisEO-GPU1.0-beta/tutoriel/CMakeLists.txt
new file mode 100644
index 000000000..263d57b41
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/CMakeLists.txt
@@ -0,0 +1,6 @@
+ADD_SUBDIRECTORY(OneMax)
+ADD_SUBDIRECTORY(Kswap-OneMax)
+ADD_SUBDIRECTORY(PPP_GPU)
+ADD_SUBDIRECTORY(QAP_GPU)
+ADD_SUBDIRECTORY(QAP_CPU)
+
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/Kswap-OneMax/CMakeLists.txt b/tags/ParadisEO-GPU1.0-beta/tutoriel/Kswap-OneMax/CMakeLists.txt
new file mode 100644
index 000000000..903c7e22c
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/Kswap-OneMax/CMakeLists.txt
@@ -0,0 +1,52 @@
+###############################################################################
+##
+## CMakeLists file for OneMax Example/application
+##
+###############################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(
+
+  # include CUDA source directory
+  ${CUDA_SRC_DIR}
+  # include NVIDIA source directory
+  ${NVIDIA_SRC_DIR}
+  # include EO source directory
+  ${PARADISEO_EO_SRC_DIR}/src
+  # include MO source directory
+  ${PARADISEO_MO_SRC_DIR}/src
+  # include problems  directory
+  ${PARADISEO_PROBLEMS_SRC_DIR}
+  # include GPU  directory
+  ${PARADISEO_GPU_SRC_DIR}
+  # include your source directory
+  ${CMAKE_CURRENT_SOURCE_DIR}/../src
+  )
+
+######################################################################################
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${PARADISEO_EO_BIN_DIR}/lib  ${NVIDIA_LIB_DIR} ${CUDA_LIB_DIR} )	
+
+######################################################################################
+
+######################################################################################
+### 3) Define your targets and link the librairies
+######################################################################################	
+			
+CUDA_ADD_EXECUTABLE(GPUtestKswapHCByModif testKswapHCByModif.cu)
+CUDA_ADD_EXECUTABLE(GPUtestKswapHCByCpy testKswapHCByCpy.cu)  
+
+TARGET_LINK_LIBRARIES(GPUtestKswapHCByModif eoutils ga eo ${cutil})
+TARGET_LINK_LIBRARIES(GPUtestKswapHCByCpy eoutils ga eo ${cutil})
+
+
+
+######################################################################################
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/Kswap-OneMax/moGPUConfig.h b/tags/ParadisEO-GPU1.0-beta/tutoriel/Kswap-OneMax/moGPUConfig.h
new file mode 100644
index 000000000..8cbc8ed2a
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/Kswap-OneMax/moGPUConfig.h
@@ -0,0 +1,50 @@
+/*
+ <moGPUConfig.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUConfig_H
+#define __moGPUConfig_H
+
+#define BLOCK_SIZE 8
+#ifndef NB_POS
+#define NB_POS 2
+#endif
+#ifndef SIZE
+#define SIZE 60
+#endif
+#endif
+
+
+
+	
+	
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/Kswap-OneMax/testKswapHCByCpy.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/Kswap-OneMax/testKswapHCByCpy.cu
new file mode 100644
index 000000000..695cb58df
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/Kswap-OneMax/testKswapHCByCpy.cu
@@ -0,0 +1,211 @@
+/*
+  <testKswapHCByCpy.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <iostream>  
+#include <stdlib.h> 
+using namespace std;
+
+//Include GPU Config File
+#include "moGPUConfig.h"
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// OneMax full eval function
+#include <problems/eval/EvalOneMax.h>
+// OneMax incremental eval function
+#include <eval/moGPUMappingEvalByCpy.h>
+#include <problems/eval/OneMaxIncrEval.h>
+// One Max solution
+#include <GPUType/moGPUBitVector.h>
+// One Max neighbor
+#include <neighborhood/moGPUXBitFlippingNeighbor.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+//Utils to compute size Mapping of x-change position
+#include <neighborhood/moNeighborhoodSizeUtils.h>
+// Use an ordered neighborhood without mapping, with local copy of solution
+#include <neighborhood/moGPUXChangeNeighborhoodByCpy.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+// The continuator
+#include <continuator/moTrueContinuator.h>
+// Local search algorithm
+#include <algo/moLocalSearch.h>
+// The simple HC algorithm explorer
+#include <explorer/moSimpleHCexplorer.h>
+
+// REPRESENTATION
+typedef moGPUBitVector<eoMaximizingFitness> solution;
+typedef moGPUXBitFlippingNeighbor<eoMaximizingFitness> Neighbor;
+typedef moGPUXChangeNeighborhoodByCpy<Neighbor> Neighborhood;
+
+void main_function(int argc, char **argv)
+{
+  /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+  
+  // First define a parser from the command-line arguments
+  eoParser parser(argc, argv);
+
+  // For each parameter, define Parameter, read it through the parser,
+  // and assign the value to the variable
+
+  // seed
+  eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+  parser.processParam( seedParam );
+  unsigned seed = seedParam.value();
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+  parser.processParam( statusParam, "Persistence" );
+
+  // 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 (statusParam.value() != "") {
+    ofstream os(statusParam.value().c_str());
+    os << parser;// and you can use that file as parameter file
+  }
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+  //reproducible random seed: if you don't change SEED above,
+  // you'll aways get the same result, NOT a random run
+  rng.reseed(seed);
+  
+  /* =========================================================
+   *
+   * Initilisation of the solution
+   *
+   * ========================================================= */
+  
+  solution sol(SIZE); 
+
+  /* =========================================================
+   *
+   * Eval fitness function
+   *
+   * ========================================================= */
+
+  EvalOneMax<solution> eval;
+  
+  /* =========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+
+  unsigned long int sizeMap=sizeMapping(SIZE,NB_POS);
+  OneMaxIncrEval<Neighbor> incr_eval;
+  moGPUMappingEvalByCpy<Neighbor,OneMaxIncrEval<Neighbor> > cueval(sizeMap,incr_eval);
+  
+  /* =========================================================
+   *
+   * Comparator of solutions and neighbors
+   *
+   * ========================================================= */
+
+  moNeighborComparator<Neighbor> comparator;
+  moSolNeighborComparator<Neighbor> solComparator;
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+
+  Neighborhood neighborhood(sizeMap,NB_POS,cueval);
+
+  /* =========================================================
+   *
+   * An explorer of solution neighborhood's
+   *
+   * ========================================================= */
+
+  moSimpleHCexplorer<Neighbor> explorer(neighborhood, cueval,
+					comparator, solComparator);
+
+  /* =========================================================
+   *
+   * The local search algorithm
+   *
+   * ========================================================= */
+  
+  //True continuator <=> Always continue
+  moTrueContinuator<Neighbor> continuator;
+  moLocalSearch<Neighbor> localSearch(explorer,continuator, eval);
+
+  /* =========================================================
+   *
+   * Execute the local search from random sollution
+   *
+   * ========================================================= */
+ 
+  //Can be eval here, else it will be done at the beginning of the localSearch
+  eval(sol);
+
+  std::cout << "initial: " << sol<< std::endl;
+  // Create timer for timing CUDA calculation
+  moGPUTimer timer;
+  timer.start();
+  localSearch(sol);
+  timer.stop();
+  std::cout << "final:   " << sol<< std::endl;
+  printf("Execution time = %f ms\n",timer.getTime());
+  timer.deleteTimer();
+}
+
+// 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';
+  }
+  return 1;
+}
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/Kswap-OneMax/testKswapHCByModif.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/Kswap-OneMax/testKswapHCByModif.cu
new file mode 100644
index 000000000..e83d696b3
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/Kswap-OneMax/testKswapHCByModif.cu
@@ -0,0 +1,221 @@
+/*
+  <testKswapHC.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <iostream>  
+#include <stdlib.h> 
+using namespace std;
+
+//Include GPU Config File
+#include "moGPUConfig.h"
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// OneMax full eval function
+#include <problems/eval/EvalOneMax.h>
+// OneMax incremental eval function
+#include <eval/moGPUMappingEvalByModif.h>
+#include <problems/eval/OneMaxIncrEval.h>
+// One Max solution
+#include <GPUType/moGPUBitVector.h>
+// One Max neighbor
+#include <neighborhood/moGPUXBitFlippingNeighbor.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+//Utils to compute size Mapping of x-change position
+#include <neighborhood/moNeighborhoodSizeUtils.h>
+// One Max ordered neighborhood
+#include <neighborhood/moGPUXChangeNeighborhoodByModif.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+// The continuator
+#include <continuator/moTrueContinuator.h>
+// Local search algorithm
+#include <algo/moLocalSearch.h>
+// The simple HC algorithm explorer
+#include <explorer/moSimpleHCexplorer.h>
+
+// REPRESENTATION
+typedef moGPUBitVector<eoMaximizingFitness> solution;
+typedef moGPUXBitFlippingNeighbor<eoMaximizingFitness> Neighbor;
+typedef moGPUXChangeNeighborhoodByModif<Neighbor> Neighborhood;
+
+void main_function(int argc, char **argv)
+{
+  /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+  
+  // First define a parser from the command-line arguments
+  eoParser parser(argc, argv);
+
+  // For each parameter, define Parameter, read it through the parser,
+  // and assign the value to the variable
+
+  // seed
+  eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+  parser.processParam( seedParam );
+  unsigned seed = seedParam.value();
+
+  // description of genotype
+  /*eoValueParam<unsigned int> vecSizeParam(100, "vecSize", "Genotype size", 'V');
+  parser.processParam( vecSizeParam, "Representation" );
+  unsigned vecSize = vecSizeParam.value();*/
+
+  //Number of position to change 
+ /* eoValueParam<unsigned int> nbPosParam(1, "nbPos", "X Change", 'N');
+  parser.processParam( nbPosParam, "Exchange" );
+  unsigned nbPos = nbPosParam.value();*/
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+  parser.processParam( statusParam, "Persistence" );
+
+  // 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 (statusParam.value() != "") {
+    ofstream os(statusParam.value().c_str());
+    os << parser;// and you can use that file as parameter file
+  }
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+  //reproducible random seed: if you don't change SEED above,
+  // you'll aways get the same result, NOT a random run
+  rng.reseed(seed);
+  
+  /* =========================================================
+   *
+   * Initilisation of the solution
+   *
+   * ========================================================= */
+  
+  solution sol(SIZE); 
+
+  /* =========================================================
+   *
+   * Eval fitness function
+   *
+   * ========================================================= */
+
+  EvalOneMax<solution> eval;
+  
+  /* =========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+
+  unsigned long int sizeMap=sizeMapping(SIZE,NB_POS);
+  OneMaxIncrEval<Neighbor> incr_eval;
+  moGPUMappingEvalByModif<Neighbor,OneMaxIncrEval<Neighbor> > cueval(sizeMap,incr_eval);
+  
+  /* =========================================================
+   *
+   * Comparator of solutions and neighbors
+   *
+   * ========================================================= */
+
+  moNeighborComparator<Neighbor> comparator;
+  moSolNeighborComparator<Neighbor> solComparator;
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+
+  Neighborhood neighborhood(sizeMap,NB_POS,cueval);
+
+  /* =========================================================
+   *
+   * An explorer of solution neighborhood's
+   *
+   * ========================================================= */
+
+  moSimpleHCexplorer<Neighbor> explorer(neighborhood, cueval,
+					comparator, solComparator);
+
+  /* =========================================================
+   *
+   * The local search algorithm
+   *
+   * ========================================================= */
+  
+  //True continuator <=> Always continue
+  moTrueContinuator<Neighbor> continuator;
+  moLocalSearch<Neighbor> localSearch(explorer,continuator, eval);
+
+  /* =========================================================
+   *
+   * Execute the local search from random sollution
+   *
+   * ========================================================= */
+ 
+  //Can be eval here, else it will be done at the beginning of the localSearch
+  eval(sol);
+
+  std::cout << "initial: " << sol<< std::endl;
+  // Create timer for timing CUDA calculation
+  moGPUTimer timer;
+  timer.start();
+  localSearch(sol);
+  timer.stop();
+  std::cout << "final:   " << sol<< std::endl;
+  printf("Execution time = %f ms\n",timer.getTime());
+  timer.deleteTimer();
+}
+
+// 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';
+  }
+  return 1;
+}
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/CMakeLists.txt b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/CMakeLists.txt
new file mode 100644
index 000000000..66f7db766
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/CMakeLists.txt
@@ -0,0 +1,58 @@
+###############################################################################
+##
+## CMakeLists file for OneMax Example/application
+##
+###############################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(
+
+  # include CUDA source directory
+  ${CUDA_SRC_DIR}
+  # include NVIDIA source directory
+  ${NVIDIA_SRC_DIR}
+  # include EO source directory
+  ${PARADISEO_EO_SRC_DIR}/src
+  # include MO source directory
+  ${PARADISEO_MO_SRC_DIR}/src
+  # include problems  directory
+  ${PARADISEO_PROBLEMS_SRC_DIR}
+  # include GPU  directory
+  ${PARADISEO_GPU_SRC_DIR}
+  # include your source directory
+  ${CMAKE_CURRENT_SOURCE_DIR}/../src
+  )
+
+######################################################################################
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${PARADISEO_EO_BIN_DIR}/lib  ${NVIDIA_LIB_DIR} ${CUDA_LIB_DIR} )	
+
+######################################################################################
+
+######################################################################################
+### 3) Define your targets and link the librairies
+######################################################################################	
+
+CUDA_ADD_EXECUTABLE(GPUtestFirstImpr testFirstImpr.cu) 
+CUDA_ADD_EXECUTABLE(GPUtestNeutralHC testNeutralHC.cu) 
+CUDA_ADD_EXECUTABLE(GPUtestSimpleHC testSimpleHC.cu) 
+CUDA_ADD_EXECUTABLE(GPUtestSimpleHCByCpy testSimpleHCByCpy.cu) 
+CUDA_ADD_EXECUTABLE(GPUtestSimpleTS testSimpleTS.cu) 
+CUDA_ADD_EXECUTABLE(GPUtestSimulatedAnnealing testSimulatedAnnealing.cu) 
+
+TARGET_LINK_LIBRARIES(GPUtestFirstImpr eoutils ga eo ${cutil})
+TARGET_LINK_LIBRARIES(GPUtestNeutralHC eoutils ga eo ${cutil})
+TARGET_LINK_LIBRARIES(GPUtestSimpleHC eoutils ga eo ${cutil})
+TARGET_LINK_LIBRARIES(GPUtestSimpleHCByCpy eoutils ga eo ${cutil})
+TARGET_LINK_LIBRARIES(GPUtestSimpleTS eoutils ga eo ${cutil})
+TARGET_LINK_LIBRARIES(GPUtestSimulatedAnnealing eoutils ga eo ${cutil})
+
+######################################################################################
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/moGPUConfig.h b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/moGPUConfig.h
new file mode 100644
index 000000000..726e0db0d
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/moGPUConfig.h
@@ -0,0 +1,50 @@
+/*
+ <moGPUConfig.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUConfig_H
+#define __moGPUConfig_H
+
+#define BLOCK_SIZE 8
+#ifndef NB_POS
+#define NB_POS 1
+#endif
+#ifndef SIZE
+#define SIZE 60
+#endif
+#endif
+
+
+
+	
+	
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testFirstImpr.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testFirstImpr.cu
new file mode 100644
index 000000000..9ad6491ef
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testFirstImpr.cu
@@ -0,0 +1,243 @@
+/*
+  <testFirstImpr.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <iostream>  
+#include <stdlib.h> 
+using namespace std;
+
+//Include GPU Config File
+#include "moGPUConfig.h"
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// OneMax full eval function
+#include <problems/eval/EvalOneMax.h>
+//Parallel evaluation of neighborhood on GPU
+#include <eval/moGPUEvalByModif.h>
+// OneMax increment evaluation function
+#include <problems/eval/OneMaxIncrEval.h>
+// One Max solution
+#include <GPUType/moGPUBitVector.h>
+// Bit neighbor 
+#include <neighborhood/moGPUBitNeighbor.h>
+// Ordered neighborhood
+#include <neighborhood/moGPUOrderNeighborhoodByModif.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+// The continuator
+#include <continuator/moTrueContinuator.h>
+// Local search algorithm
+#include <algo/moLocalSearch.h>
+// First improvment algorithm
+#include <algo/moFirstImprHC.h>
+// The First Improvment algorithm explorer
+#include <explorer/moFirstImprHCexplorer.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+
+//------------------------------------------------------------------------------------
+// Define types of the representation solution, different neighbors and neighborhoods
+//------------------------------------------------------------------------------------
+
+typedef moGPUBitVector<eoMaximizingFitness> solution;
+typedef moGPUBitNeighbor <eoMaximizingFitness> Neighbor;
+typedef moGPUOrderNeighborhoodByModif<Neighbor> Neighborhood;
+
+void main_function(int argc, char **argv)
+{
+  /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+
+   // First define a parser from the command-line arguments
+  eoParser parser(argc, argv);
+
+  // For each parameter, define Parameter, read it through the parser,
+  // and assign the value to the variable
+
+  // seed
+  eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+  parser.processParam( seedParam );
+  unsigned seed = seedParam.value();
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+  parser.processParam( statusParam, "Persistence" );
+
+  // 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 (statusParam.value() != "") {
+    ofstream os(statusParam.value().c_str());
+    os << parser;// and you can use that file as parameter file
+  }
+
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+  //reproducible random seed: if you don't change SEED above,
+  // you'll always get the same result, NOT a random run
+  rng.reseed(seed);
+  
+  /* =========================================================
+   *
+   * Initilisation of the solution
+   *
+   * ========================================================= */
+  
+  solution sol(SIZE);
+
+  /* =========================================================
+   *
+   * Eval fitness function
+   *
+   * ========================================================= */
+
+  EvalOneMax<solution> eval;
+  
+  /* =========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+
+  OneMaxIncrEval<Neighbor> incr_eval;
+  moGPUEvalByModif<Neighbor,OneMaxIncrEval<Neighbor> > gpuEval(SIZE,incr_eval);
+  
+  /* =========================================================
+   *
+   * Comparator of solutions and neighbors
+   *
+   * ========================================================= */
+
+  moNeighborComparator<Neighbor> comparator;
+  moSolNeighborComparator<Neighbor> solComparator;
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+
+  Neighborhood neighborhood(SIZE,gpuEval);
+
+  /* =========================================================
+   *
+   * An explorer of solution neighborhood's
+   *
+   * ========================================================= */
+
+  moFirstImprHCexplorer<Neighbor> explorer(neighborhood, gpuEval, comparator, solComparator);
+
+
+  /* =========================================================
+   *
+   * The local search algorithm
+   *
+   * ========================================================= */
+  // True continuator <=> Always continue
+
+  moTrueContinuator<Neighbor> continuator;
+
+  moLocalSearch<Neighbor> localSearch(explorer,continuator, eval);
+
+  /* =========================================================
+   *
+   * The First improvment algorithm
+   *
+   * ========================================================= */
+
+  moFirstImprHC<Neighbor> firstImprHC(neighborhood,eval,gpuEval);
+
+  /* =========================================================
+   *
+   * Execute the local search from random sollution
+   *
+   * ========================================================= */
+
+  //Can be eval here, else it will be done at the beginning of the localSearch
+  eval(sol);
+
+  std::cout << "initial: " << sol<< std::endl;
+  moGPUTimer timer;
+  timer.start();
+  localSearch(sol);
+  timer.stop();
+  std::cout << "final:   " << sol << std::endl;
+  printf("Execution time = %f ms\n",timer.getTime());
+  timer.deleteTimer();
+  
+  /* =========================================================
+   *
+   * Execute the first improvment from random sollution
+   *
+   * ========================================================= */
+ 
+  solution sol1(SIZE);
+  eval(sol1);
+  std::cout<< std::endl;
+  std::cout << "initial: " << sol1<< std::endl;
+
+  moGPUTimer timer1;
+  timer1.start();
+  firstImprHC(sol1);
+  timer1.stop();
+  std::cout << "final:   " << sol1 << std::endl;
+  printf("Execution time = %f ms\n",timer1.getTime());
+  timer1.deleteTimer();
+
+}
+
+// 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';
+  }
+  return 1;
+}
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testNeutralHC.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testNeutralHC.cu
new file mode 100644
index 000000000..cc7565430
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testNeutralHC.cu
@@ -0,0 +1,209 @@
+/*
+  <testNeutralHC.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <iostream>  
+#include <stdlib.h> 
+using namespace std;
+
+//Include GPU Config File
+#include "moGPUConfig.h"
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// OneMax full eval function
+#include <problems/eval/EvalOneMax.h>
+//Parallel evaluation of neighborhood on GPU
+#include <eval/moGPUEvalByModif.h>
+// OneMax increment evaluation function
+#include <problems/eval/OneMaxIncrEval.h>
+// One Max solution
+#include <GPUType/moGPUBitVector.h>
+// Bit neighbor
+#include <neighborhood/moGPUBitNeighbor.h>
+// Ordered neighborhood
+#include <neighborhood/moGPUOrderNeighborhoodByModif.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+// The continuator
+#include <continuator/moTrueContinuator.h>
+// Neutral HC algorithm
+#include <algo/moNeutralHC.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+
+//------------------------------------------------------------------------------------
+// Define types of the representation solution, different neighbors and neighborhoods
+//------------------------------------------------------------------------------------
+
+typedef moGPUBitVector<eoMaximizingFitness> solution;
+typedef moGPUBitNeighbor <eoMaximizingFitness> Neighbor;
+typedef moGPUOrderNeighborhoodByModif<Neighbor> Neighborhood;
+
+void main_function(int argc, char **argv)
+{
+
+  /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+
+  // First define a parser from the command-line arguments
+  eoParser parser(argc, argv);
+
+  // For each parameter, define Parameter, read it through the parser,
+  // and assign the value to the variable
+
+  // seed
+  eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+  parser.processParam( seedParam );
+  unsigned seed = seedParam.value();
+
+ //nbStep maximum step to do
+  eoValueParam<unsigned int> nbStepParam(10, "nbStep", "maximum number of step", 'n');
+  parser.processParam( nbStepParam, "numberStep" );
+  unsigned nbStep = nbStepParam.value();
+ 
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+  parser.processParam( statusParam, "Persistence" );
+
+  // 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 (statusParam.value() != "") {
+    ofstream os(statusParam.value().c_str());
+    os << parser;// and you can use that file as parameter file
+  }
+
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+  //reproducible random seed: if you don't change SEED above,
+  // you'll aways get the same result, NOT a random run
+  rng.reseed(seed);
+
+  
+  /* =========================================================
+   *
+   * Initilisation of the solution
+   *
+   * ========================================================= */
+  
+  solution sol(SIZE);
+  
+  /* =========================================================
+   *
+   * Eval fitness function
+   *
+   * ========================================================= */
+
+  EvalOneMax<solution> eval;
+  
+  /* =========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+  
+  OneMaxIncrEval<Neighbor> incr_eval;
+  moGPUEvalByModif<Neighbor,OneMaxIncrEval<Neighbor> > gpuEval(SIZE,incr_eval);
+  
+  /* =========================================================
+   *
+   * Comparator of solutions and neighbors
+   *
+   * ========================================================= */
+
+  moNeighborComparator<Neighbor> comparator;
+  moSolNeighborComparator<Neighbor> solComparator;
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+
+  Neighborhood neighborhood(SIZE,gpuEval);
+
+  /* =========================================================
+   *
+   * The neutral Hill Climbing algorithm
+   *
+   * ========================================================= */
+  //True continuator <=> Always continue
+
+  moTrueContinuator<Neighbor> continuator;
+
+  moNeutralHC<Neighbor> neutralHC(neighborhood,eval,gpuEval,nbStep,continuator);
+
+  /* =========================================================
+   *
+   * Execute the neutral Hill climbing from random sollution
+   *
+   * ========================================================= */
+  
+  eval(sol);
+
+  std::cout << "initial: " << sol<< std::endl;
+  moGPUTimer timer;
+  timer.start();
+  neutralHC(sol);
+  timer.stop();
+  std::cout << "final:   " << sol << std::endl;
+  printf("Execution time = %f ms\n",timer.getTime());
+  timer.deleteTimer();
+
+}
+
+// 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';
+  }
+  return 1;
+}
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testSimpleHC.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testSimpleHC.cu
new file mode 100644
index 000000000..24f9d9914
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testSimpleHC.cu
@@ -0,0 +1,245 @@
+/*
+  <testSimpleHC.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <iostream>  
+#include <stdlib.h> 
+using namespace std;
+
+//Include GPU Config File
+#include "moGPUConfig.h"
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// OneMax full eval function
+#include <problems/eval/EvalOneMax.h>
+//Parallel evaluation of neighborhood on GPU
+#include <eval/moGPUEvalByModif.h>
+// OneMax increment evaluation function
+#include <problems/eval/OneMaxIncrEval.h>
+// One Max solution
+#include <GPUType/moGPUBitVector.h>
+// Bit neighbor
+#include <neighborhood/moGPUBitNeighbor.h>
+// Ordered neighborhood
+#include <neighborhood/moGPUOrderNeighborhoodByModif.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+// The continuator
+#include <continuator/moTrueContinuator.h>
+// Local search algorithm
+#include <algo/moLocalSearch.h>
+// Simple HC algorithm
+#include <algo/moSimpleHC.h>
+// The simple HC algorithm explorer
+#include <explorer/moSimpleHCexplorer.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+
+//------------------------------------------------------------------------------------
+// Define types of the representation solution, different neighbors and neighborhoods
+//------------------------------------------------------------------------------------
+
+typedef moGPUBitVector<eoMaximizingFitness> solution;
+typedef moGPUBitNeighbor <eoMaximizingFitness> Neighbor;
+typedef moGPUOrderNeighborhoodByModif<Neighbor> Neighborhood;
+
+void main_function(int argc, char **argv)
+{
+
+  /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+
+  // First define a parser from the command-line arguments
+  eoParser parser(argc, argv);
+
+  // For each parameter, define Parameter, read it through the parser,
+  // and assign the value to the variable
+
+  // seed
+  eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+  parser.processParam( seedParam );
+  unsigned seed = seedParam.value();
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+  parser.processParam( statusParam, "Persistence" );
+
+  // 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 (statusParam.value() != "") {
+    ofstream os(statusParam.value().c_str());
+    os << parser;// and you can use that file as parameter file
+  }
+
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+  //reproducible random seed: if you don't change SEED above,
+  // you'll aways get the same result, NOT a random run
+  rng.reseed(seed);
+  
+  /* =========================================================
+   *
+   * Initilisation of the solution
+   *
+   * ========================================================= */
+  
+  solution sol(SIZE);
+
+  /* =========================================================
+   *
+   * Eval fitness function
+   *
+   * ========================================================= */
+
+  EvalOneMax<solution> eval;
+  
+  /* =========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+  
+  OneMaxIncrEval<Neighbor> incr_eval;
+  moGPUEvalByModif<Neighbor,OneMaxIncrEval<Neighbor> > cueval(SIZE,incr_eval);
+  
+  /* =========================================================
+   *
+   * Comparator of solutions and neighbors
+   *
+   * ========================================================= */
+
+  moNeighborComparator<Neighbor> comparator;
+  moSolNeighborComparator<Neighbor> solComparator;
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+
+  Neighborhood neighborhood(SIZE,cueval);
+
+  /* =========================================================
+   *
+   * An explorer of solution neighborhood's
+   *
+   * ========================================================= */
+
+  moSimpleHCexplorer<Neighbor> explorer(neighborhood, cueval,
+					comparator, solComparator);
+
+  /* =========================================================
+   *
+   * The local search algorithm
+   *
+   * ========================================================= */
+  //True continuator <=> Always continue
+
+  moTrueContinuator<Neighbor> continuator;
+
+  moLocalSearch<Neighbor> localSearch(explorer,continuator, eval);
+
+  /* =========================================================
+   *
+   * The simple Hill Climbing algorithm
+   *
+   * ========================================================= */
+
+  moSimpleHC<Neighbor> simpleHC(neighborhood,eval,cueval);
+
+  /* =========================================================
+   *
+   * Execute the local search from random sollution
+   *
+   * ========================================================= */
+ 
+  //Can be eval here, else it will be done at the beginning of the localSearch
+  eval(sol);
+
+  std::cout << "initial: " << sol<< std::endl;
+  // Create timer for timing CUDA calculation
+  moGPUTimer timer;
+  timer.start();
+  localSearch(sol);
+  timer.stop();
+  std::cout << "final:   " << sol << std::endl;
+  printf("Execution time = %f ms\n",timer.getTime());
+  timer.deleteTimer();
+ 
+
+  /* =========================================================
+   *
+   * Execute the Simple Hill climbing from random sollution
+   *
+   * ========================================================= */
+  cout<<endl;
+  solution sol1(SIZE);
+  eval(sol1);
+  std::cout << "initial: " << sol1<< std::endl;
+  // Create timer for timing CUDA calculation
+  moGPUTimer timer1;
+  timer1.start();
+  simpleHC(sol1);
+  timer1.stop();
+  std::cout << "final:   " << sol1 << std::endl;
+  printf("Execution time = %f ms\n",timer1.getTime());
+  timer1.deleteTimer();
+}
+
+// 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';
+  }
+  return 1;
+}
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testSimpleHCByCpy.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testSimpleHCByCpy.cu
new file mode 100644
index 000000000..fda93edea
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testSimpleHCByCpy.cu
@@ -0,0 +1,246 @@
+/*
+  <testSimpleHCByCpy.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <iostream>  
+#include <stdlib.h> 
+using namespace std;
+
+//Include GPU Config File
+#include "moGPUConfig.h"
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// One Max full eval function
+#include <problems/eval/EvalOneMax.h>
+//Parallel evaluation of neighborhood on GPU
+#include <eval/moGPUEvalByCpy.h>
+// One Max increment evaluation function
+#include <problems/eval/OneMaxIncrEval.h>
+// One Max solution
+#include <GPUType/moGPUBitVector.h>
+// Bit neighbor 
+#include <neighborhood/moGPUBitNeighbor.h>
+// Ordered neighborhood
+#include <neighborhood/moGPUOrderNeighborhoodByCpy.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+// The continuator
+#include <continuator/moTrueContinuator.h>
+// Local search algorithm
+#include <algo/moLocalSearch.h>
+// Simple HC algorithm
+#include <algo/moSimpleHC.h>
+// The simple HC algorithm explorer
+#include <explorer/moSimpleHCexplorer.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+
+//------------------------------------------------------------------------------------
+// Define types of the representation solution, different neighbors and neighborhoods
+//------------------------------------------------------------------------------------
+
+typedef moGPUBitVector<eoMaximizingFitness> solution;
+typedef moGPUBitNeighbor<eoMaximizingFitness> Neighbor;
+typedef moGPUOrderNeighborhoodByCpy<Neighbor> Neighborhood;
+
+void main_function(int argc, char **argv)
+{
+
+  /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+
+  // First define a parser from the command-line arguments
+  eoParser parser(argc, argv);
+
+  // For each parameter, define Parameter, read it through the parser,
+  // and assign the value to the variable
+
+  // seed
+  eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+  parser.processParam( seedParam );
+  unsigned seed = seedParam.value();
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+  parser.processParam( statusParam, "Persistence" );
+
+  // 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 (statusParam.value() != "") {
+    ofstream os(statusParam.value().c_str());
+    os << parser;// and you can use that file as parameter file
+  }
+
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+  //reproducible random seed: if you don't change SEED above,
+  // you'll aways get the same result, NOT a random run
+  rng.reseed(seed);
+  srand(seed);
+  
+  /* =========================================================
+   *
+   * Initilisation of the solution
+   *
+   * ========================================================= */
+  
+  solution sol(SIZE);
+
+  /* =========================================================
+   *
+   * Eval fitness function
+   *
+   * ========================================================= */
+
+  EvalOneMax<solution> eval;
+  
+  /* =========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+  
+  OneMaxIncrEval<Neighbor> incr_eval;
+  moGPUEvalByCpy<Neighbor,OneMaxIncrEval<Neighbor> > gpuEval(SIZE,incr_eval);
+  
+  /* =========================================================
+   *
+   * Comparator of solutions and neighbors
+   *
+   * ========================================================= */
+
+  moNeighborComparator<Neighbor> comparator;
+  moSolNeighborComparator<Neighbor> solComparator;
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+
+  Neighborhood neighborhood(SIZE,gpuEval);
+
+  /* =========================================================
+   *
+   * An explorer of solution neighborhood's
+   *
+   * ========================================================= */
+
+  moSimpleHCexplorer<Neighbor> explorer(neighborhood, gpuEval,
+					comparator, solComparator);
+
+  /* =========================================================
+   *
+   * The local search algorithm
+   *
+   * ========================================================= */
+  //True continuator <=> Always continue
+
+  moTrueContinuator<Neighbor> continuator;
+
+  moLocalSearch<Neighbor> localSearch(explorer,continuator, eval);
+
+  /* =========================================================
+   *
+   * The simple Hill Climbing algorithm
+   *
+   * ========================================================= */
+
+  moSimpleHC<Neighbor> simpleHC(neighborhood,eval,gpuEval);
+
+  /* =========================================================
+   *
+   * Execute the local search from random sollution
+   *
+   * ========================================================= */
+ 
+  //Can be eval here, else it will be done at the beginning of the localSearch
+  eval(sol);
+
+  std::cout << "initial: " << sol<< std::endl;
+  // Create timer for timing GPU calculation
+  moGPUTimer timer;
+  timer.start();
+  //Run the local search with Simple Hill climbing explorer
+  localSearch(sol);
+  timer.stop();
+  std::cout << "final:   " << sol << std::endl;
+  printf("Execution time = %f ms\n",timer.getTime());
+  timer.deleteTimer();
+
+  /* =========================================================
+   *
+   * Execute the Simple Hill climbing from random sollution
+   *
+   * ========================================================= */
+  cout<<endl;
+  solution sol1(SIZE);
+  eval(sol1);
+  std::cout << "initial: " << sol1<< std::endl;
+  moGPUTimer timer1;
+  timer1.start();
+  // Run Simple Hill Climbing 
+  simpleHC(sol1);
+  timer1.stop();
+  std::cout << "final:   " << sol1 << std::endl;
+  printf("Execution time = %f ms\n",timer1.getTime());
+  timer1.deleteTimer();
+}
+
+// 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';
+  }
+  return 1;
+}
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testSimpleTS.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testSimpleTS.cu
new file mode 100644
index 000000000..7096d9df8
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testSimpleTS.cu
@@ -0,0 +1,317 @@
+/*
+  <testSimpleTS.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <iostream>  
+#include <stdlib.h> 
+using namespace std;
+
+//Include GPU Config File
+#include "moGPUConfig.h"
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// OneMax full eval function
+#include <problems/eval/EvalOneMax.h>
+//Parallel evaluation of neighborhood on GPU
+#include <eval/moGPUEvalByModif.h>
+// OneMax increment evaluation function
+#include <problems/eval/OneMaxIncrEval.h>
+// One Max solution
+#include <GPUType/moGPUBitVector.h>
+// Bit neighbor
+#include <neighborhood/moGPUBitNeighbor.h>
+// Ordered neighborhood
+#include <neighborhood/moGPUOrderNeighborhoodByModif.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+// The time continuator
+#include <continuator/moTimeContinuator.h>
+// Local search algorithm
+#include <algo/moLocalSearch.h>
+// The Tabou Search algorithm explorer
+#include <explorer/moTSexplorer.h>
+//Algorithm and its components
+#include <algo/moTS.h>
+//Tabu list
+#include <memory/moNeighborVectorTabuList.h>
+//Memories
+#include <memory/moDummyIntensification.h>
+#include <memory/moDummyDiversification.h>
+#include <memory/moBestImprAspiration.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+
+
+//------------------------------------------------------------------------------------
+// Define types of the representation solution, different neighbors and neighborhoods
+//------------------------------------------------------------------------------------
+
+typedef moGPUBitVector<eoMaximizingFitness> solution;
+typedef moGPUBitNeighbor <eoMaximizingFitness> Neighbor;
+typedef moGPUOrderNeighborhoodByModif<Neighbor> Neighborhood;
+
+
+void main_function(int argc, char **argv)
+{
+  /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+
+  // First define a parser from the command-line arguments
+  eoParser parser(argc, argv);
+
+  // For each parameter, define Parameter, read it through the parser,
+  // and assign the value to the variable
+
+  // seed
+  eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+  parser.processParam( seedParam );
+  unsigned seed = seedParam.value();
+
+  // size tabu list
+  eoValueParam<unsigned int> sizeTabuListParam(7, "sizeTabuList", "size of the tabu list", 'T');
+  parser.processParam( sizeTabuListParam, "Search Parameters" );
+  unsigned sizeTabuList = sizeTabuListParam.value();
+
+  // time Limit
+  eoValueParam<unsigned int> timeLimitParam(1, "timeLimit", "time limits", 't');
+  parser.processParam( timeLimitParam, "Search Parameters" );
+  unsigned timeLimit = timeLimitParam.value();
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+  parser.processParam( statusParam, "Persistence" );
+
+  // 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 (statusParam.value() != "") {
+    ofstream os(statusParam.value().c_str());
+    os << parser;// and you can use that file as parameter file
+  }
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+  //reproducible random seed: if you don't change SEED above,
+  // you'll aways get the same result, NOT a random run
+  rng.reseed(seed);
+
+  /* =========================================================
+   *
+   * Eval fitness function
+   *
+   * ========================================================= */
+
+  EvalOneMax<solution> eval;
+  
+  /* =========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+  
+  OneMaxIncrEval<Neighbor> incr_eval;
+  moGPUEvalByModif<Neighbor,OneMaxIncrEval<Neighbor> > gpuEval(SIZE,incr_eval);
+
+  /* =========================================================
+   *
+   * Comparator of solutions and neighbors
+   *
+   * ========================================================= */
+
+  moNeighborComparator<Neighbor> comparator;
+  moSolNeighborComparator<Neighbor> solComparator;
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+
+  Neighborhood neighborhood(SIZE,gpuEval);
+    
+  /* =========================================================
+   *
+   * continuator
+   *
+   * ========================================================= */
+
+  moTimeContinuator <Neighbor> continuator(timeLimit);
+
+  /* =========================================================
+   *
+   * tabu list
+   *
+   * ========================================================= */
+
+  moNeighborVectorTabuList<Neighbor> tl(sizeTabuList,0);
+
+  /* =========================================================
+   *
+   * Memories
+   *
+   * ========================================================= */
+
+  moDummyIntensification<Neighbor> inten;
+  moDummyDiversification<Neighbor> div;
+  moBestImprAspiration<Neighbor> asp;
+
+  /* =========================================================
+   *
+   * An explorer of solution neighborhood's
+   *
+   * ========================================================= */
+
+  moTSexplorer<Neighbor> explorer(neighborhood, gpuEval, comparator, solComparator, tl, inten, div, asp);
+
+  
+  /* =========================================================
+   *
+   * the local search algorithm
+   *
+   * ========================================================= */
+
+  moLocalSearch<Neighbor> localSearch1(explorer, continuator, eval);
+
+  //Basic Constructor
+  moTS<Neighbor> localSearch2(neighborhood,eval, gpuEval,  2, 7);
+
+  //Simple Constructor
+  moTS<Neighbor> localSearch3(neighborhood, eval, gpuEval, 5, tl);
+
+  //General Constructor
+  moTS<Neighbor> localSearch4(neighborhood, eval, gpuEval, comparator, solComparator, continuator, tl, inten, div, asp);
+
+  /* =========================================================
+   *
+   * Execute the local search(TS) from random sollution
+   *
+   * ========================================================= */
+
+  //Initilisation of the solution
+  solution sol1(SIZE);
+  eval(sol1);
+  std::cout << "\nTabu Search 1:" << std::endl;
+  std::cout << "---------------------" << std::endl;
+  std::cout << "initial: " << sol1<< std::endl;
+  moGPUTimer timer1;
+  timer1.start();
+  localSearch1(sol1);
+  timer1.stop();
+  std::cout << "final:   " << sol1 <<std::endl;
+  printf("Execution time = %f ms\n",timer1.getTime());
+  timer1.deleteTimer();
+
+  /* =========================================================
+   *
+   * Execute the TS Basic Constructor 
+   *
+   * ========================================================= */
+
+  solution sol2(SIZE);
+  eval(sol2);
+  std::cout << "\nTabu Search 2:" << std::endl;
+  std::cout << "---------------------" << std::endl;
+  std::cout << "initial: " << sol2<< std::endl;
+  moGPUTimer timer2;
+  timer2.start();
+  localSearch2(sol2);
+  timer2.stop();
+  std::cout << "final:   " << sol2 << std::endl;
+  printf("Execution time = %f ms\n",timer2.getTime());
+  timer2.deleteTimer();
+
+  /* =========================================================
+   *
+   * Execute the TS Simple Constructor
+   *
+   * ========================================================= */
+
+  solution sol3(SIZE);
+  eval(sol3);
+  std::cout << "\nTabu Search 3:" << std::endl;
+  std::cout << "---------------------" << std::endl;
+  std::cout << "initial: " << sol3<< std::endl;
+  moGPUTimer timer3;
+  timer3.start();
+  localSearch3(sol3);
+  timer3.stop();
+  std::cout << "final:   " << sol3<< std::endl;
+  printf("Execution time = %f ms\n",timer3.getTime());
+  timer3.deleteTimer();
+
+  /* =========================================================
+   *
+   * Execute the TS General Constructor
+   *
+   * ========================================================= */
+
+  solution sol4(SIZE);
+  eval(sol4);
+  std::cout << "\nTabu Search 4:" << std::endl;
+  std::cout << "---------------------" << std::endl;
+  std::cout << "initial: " << sol4<< std::endl;
+  moGPUTimer timer4;
+  timer4.start();
+  localSearch4(sol4);
+  timer4.stop();
+  std::cout << "final:   " << sol4 << std::endl;
+  printf("Execution time = %f ms\n",timer4.getTime());
+  timer4.deleteTimer();
+
+}
+
+// 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';
+  }
+  return 1;
+}
+
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testSimulatedAnnealing.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testSimulatedAnnealing.cu
new file mode 100644
index 000000000..19f9cf020
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/OneMax/testSimulatedAnnealing.cu
@@ -0,0 +1,208 @@
+/*
+  <testSimulatedAnnealing.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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
+*/
+
+//Init the number of threads per block
+#include <iostream>  
+#include <stdlib.h> 
+using namespace std;
+
+//Include GPU Config File
+#include "moGPUConfig.h"
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// OneMax full eval function
+#include <problems/eval/EvalOneMax.h>
+//Parallel evaluation of neighborhood on GPU
+#include <eval/moGPUEvalByModif.h>
+// OneMax increment eval function
+#include <problems/eval/OneMaxIncrEval.h>
+// One Max solution
+#include <GPUType/moGPUBitVector.h>
+// Bit neighbor
+#include <neighborhood/moGPUBitNeighbor.h>
+// Random with replacement neighborhood
+#include <neighborhood/moGPURndWithReplNeighborhoodByModif.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+//Algorithm and its components
+#include <coolingSchedule/moCoolingSchedule.h>
+#include <algo/moSA.h>
+// The simulated annealing algorithm explorer
+#include <explorer/moSAexplorer.h>
+//continuators
+#include <continuator/moTrueContinuator.h>
+#include <continuator/moCheckpoint.h>
+#include <continuator/moFitnessStat.h>
+#include <utils/eoFileMonitor.h>
+#include <continuator/moCounterMonitorSaver.h>
+
+//------------------------------------------------------------------------------------
+// Define types of the representation solution, different neighbors and neighborhoods
+//------------------------------------------------------------------------------------
+
+typedef moGPUBitVector<eoMaximizingFitness> solution;
+typedef moGPUBitNeighbor <eoMaximizingFitness> Neighbor;
+typedef moGPURndWithReplNeighborhoodByModif<Neighbor> Neighborhood;
+
+void main_function(int argc, char **argv)
+{
+  /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+
+  // First define a parser from the command-line arguments
+  eoParser parser(argc, argv);
+
+  // For each parameter, define Parameter, read it through the parser,
+  // and assign the value to the variable
+
+  eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+  parser.processParam( seedParam );
+  unsigned seed = seedParam.value();
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+  parser.processParam( statusParam, "Persistence" );
+
+  // 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 (statusParam.value() != "") {
+    ofstream os(statusParam.value().c_str());
+    os << parser;// and you can use that file as parameter file
+  }
+
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+  //reproducible random seed: if you don't change SEED above,
+  // you'll always get the same result, NOT a random run
+  rng.reseed(seed);
+
+  /* =========================================================
+   *
+   * Initilisation of the solution
+   *
+   * ========================================================= */
+
+  solution sol(SIZE);
+
+  /* =========================================================
+   *
+   * Eval fitness function
+   *
+   * ========================================================= */
+
+  EvalOneMax<solution> eval;
+
+  /* =========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+
+  OneMaxIncrEval<Neighbor> incr_eval;
+  moGPUEvalByModif<Neighbor,OneMaxIncrEval<Neighbor> > gpuEval(SIZE,incr_eval);
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+
+  Neighborhood neighborhood(SIZE,gpuEval);
+
+  /* =========================================================
+   *
+   * the cooling schedule of the process
+   *
+   * ========================================================= */
+
+
+  // initial temp, factor of decrease, number of steps without decrease, final temp.
+  moSimpleCoolingSchedule<solution> coolingSchedule(500, 0.9, 1000, 0.01);
+
+  /* =========================================================
+   *
+   * the local search algorithm
+   *
+   * ========================================================= */
+
+  moSA<Neighbor> SA(neighborhood, eval, gpuEval,coolingSchedule);
+
+  /* =========================================================
+   *
+   * execute the local search from random solution
+   *
+   * ========================================================= */
+
+  //init(solution);
+  eval(sol);
+  std::cout << "initial : " << sol << std::endl;
+  moGPUTimer timer1;
+  timer1.start();
+  SA(sol);
+  timer1.stop(); 
+  std::cout << "final : " << sol << std::endl;
+  printf("Execution time = %f ms\n",timer1.getTime());
+  timer1.deleteTimer();
+ 
+
+}
+
+// A main that catc hes the exceptions
+
+int main(int argc, char **argv)
+{
+  try {
+    main_function(argc, argv);
+  }
+  catch (exception& e) {
+    cout << "Exception: " << e.what() << '\n';
+  }
+  return 1;
+}
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/PPP_GPU/CMakeLists.txt b/tags/ParadisEO-GPU1.0-beta/tutoriel/PPP_GPU/CMakeLists.txt
new file mode 100644
index 000000000..8bf58768d
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/PPP_GPU/CMakeLists.txt
@@ -0,0 +1 @@
+ADD_SUBDIRECTORY(application)
\ No newline at end of file
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/PPP_GPU/application/CMakeLists.txt b/tags/ParadisEO-GPU1.0-beta/tutoriel/PPP_GPU/application/CMakeLists.txt
new file mode 100644
index 000000000..76d3c435b
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/PPP_GPU/application/CMakeLists.txt
@@ -0,0 +1,51 @@
+##############################################################################
+##
+## CMakeLists file for OneMax Example/application
+##
+###############################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(
+
+  # include CUDA source directory
+  ${CUDA_SRC_DIR}
+  # include NVIDIA source directory
+  ${NVIDIA_SRC_DIR}
+  # include EO source directory
+  ${PARADISEO_EO_SRC_DIR}/src
+  # include MO source directory
+  ${PARADISEO_MO_SRC_DIR}/src
+  # include problems  directory
+  ${PARADISEO_PROBLEMS_SRC_DIR}
+  # include GPU  directory
+  ${PARADISEO_GPU_SRC_DIR}
+  # include your source directory
+  ${CMAKE_CURRENT_SOURCE_DIR}/../src
+  )
+
+######################################################################################
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${PARADISEO_EO_BIN_DIR}/lib  ${NVIDIA_LIB_DIR} ${CUDA_LIB_DIR} )	
+
+######################################################################################
+
+######################################################################################
+### 3) Define your targets and link the librairies
+######################################################################################	
+			
+#CUDA_ADD_EXECUTABLE(GPUtestSimpleHC_PPP testSimpleHC_PPP.cu) 
+CUDA_ADD_EXECUTABLE(GPUtestSimpleTS_PPP testSimpleTS_PPP.cu) 
+
+#TARGET_LINK_LIBRARIES(GPUtestSimpleHC_PPP eoutils ga eo ${cutil})
+TARGET_LINK_LIBRARIES(GPUtestSimpleTS_PPP eoutils ga eo ${cutil})
+
+
+
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/PPP_GPU/application/moGPUConfig.h b/tags/ParadisEO-GPU1.0-beta/tutoriel/PPP_GPU/application/moGPUConfig.h
new file mode 100644
index 000000000..d556dfd08
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/PPP_GPU/application/moGPUConfig.h
@@ -0,0 +1,56 @@
+/*
+ <moGPUConfig.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __moGPUConfig_H
+#define __moGPUConfig_H
+
+#define BLOCK_SIZE 8
+#ifndef NB_POS
+#define NB_POS 2
+#endif
+#ifndef SIZE
+#define SIZE 73
+
+#define Nd 73
+#define Md 73
+#define ca 30
+#define cb 1
+
+#endif
+#endif
+
+
+
+	
+	
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/PPP_GPU/application/testSimpleTS_PPP.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/PPP_GPU/application/testSimpleTS_PPP.cu
new file mode 100644
index 000000000..893b3b807
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/PPP_GPU/application/testSimpleTS_PPP.cu
@@ -0,0 +1,253 @@
+/*
+  <testSimpleTS_PPP.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 "moGPUConfig.h"
+#include <iostream>
+#include <stdlib.h>
+#include <stdio.h>
+using namespace std;
+
+__device__ int * dev_a;
+__device__ int * dev_h;
+
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// Fitness function
+#include <problems/eval/PPPEval.h>
+// GPU Fitness function
+#include <eval/moGPUMappingEvalByModif.h>
+#include <problems/eval/PPPIncrEval.h>
+//Specific data to PPP problem
+#include <problems/data/PPPData.h>
+// PPP solution
+#include <problems/types/PPPSolution.h>
+// PPP neighbor
+#include <problems/neighborhood/PPPNeighbor.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+//Utils to compute size Mapping of x-change position
+#include <neighborhood/moNeighborhoodSizeUtils.h>
+//x-Change neighborhood
+#include <neighborhood/moGPUXChangeNeighborhoodByModif.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+// The Iter continuator
+#include <continuator/moIterContinuator.h>
+// The Tabou Search algorithm 
+#include <algo/moTS.h>
+//Tabu list
+#include <memory/moIndexedVectorTabuList.h>
+//Memories
+#include <memory/moDummyIntensification.h>
+#include <memory/moDummyDiversification.h>
+#include <memory/moBestImprAspiration.h>
+
+typedef PPPSolution<eoMinimizingFitness> solution;
+typedef PPPNeighbor<solution> Neighbor;
+typedef moGPUXChangeNeighborhoodByModif<Neighbor> Neighborhood;
+
+
+int main(int argc, char **argv)
+{
+
+  /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+
+  // First define a parser from the command-line arguments
+     eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // seed
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // Iteration number
+    eoValueParam<unsigned int> nbIterationParam(1, "nbIteration", "TS Iteration number", 'I');
+    parser.processParam( nbIterationParam, "TS Iteration number" );
+    unsigned nbIteration = nbIterationParam.value();
+
+    // size tabu list
+    eoValueParam<unsigned int> sizeTabuListParam(7, "sizeTabuList", "size of the tabu list", 'T');
+    parser.processParam( sizeTabuListParam, "Search Parameters" );
+    unsigned sizeTabuList = sizeTabuListParam.value();
+
+    // duration tabu list
+    eoValueParam<unsigned int> durationParam(7, "duration", "duration of the tabu list", 'D');
+    parser.processParam( durationParam, "Search Parameters" );
+    unsigned duration = durationParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+     parser.processParam( statusParam, "Persistence" );
+
+   // 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 (statusParam.value() != "") {
+       ofstream os(statusParam.value().c_str());
+       os << parser;// and you can use that file as parameter file
+    }
+
+
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+   //reproducible random seed: if you don't change SEED above,
+  // you'll aways get the same result, NOT a random run
+    rng.reseed(seed);
+
+  /* =========================================================
+   *
+   * Initilisation of QAP data
+   *
+   * ========================================================= */
+
+  PPPData<int> _data;
+  _data.load();
+
+  /* =========================================================
+   *
+   * Initilisation of the solution
+   *
+   * ========================================================= */
+ 
+   solution sol(Nd);
+  _data.GPUObject.memCopyGlobalVariable(dev_a,_data.a_d);
+  _data.GPUObject.memCopyGlobalVariable(dev_h,_data.H_d);
+  
+  /*=========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+
+    PPPEval<solution> eval(_data);
+    unsigned long int sizeMap=sizeMapping(Nd,NB_POS);
+    PPPIncrEval<Neighbor> incr_eval;
+    moGPUMappingEvalByModif<Neighbor,PPPIncrEval<Neighbor> > cueval(sizeMap,incr_eval);
+  
+  /* =========================================================
+   *
+   * Comparator of solutions and neighbors
+   *
+   * ========================================================= */
+
+    moNeighborComparator<Neighbor> comparator;
+    moSolNeighborComparator<Neighbor> solComparator;
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+
+     Neighborhood neighborhood(sizeMap,NB_POS,cueval);
+
+  /* =========================================================
+   *
+   * continuator
+   *
+   * ========================================================= */
+
+     moIterContinuator <Neighbor> continuator(nbIteration);
+  
+  /* =========================================================
+   *
+   * tabu list
+   *
+   * ========================================================= */
+
+     sizeTabuList=sizeMap;
+     duration=sizeTabuList/8;
+     // tabu list
+     moIndexedVectorTabuList<Neighbor> tl(sizeTabuList,duration);
+
+  /* =========================================================
+   *
+   * Memories
+   *
+   * ========================================================= */
+
+     moDummyIntensification<Neighbor> inten;
+     moDummyDiversification<Neighbor> div;
+     moBestImprAspiration<Neighbor> asp;
+   
+  /* =========================================================
+   *
+   * The Tabu search algorithm
+   *
+   * ========================================================= */
+
+  moTS<Neighbor> tabuSearch(neighborhood, eval, cueval, comparator, solComparator, continuator, tl, inten, div, asp);  
+ 
+  /* =========================================================
+   *
+   * Execute the local search from random sollution
+   *
+   * ========================================================= */
+ 
+  //Can be eval here, else it will be done at the beginning of the localSearch
+  eval(sol);
+
+  std::cout << "initial: " << sol<< std::endl;
+  moGPUTimer timer;
+  timer.start();
+  tabuSearch(sol);
+  std::cout << "final:   " << sol << std::endl;
+  timer.stop();
+  printf("Execution time = %f ms\n",timer.getTime());
+  timer.deleteTimer();
+ 
+
+  _data.GPUObject.free(dev_a);
+  _data.GPUObject.free(dev_h);
+
+  return 0;
+}
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/CMakeLists.txt b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/CMakeLists.txt
new file mode 100644
index 000000000..8bf58768d
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/CMakeLists.txt
@@ -0,0 +1 @@
+ADD_SUBDIRECTORY(application)
\ No newline at end of file
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/application/CMakeLists.txt b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/application/CMakeLists.txt
new file mode 100644
index 000000000..b639aa953
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/application/CMakeLists.txt
@@ -0,0 +1,51 @@
+###############################################################################
+##
+## CMakeLists file for OneMax Example/application
+##
+###############################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(
+
+  # include CUDA source directory
+  ${CUDA_SRC_DIR}
+  # include NVIDIA source directory
+  ${NVIDIA_SRC_DIR}
+  # include EO source directory
+  ${PARADISEO_EO_SRC_DIR}/src
+  # include MO source directory
+  ${PARADISEO_MO_SRC_DIR}/src
+  # include problems  directory
+  ${PARADISEO_PROBLEMS_SRC_DIR}
+  # include GPU  directory
+  ${PARADISEO_GPU_SRC_DIR}
+  # include your source directory
+  ${CMAKE_CURRENT_SOURCE_DIR}/../src
+  )
+
+######################################################################################
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${PARADISEO_EO_BIN_DIR}/lib  ${NVIDIA_LIB_DIR} ${CUDA_LIB_DIR} )	
+
+######################################################################################
+
+######################################################################################
+### 3) Define your targets and link the librairies
+######################################################################################	
+			
+CUDA_ADD_EXECUTABLE(CutestSimpleTS_CPU testSimpleTS_CPU.cu) 			
+CUDA_ADD_EXECUTABLE(CutestSimpleHC_CPU testSimpleHC_CPU.cu)
+
+TARGET_LINK_LIBRARIES(CutestSimpleTS_CPU eoutils ga eo ${cutil})
+TARGET_LINK_LIBRARIES(CutestSimpleHC_CPU eoutils ga eo ${cutil})
+
+
+
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/application/testSimpleHC_CPU.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/application/testSimpleHC_CPU.cu
new file mode 100755
index 000000000..68dfa07c9
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/application/testSimpleHC_CPU.cu
@@ -0,0 +1,217 @@
+/*
+  <testSimpleHC_CPU.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <iostream>
+#include <stdlib.h>
+#include <stdio.h>
+using namespace std;
+
+//Specific data problem
+unsigned * a;
+unsigned * b;
+unsigned n;
+
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// Fitness function
+#include <QapEval.h>
+// Cuda Fitness function
+#include <QapIncrEval.h>
+// QAP solution
+#include <eoInt.h>
+#include <eoInit.h>
+//QAP neighbor
+#include <problems/permutation/moIndexedSwapNeighbor.h>
+//QAP neighborhood 
+#include <neighborhood/moOrderNeighborhood.h>
+//QAP data
+#include <Problem.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+// The Iter continuator
+#include <continuator/moTrueContinuator.h>
+// Local search algorithm
+#include <algo/moLocalSearch.h>
+// The Tabou Search algorithm explorer
+#include <explorer/moSimpleHCexplorer.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+
+
+typedef eoInt<eoMinimizingFitness> solution;
+typedef moIndexedSwapNeighbor<solution> Neighbor;
+typedef moOrderNeighborhood<Neighbor> Neighborhood;
+
+
+int main(int argc, char **argv)
+{
+
+  /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+
+  // First define a parser from the command-line arguments
+  eoParser parser(argc, argv);
+
+  // For each parameter, define Parameter, read it through the parser,
+  // and assign the value to the variable
+
+  // seed
+  eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+  parser.processParam( seedParam );
+  unsigned seed = seedParam.value();
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+  parser.processParam( statusParam, "Persistence" );
+
+  // 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 (statusParam.value() != "") {
+    ofstream os(statusParam.value().c_str());
+    os << parser;// and you can use that file as parameter file
+  }
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+  //reproducible random seed: if you don't change SEED above,
+  // you'll aways get the same result, NOT a random run
+  rng.reseed(seed);
+
+  /* =========================================================
+   *
+   * Initilisation of QAP data
+   *
+   * ========================================================= */
+
+  load(argv[1]);
+
+  /* =========================================================
+   *
+   * Initilisation of the solution
+   *
+   * ========================================================= */
+
+  eoInitPermutation<solution> init(n);
+  solution sol;
+  init(sol);
+
+  /* =========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+
+  QapEval<solution> eval;
+  QapIncrEval<Neighbor> incr_eval;
+
+  /* =========================================================
+   *
+   * Comparator of solutions and neighbors
+   *
+   * ========================================================= */
+
+  moNeighborComparator<Neighbor> comparator;
+  moSolNeighborComparator<Neighbor> solComparator;
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+ 
+  Neighborhood neighborhood((n*(n-1))/2);
+
+  /* =========================================================
+   *
+   * continuator
+   *
+   * ========================================================= */
+
+  moTrueContinuator <Neighbor> continuator;
+
+  /* =========================================================
+   *
+   * An explorer of solution neighborhood's
+   *
+   * ========================================================= */
+
+  moSimpleHCexplorer<Neighbor> explorer(neighborhood, incr_eval, comparator, solComparator);
+
+  
+  /* =========================================================
+   *
+   * the local search algorithm
+   *
+   * ========================================================= */
+
+  moLocalSearch<Neighbor> localSearch(explorer, continuator, eval);
+
+  /* =========================================================
+   *
+   * Execute the local search from random sollution
+   *
+   * ========================================================= */
+ 
+  //Can be eval here, else it will be done at the beginning of the localSearch
+  eval(sol);
+
+  std::cout << "initial: " << sol<< std::endl;
+  // Create timer for timing CUDA calculation
+  moGPUTimer timer;
+  timer.start();
+  localSearch(sol);
+  timer.stop();
+  std::cout << "final:   " << sol << std::endl;
+  printf("CUDA execution time = %f ms\n",timer.getTime());
+  timer.deleteTimer();
+ 
+  delete[] a;
+  delete[] b;    
+
+
+  return 0;
+}
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/application/testSimpleTS_CPU.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/application/testSimpleTS_CPU.cu
new file mode 100644
index 000000000..8ec4eb52f
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/application/testSimpleTS_CPU.cu
@@ -0,0 +1,251 @@
+/*
+  <testSimpleTS_CPU.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <iostream>
+#include <stdlib.h>
+#include <stdio.h>
+using namespace std;
+
+//Specific data problem
+unsigned * a;
+unsigned * b;
+unsigned n;
+
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// Fitness function
+#include <QapEval.h>
+// Cuda Fitness function
+#include <QapIncrEval.h>
+// QAP solution
+#include <eoInt.h>
+#include <eoInit.h>
+//QAP neighbor
+#include <problems/permutation/moIndexedSwapNeighbor.h>
+//QAP neighborhood 
+#include <neighborhood/moOrderNeighborhood.h>
+//QAP data
+#include <Problem.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+// The Iter continuator
+#include <continuator/moIterContinuator.h>
+// Local search algorithm
+#include <algo/moLocalSearch.h>
+//Algorithm and its components
+#include <algo/moTS.h>
+//Tabu list
+#include <memory/moIndexedVectorTabuList.h>
+//Memories
+#include <memory/moDummyIntensification.h>
+#include <memory/moDummyDiversification.h>
+#include <memory/moBestImprAspiration.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+
+typedef eoInt<eoMinimizingFitness> solution;
+typedef moIndexedSwapNeighbor<solution> Neighbor;
+typedef moOrderNeighborhood<Neighbor> Neighborhood;
+
+int main(int argc, char **argv)
+{
+
+ /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+
+    // First define a parser from the command-line arguments
+  eoParser parser(argc, argv);
+
+  // For each parameter, define Parameter, read it through the parser,
+  // and assign the value to the variable
+
+  // seed
+  eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+  parser.processParam( seedParam );
+  unsigned seed = seedParam.value();
+
+  // Iteration number
+  eoValueParam<unsigned int> nbIterationParam(1, "nbIteration", "TS Iteration number", 'I');
+  parser.processParam( nbIterationParam, "TS Iteration number" );
+  unsigned nbIteration = nbIterationParam.value();
+
+  // size tabu list
+  eoValueParam<unsigned int> sizeTabuListParam(7, "sizeTabuList", "size of the tabu list", 'T');
+  parser.processParam( sizeTabuListParam, "Search Parameters" );
+  unsigned sizeTabuList = sizeTabuListParam.value();
+
+ // duration tabu list
+  eoValueParam<unsigned int> durationParam(7, "duration", "duration of the tabu list", 'D');
+  parser.processParam( durationParam, "Search Parameters" );
+  unsigned duration = durationParam.value();
+
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+  parser.processParam( statusParam, "Persistence" );
+
+  // 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 (statusParam.value() != "") {
+    ofstream os(statusParam.value().c_str());
+    os << parser;// and you can use that file as parameter file
+  }
+
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+  //reproducible random seed: if you don't change SEED above,
+  // you'll aways get the same result, NOT a random run
+  rng.reseed(seed);
+  
+  /* =========================================================
+   *
+   * Initilisation of QAP data
+   *
+   * ========================================================= */
+
+   load(argv[1]);
+
+  /* =========================================================
+   *
+   * Initilisation of the solution
+   *
+   * ========================================================= */
+   
+  eoInitPermutation<solution> init(n);
+  solution sol;
+  init(sol);
+
+  /*=========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+
+   QapEval<solution> eval;
+   QapIncrEval<Neighbor> incr_eval;
+
+  /* =========================================================
+   *
+   * Comparator of solutions and neighbors
+   *
+   * ========================================================= */
+
+      moNeighborComparator<Neighbor> comparator;
+      moSolNeighborComparator<Neighbor> solComparator;
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+ 
+      Neighborhood neighborhood(n*(n-1)/2);
+
+  /* =========================================================
+   *
+   * continuator
+   *
+   * ========================================================= */
+
+     moIterContinuator <Neighbor> continuator(nbIteration);
+
+  /*=========================================================
+   *
+   * Tabu list
+   *
+   * ========================================================= */
+
+    sizeTabuList=(n*(n-1))/2;
+    duration=sizeTabuList/8;
+    // tabu list
+    moIndexedVectorTabuList<Neighbor> tl(sizeTabuList,duration);
+
+  /* =========================================================
+   *
+   * Memories
+   *
+   * ========================================================= */
+
+    moDummyIntensification<Neighbor> inten;
+    moDummyDiversification<Neighbor> div;
+    moBestImprAspiration<Neighbor> asp;
+
+  /* =========================================================
+   *
+   * the Tabu search algorithm  
+   *
+   * ========================================================= */
+
+    //General Constructor
+    moTS<Neighbor> tabuSearch(neighborhood, eval, incr_eval, comparator, solComparator, continuator, tl, inten, div, asp);  
+
+  /* =========================================================
+   *
+   * Execute the Tabu search from random sollution
+   *
+   * ========================================================= */
+ 
+  //Can be eval here, else it will be done at the beginning of the localSearch
+  eval(sol);
+
+  std::cout << "initial: " << sol<< std::endl;
+ // Create timer for timing CUDA calculation
+  moGPUTimer timer;
+  timer.start();
+  tabuSearch(sol);
+  timer.stop();
+  std::cout << "final:   " << sol << std::endl;
+  printf("CUDA execution time = %f ms\n",timer.getTime());
+  timer.deleteTimer();
+ 
+  delete[] a;
+  delete[] b;    
+
+
+return 0;
+}
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai100a.dat b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai100a.dat
new file mode 100755
index 000000000..8e21b3f13
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai100a.dat
@@ -0,0 +1,203 @@
+ 100  
+
+  0 21 95 82 56 41  6 25 10  4 63  6 44 40 75 79  0 89 35  9  1 85 84 12  0 26 91 11 35 82 26 69 56 86 45 91 59 18 76 39 18 57 36 61 36 21 71 11 29 82 82  6 71  8 77 74 30 89 76 76 40 93 56  1 50  4 36 27 85  2  1 15 11 35 11 20 21 61 80 58 21 76 72 44 85 94 90 51  3 48 29 90 66 41 15 83 96 74 45 65
+ 21  0 40 54 83 14 71 77 36 53 37 26 87 76 91 13 29 11 77 32 87 67 94 79  2 10 99 56 70 99 60  4 56  2 60 72 74 46 13 20 86  4 77 15 89 48 14 89 44 59 22 57 63  6  0 62 41 62 46 25 75 76 40 66 58 30 68 78 91 13 59 49 85 84  8 38 41 56 39 53 77 50 30 58 55 19 85 52 34 53 40 69 12 85 72  7 49 46 87 58
+ 95 40  0 17 68 27 21  6 67 26 82 44 35  3 62  8 51  1 91 39 87 72 45 96  7 87 68 33  3 21 90 45 47 25 30 43 97 33 35 61 42 36 43  7 84  6  0  0 48 62 59 29 94 82 29  3  3 51 67 39 15 66 42 23 62 62 28 76 66 82 98 35 15 17 77 44 26 76 86 60 62 62 83 91 57 62 36  2  2 43 65 37 49 61  5 34 53 96 82 48
+ 82 54 17  0 28 31 75  1 95  7 92 69 62 32 97  5 39 50 82 93 71 35 14 20 74 49 50 37 79 19 51 70 42 26 79 98 60 35  9 96 70 21 37 37 67 93 93 39  2 52 26 90 26  1 68 93  7 94 19 54 37  0 20 12 11 66 84 80  1 55  9 21 12 65  7 17 51 84 87  2 27 82 71 71 40 93 27 93 92 34 39 31 26  1 87 72 59 97 46 62
+ 56 83 68 28  0 12 91 63 70  1 22 49 24 58 62 49 94 92 63 13 45 22 69 70 18  1 44 32  3 72 99 34 45 18 96 82 79 75 83 43 26 81 39 66 22 71 58 42 91 56 27 56 28 64 98 69 69 93 35 41 67 12 33  1 71 72 26 86 67 67 24 10 46 56 56 69 53 48 74 43 94 29 64 97 38 12 99 51 87 76 71 47 47  9 71 20 81 99 45 56
+ 41 14 27 31 12  0 15 99 64 57 84 83 61 25 41  8 46 52 22 33 68 52 28 75 99  6 85 65 47 90 24 79 70 28 19 87 80  4 21 34 12 20 67 24 94 10 64 52 92 49 68 65 66 28 81 17 58 99 90 70 17 57 37  2 37  3 43 20 68 35 60 23 48 40 10 42 83 82 27 49 15 34 50 42 26 33 23 16 69 97 13 35 80 40 55 30 22 76 55 56
+  6 71 21 75 91 15  0 91 74 82 96  2 13  4  4 35 48 29 42 56  3 30 60 81 37 42  3 17 25 37 26 88 95 55 53 62 22 44 86 43 43 40 36 53 34 59 43 50 58 62 43  9 22 64 46 68 53  8 30 30 92  6 13 95 76 81 91 37 78 90 64 49 46 19 60 93 35 47 69 54 87 12 39 33 54 12 10  4 88 54 46 82 84  8 29 10 92 62 62 74
+ 25 77  6  1 63 99 91  0 48 22 85 23  3 30 12 98 69 29 61 34 53 98 94 33 77 31 54 71 78  8 78 50 76 56 80 72 26 20 57 39 68 55 71 19 32 87 41 94 21 21 20 61 13  5 46 97 61  8 92 33 73  0 16 73 74 44 55 96 67 94 83 28 22 78 55 89 11 99 84 56 30 90 87 80 20 66 59 93 79 80 28 68 99 54 69 99  1 49 63 23
+ 10 36 67 95 70 64 74 48  0 33 99 40 29 60 95 28 44 30 88 66  9 41  3  4 63 61 87 34 28 55 63 10 78 17 90  0 66 62 30 76  0 91 62 73 38 49 85 86 88 13 71 46 75 98 53 52 10 84 70 44  8 52 59 48 85 29 94 79  4 85 31 54 95 75 81 11 56 38 95 37 67 54 88 93 53 44 68 58 98 55 84 76 19 46 89 89  5 23 63 19
+  4 53 26  7  1 57 82 22 33  0 53 20 47 17 66 60 86 14 52 27 77  5 37 27 53 88 84 63  1 26 18 85 59 24 64 81 12 72 32 64 18 79 23 56 63  2 78  3 32  3  2 18 89 50 69 66 20 97 52 81 42 28 71 71 53 87 31 36 99 98 38 97 26 31 60 83 43 16 91 96 52 48 12 17 13 35  7 96 17 59 26 30 43 53 26 37 93 35 49 33
+ 63 37 82 92 22 84 96 85 99 53  0 87 55 48 63 81 55 12 28 79 62 63 11 56  0 10 34  1 75 62 33 68 51 53 80 84 40  3 32 27 32 61 27 92 25  2 15  9 30  0 97 24 14 10 84 56 83  0 16 67  2  5 98 73 47 81 88 39 46 13  9 89 96 30 66 37  2  0  1  8 84 99  7 62 58 49 93 47 53 34 39  8 86 18 52  4 95  3 80  9
+  6 26 44 69 49 83  2 23 40 20 87  0  3  5 26 36 92  8 94 75  8 64 73 47 68 78  8 40  6 31 85 47 96  5 98 44 86  0 93 53 16 87 94 23 61 80 35 17 45 51 26 54 59 57 25 99 87 34 79 24 41 29  7 26 71 36 18 57 16 28  1 24 68 56 81  1 54 22 67 44  6 46 30  0 86 73 15 81 68 36 12 65 18 59 93 34 92 82 69  3
+ 44 87 35 62 24 61 13  3 29 47 55  3  0 24 94 53 66 98  6 98 30 31 41 74 23 56 15 63 91 67 10 63  5 20 27 20 15 75 56 89 93 60 37 44 41 76 25  6 62 60 51 57 79 34 41 82 95 15 94 12 90 49 82 56 75 39 48 84 15 45 93 74 87 39 10 81 54 80 88 13 62 11 65 72 18 81 55 82 20 33 20 77 99  5 70 31 33 52 47 55
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diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai150b.dat b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai150b.dat
new file mode 100644
index 000000000..e070fd60d
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai150b.dat
@@ -0,0 +1,302 @@
+  150
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+    22    22   134   130   132   135   134   134   131   130   134   130   130   132   134   132   135   134   114   121   128   119   106   113   118   131   110   110   121   113   122   110   127   116   114   115   114   116   116   116   115   116   116    63    66    72    63    60    64    68    71    62    69    64    72    58    71    62    78    57    54    42    57    51    51    55    49    60    61    55    58    59    60    62    21    61    75    77    66    60    77    70    71    72    70    69    74    67    76    77    73    78    66    73    64    74    65    75    73    67    72    66    70    69    93    95    98    98    93    99    92    96    91    93    97    95    98    93    95    96     2     2     1     1     2     2     0     2     1     1     1     1     1     1     2     2     2     2     2     2   107    20    19    19    18    18    18    21    21    18
+    22    22   136   132   133   137   136   136   133   131   136   131   131   134   135   133   136   136   116   123   129   120   108   115   120   132   112   112   122   114   123   111   129   118   116   116   116   117   117   117   117   117   117    64    67    73    64    61    65    69    73    63    71    65    73    60    72    64    79    57    54    41    57    51    51    54    48    60    61    55    58    59    60    62    22    63    77    79    67    62    79    71    72    73    72    70    75    68    78    78    75    79    68    75    65    75    66    76    75    68    73    67    71    70    93    96    98    98    94    99    92    97    91    93    97    96    98    93    95    96     2     1     2     2     2     2     2     0     2     1     1     1     2     2     1     0     0     1     2     2   108    19    18    18    17    17    17    20    20    17
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+    22    22   136   131   133   137   135   135   132   131   135   131   131   133   135   133   136   135   115   122   129   120   107   114   119   131   111   111   122   114   123   111   128   117   115   116   115   117   117   117   116   117   116    63    67    73    64    61    64    68    72    62    70    65    72    59    71    64    78    57    54    41    57    51    51    54    48    60    60    54    57    58    59    62    21    63    76    79    67    61    78    71    72    73    72    70    75    68    78    78    75    79    67    74    65    75    66    75    74    68    73    66    70    70    93    95    98    98    93    99    92    96    91    93    97    95    98    93    95    96     2     1     1     1     2     1     1     1     2     0     0     1     1     1     1     1     0     1     2     2   108    19    18    19    18    17    17    20    20    17
+    22    22   135   131   133   136   135   135   132   130   135   131   130   133   134   133   136   135   115   122   128   119   107   114   119   131   111   111   122   113   122   110   128   117   115   116   115   116   116   116   116   116   116    63    66    72    63    60    64    68    72    62    70    64    72    59    71    63    78    57    54    41    57    51    51    54    48    60    60    54    57    58    59    62    21    62    76    78    67    61    78    71    72    73    71    70    74    68    77    78    74    78    67    74    64    74    66    75    74    67    73    66    70    69    92    95    97    98    93    99    92    96    91    93    97    95    98    93    95    95     1     1     1     1     1     1     1     1     1     0     0     0     1     1     1     1     1     1     1     2   107    19    19    19    18    18    18    21    21    18
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diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai25a.dat b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai25a.dat
new file mode 100644
index 000000000..6c0b92f8a
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai25a.dat
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diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai30a.dat b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai30a.dat
new file mode 100644
index 000000000..569bc40d3
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai30a.dat
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diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai35a.dat b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai35a.dat
new file mode 100755
index 000000000..866b520a5
--- /dev/null
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diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai40a.dat b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai40a.dat
new file mode 100644
index 000000000..67eebfb41
--- /dev/null
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new file mode 100755
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diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai80a.dat b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai80a.dat
new file mode 100644
index 000000000..b2bf0b1b1
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/instances/tai80a.dat
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diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/src/Problem.h b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/src/Problem.h
new file mode 100644
index 000000000..86f645e0c
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/src/Problem.h
@@ -0,0 +1,62 @@
+/*
+ <Problem.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 __Problem
+#define __Problem
+/**
+ * Function to load a QAP data from a specific file
+ * @param _fileName the name of file containing specific QAP data
+ */
+
+void load(char * _fileName) {
+
+	fstream file(_fileName, ios::in);
+	if (!file) {
+
+		string str = "QAPData: Could not open file [" + (string)_fileName + "].";
+		throw runtime_error(str);
+	}
+	unsigned i, j;
+	file >> n;
+	a = new unsigned[n * n];
+	b = new unsigned[n * n];
+	for (i = 0; i < n; i++)
+		for (j = 0; j < n; j++)
+			file >> a[i * n + j];
+	for (i = 0; i < n; i++)
+		for (j = 0; j < n; j++)
+			file >> b[i * n + j];
+}
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/src/QapEval.h b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/src/QapEval.h
new file mode 100644
index 000000000..223bdcbf1
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/src/QapEval.h
@@ -0,0 +1,75 @@
+/*
+  <QapEval.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 __QapEval
+#define __QapEval
+
+/**
+ * Full Evaluation of QAP
+ */
+
+template <class EOT>
+class QapEval : public eoEvalFunc<EOT>
+{
+
+ public:
+
+  /**
+   * Constructor
+   */
+
+  QapEval(){}
+
+  /**
+   * Destructor
+   */
+
+  ~QapEval(){}
+
+  /**
+   * Functor for full evaluation of the solution
+   * @param _sol the solution to evaluate 
+   */
+
+  void operator() (EOT & _sol) {
+    int cost=0;
+    for (int i=0; i<n; i++)
+      for (int j=0; j<n; j++)
+	cost += a[i*n+j] * b[_sol[i]*n+_sol[j]]; 
+    _sol.fitness(cost);
+  }
+    
+};
+
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/src/QapIncrEval.h b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/src/QapIncrEval.h
new file mode 100644
index 000000000..eb9cc1199
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_CPU/src/QapIncrEval.h
@@ -0,0 +1,100 @@
+/*
+  <QapIncrEval.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 __QapIncrEval
+#define __QapIncrEval
+
+#include <eval/moEval.h>
+
+/**
+ * Incremental Evaluation of QAP
+ */
+
+template <class Neighbor>
+class QapIncrEval : public moEval<Neighbor>{
+
+ public:
+
+  typedef typename moEval<Neighbor>::EOT EOT;
+  typedef typename moEval<Neighbor>::Fitness Fitness;
+ 
+  /**
+   * Constructor
+   */
+
+  QapIncrEval(){}  
+
+  /**
+   * Destructor
+   */
+
+  ~QapIncrEval(){}
+
+  /**
+   * Functor for incremental evaluation of the solution
+   * @param _sol the solution 
+   * @param _neighbor the neighbor of solution to evaluate
+   */
+
+  void operator() (EOT & _sol, Neighbor & _neighbor){
+
+    unsigned int cost=0;
+    unsigned i,j;
+    _neighbor.getIndices(n,i,j);
+    cost = _sol.fitness() +compute_delta(_sol,i,j);
+    _neighbor.fitness(cost);
+  }
+
+  /**
+   * Specific to the QAP incremental evaluation (part of algorithmic)
+   * @param _sol the solution to evaluate
+   * @param i the first position of swap
+   * @param j the second position of swap
+   */
+ 
+  unsigned int compute_delta(EOT & _sol,unsigned i,unsigned j)
+  {
+    int d; 
+    int k;
+    
+    d = (a[i*n+i]-a[j*n+j])*(b[_sol[j]*n+_sol[j]]-b[_sol[i]*n+_sol[i]]) +
+      (a[i*n+j]-a[j*n+i])*(b[_sol[j]*n+_sol[i]]-b[_sol[i]*n+_sol[j]]);
+    for (k = 0; k < n; k = k + 1) 
+      if (k!=i && k!=j)
+	d = d + (a[k*n+i]-a[k*n+j])*(b[_sol[k]*n+_sol[j]]-b[_sol[k]*n+_sol[i]]) +
+	  (a[i*n+k]-a[j*n+k])*(b[_sol[j]*n+_sol[k]]-b[_sol[i]*n+_sol[k]]);
+    return(d);
+  }
+}; 
+#endif
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_GPU/CMakeLists.txt b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_GPU/CMakeLists.txt
new file mode 100644
index 000000000..ea603f56d
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_GPU/CMakeLists.txt
@@ -0,0 +1,50 @@
+##############################################################################
+##
+## CMakeLists file for OneMax Example/application
+##
+###############################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(
+
+  # include CUDA source directory
+  ${CUDA_SRC_DIR}
+  # include NVIDIA source directory
+  ${NVIDIA_SRC_DIR}
+  # include EO source directory
+  ${PARADISEO_EO_SRC_DIR}/src
+  # include MO source directory
+  ${PARADISEO_MO_SRC_DIR}/src
+  # include problems  directory
+  ${PARADISEO_PROBLEMS_SRC_DIR}
+  # include GPU  directory
+  ${PARADISEO_GPU_SRC_DIR}
+  # include your source directory
+  ${CMAKE_CURRENT_SOURCE_DIR}/../src
+  )
+
+######################################################################################
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${PARADISEO_EO_BIN_DIR}/lib  ${NVIDIA_LIB_DIR} ${CUDA_LIB_DIR} )	
+
+######################################################################################
+
+######################################################################################
+### 3) Define your targets and link the librairies
+######################################################################################	
+			
+CUDA_ADD_EXECUTABLE(GPU_testSimpleHC testSimpleHC.cu) 
+CUDA_ADD_EXECUTABLE(GPU_testSimpleTS testSimpleTS.cu) 
+
+TARGET_LINK_LIBRARIES(GPU_testSimpleHC eoutils ga eo ${cutil})
+TARGET_LINK_LIBRARIES(GPU_testSimpleTS eoutils ga eo ${cutil})
+
+
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_GPU/moGPUConfig.h b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_GPU/moGPUConfig.h
new file mode 100644
index 000000000..baa4718a1
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_GPU/moGPUConfig.h
@@ -0,0 +1,48 @@
+/*
+ <moGPUConfig.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 ou accept its terms.
+
+ ParadisEO WebSite : http://paradiseo.gforge.inria.fr
+ Contact: paradiseo-help@lists.gforge.inria.fr
+ */
+
+#ifndef __moGPUConfig_H
+#define __moGPUConfig_H
+
+#define BLOCK_SIZE 8
+#ifndef NB_POS
+#define NB_POS 2
+#endif
+#ifndef SIZE 
+#define SIZE 100
+#endif
+#endif
+
+
+
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_GPU/testSimpleHC.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_GPU/testSimpleHC.cu
new file mode 100644
index 000000000..34a0724cf
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_GPU/testSimpleHC.cu
@@ -0,0 +1,228 @@
+/*
+  <testSimpleHC.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <iostream>
+#include <stdlib.h>
+#include <stdio.h>
+using namespace std;
+
+//Include GPU Config File
+#include "moGPUConfig.h"
+
+__device__ int * dev_a;
+__device__ int * dev_b;
+
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// Fitness function
+#include <problems/eval/QAPEval.h>
+// Cuda Fitness function
+#include <eval/moGPUMappingEvalByCpy.h>
+#include <problems/eval/QAPIncrEval.h>
+//Specific data to QAP problem
+#include <problems/data/QAPData.h>
+// QAP solution
+#include <GPUType/moGPUPermutationVector.h>
+// Swap neighbor
+#include <neighborhood/moGPUXSwapNeighbor.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+//Utils to compute size Mapping of x-change position
+#include <neighborhood/moNeighborhoodSizeUtils.h>
+// Use an ordered neighborhood without mapping, with local copy of solution
+#include <neighborhood/moGPUXChangeNeighborhoodByCpy.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+// The continuator
+#include <continuator/moTrueContinuator.h>
+// Local search algorithm
+#include <algo/moLocalSearch.h>
+// Simple HC algorithm
+#include <algo/moSimpleHC.h>
+// The simple HC algorithm explorer
+#include <explorer/moSimpleHCexplorer.h>
+
+
+typedef moGPUPermutationVector<eoMinimizingFitness> solution;
+typedef moGPUXSwapNeighbor<eoMinimizingFitness> Neighbor;
+typedef moGPUXChangeNeighborhoodByCpy<Neighbor> Neighborhood;
+
+
+int main(int argc, char **argv)
+{
+
+  /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+
+  // First define a parser from the command-line arguments
+  eoParser parser(argc, argv);
+  if (argc < 2){
+    printf("Saisissez le nom de fichier dat à manipuler \n");
+    exit(1);
+  }
+  // For each parameter, define Parameter, read it through the parser,
+  // and assign the value to the variable
+
+  // seed
+  eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+  parser.processParam( seedParam );
+  unsigned seed = seedParam.value();
+
+  // the name of the "status" file where all actual parameter values will be saved
+  string str_status = parser.ProgramName() + ".status"; // default value
+  eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+  parser.processParam( statusParam, "Persistence" );
+
+  // 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 (statusParam.value() != "") {
+    ofstream os(statusParam.value().c_str());
+    os << parser;// and you can use that file as parameter file
+  }
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+  //reproducible random seed: if you don't change SEED above,
+  // you'll aways get the same result, NOT a random run
+  rng.reseed(seed);
+  
+  /* =========================================================
+   *
+   * Initilisation of QAP data
+   *
+   * ========================================================= */
+
+  QAPData<int> _data(argv[1]);
+
+  /* =========================================================
+   *
+   * Initilisation of the solution and specific data
+   *
+   * ========================================================= */
+ 
+  solution sol(_data.sizeData);
+  _data.GPUObject.memCopyGlobalVariable(dev_a,_data.a_d);
+  _data.GPUObject.memCopyGlobalVariable(dev_b,_data.b_d);
+  
+  /* =========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+  QAPEval<solution> eval(_data);
+  unsigned long int sizeMap=sizeMapping(_data.sizeData,NB_POS);
+  QAPIncrEval<Neighbor> incr_eval;
+  moGPUMappingEvalByCpy<Neighbor,QAPIncrEval<Neighbor> > cueval(sizeMap,incr_eval);
+  
+  /* =========================================================
+   *
+   * Comparator of solutions and neighbors
+   *
+   * ========================================================= */
+
+  moNeighborComparator<Neighbor> comparator;
+  moSolNeighborComparator<Neighbor> solComparator;
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+
+  Neighborhood neighborhood(sizeMap,NB_POS,cueval);
+
+  /* =========================================================
+   *
+   * An explorer of solution neighborhood's
+   *
+   * ========================================================= */
+
+  moSimpleHCexplorer<Neighbor> explorer(neighborhood, cueval,
+					comparator, solComparator);
+
+  /* =========================================================
+   *
+   * The local search algorithm
+   *
+   * ========================================================= */
+  //True continuator <=> Always continue
+
+  moTrueContinuator<Neighbor> continuator;
+
+  moLocalSearch<Neighbor> localSearch(explorer,continuator, eval);
+
+  /* =========================================================
+   *
+   * The simple Hill Climbing algorithm
+   *
+   * ========================================================= */
+
+  moSimpleHC<Neighbor> simpleHC(neighborhood,eval,cueval);
+
+  /* =========================================================
+   *
+   * Execute the local search from random sollution
+   *
+   * ========================================================= */
+ 
+  //Can be eval here, else it will be done at the beginning of the localSearch
+  eval(sol);
+  std::cout << "initial: " << sol<< std::endl;
+  // Create timer for timing CUDA calculation
+  moGPUTimer timer;
+  timer.start();
+  localSearch(sol);
+  std::cout << "final:   " << sol << std::endl;
+  timer.stop();
+  printf("Execution time = %f ms\n",timer.getTime());
+  timer.deleteTimer();
+  
+  _data.GPUObject.free(dev_a);
+  _data.GPUObject.free(dev_b);
+
+  return 0;
+}
diff --git a/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_GPU/testSimpleTS.cu b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_GPU/testSimpleTS.cu
new file mode 100644
index 000000000..928a8b08e
--- /dev/null
+++ b/tags/ParadisEO-GPU1.0-beta/tutoriel/QAP_GPU/testSimpleTS.cu
@@ -0,0 +1,247 @@
+/*
+  <testSimpleTS.cu>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 <iostream>
+#include <stdlib.h>
+#include <stdio.h>
+using namespace std;
+
+//Include GPU Config File
+#include "moGPUConfig.h"
+
+__device__ int * dev_a;
+__device__ int * dev_b;
+
+// The general include for eo
+#include <eo>
+#include <ga.h>
+// Fitness function
+#include <problems/eval/QAPEval.h>
+// Cuda Fitness function
+#include <eval/moGPUMappingEvalByCpy.h>
+#include <problems/eval/QAPIncrEval.h>
+//Specific data to QAP problem
+#include <problems/data/QAPData.h>
+// QAP solution
+#include <GPUType/moGPUPermutationVector.h>
+// Swap neighbor
+#include <neighborhood/moGPUXSwapNeighbor.h>
+//To compute execution time
+#include <performance/moGPUTimer.h>
+//Utils to compute size Mapping of x-change position
+#include <neighborhood/moNeighborhoodSizeUtils.h>
+// Use an ordered neighborhood without mapping, with local copy of solution
+#include <neighborhood/moGPUXChangeNeighborhoodByCpy.h>
+// The Solution and neighbor comparator
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+// The Iter continuator
+#include <continuator/moIterContinuator.h>
+// The Tabou Search algorithm 
+#include <algo/moTS.h>
+//Tabu list
+#include <memory/moIndexedVectorTabuList.h>
+//Memories
+#include <memory/moDummyIntensification.h>
+#include <memory/moDummyDiversification.h>
+#include <memory/moBestImprAspiration.h>
+
+
+typedef moGPUPermutationVector<eoMinimizingFitness> solution;
+typedef moGPUXSwapNeighbor<eoMinimizingFitness> Neighbor;
+typedef moGPUXChangeNeighborhoodByCpy<Neighbor> Neighborhood;
+
+
+int main(int argc, char **argv)
+{
+
+  /* =========================================================
+   *
+   * Parameters
+   *
+   * ========================================================= */
+
+  // First define a parser from the command-line arguments
+     eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // seed
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // Iteration number
+    eoValueParam<unsigned int> nbIterationParam(1, "nbIteration", "TS Iteration number", 'I');
+    parser.processParam( nbIterationParam, "TS Iteration number" );
+    unsigned nbIteration = nbIterationParam.value();
+
+    // duration tabu list
+    eoValueParam<unsigned int> durationParam(7, "duration", "duration of the tabu list", 'D');
+    parser.processParam( durationParam, "Search Parameters" );
+    unsigned duration = durationParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+     parser.processParam( statusParam, "Persistence" );
+
+   // 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 (statusParam.value() != "") {
+       ofstream os(statusParam.value().c_str());
+       os << parser;// and you can use that file as parameter file
+    }
+
+
+  /* =========================================================
+   *
+   * Random seed
+   *
+   * ========================================================= */
+
+  //reproducible random seed: if you don't change SEED above,
+  // you'll aways get the same result, NOT a random run
+  rng.reseed(seed);
+
+  /* =========================================================
+   *
+   * Initilisation of QAP data
+   *
+   * ========================================================= */
+
+  QAPData<int> _data(argv[1]);
+
+  /* =========================================================
+   *
+   * Initilisation of the solution
+   *
+   * ========================================================= */
+ 
+   solution sol(_data.sizeData);
+  _data.GPUObject.memCopyGlobalVariable(dev_a,_data.a_d);
+  _data.GPUObject.memCopyGlobalVariable(dev_b,_data.b_d);
+
+  /*=========================================================
+   *
+   * Evaluation of a solution neighbor's
+   *
+   * ========================================================= */
+
+   QAPEval<solution> eval(_data);
+   unsigned long int sizeMap=sizeMapping(_data.sizeData,NB_POS);
+   QAPIncrEval<Neighbor> incr_eval;
+   moGPUMappingEvalByCpy<Neighbor,QAPIncrEval<Neighbor> > cueval(sizeMap,incr_eval);
+  
+  /* =========================================================
+   *
+   * Comparator of solutions and neighbors
+   *
+   * ========================================================= */
+
+    moNeighborComparator<Neighbor> comparator;
+    moSolNeighborComparator<Neighbor> solComparator;
+
+  /* =========================================================
+   *
+   * a solution neighborhood
+   *
+   * ========================================================= */
+
+   Neighborhood neighborhood(sizeMap,NB_POS,cueval);
+
+  /* =========================================================
+   *
+   * continuator
+   *
+   * ========================================================= */
+
+   moIterContinuator <Neighbor> continuator(nbIteration);
+  
+  /* =========================================================
+   *
+   * tabu list
+   *
+   * ========================================================= */
+
+   moIndexedVectorTabuList<Neighbor> tl(sizeMap,(sizeMap/8));
+
+  /* =========================================================
+   *
+   * Memories
+   *
+   * ========================================================= */
+
+     moDummyIntensification<Neighbor> inten;
+     moDummyDiversification<Neighbor> div;
+     moBestImprAspiration<Neighbor> asp;
+   
+  /* =========================================================
+   *
+   * The Tabu search algorithm
+   *
+   * ========================================================= */
+
+  moTS<Neighbor> tabuSearch(neighborhood, eval, cueval, comparator, solComparator, continuator, tl, inten, div, asp);  
+ 
+  /* =========================================================
+   *
+   * Execute the local search from random sollution
+   *
+   * ========================================================= */
+ 
+  //Can be eval here, else it will be done at the beginning of the localSearch
+  eval(sol);
+
+  std::cout << "initial: " << sol<< std::endl;
+  moGPUTimer timer;
+  timer.start();
+  tabuSearch(sol);
+  std::cout << "final:   " << sol << std::endl;
+  timer.stop();
+  printf("Execution time = %f ms\n",timer.getTime());
+  timer.deleteTimer();
+ 
+
+  _data.GPUObject.free(dev_a);
+  _data.GPUObject.free(dev_b);
+
+  return 0;
+}
diff --git a/tags/paradiseo1.4-beta/.mpd.conf b/tags/paradiseo1.4-beta/.mpd.conf
new file mode 100644
index 000000000..bf47811ab
--- /dev/null
+++ b/tags/paradiseo1.4-beta/.mpd.conf
@@ -0,0 +1 @@
+secretword=Nothing
diff --git a/tags/paradiseo1.4-beta/AUTHORS b/tags/paradiseo1.4-beta/AUTHORS
new file mode 100644
index 000000000..dca8925e0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/AUTHORS
@@ -0,0 +1,11 @@
+Jean-Charles Boisson
+Sébastien Cahon
+Clive Canape
+Laetitia Jourdan
+Thomas Legrand
+Arnaud Liefooghe
+Nouredine Melab
+El-Ghazali Talbi
+Alexandru-Adrian Tantar
+Sebastien Verel
+Jérémie Humeau
diff --git a/tags/paradiseo1.4-beta/LICENSE b/tags/paradiseo1.4-beta/LICENSE
new file mode 100644
index 000000000..294819b46
--- /dev/null
+++ b/tags/paradiseo1.4-beta/LICENSE
@@ -0,0 +1,1019 @@
+CeCILL FREE SOFTWARE LICENSE AGREEMENT
+
+    Notice
+
+This Agreement is a Free Software license agreement that is the result
+of discussions between its authors in order to ensure compliance with
+the two main principles guiding its drafting:
+
+    * firstly, compliance with the principles governing the distribution
+      of Free Software: access to source code, broad rights granted to
+      users,
+    * secondly, the election of a governing law, French law, with which
+      it is conformant, both as regards the law of torts and
+      intellectual property law, and the protection that it offers to
+      both authors and holders of the economic rights over software.
+
+The authors of the CeCILL (for Ce[a] C[nrs] I[nria] L[ogiciel] L[ibre])
+license are:
+
+Commissariat à l'Energie Atomique - CEA, a public scientific, technical
+and industrial research establishment, having its principal place of
+business at 25 rue Leblanc, immeuble Le Ponant D, 75015 Paris, France.
+
+Centre National de la Recherche Scientifique - CNRS, a public scientific
+and technological establishment, having its principal place of business
+at 3 rue Michel-Ange, 75794 Paris cedex 16, France.
+
+Institut National de Recherche en Informatique et en Automatique -
+INRIA, a public scientific and technological establishment, having its
+principal place of business at Domaine de Voluceau, Rocquencourt, BP
+105, 78153 Le Chesnay cedex, France.
+
+
+    Preamble
+
+The purpose of this Free Software license agreement is to grant users
+the right to modify and redistribute the software governed by this
+license within the framework of an open source distribution model.
+
+The exercising of these rights is conditional upon certain obligations
+for users so as to preserve this status for all subsequent redistributions.
+
+In consideration of access to the source code and the 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 only have limited liability.
+
+In this respect, the risks associated with loading, using, modifying
+and/or developing or reproducing the software by the user are brought to
+the user's attention, given its Free Software status, which may make it
+complicated to use, with the result that its use is reserved for
+developers and experienced professionals having in-depth computer
+knowledge. Users are therefore encouraged to load and test the
+suitability of the software 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 of
+security. This Agreement may be freely reproduced and published,
+provided it is not altered, and that no provisions are either added or
+removed herefrom.
+
+This Agreement may apply to any or all software for which the holder of
+the economic rights decides to submit the use thereof to its provisions.
+
+
+    Article 1 - DEFINITIONS
+
+For the purpose of this Agreement, when the following expressions
+commence with a capital letter, they shall have the following meaning:
+
+Agreement: means this license agreement, and its possible subsequent
+versions and annexes.
+
+Software: means the software in its Object Code and/or Source Code form
+and, where applicable, its documentation, "as is" when the Licensee
+accepts the Agreement.
+
+Initial Software: means the Software in its Source Code and possibly its
+Object Code form and, where applicable, its documentation, "as is" when
+it is first distributed under the terms and conditions of the Agreement.
+
+Modified Software: means the Software modified by at least one
+Contribution.
+
+Source Code: means all the Software's instructions and program lines to
+which access is required so as to modify the Software.
+
+Object Code: means the binary files originating from the compilation of
+the Source Code.
+
+Holder: means the holder(s) of the economic rights over the Initial
+Software.
+
+Licensee: means the Software user(s) having accepted the Agreement.
+
+Contributor: means a Licensee having made at least one Contribution.
+
+Licensor: means the Holder, or any other individual or legal entity, who
+distributes the Software under the Agreement.
+
+Contribution: means any or all modifications, corrections, translations,
+adaptations and/or new functions integrated into the Software by any or
+all Contributors, as well as any or all Internal Modules.
+
+Module: means a set of sources files including their documentation that
+enables supplementary functions or services in addition to those offered
+by the Software.
+
+External Module: means any or all Modules, not derived from the
+Software, so that this Module and the Software run in separate address
+spaces, with one calling the other when they are run.
+
+Internal Module: means any or all Module, connected to the Software so
+that they both execute in the same address space.
+
+GNU GPL: means the GNU General Public License version 2 or any
+subsequent version, as published by the Free Software Foundation Inc.
+
+Parties: mean both the Licensee and the Licensor.
+
+These expressions may be used both in singular and plural form.
+
+
+    Article 2 - PURPOSE
+
+The purpose of the Agreement is the grant by the Licensor to the
+Licensee of a non-exclusive, transferable and worldwide license for the
+Software as set forth in Article 5 hereinafter for the whole term of the
+protection granted by the rights over said Software. 
+
+
+    Article 3 - ACCEPTANCE
+
+3.1 The Licensee shall be deemed as having accepted the terms and
+conditions of this Agreement upon the occurrence of the first of the
+following events:
+
+    * (i) loading the Software by any or all means, notably, by
+      downloading from a remote server, or by loading from a physical
+      medium;
+    * (ii) the first time the Licensee exercises any of the rights
+      granted hereunder.
+
+3.2 One copy of the Agreement, containing a notice relating to the
+characteristics of the Software, to the limited warranty, and to the
+fact that its use is restricted to experienced users has been provided
+to the Licensee prior to its acceptance as set forth in Article 3.1
+hereinabove, and the Licensee hereby acknowledges that it has read and
+understood it.
+
+
+    Article 4 - EFFECTIVE DATE AND TERM
+
+
+      4.1 EFFECTIVE DATE
+
+The Agreement shall become effective on the date when it is accepted by
+the Licensee as set forth in Article 3.1.
+
+
+      4.2 TERM
+
+The Agreement shall remain in force for the entire legal term of
+protection of the economic rights over the Software.
+
+
+    Article 5 - SCOPE OF RIGHTS GRANTED
+
+The Licensor hereby grants to the Licensee, who accepts, the following
+rights over the Software for any or all use, and for the term of the
+Agreement, on the basis of the terms and conditions set forth hereinafter.
+
+Besides, if the Licensor owns or comes to own one or more patents
+protecting all or part of the functions of the Software or of its
+components, the Licensor undertakes not to enforce the rights granted by
+these patents against successive Licensees using, exploiting or
+modifying the Software. If these patents are transferred, the Licensor
+undertakes to have the transferees subscribe to the obligations set
+forth in this paragraph.
+
+
+      5.1 RIGHT OF USE
+
+The Licensee is authorized to use the Software, without any limitation
+as to its fields of application, with it being hereinafter specified
+that this comprises:
+
+   1. permanent or temporary reproduction of all or part of the Software
+      by any or all means and in any or all form.
+
+   2. loading, displaying, running, or storing the Software on any or
+      all medium.
+
+   3. entitlement to observe, study or test its operation so as to
+      determine the ideas and principles behind any or all constituent
+      elements of said Software. This shall apply when the Licensee
+      carries out any or all loading, displaying, running, transmission
+      or storage operation as regards the Software, that it is entitled
+      to carry out hereunder.
+
+
+      5.2 ENTITLEMENT TO MAKE CONTRIBUTIONS
+
+The right to make Contributions includes the right to translate, adapt,
+arrange, or make any or all modifications to the Software, and the right
+to reproduce the resulting software.
+
+The Licensee is authorized to make any or all Contributions to the
+Software provided that it includes an explicit notice that it is the
+author of said Contribution and indicates the date of the creation thereof.
+
+
+      5.3 RIGHT OF DISTRIBUTION
+
+In particular, the right of distribution includes the right to publish,
+transmit and communicate the Software to the general public on any or
+all medium, and by any or all means, and the right to market, either in
+consideration of a fee, or free of charge, one or more copies of the
+Software by any means.
+
+The Licensee is further authorized to distribute copies of the modified
+or unmodified Software to third parties according to the terms and
+conditions set forth hereinafter.
+
+
+        5.3.1 DISTRIBUTION OF SOFTWARE WITHOUT MODIFICATION
+
+The Licensee is authorized to distribute true copies of the Software in
+Source Code or Object Code form, provided that said distribution
+complies with all the provisions of the Agreement and is accompanied by:
+
+   1. a copy of the Agreement,
+
+   2. a notice relating to the limitation of both the Licensor's
+      warranty and liability as set forth in Articles 8 and 9,
+
+and that, in the event that only the Object Code of the Software is
+redistributed, the Licensee allows future Licensees unhindered access to
+the full Source Code of the Software by indicating how to access it, it
+being understood that the additional cost of acquiring the Source Code
+shall not exceed the cost of transferring the data.
+
+
+        5.3.2 DISTRIBUTION OF MODIFIED SOFTWARE
+
+When the Licensee makes a Contribution to the Software, the terms and
+conditions for the distribution of the resulting Modified Software
+become subject to all the provisions of this Agreement.
+
+The Licensee is authorized to distribute the Modified Software, in
+source code or object code form, provided that said distribution
+complies with all the provisions of the Agreement and is accompanied by:
+
+   1. a copy of the Agreement,
+
+   2. a notice relating to the limitation of both the Licensor's
+      warranty and liability as set forth in Articles 8 and 9,
+
+and that, in the event that only the object code of the Modified
+Software is redistributed, the Licensee allows future Licensees
+unhindered access to the full source code of the Modified Software by
+indicating how to access it, it being understood that the additional
+cost of acquiring the source code shall not exceed the cost of
+transferring the data.
+
+
+        5.3.3 DISTRIBUTION OF EXTERNAL MODULES
+
+When the Licensee has developed an External Module, the terms and
+conditions of this Agreement do not apply to said External Module, that
+may be distributed under a separate license agreement.
+
+
+        5.3.4 COMPATIBILITY WITH THE GNU GPL
+
+The Licensee can include a code that is subject to the provisions of one
+of the versions of the GNU GPL in the Modified or unmodified Software,
+and distribute that entire code under the terms of the same version of
+the GNU GPL.
+
+The Licensee can include the Modified or unmodified Software in a code
+that is subject to the provisions of one of the versions of the GNU GPL,
+and distribute that entire code under the terms of the same version of
+the GNU GPL.
+
+
+    Article 6 - INTELLECTUAL PROPERTY
+
+
+      6.1 OVER THE INITIAL SOFTWARE
+
+The Holder owns the economic rights over the Initial Software. Any or
+all use of the Initial Software is subject to compliance with the terms
+and conditions under which the Holder has elected to distribute its work
+and no one shall be entitled to modify the terms and conditions for the
+distribution of said Initial Software.
+
+The Holder undertakes that the Initial Software will remain ruled at
+least by this Agreement, for the duration set forth in Article 4.2.
+
+
+      6.2 OVER THE CONTRIBUTIONS
+
+The Licensee who develops a Contribution is the owner of the
+intellectual property rights over this Contribution as defined by
+applicable law.
+
+
+      6.3 OVER THE EXTERNAL MODULES
+
+The Licensee who develops an External Module is the owner of the
+intellectual property rights over this External Module as defined by
+applicable law and is free to choose the type of agreement that shall
+govern its distribution.
+
+
+      6.4 JOINT PROVISIONS
+
+The Licensee expressly undertakes:
+
+   1. not to remove, or modify, in any manner, the intellectual property
+      notices attached to the Software;
+
+   2. to reproduce said notices, in an identical manner, in the copies
+      of the Software modified or not.
+
+The Licensee undertakes not to directly or indirectly infringe the
+intellectual property rights of the Holder and/or Contributors on the
+Software and to take, where applicable, vis-à-vis its staff, any and all
+measures required to ensure respect of said intellectual property rights
+of the Holder and/or Contributors.
+
+
+    Article 7 - RELATED SERVICES
+
+7.1 Under no circumstances shall the Agreement oblige the Licensor to
+provide technical assistance or maintenance services for the Software.
+
+However, the Licensor is entitled to offer this type of services. The
+terms and conditions of such technical assistance, and/or such
+maintenance, shall be set forth in a separate instrument. Only the
+Licensor offering said maintenance and/or technical assistance services
+shall incur liability therefor.
+
+7.2 Similarly, any Licensor is entitled to offer to its licensees, under
+its sole responsibility, a warranty, that shall only be binding upon
+itself, for the redistribution of the Software and/or the Modified
+Software, under terms and conditions that it is free to decide. Said
+warranty, and the financial terms and conditions of its application,
+shall be subject of a separate instrument executed between the Licensor
+and the Licensee.
+
+
+    Article 8 - LIABILITY
+
+8.1 Subject to the provisions of Article 8.2, the Licensee shall be
+entitled to claim compensation for any direct loss it may have suffered
+from the Software as a result of a fault on the part of the relevant
+Licensor, subject to providing evidence thereof.
+
+8.2 The Licensor's liability is limited to the commitments made under
+this Agreement and shall not be incurred as a result of in particular:
+(i) loss due the Licensee's total or partial failure to fulfill its
+obligations, (ii) direct or consequential loss that is suffered by the
+Licensee due to the use or performance of the Software, and (iii) more
+generally, any consequential loss. In particular the Parties expressly
+agree that any or all pecuniary or business loss (i.e. loss of data,
+loss of profits, operating loss, loss of customers or orders,
+opportunity cost, any disturbance to business activities) or any or all
+legal proceedings instituted against the Licensee by a third party,
+shall constitute consequential loss and shall not provide entitlement to
+any or all compensation from the Licensor.
+
+
+    Article 9 - WARRANTY
+
+9.1 The Licensee acknowledges that the scientific and technical
+state-of-the-art when the Software was distributed did not enable all
+possible uses to be tested and verified, nor for the presence of
+possible defects to be detected. In this respect, the Licensee's
+attention has been drawn to the risks associated with loading, using,
+modifying and/or developing and reproducing the Software which are
+reserved for experienced users.
+
+The Licensee shall be responsible for verifying, by any or all means,
+the suitability of the product for its requirements, its good working
+order, and for ensuring that it shall not cause damage to either persons
+or properties.
+
+9.2 The Licensor hereby represents, in good faith, that it is entitled
+to grant all the rights over the Software (including in particular the
+rights set forth in Article 5).
+
+9.3 The Licensee acknowledges that the Software is supplied "as is" by
+the Licensor without any other express or tacit warranty, other than
+that provided for in Article 9.2 and, in particular, without any warranty 
+as to its commercial value, its secured, safe, innovative or relevant
+nature.
+
+Specifically, the Licensor does not warrant that the Software is free
+from any error, that it will operate without interruption, that it will
+be compatible with the Licensee's own equipment and software
+configuration, nor that it will meet the Licensee's requirements.
+
+9.4 The Licensor does not either expressly or tacitly warrant that the
+Software does not infringe any third party intellectual property right
+relating to a patent, software or any other property right. Therefore,
+the Licensor disclaims any and all liability towards the Licensee
+arising out of any or all proceedings for infringement that may be
+instituted in respect of the use, modification and redistribution of the
+Software. Nevertheless, should such proceedings be instituted against
+the Licensee, the Licensor shall provide it with technical and legal
+assistance for its defense. Such technical and legal assistance shall be
+decided on a case-by-case basis between the relevant Licensor and the
+Licensee pursuant to a memorandum of understanding. The Licensor
+disclaims any and all liability as regards the Licensee's use of the
+name of the Software. No warranty is given as regards the existence of
+prior rights over the name of the Software or as regards the existence
+of a trademark.
+
+
+    Article 10 - TERMINATION
+
+10.1 In the event of a breach by the Licensee of its obligations
+hereunder, the Licensor may automatically terminate this Agreement
+thirty (30) days after notice has been sent to the Licensee and has
+remained ineffective.
+
+10.2 A Licensee whose Agreement is terminated shall no longer be
+authorized to use, modify or distribute the Software. However, any
+licenses that it may have granted prior to termination of the Agreement
+shall remain valid subject to their having been granted in compliance
+with the terms and conditions hereof.
+
+
+    Article 11 - MISCELLANEOUS
+
+
+      11.1 EXCUSABLE EVENTS
+
+Neither Party shall be liable for any or all delay, or failure to
+perform the Agreement, that may be attributable to an event of force
+majeure, an act of God or an outside cause, such as defective
+functioning or interruptions of the electricity or telecommunications
+networks, network paralysis following a virus attack, intervention by
+government authorities, natural disasters, water damage, earthquakes,
+fire, explosions, strikes and labor unrest, war, etc.
+
+11.2 Any failure by either Party, on one or more occasions, to invoke
+one or more of the provisions hereof, shall under no circumstances be
+interpreted as being a waiver by the interested Party of its right to
+invoke said provision(s) subsequently.
+
+11.3 The Agreement cancels and replaces any or all previous agreements,
+whether written or oral, between the Parties and having the same
+purpose, and constitutes the entirety of the agreement between said
+Parties concerning said purpose. No supplement or modification to the
+terms and conditions hereof shall be effective as between the Parties
+unless it is made in writing and signed by their duly authorized
+representatives.
+
+11.4 In the event that one or more of the provisions hereof were to
+conflict with a current or future applicable act or legislative text,
+said act or legislative text shall prevail, and the Parties shall make
+the necessary amendments so as to comply with said act or legislative
+text. All other provisions shall remain effective. Similarly, invalidity
+of a provision of the Agreement, for any reason whatsoever, shall not
+cause the Agreement as a whole to be invalid.
+
+
+      11.5 LANGUAGE
+
+The Agreement is drafted in both French and English and both versions
+are deemed authentic.
+
+
+    Article 12 - NEW VERSIONS OF THE AGREEMENT
+
+12.1 Any person is authorized to duplicate and distribute copies of this
+Agreement.
+
+12.2 So as to ensure coherence, the wording of this Agreement is
+protected and may only be modified by the authors of the License, who
+reserve the right to periodically publish updates or new versions of the
+Agreement, each with a separate number. These subsequent versions may
+address new issues encountered by Free Software.
+
+12.3 Any Software distributed under a given version of the Agreement may
+only be subsequently distributed under the same version of the Agreement
+or a subsequent version, subject to the provisions of Article 5.3.4.
+
+
+    Article 13 - GOVERNING LAW AND JURISDICTION
+
+13.1 The Agreement is governed by French law. The Parties agree to
+endeavor to seek an amicable solution to any disagreements or disputes
+that may arise during the performance of the Agreement.
+
+13.2 Failing an amicable solution within two (2) months as from their
+occurrence, and unless emergency proceedings are necessary, the
+disagreements or disputes shall be referred to the Paris Courts having
+jurisdiction, by the more diligent Party.
+
+
+Version 2.0 dated 2006-09-05.
+
+------------------------------------------------------------------------------
+
+CONTRAT DE LICENCE DE LOGICIEL LIBRE CeCILL
+
+
+    Avertissement
+
+Ce contrat est une licence de logiciel libre issue d'une concertation
+entre ses auteurs afin que le respect de deux grands principes préside à
+sa rédaction:
+
+    * d'une part, le respect des principes de diffusion des logiciels
+      libres: accès au code source, droits étendus conférés aux
+      utilisateurs,
+    * d'autre part, la désignation d'un droit applicable, le droit
+      français, auquel elle est conforme, tant au regard du droit de la
+      responsabilité civile que du droit de la propriété intellectuelle
+      et de la protection qu'il offre aux auteurs et titulaires des
+      droits patrimoniaux sur un logiciel.
+
+Les auteurs de la licence CeCILL (pour Ce[a] C[nrs] I[nria] L[ogiciel]
+L[ibre]) sont:
+
+Commissariat à l'Energie Atomique - CEA, établissement public de
+recherche à caractère scientifique, technique et industriel, dont le
+siège est situé 25 rue Leblanc, immeuble Le Ponant D, 75015 Paris.
+
+Centre National de la Recherche Scientifique - CNRS, établissement
+public à caractère scientifique et technologique, dont le siège est
+situé 3 rue Michel-Ange, 75794 Paris cedex 16.
+
+Institut National de Recherche en Informatique et en Automatique -
+INRIA, établissement public à caractère scientifique et technologique,
+dont le siège est situé Domaine de Voluceau, Rocquencourt, BP 105, 78153
+Le Chesnay cedex.
+
+
+    Préambule
+
+Ce contrat est une licence de logiciel libre dont l'objectif est de
+conférer aux utilisateurs la liberté de modification et de
+redistribution du logiciel régi par cette licence dans le cadre d'un
+modèle de diffusion en logiciel libre.
+
+L'exercice de ces libertés est assorti de certains devoirs à la charge
+des utilisateurs afin de préserver ce statut au cours des
+redistributions ultérieures.
+
+L'accessibilité au code source et les droits de copie, de modification
+et de redistribution qui en découlent ont pour contrepartie de n'offrir
+aux utilisateurs qu'une garantie limitée et de ne faire peser sur
+l'auteur du logiciel, le titulaire des droits patrimoniaux et les
+concédants successifs qu'une responsabilité restreinte.
+
+A cet égard l'attention de l'utilisateur est attirée sur les risques
+associés au chargement, à l'utilisation, à la modification et/ou au
+développement et à la reproduction du logiciel par l'utilisateur étant
+donné sa spécificité de logiciel libre, qui peut le rendre complexe à
+manipuler et qui le réserve donc à des développeurs ou des
+professionnels avertis possédant des connaissances informatiques
+approfondies. Les utilisateurs sont donc invités à charger et tester
+l'adéquation du logiciel à leurs besoins dans des conditions permettant
+d'assurer la sécurité de leurs systèmes et/ou de leurs données et, plus
+généralement, à l'utiliser et l'exploiter dans les mêmes conditions de
+sécurité. Ce contrat peut être reproduit et diffusé librement, sous
+réserve de le conserver en l'état, sans ajout ni suppression de clauses.
+
+Ce contrat est susceptible de s'appliquer à tout logiciel dont le
+titulaire des droits patrimoniaux décide de soumettre l'exploitation aux
+dispositions qu'il contient.
+
+
+    Article 1 - DEFINITIONS
+
+Dans ce contrat, les termes suivants, lorsqu'ils seront écrits avec une
+lettre capitale, auront la signification suivante:
+
+Contrat: désigne le présent contrat de licence, ses éventuelles versions
+postérieures et annexes.
+
+Logiciel: désigne le logiciel sous sa forme de Code Objet et/ou de Code
+Source et le cas échéant sa documentation, dans leur état au moment de
+l'acceptation du Contrat par le Licencié.
+
+Logiciel Initial: désigne le Logiciel sous sa forme de Code Source et
+éventuellement de Code Objet et le cas échéant sa documentation, dans
+leur état au moment de leur première diffusion sous les termes du Contrat.
+
+Logiciel Modifié: désigne le Logiciel modifié par au moins une
+Contribution.
+
+Code Source: désigne l'ensemble des instructions et des lignes de
+programme du Logiciel et auquel l'accès est nécessaire en vue de
+modifier le Logiciel.
+
+Code Objet: désigne les fichiers binaires issus de la compilation du
+Code Source.
+
+Titulaire: désigne le ou les détenteurs des droits patrimoniaux d'auteur
+sur le Logiciel Initial.
+
+Licencié: désigne le ou les utilisateurs du Logiciel ayant accepté le
+Contrat.
+
+Contributeur: désigne le Licencié auteur d'au moins une Contribution.
+
+Concédant: désigne le Titulaire ou toute personne physique ou morale
+distribuant le Logiciel sous le Contrat.
+
+Contribution: désigne l'ensemble des modifications, corrections,
+traductions, adaptations et/ou nouvelles fonctionnalités intégrées dans
+le Logiciel par tout Contributeur, ainsi que tout Module Interne.
+
+Module: désigne un ensemble de fichiers sources y compris leur
+documentation qui permet de réaliser des fonctionnalités ou services
+supplémentaires à ceux fournis par le Logiciel.
+
+Module Externe: désigne tout Module, non dérivé du Logiciel, tel que ce
+Module et le Logiciel s'exécutent dans des espaces d'adressage
+différents, l'un appelant l'autre au moment de leur exécution.
+
+Module Interne: désigne tout Module lié au Logiciel de telle sorte
+qu'ils s'exécutent dans le même espace d'adressage.
+
+GNU GPL: désigne la GNU General Public License dans sa version 2 ou
+toute version ultérieure, telle que publiée par Free Software Foundation
+Inc.
+
+Parties: désigne collectivement le Licencié et le Concédant.
+
+Ces termes s'entendent au singulier comme au pluriel.
+
+
+    Article 2 - OBJET
+
+Le Contrat a pour objet la concession par le Concédant au Licencié d'une
+licence non exclusive, cessible et mondiale du Logiciel telle que
+définie ci-après à l'article 5 pour toute la durée de protection des droits
+portant sur ce Logiciel.
+
+
+    Article 3 - ACCEPTATION
+
+3.1 L'acceptation par le Licencié des termes du Contrat est réputée
+acquise du fait du premier des faits suivants:
+
+    * (i) le chargement du Logiciel par tout moyen notamment par
+      téléchargement à partir d'un serveur distant ou par chargement à
+      partir d'un support physique;
+    * (ii) le premier exercice par le Licencié de l'un quelconque des
+      droits concédés par le Contrat.
+
+3.2 Un exemplaire du Contrat, contenant notamment un avertissement
+relatif aux spécificités du Logiciel, à la restriction de garantie et à
+la limitation à un usage par des utilisateurs expérimentés a été mis à
+disposition du Licencié préalablement à son acceptation telle que
+définie à l'article 3.1 ci dessus et le Licencié reconnaît en avoir pris
+connaissance.
+
+
+    Article 4 - ENTREE EN VIGUEUR ET DUREE
+
+
+      4.1 ENTREE EN VIGUEUR
+
+Le Contrat entre en vigueur à la date de son acceptation par le Licencié
+telle que définie en 3.1.
+
+
+      4.2 DUREE
+
+Le Contrat produira ses effets pendant toute la durée légale de
+protection des droits patrimoniaux portant sur le Logiciel.
+
+
+    Article 5 - ETENDUE DES DROITS CONCEDES
+
+Le Concédant concède au Licencié, qui accepte, les droits suivants sur
+le Logiciel pour toutes destinations et pour la durée du Contrat dans
+les conditions ci-après détaillées.
+
+Par ailleurs, si le Concédant détient ou venait à détenir un ou
+plusieurs brevets d'invention protégeant tout ou partie des
+fonctionnalités du Logiciel ou de ses composants, il s'engage à ne pas
+opposer les éventuels droits conférés par ces brevets aux Licenciés
+successifs qui utiliseraient, exploiteraient ou modifieraient le
+Logiciel. En cas de cession de ces brevets, le Concédant s'engage à
+faire reprendre les obligations du présent alinéa aux cessionnaires.
+
+
+      5.1 DROIT D'UTILISATION
+
+Le Licencié est autorisé à utiliser le Logiciel, sans restriction quant
+aux domaines d'application, étant ci-après précisé que cela comporte:
+
+   1. la reproduction permanente ou provisoire du Logiciel en tout ou
+      partie par tout moyen et sous toute forme.
+
+   2. le chargement, l'affichage, l'exécution, ou le stockage du
+      Logiciel sur tout support.
+
+   3. la possibilité d'en observer, d'en étudier, ou d'en tester le
+      fonctionnement afin de déterminer les idées et principes qui sont
+      à la base de n'importe quel élément de ce Logiciel; et ceci,
+      lorsque le Licencié effectue toute opération de chargement,
+      d'affichage, d'exécution, de transmission ou de stockage du
+      Logiciel qu'il est en droit d'effectuer en vertu du Contrat.
+
+
+      5.2 DROIT D'APPORTER DES CONTRIBUTIONS
+
+Le droit d'apporter des Contributions comporte le droit de traduire,
+d'adapter, d'arranger ou d'apporter toute autre modification au Logiciel
+et le droit de reproduire le logiciel en résultant.
+
+Le Licencié est autorisé à apporter toute Contribution au Logiciel sous
+réserve de mentionner, de façon explicite, son nom en tant qu'auteur de
+cette Contribution et la date de création de celle-ci.
+
+
+      5.3 DROIT DE DISTRIBUTION
+
+Le droit de distribution comporte notamment le droit de diffuser, de
+transmettre et de communiquer le Logiciel au public sur tout support et
+par tout moyen ainsi que le droit de mettre sur le marché à titre
+onéreux ou gratuit, un ou des exemplaires du Logiciel par tout procédé.
+
+Le Licencié est autorisé à distribuer des copies du Logiciel, modifié ou
+non, à des tiers dans les conditions ci-après détaillées.
+
+
+        5.3.1 DISTRIBUTION DU LOGICIEL SANS MODIFICATION
+
+Le Licencié est autorisé à distribuer des copies conformes du Logiciel,
+sous forme de Code Source ou de Code Objet, à condition que cette
+distribution respecte les dispositions du Contrat dans leur totalité et
+soit accompagnée:
+
+   1. d'un exemplaire du Contrat,
+
+   2. d'un avertissement relatif à la restriction de garantie et de
+      responsabilité du Concédant telle que prévue aux articles 8
+      et 9,
+
+et que, dans le cas où seul le Code Objet du Logiciel est redistribué,
+le Licencié permette aux futurs Licenciés d'accéder facilement au Code
+Source complet du Logiciel en indiquant les modalités d'accès, étant
+entendu que le coût additionnel d'acquisition du Code Source ne devra
+pas excéder le simple coût de transfert des données.
+
+
+        5.3.2 DISTRIBUTION DU LOGICIEL MODIFIE
+
+Lorsque le Licencié apporte une Contribution au Logiciel, les conditions
+de distribution du Logiciel Modifié en résultant sont alors soumises à
+l'intégralité des dispositions du Contrat.
+
+Le Licencié est autorisé à distribuer le Logiciel Modifié, sous forme de
+code source ou de code objet, à condition que cette distribution
+respecte les dispositions du Contrat dans leur totalité et soit
+accompagnée:
+
+   1. d'un exemplaire du Contrat,
+
+   2. d'un avertissement relatif à la restriction de garantie et de
+      responsabilité du Concédant telle que prévue aux articles 8
+      et 9,
+
+et que, dans le cas où seul le code objet du Logiciel Modifié est
+redistribué, le Licencié permette aux futurs Licenciés d'accéder
+facilement au code source complet du Logiciel Modifié en indiquant les
+modalités d'accès, étant entendu que le coût additionnel d'acquisition
+du code source ne devra pas excéder le simple coût de transfert des données.
+
+
+        5.3.3 DISTRIBUTION DES MODULES EXTERNES
+
+Lorsque le Licencié a développé un Module Externe les conditions du
+Contrat ne s'appliquent pas à ce Module Externe, qui peut être distribué
+sous un contrat de licence différent.
+
+
+        5.3.4 COMPATIBILITE AVEC LA LICENCE GNU GPL
+
+Le Licencié peut inclure un code soumis aux dispositions d'une des
+versions de la licence GNU GPL dans le Logiciel modifié ou non et
+distribuer l'ensemble sous les conditions de la même version de la
+licence GNU GPL.
+
+Le Licencié peut inclure le Logiciel modifié ou non dans un code soumis
+aux dispositions d'une des versions de la licence GNU GPL et distribuer
+l'ensemble sous les conditions de la même version de la licence GNU GPL.
+
+
+    Article 6 - PROPRIETE INTELLECTUELLE
+
+
+      6.1 SUR LE LOGICIEL INITIAL
+
+Le Titulaire est détenteur des droits patrimoniaux sur le Logiciel
+Initial. Toute utilisation du Logiciel Initial est soumise au respect
+des conditions dans lesquelles le Titulaire a choisi de diffuser son
+oeuvre et nul autre n'a la faculté de modifier les conditions de
+diffusion de ce Logiciel Initial.
+
+Le Titulaire s'engage à ce que le Logiciel Initial reste au moins régi
+par le Contrat et ce, pour la durée visée à l'article 4.2.
+
+
+      6.2 SUR LES CONTRIBUTIONS
+
+Le Licencié qui a développé une Contribution est titulaire sur celle-ci
+des droits de propriété intellectuelle dans les conditions définies par
+la législation applicable.
+
+
+      6.3 SUR LES MODULES EXTERNES
+
+Le Licencié qui a développé un Module Externe est titulaire sur celui-ci
+des droits de propriété intellectuelle dans les conditions définies par
+la législation applicable et reste libre du choix du contrat régissant
+sa diffusion.
+
+
+      6.4 DISPOSITIONS COMMUNES
+
+Le Licencié s'engage expressément:
+
+   1. à ne pas supprimer ou modifier de quelque manière que ce soit les
+      mentions de propriété intellectuelle apposées sur le Logiciel;
+
+   2. à reproduire à l'identique lesdites mentions de propriété
+      intellectuelle sur les copies du Logiciel modifié ou non.
+
+Le Licencié s'engage à ne pas porter atteinte, directement ou
+indirectement, aux droits de propriété intellectuelle du Titulaire et/ou
+des Contributeurs sur le Logiciel et à prendre, le cas échéant, à
+l'égard de son personnel toutes les mesures nécessaires pour assurer le
+respect des dits droits de propriété intellectuelle du Titulaire et/ou
+des Contributeurs.
+
+
+    Article 7 - SERVICES ASSOCIES
+
+7.1 Le Contrat n'oblige en aucun cas le Concédant à la réalisation de
+prestations d'assistance technique ou de maintenance du Logiciel.
+
+Cependant le Concédant reste libre de proposer ce type de services. Les
+termes et conditions d'une telle assistance technique et/ou d'une telle
+maintenance seront alors déterminés dans un acte séparé. Ces actes de
+maintenance et/ou assistance technique n'engageront que la seule
+responsabilité du Concédant qui les propose.
+
+7.2 De même, tout Concédant est libre de proposer, sous sa seule
+responsabilité, à ses licenciés une garantie, qui n'engagera que lui,
+lors de la redistribution du Logiciel et/ou du Logiciel Modifié et ce,
+dans les conditions qu'il souhaite. Cette garantie et les modalités
+financières de son application feront l'objet d'un acte séparé entre le
+Concédant et le Licencié.
+
+
+    Article 8 - RESPONSABILITE
+
+8.1 Sous réserve des dispositions de l'article 8.2, le Licencié a la 
+faculté, sous réserve de prouver la faute du Concédant concerné, de
+solliciter la réparation du préjudice direct qu'il subirait du fait du
+Logiciel et dont il apportera la preuve.
+
+8.2 La responsabilité du Concédant est limitée aux engagements pris en
+application du Contrat et ne saurait être engagée en raison notamment:
+(i) des dommages dus à l'inexécution, totale ou partielle, de ses
+obligations par le Licencié, (ii) des dommages directs ou indirects
+découlant de l'utilisation ou des performances du Logiciel subis par le
+Licencié et (iii) plus généralement d'un quelconque dommage indirect. En
+particulier, les Parties conviennent expressément que tout préjudice
+financier ou commercial (par exemple perte de données, perte de
+bénéfices, perte d'exploitation, perte de clientèle ou de commandes,
+manque à gagner, trouble commercial quelconque) ou toute action dirigée
+contre le Licencié par un tiers, constitue un dommage indirect et
+n'ouvre pas droit à réparation par le Concédant.
+
+
+    Article 9 - GARANTIE
+
+9.1 Le Licencié reconnaît que l'état actuel des connaissances
+scientifiques et techniques au moment de la mise en circulation du
+Logiciel ne permet pas d'en tester et d'en vérifier toutes les
+utilisations ni de détecter l'existence d'éventuels défauts. L'attention
+du Licencié a été attirée sur ce point sur les risques associés au
+chargement, à l'utilisation, la modification et/ou au développement et à
+la reproduction du Logiciel qui sont réservés à des utilisateurs avertis.
+
+Il relève de la responsabilité du Licencié de contrôler, par tous
+moyens, l'adéquation du produit à ses besoins, son bon fonctionnement et
+de s'assurer qu'il ne causera pas de dommages aux personnes et aux biens.
+
+9.2 Le Concédant déclare de bonne foi être en droit de concéder
+l'ensemble des droits attachés au Logiciel (comprenant notamment les
+droits visés à l'article 5).
+
+9.3 Le Licencié reconnaît que le Logiciel est fourni "en l'état" par le
+Concédant sans autre garantie, expresse ou tacite, que celle prévue à
+l'article 9.2 et notamment sans aucune garantie sur sa valeur commerciale, 
+son caractère sécurisé, innovant ou pertinent.
+
+En particulier, le Concédant ne garantit pas que le Logiciel est exempt
+d'erreur, qu'il fonctionnera sans interruption, qu'il sera compatible
+avec l'équipement du Licencié et sa configuration logicielle ni qu'il
+remplira les besoins du Licencié.
+
+9.4 Le Concédant ne garantit pas, de manière expresse ou tacite, que le
+Logiciel ne porte pas atteinte à un quelconque droit de propriété
+intellectuelle d'un tiers portant sur un brevet, un logiciel ou sur tout
+autre droit de propriété. Ainsi, le Concédant exclut toute garantie au
+profit du Licencié contre les actions en contrefaçon qui pourraient être
+diligentées au titre de l'utilisation, de la modification, et de la
+redistribution du Logiciel. Néanmoins, si de telles actions sont
+exercées contre le Licencié, le Concédant lui apportera son aide
+technique et juridique pour sa défense. Cette aide technique et
+juridique est déterminée au cas par cas entre le Concédant concerné et
+le Licencié dans le cadre d'un protocole d'accord. Le Concédant dégage
+toute responsabilité quant à l'utilisation de la dénomination du
+Logiciel par le Licencié. Aucune garantie n'est apportée quant à
+l'existence de droits antérieurs sur le nom du Logiciel et sur
+l'existence d'une marque.
+
+
+    Article 10 - RESILIATION
+
+10.1 En cas de manquement par le Licencié aux obligations mises à sa
+charge par le Contrat, le Concédant pourra résilier de plein droit le
+Contrat trente (30) jours après notification adressée au Licencié et
+restée sans effet.
+
+10.2 Le Licencié dont le Contrat est résilié n'est plus autorisé à
+utiliser, modifier ou distribuer le Logiciel. Cependant, toutes les
+licences qu'il aura concédées antérieurement à la résiliation du Contrat
+resteront valides sous réserve qu'elles aient été effectuées en
+conformité avec le Contrat.
+
+
+    Article 11 - DISPOSITIONS DIVERSES
+
+
+      11.1 CAUSE EXTERIEURE
+
+Aucune des Parties ne sera responsable d'un retard ou d'une défaillance
+d'exécution du Contrat qui serait dû à un cas de force majeure, un cas
+fortuit ou une cause extérieure, telle que, notamment, le mauvais
+fonctionnement ou les interruptions du réseau électrique ou de
+télécommunication, la paralysie du réseau liée à une attaque
+informatique, l'intervention des autorités gouvernementales, les
+catastrophes naturelles, les dégâts des eaux, les tremblements de terre,
+le feu, les explosions, les grèves et les conflits sociaux, l'état de
+guerre...
+
+11.2 Le fait, par l'une ou l'autre des Parties, d'omettre en une ou
+plusieurs occasions de se prévaloir d'une ou plusieurs dispositions du
+Contrat, ne pourra en aucun cas impliquer renonciation par la Partie
+intéressée à s'en prévaloir ultérieurement.
+
+11.3 Le Contrat annule et remplace toute convention antérieure, écrite
+ou orale, entre les Parties sur le même objet et constitue l'accord
+entier entre les Parties sur cet objet. Aucune addition ou modification
+aux termes du Contrat n'aura d'effet à l'égard des Parties à moins
+d'être faite par écrit et signée par leurs représentants dûment habilités.
+
+11.4 Dans l'hypothèse où une ou plusieurs des dispositions du Contrat
+s'avèrerait contraire à une loi ou à un texte applicable, existants ou
+futurs, cette loi ou ce texte prévaudrait, et les Parties feraient les
+amendements nécessaires pour se conformer à cette loi ou à ce texte.
+Toutes les autres dispositions resteront en vigueur. De même, la
+nullité, pour quelque raison que ce soit, d'une des dispositions du
+Contrat ne saurait entraîner la nullité de l'ensemble du Contrat.
+
+
+      11.5 LANGUE
+
+Le Contrat est rédigé en langue française et en langue anglaise, ces
+deux versions faisant également foi.
+
+
+    Article 12 - NOUVELLES VERSIONS DU CONTRAT
+
+12.1 Toute personne est autorisée à copier et distribuer des copies de
+ce Contrat.
+
+12.2 Afin d'en préserver la cohérence, le texte du Contrat est protégé
+et ne peut être modifié que par les auteurs de la licence, lesquels se
+réservent le droit de publier périodiquement des mises à jour ou de
+nouvelles versions du Contrat, qui posséderont chacune un numéro
+distinct. Ces versions ultérieures seront susceptibles de prendre en
+compte de nouvelles problématiques rencontrées par les logiciels libres.
+
+12.3 Tout Logiciel diffusé sous une version donnée du Contrat ne pourra
+faire l'objet d'une diffusion ultérieure que sous la même version du
+Contrat ou une version postérieure, sous réserve des dispositions de
+l'article 5.3.4.
+
+
+    Article 13 - LOI APPLICABLE ET COMPETENCE TERRITORIALE
+
+13.1 Le Contrat est régi par la loi française. Les Parties conviennent
+de tenter de régler à l'amiable les différends ou litiges qui
+viendraient à se produire par suite ou à l'occasion du Contrat.
+
+13.2 A défaut d'accord amiable dans un délai de deux (2) mois à compter
+de leur survenance et sauf situation relevant d'une procédure d'urgence,
+les différends ou litiges seront portés par la Partie la plus diligente
+devant les Tribunaux compétents de Paris.
+
+
+Version 2.0 du 2006-09-05.
+
diff --git a/tags/paradiseo1.4-beta/OldDartConfig.cmake b/tags/paradiseo1.4-beta/OldDartConfig.cmake
new file mode 100644
index 000000000..c7d4bee30
--- /dev/null
+++ b/tags/paradiseo1.4-beta/OldDartConfig.cmake
@@ -0,0 +1,10 @@
+
+#############################################################################
+# Dart config for report submission
+#############################################################################
+
+SET (DROP_METHOD "xmlrpc")
+SET (DROP_SITE "http://dart.irisa.fr")
+SET (DROP_LOCATION "ParadisEO")
+SET (NIGHTLY_START_TIME "23:00:00 WEST") 
+#############################################################################
\ No newline at end of file
diff --git a/tags/paradiseo1.4-beta/README b/tags/paradiseo1.4-beta/README
new file mode 100644
index 000000000..d43f8bbb8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/README
@@ -0,0 +1,84 @@
+
+==========================================================================================
+                       RELEASE		
+==========================================================================================
+
+The current release is paradisEO-1.3
+
+==========================================================================================
+                      INSTALLATION
+==========================================================================================
+The basic installation procedure must be done in the directory 
+which contains the extracted archive.
+
+ --> Example : bash installParadiseo.sh
+
+Please try source installParadiseo.sh --help  for further information
+
+==========================================================================================
+                       DIRECTORY STRUCTURE
+==========================================================================================
+After unpacking the archive file, you should end up with the following
+structure:
+
+.../                        Installation directory (specified with ./installParadiseo.sh)
+   |
+   |
+   +-- AUTHORS				      Author list 
+   |
+   |
+   +-- INSTALL                    INSTALL file
+   |
+   |
+   +-- install.cmake			  ParadisEO main install config file
+   |
+   |
+   +-- installParadiseo.sh		  Install script
+   |
+   +-- lib/
+   |	   | +-- /libxml2-2.7.3.tar.gz   LIBXML2 archive (required for ParadisEO-PEO)
+   |	   | +-- /mpich2-1.0.8.tar.gz    MPICH2 archive (required for ParadisEO-PEO)
+   |
+   |
+   + LICENCE				       Licence contents
+   |
+   |
+   +-- paradiseo-eo 			   paradiseo-eo dir
+   |
+   |
+   +-- paradiseo-mo                paradiseo-mo dir 
+   |
+   |
+   +-- paradiseo-moeo              paradiseo-moeo  dir
+   |   
+   |
+   +-- paradiseo-old-mo            paradiseo-old-mo  dir
+   |   
+   |
+   +-- paradiseo-peo               paradiseo-peo  dir
+   |
+   |
+   +-- problems                    classical problems evaluation functions
+   |
+   |
+   +-- README				       README file
+
+==========================================================================================
+              NOTES
+==========================================================================================
+
+ParadisEO uses EO, a templates-based, ANSI-C++ compliant evolutionary computation library. 
+It contains classes for almost any kind of evolutionary computation you might come up to - at 
+least for the ones we could think of.
+EO Website: http://eodev.sourceforge.net/.
+EO is distributed under the GNU Lesser General Public License: http://www.gnu.org/copyleft/lesser.html
+
+Please read README file of each extracted directory if you have
+problems for the installation.
+
+==========================================================================================
+              CONTACT
+==========================================================================================
+For further information about ParadisEO, help or to report any
+problem : paradiseo-help@lists.gforge.inria.fr
+
diff --git a/tags/paradiseo1.4-beta/install.cmake b/tags/paradiseo1.4-beta/install.cmake
new file mode 100644
index 000000000..8113a6dd7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/install.cmake
@@ -0,0 +1,130 @@
+######################################################################################
+### CMake basic configuration
+######################################################################################
+
+# check cmake version compatibility
+CMAKE_MINIMUM_REQUIRED(VERSION 2.6)
+
+# regular expression checking
+INCLUDE_REGULAR_EXPRESSION("^.*$" "^$")
+
+# set a language for the entire project.
+ENABLE_LANGUAGE(CXX)
+ENABLE_LANGUAGE(C)
+
+####################################################################################
+
+
+#####################################################################################
+### Include required modules & utilities
+#####################################################################################
+INCLUDE(CMakeBackwardCompatibilityCXX)
+
+INCLUDE(FindDoxygen)
+
+INCLUDE(FindGnuplot)
+
+INCLUDE(CheckLibraryExists)
+
+INCLUDE(Dart OPTIONAL)    
+
+INCLUDE(CPack)     
+                           
+# Set a special flag if the environment is windows (should do the same in a config.g file)
+IF (WIN32)
+	ADD_DEFINITIONS(-D_WINDOWS=1)
+ENDIF (WIN32)
+######################################################################################
+
+       
+#####################################################################################
+### Manage the build type
+#####################################################################################
+
+# the user should choose the build type on windows environments,excepted under cygwin (default=none)
+SET(CMAKE_DEFAULT_BUILD_TYPE "Release" CACHE STRING "Variable that stores the default CMake build type" FORCE)
+
+FIND_PROGRAM(MEMORYCHECK_COMMAND
+    NAMES purify valgrind
+    PATHS
+    "/usr/local/bin /usr/bin [HKEY_LOCAL_MACHINE\\SOFTWARE\\Rational Software\\Purify\\Setup;InstallFolder]"
+    DOC "Path to the memory checking command, used for memory error detection.") 
+       
+IF(NOT CMAKE_BUILD_TYPE)
+     SET( CMAKE_BUILD_TYPE 
+          ${CMAKE_DEFAULT_BUILD_TYPE} CACHE STRING 
+          "Choose the type of build, options are: Debug Release RelWithDebInfo MinSizeRel." 
+           FORCE)
+ENDIF(NOT CMAKE_BUILD_TYPE)  
+  
+IF(WIN32 AND NOT CYGWIN)
+  IF(CMAKE_CXX_COMPILER MATCHES cl)
+   IF(NOT WITH_SHARED_LIBS)
+     IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+       SET(CMAKE_CXX_FLAGS "/nologo /Gy")
+       SET(CMAKE_CXX_FLAGS_DEBUG "/W3 /MTd /Z7 /Od")
+       SET(CMAKE_CXX_FLAGS_RELEASE "/w /MT /O2 /wd4530")
+       SET(CMAKE_CXX_FLAGS_MINSIZEREL "/MT /O2")
+       SET(CMAKE_CXX_FLAGS_RELWITHDEBINFO "/MTd /Z7 /Od")
+       SET(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} /SUBSYSTEM:CONSOLE")  
+      ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+   ENDIF(NOT WITH_SHARED_LIBS)
+  ENDIF(CMAKE_CXX_COMPILER MATCHES cl)  
+ELSE(WIN32 AND NOT CYGWIN)
+    IF(CMAKE_COMPILER_IS_GNUCXX)
+       SET(CMAKE_CXX_FLAGS_DEBUG  "${CMAKE_CXX_FLAGS_DEBUG} -O0 -g -fprofile-arcs -ftest-coverage -Wall -Wextra -Wno-unused-parameter -Wno-ignored-qualifiers")                       
+       SET(CMAKE_CXX_FLAGS_RELEASE  "${CMAKE_CXX_FLAGS_RELEASE} -O2")
+       SET(CMAKE_CXX_FLAGS_MINSIZEREL "${CMAKE_CXX_FLAGS_MINSIZEREL} -O6")       
+    ENDIF(CMAKE_COMPILER_IS_GNUCXX)  
+ENDIF(WIN32 AND NOT CYGWIN)
+
+IF(CMAKE_BUILD_TYPE MATCHES Debug)
+    ADD_DEFINITIONS(-DCMAKE_VERBOSE_MAKEFILE=ON)
+ENDIF(CMAKE_BUILD_TYPE MATCHES Debug)
+
+#####################################################################################
+
+######################################################################################
+### compilation of examples?
+######################################################################################
+
+SET(ENABLE_CMAKE_EXAMPLE TRUE CACHE BOOL "Enable copy of benchs and parameters file?")
+
+######################################################################################
+### Test config
+######################################################################################
+
+IF (ENABLE_CMAKE_TESTING OR ENABLE_MINIMAL_CMAKE_TESTING)  
+        ENABLE_TESTING()
+ENDIF (ENABLE_CMAKE_TESTING OR ENABLE_MINIMAL_CMAKE_TESTING)
+######################################################################################
+
+#######################################################################################
+### Paths to EO, MO and MOEO must be specified above.
+#######################################################################################
+
+SET(EO_SRC_DIR "${CMAKE_SOURCE_DIR}/../paradiseo-eo" CACHE PATH "ParadisEO-EO source directory" FORCE)
+SET(EO_BIN_DIR "${CMAKE_BINARY_DIR}/../../paradiseo-eo/build" CACHE PATH "ParadisEO-EO binary directory" FORCE)
+    
+SET(MO_SRC_DIR "${CMAKE_SOURCE_DIR}/../paradiseo-mo" CACHE PATH "ParadisMO-MO source directory" FORCE)
+SET(MO_BIN_DIR "${CMAKE_BINARY_DIR}/../../paradiseo-mo/build" CACHE PATH "ParadisMO-MO binary directory" FORCE)
+
+SET(OLDMO_SRC_DIR "${CMAKE_SOURCE_DIR}/../paradiseo-old-mo" CACHE PATH "ParadisMO-MO source directory" FORCE)
+SET(OLDMO_BIN_DIR "${CMAKE_BINARY_DIR}/../../paradiseo-old-mo/build" CACHE PATH "ParadisMO-MO binary directory" FORCE)
+
+SET(MOEO_SRC_DIR "${CMAKE_SOURCE_DIR}/../paradiseo-moeo" CACHE PATH "ParadisMOEO-MOEO source directory" FORCE)
+SET(MOEO_BIN_DIR "${CMAKE_BINARY_DIR}/../../paradiseo-moeo/build" CACHE PATH "ParadisMOEO-MOEO binary directory" FORCE)
+
+SET(PROBLEMS_SRC_DIR "${CMAKE_SOURCE_DIR}/../problems" CACHE PATH "Problems dependant source directory" FORCE)
+    
+######################################################################################
+######################################################################################
+### Subdirectories that CMake should process for MO, MOEO and PEO
+######################################################################################
+
+ADD_SUBDIRECTORY(doc)
+ADD_SUBDIRECTORY(src)
+ADD_SUBDIRECTORY(test)
+ADD_SUBDIRECTORY(tutorial)
+######################################################################################
+    
diff --git a/tags/paradiseo1.4-beta/installParadiseo.sh b/tags/paradiseo1.4-beta/installParadiseo.sh
new file mode 100755
index 000000000..123e57a81
--- /dev/null
+++ b/tags/paradiseo1.4-beta/installParadiseo.sh
@@ -0,0 +1,1371 @@
+#!/bin/sh
+
+#########################################################################################
+#
+#	Project		:	paradisEO full package install
+#	File		:	installParadiseo.sh
+#	Comment	:	# This file attempts to install ParadisEO #
+#
+#########################################################################################
+
+# global variables
+installStartTime=$SECONDS 
+resourceKitPath=$PWD
+TAR_MSG=" "
+DIE=0
+PROG=ParadisEO
+CMAKE_PRIMARY_CONFIG_FILE=install.cmake
+HOME_PATH=$HOME
+libxml2=" "
+binxml2=" "
+mpich2=" "
+bash_path='$PATH'
+library_path='$LD_LIBRARY_PATH'
+
+# generator types available on Unix platforms
+P_UNIX_MAKEFILES=1
+P_KDEVELOP3_PROJECT=2
+P_XCODE_PROJECT=3
+G_UNIX_MAKEFILES="Unix Makefiles"
+G_KDEVELOP3_PROJECT="KDevelop3"
+G_XCODE_PROJECT="Xcode"
+
+# should we compile ParadisEO ?
+COMPILE_PARADISEO=1
+
+# Build types
+DEFAULT_BUILD_TYPE=Release
+BUILD_TYPE=$DEFAULT_BUILD_TYPE
+
+# CMake/CTest/Dart flags
+CTEST_DEFAULT_CONFIG="-D ExperimentalStart -D ExperimentalBuild -D ExperimentalTest"
+CTEST_CONFIG=$CTEST_DEFAULT_CONFIG
+
+# What are the tests that should be always run ?
+MIN_CMAKE_FLAGS='-DENABLE_MINIMAL_CMAKE_TESTING=TRUE'
+
+# install types to select in the main menu
+P_BASIC_INSTALL=1
+P_PARALLEL_INSTALL=2
+P_FULL_INSTALL=3
+P_RM_PREVIOUS_INSTALLL=4
+P_EXIT_INSTALL=5
+
+IS_MPICH_INSTALLED=1
+IS_LIBXML2_INSTALLED=1
+USE_EXISTING_MPICH=-1
+USE_EXISTING_LIBXML2=-1
+
+# install steps
+S_INTRODUCTION=1000
+S_UNPACK_EO=1001
+S_UNPACK_LIBXML=1002
+S_UNPACK_MPICH=1003
+S_INSTALL_EO=1004
+S_INSTALL_MO=1005
+S_INSTALL_MOEO=1006
+S_INSTALL_LIBXML=1007
+S_INSTALL_MPICH=1008
+S_INSTALL_PEO=1009
+S_REMOVE_TEMP_LIBXML=1010
+S_REMOVE_TEMP_MPICH=1011
+S_CONFIGURE_ENV=1012
+S_CONFIGURE_MPD=1013
+S_PEO_CHECK=1014
+S_REMOVE_INSTALL=1015
+S_END=1016
+S_END_WITHOUT_INFO=1017
+S_CHECK_AUTOTOOLS=1018
+S_CLEANING_INSTALL=1019
+
+#### define what are the possible installs and their content
+
+# full install
+
+FULL_INSTALL="$S_CLEANING_INSTALL $S_INTRODUCTION $S_UNPACK_LIBXML $S_UNPACK_MPICH $S_INSTALL_EO $S_INSTALL_MO $S_INSTALL_MOEO $S_CHECK_AUTOTOOLS $S_INSTALL_LIBXML $S_REMOVE_TEMP_LIBXML $S_INSTALL_MPICH $S_REMOVE_TEMP_MPICH $S_CONFIGURE_ENV $S_CONFIGURE_MPD $S_INSTALL_PEO $S_END"
+
+FULL_INSTALL_WITHOUT_LIBXML2="$S_INTRODUCTION $S_UNPACK_MPICH $S_INSTALL_EO $S_INSTALL_MO $S_INSTALL_MOEO $S_CHECK_AUTOTOOLS $S_INSTALL_MPICH $S_REMOVE_TEMP_MPICH $S_CONFIGURE_MPICH_ENV $S_CONFIGURE_MPD $S_INSTALL_PEO $S_END"
+
+FULL_INSTALL_WITHOUT_MPICH2="$S_INTRODUCTION $S_UNPACK_LIBXML $S_INSTALL_EO $S_INSTALL_MO $S_INSTALL_MOEO $S_CHECK_AUTOTOOLS $S_INSTALL_LIBXML $S_REMOVE_TEMP_LIBXML $S_CONFIGURE_LIBXML2_ENV $S_CONFIGURE_MPD $S_INSTALL_PEO $S_END"
+
+FULL_INSTALL_WITHOUT_LIBXML2_MPICH2="$S_INTRODUCTION $S_INSTALL_EO $S_INSTALL_MO $S_INSTALL_MOEO $S_CONFIGURE_MPD $S_INSTALL_PEO $S_END_WITHOUT_INFO"
+
+# basic install
+BASIC_INSTALL="$S_INTRODUCTION $S_INSTALL_EO $S_INSTALL_MO $S_INSTALL_MOEO $S_END"
+
+# install only paradiseo-peo
+PARALLEL_INSTALL="$S_PEO_CHECK $S_INTRODUCTION $S_UNPACK_LIBXML $S_CHECK_AUTOTOOLS $S_INSTALL_LIBXML $S_REMOVE_TEMP_LIBXML $S_UNPACK_MPICH $S_INSTALL_MPICH $S_REMOVE_TEMP_MPICH $S_CONFIGURE_ENV $S_CONFIGURE_MPD $S_INSTALL_PEO $S_END"
+
+PARALLEL_INSTALL_WITHOUT_LIBXML2="$S_PEO_CHECK $S_INTRODUCTION  $S_UNPACK_MPICH $S_CHECK_AUTOTOOLS $S_INSTALL_MPICH $S_REMOVE_TEMP_MPICH $S_CONFIGURE_MPICH_ENV $S_CONFIGURE_MPD $S_INSTALL_PEO $S_END"
+
+PARALLEL_INSTALL_WITHOUT_MPICH2="$S_PEO_CHECK $S_INTRODUCTION $S_CHECK_AUTOTOOLS $S_UNPACK_LIBXML $S_INSTALL_LIBXML $S_REMOVE_TEMP_LIBXML $S_CONFIGURE_LIBXML2_ENV $S_CONFIGURE_MPD $S_INSTALL_PEO $S_END"
+
+PARALLEL_INSTALL_WITHOUT_LIBXML2_MPICH2="$S_PEO_CHECK $S_INTRODUCTION $S_CONFIGURE_MPD $S_INSTALL_PEO $S_END_WITHOUT_INFO"
+
+# remove a previous install
+RM_PREVIOUS_INSTALL="$S_REMOVE_INSTALL"
+
+#others
+LIBS_PATH=lib
+LIBXML2_ARCHIVE=libxml2-2.7.3
+LIBXML2_ARCHIVE_SUFFIX=.tar.gz
+MPICH2_ARCHIVE=mpich2-1.0.8
+MPICH2_ARCHIVE_SUFFIX=.tar.gz
+# errors
+SUCCESSFUL_STEP=0
+EO_UNPACKING_ERROR=100
+LIBXML_UNPACKING_ERROR=104
+MPICH_UNPACKING_ERROR=105
+EO_INSTALL_ERROR=106
+MO_INSTALL_ERROR=107
+MOEO_INSTALL_ERROR=108
+PARADISEO_INSTALL_ERROR=110
+LIBXML_INSTALL_ERROR=111
+MPICH_INSTALL_ERROR=112
+REMOVE_TEMP_DIRECTORY_ERROR=113
+VAR_CONFIG_ERROR=114
+MPD_COPY_ERROR=115
+LIBXML_INSTALL_ERROR=116
+MPICH_INSTALL_ERROR=117
+PEO_CHECK_ERROR=118
+RM_PARADISEO_EO_ERROR=119
+RM_UTIL_ERROR=120
+BASIC_INSTALL_MISSING_ERROR=121
+DART_SUBMISSION_ERROR=64
+CHECK_AUTOTOOLS_ERROR=122
+
+#Date
+DATE=`/bin/date '+%Y%m%d%H%M%S'`
+# create log file
+SPY=$PWD/logs/install-paradiseo.${DATE}.log
+
+#------------------------------------------------------#
+#-- FUNCTION   :  execute_cmd		            ---#
+#------------------------------------------------------#
+#-- PARAMETERS :  				    ---#
+#--	$1 : cmd line                               ---#
+#--	$2 : comment                                ---#
+#--	$3 : spy file                               ---#
+#--	$4 : output std file                        ---#
+#--	$5 : error log file                         ---#
+#--                                                 ---#
+#------------------------------------------------------#
+#-- CODE RETURN : 0 : OK                            ---#
+#-- CODE RETURN : 1 : NOK                           ---#
+#------------------------------------------------------#
+function execute_cmd
+{
+	COMMAND=${1}
+	COMMENT=${2}
+	FIC_ESP=${3}
+	FIC_OUT=${4}
+	FIC_ERR=${5}
+
+	if [ `echo ${FIC_OUT} | wc -c` -eq 1 ]
+	then
+		FIC_OUT=${FIC_ESP}
+	fi
+
+	if [ `echo ${FIC_ERR} | wc -c` -eq 1 ]
+	then
+		FIC_ERR=${FIC_ESP}
+	fi
+
+	echo "" >> ${FIC_ESP}
+	echo "[execute_cmd][Begin][`/bin/date +%H:%M:%S`]" >> ${FIC_ESP}
+
+	echo "------------------------------------------------------------------------------------------------------------" >> ${FIC_ESP}
+	echo "${COMMENT}" >> ${FIC_ESP}
+	echo "------------------------------------------------------------------------------------------------------------" >> ${FIC_ESP}
+	echo "${COMMAND}" >> ${FIC_ESP}
+	
+	${COMMAND} >> ${FIC_OUT} 2>> ${FIC_ERR}
+
+	RETURN_CODE=$?
+	echo "RETURN_CODE : ${RETURN_CODE}" >> ${FIC_ESP}
+	
+	if [ ${RETURN_CODE} -eq 0 ]
+	then
+		echo "     ${COMMENT} OK" >> ${FIC_ESP}
+		echo "[execute_cmd][End][`/bin/date +%H:%M:%S`]" >> ${FIC_ESP}
+		return 0
+	else
+		echo "     $ERROR_TAG ${COMMENT} NOK" >> ${FIC_ESP}
+		return ${RETURN_CODE}
+	fi
+}
+
+#----------------------------------------------------------------#
+#-- FUNCTIONS   :  cleaning bashrc at install and uninstall   ---#
+#----------------------------------------------------------------#
+function configuring_env
+{
+	echo "On configuring"
+	echo $PATH
+	echo $LD_LIBRARY_PATH
+	grep "export LD_LIBRARY_PATH" $HOME/.bashrc &> .clean
+	if [ $? -eq 0 ]
+	then
+		sed -e s,^"export LD_LIBRARY_PATH.*",,g $HOME/.bashrc > paradiseo.tmp1
+		sed -e s,^"export LD_LIBRARY_PATH.*",,g paradiseo.tmp1 > $HOME/.bashrc
+	fi
+	
+	grep "export PATH" $HOME/.bashrc &> .clean
+	if [ $? -eq 0 ]
+	then
+		sed -e s,^"export PATH.*",,g $HOME/.bashrc > paradiseo.tmp1
+		sed -e s,^"export PATH.*",,g paradiseo.tmp1 > $HOME/.bashrc
+	fi
+	
+}
+
+function on_install
+{
+	grep "export PATH" $HOME/.bashrc  &> .clean
+	if [ $? -eq 0 ]
+	then
+		myPATH=${PATH/$binxml2/}
+		myPATH=${myPATH/$mpich2/}
+		sed -e s,$binxml2,,g $HOME/.bashrc > paradiseo.tmp1
+		sed -e s,$mpich2,,g paradiseo.tmp1 > $HOME/.bashrc
+		execute_cmd "export PATH=$myPATH" "Modify the Path" $SPY
+	fi
+	execute_cmd "source $HOME/.bashrc" "[$currentStepCounter-5] Export variables" $SPY
+	grep "export LD_LIBRARY_PATH" $HOME/.bashrc &> .clean
+	if [ $? -eq 0 ]
+	then
+		sed -e s,$libxml2,,g $HOME/.bashrc > paradiseo.tmp1
+		sed -e s,"export LD_LIBRARY_PATH="$,"unset LD_LIBRARY_PATH",g paradiseo.tmp1 > paradiseo.tmp2 
+		grep "unset LD_LIBRARY_PATH" paradiseo.tmp2
+		if [ $? -eq 0 ]
+		then
+			my_LD_LIBRARY=${LD_LIBRARY_PATH/$libxml2/}
+			execute_cmd "export LD_LIBRARY_PATH=$my_LD_LIBRARY" "Modify the Path" $SPY
+			execute_cmd "unset LD_LIBRARY_PATH" "[$currentStepCounter-5] unset variable" $SPY
+		fi
+		sed -e s,"unset LD_LIBRARY_PATH.*"$,,g paradiseo.tmp2 > $HOME/.bashrc
+	fi
+	
+}
+
+function on_uninstall
+{
+	#installpath=$1
+	#libxml2="$installpath/libxml2/lib"
+	#binxml2="$installpath/libxml2/bin:"
+	#mpich2="$installpath/mpich2/bin:"
+	sed -e s,$libxml2,,g $HOME/.bashrc > paradiseo.tmp1
+	sed -e s,$binxml2,,g paradiseo.tmp1 > paradiseo.tmp2
+	sed -e s,$mpich2,,g paradiseo.tmp2 > paradiseo.tmp3
+	
+	sed -e s,"export LD_LIBRARY_PATH="$,"unset LD_LIBRARY_PATH",g paradiseo.tmp3 > $HOME/.bashrc
+	execute_cmd "source $HOME/.bashrc" "[$currentStepCounter-5] Updating $HOME/.bashrc" $SPY
+	sed -e s,"unset LD_LIBRARY_PATH.*"$,,g $HOME/.bashrc > paradiseo.tmp1
+	sed -e s,"unset LD_LIBRARY_PATH.*"$,,g paradiseo.tmp1 > $HOME/.bashrc
+	execute_cmd "source $HOME/.bashrc" "[$currentStepCounter-5]" $SPY
+	on_install
+	execute_cmd "rm paradiseo.tmp*" "[$currentStepCounter] Removing temporary files" $SPY
+}
+
+
+#------------------------------------------------------#
+#-- FUNCTION   :  on_error			    ---#
+#------------------------------------------------------#
+#-- PARAMETERS :  				    ---#
+#--	Error number	                            ---#
+#------------------------------------------------------#
+#-- RETURN:			                    ---#
+#------------------------------------------------------#
+function on_error()
+{
+	case $1 in 	
+	$LIBXML_UNPACKING_ERROR) 
+		echo
+		echo "  An error has occured : impossible to unpack libxml2 archive.See $SPY for more details" 
+	  	echo "  Make sure that libxml2 archive exists in current directory"
+		echo 
+		echo " => To report any problem or for help, please contact paradiseo-help@lists.gforge.inria.fr  and join $SPY"
+		echo 
+		kill $$;;
+
+
+	$MPICH_UNPACKING_ERROR) 
+		echo
+		echo "  An error has occured : impossible to unpack mpich2 archive.See $SPY for more details" 
+	  	echo "  Make sure that mpich2 archive exists in current directory"
+		echo 
+		echo " => To report any problem or for help, please contact paradiseo-help@lists.gforge.inria.fr  and join $SPY"
+		echo ;;
+
+	$EO_INSTALL_ERROR) 
+		echo
+		echo "  An error has occured : impossible to install Paradiseo-EO.See $SPY for more details" 
+	  	echo "If you need help, please contact paradiseo-help@lists.gforge.inria.fr and join $SPY"
+		echo 
+		echo 
+		kill $$;;
+
+	$MO_INSTALL_ERROR) 
+		echo
+		echo "  An error has occured : impossible to install Paradiseo-MO.See $SPY for more details" 
+		echo " => To report any problem or for help, please contact paradiseo-help@lists.gforge.inria.fr and join $SPY"
+		echo 
+		kill $$;;
+
+	$MOEO_INSTALL_ERROR) 
+		echo
+		echo "  An error has occured : impossible to install Paradiseo-MOEO.See $SPY for more details" 
+		echo " => To report any problem or for help, please contact paradiseo-help@lists.gforge.inria.fr and join $SPY"
+		echo 
+		kill $$;;
+
+	$PARADISEO_INSTALL_ERROR) 
+		echo
+		echo "  An error has occured : impossible to install Paradiseo-PEO.See $SPY for more details" 
+		echo '  Make sure you have the required variables in your environment (ex: by using "echo $PATH" for PATH variable) : '
+		echo '	-LD_LIBRARY_PATH=<libxml2 install path>/libxml2/lib:$LD_LIBRARY_PATH'
+		echo '	-PATH=<libxml2 install path>/libxml2/bin:<mpich2 install path>/mpich2/bin:$PATH'
+		echo
+		echo " => To report any problem or for help, please contact paradiseo-help@lists.gforge.inria.fr and join $SPY"
+		echo 
+		kill $$;;
+
+	$CHECK_AUTOTOOLS_ERROR)
+		echo
+		echo "  An error has occured : cannot find the Autotools. See $SPY for more details" 
+		echo " => To report any problem or for help, please contact paradiseo-help@lists.gforge.inria.fr and join $SPY"
+		echo 
+		kill $$;;
+	
+	$LIBXML_INSTALL_ERROR)
+		echo
+		echo "  An error has occured : impossible to install libxml2. See $SPY for more details" 
+		echo " => To report any problem or for help, please contact paradiseo-help@lists.gforge.inria.fr and join $SPY"
+		echo 
+		kill $$;;
+
+	$MPICH_INSTALL_ERROR)
+		echo
+		echo "  An error has occured : impossible to install mpich2 See $SPY for more details" 
+		echo " => To report any problem or for help, please contact paradiseo-help@lists.gforge.inria.fr and join $SPY"
+		echo 
+		kill $$;;
+
+	$PEO_CHECK_ERROR)
+		echo
+		echo " If you want to install ParadisEO-PEO, you should remove the old directories of libxml2 or mpich2 or choose another location." 
+		echo 
+		kill $$;;
+
+	$RM_PARADISEO_EO_ERROR)
+		echo
+		echo "  An error has occured : impossible to remove ParadisEO-EO. See $SPY for more details" 
+		echo " You may not have a previous ParadisEO install available in the current directory"
+		echo " => To report any problem or for help, please contact paradiseo-help@lists.gforge.inria.fr and join $SPY"
+		echo 
+		kill $$;;
+
+	$RM_UTIL_ERROR)
+		echo
+		echo "  An error has occured : impossible to remove the previous install of mpich2 and libxml2. See $SPY for more details" 
+		echo " You may not have a previous ParadisEO install available in the current directory"
+		echo " => To report any problem or for help, please contact paradiseo-help@lists.gforge.inria.fr and join $SPY"
+		echo 
+		kill $$;;
+
+	$BASIC_INSTALL_MISSING_ERROR)
+		echo
+		echo "  An error has occured : impossible to find the basic install of ParadisEO. See $SPY for more details" 
+		echo " You may not have a basic ParadisEO install available in the current directory"
+		echo " => To report any problem or for help, please contact paradiseo-help@lists.gforge.inria.fr and join $SPY"
+		echo 
+		kill $$;;
+
+	$SUCCESSFUL_STEP)
+		;;
+	*)
+		echo 
+		;;
+ 	 esac
+}
+
+#------------------------------------------------------#
+#-- FUNCTION   :  run_install_step		    ---#
+#------------------------------------------------------#
+#-- PARAMETERS :  				    ---#
+#-- 	install path	                            ---#
+#-- 	step to launch (0,1 ...)                    ---#
+#-- 	counter for loop                            ---#
+#-- Major function for install                      ---#
+#------------------------------------------------------#
+#-- RETURN: 0 if install OK                         ---#
+#------------------------------------------------------#
+
+function run_install_step()
+{
+	installKitPath=$1
+	stepToRun=$2        
+	currentStepCounter=$3
+	libxml2="$installKitPath/libxml2/lib"
+	binxml2="$installKitPath/libxml2/bin:"
+	mpich2="$installKitPath/mpich2/bin:"
+	RETURN=0
+	
+	case "$stepToRun" in
+	$S_CLEANING_INSTALL)
+		########## Introduction #########
+		clear
+		echo ""
+		echo -e ' \033[40m\033[1;33m### Cleaning any previous install .... ### \033[0m '
+		
+		on_uninstall 
+		
+		#on_install
+		
+	    sleep 2
+		echo
+		return $SUCCESSFUL_STEP
+		;;
+	$S_INTRODUCTION)
+		########## Introduction #########
+		clear
+		echo ""
+		echo -e ' \033[40m\033[1;33m### ParadisEO install starting .... ### \033[0m '
+		echo
+		echo "Installing the environment for ParadisEO...Note that the librairies \"libxml2\" and \"mpich2\" required for ParadisEO are provided with this package. To avoid build and test reports to be sent to our repository, please stop the program and restart it using the --skipdart option."
+		sleep 6	
+		echo
+		echo
+		return $SUCCESSFUL_STEP
+		;;
+
+	$S_UNPACK_LIBXML)
+		########## unpacking libxml2 ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Unpacking libxml2 (required for ParadisEO) ...'
+		
+		execute_cmd "rm -Rf $installKitPath/$LIBXML2_ARCHIVE_SUFFIX" "[$currentStepCounter-1] Remove potential existing dir $installKitPath/$LIBXML2_ARCHIVE"  $SPY 
+		RETURN=$?
+
+		execute_cmd "tar xzvf $resourceKitPath/$LIBS_PATH/$LIBXML2_ARCHIVE$LIBXML2_ARCHIVE_SUFFIX  --directory $installKitPath" "[$currentStepCounter-2] Unpack Libxml2" $SPY
+		if [ ! "$?" = "0" ]
+		then
+			echo ''
+			echo "		--> Error when unpacking libxml2"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $LIBXML_UNPACKING_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+
+	$S_UNPACK_MPICH)
+		########## unpacking mpich2 ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Unpacking mpich2 (required for ParadisEO) ...'
+		
+		execute_cmd "rm -Rf $installKitPath/$MPICH2_ARCHIVE" "[$currentStepCounter-1] Remove potential existing dir $installKitPath/$MPICH2_ARCHIVE"  $SPY 
+		RETURN=$?
+
+		execute_cmd "tar xzvf $resourceKitPath/$LIBS_PATH/$MPICH2_ARCHIVE$MPICH2_ARCHIVE_SUFFIX --directory $installKitPath" "[$currentStepCounter-2] Unpack Mpich2" $SPY
+		if [ ! "$?" = "0" ]
+		then
+			echo ''
+			echo "		--> Error when unpacking mpich2"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $MPICH_UNPACKING_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+
+
+	$S_INSTALL_EO)
+		########## installing paradiseo-eo ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Installing Paradiseo-EO. Please wait ...'
+
+		if [ ! "$installKitPath" = "$resourceKitPath" ]
+		    then
+		    cp  -Rf $resourceKitPath/paradiseo-eo/ $installKitPath/
+		    rm -Rf $installKitPath/paradiseo-eo/build
+		fi
+
+		execute_cmd "mkdir $installKitPath/paradiseo-eo/build" "[$currentStepCounter-1] Create build directory"  $SPY 	
+		
+		execute_cmd "cd $installKitPath/paradiseo-eo/build" "[$currentStepCounter-2] Go in Paradiseo-EO build dir"  $SPY 
+		RETURN=`expr $RETURN + $?`
+		
+		execute_cmd " echo \"cmake ../  -G$BUILD_PROCESS_TYPE $MIN_CMAKE_FLAGS $OPTIONNAL_CMAKE_FLAGS\" " "[$currentStepCounter-3] Run CMake using generator $BUILD_PROCESS_TYPE"  $SPY
+		
+		cmake ../  -G"$BUILD_PROCESS_TYPE"  -DCMAKE_BUILD_TYPE=$BUILD_TYPE $MIN_CMAKE_FLAGS $OPTIONNAL_CMAKE_FLAGS >> ${SPY} 2>> ${SPY}
+		RETURN=`expr $RETURN + $?`
+
+		if [ "$COMPILE_PARADISEO" = "1" ] 
+		then
+			execute_cmd "ctest $CTEST_CONFIG" "[$currentStepCounter-4] Compile ParadisEO-EO using CTest"  $SPY
+			LAST_RETURN=$?
+			# don't consider a submission error as a "right error"
+			if [ ! "$LAST_RETURN" = "$DART_SUBMISSION_ERROR" ]
+			then
+				RETURN=`expr $RETURN + $LAST_RETURN`
+			fi			
+		fi
+				
+		if [ ! $(($RETURN)) = 0 ]
+		then
+			echo ''
+			echo "		--> Error when installing Paradiseo-EO"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $EO_INSTALL_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo 
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+	$S_INSTALL_MO)
+		##########  installing paradiseo-mo ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Installing Paradiseo-MO. Please wait ...'
+	
+		if [ ! "$installKitPath" = "$resourceKitPath" ]
+		    then
+		    cp  -Rf $resourceKitPath/paradiseo-mo/ $installKitPath/
+		    cp $resourceKitPath/install.cmake $installKitPath/
+		    rm -Rf $installKitPath/paradiseo-mo/build/*
+		fi
+
+		execute_cmd "cd $installKitPath/paradiseo-mo/build" "[$currentStepCounter-1] Go in Paradiseo-MO dir"  $SPY 
+		RETURN=$?
+		
+		execute_cmd " echo \"cmake ../ -Dconfig=$installKitPath/$CMAKE_PRIMARY_CONFIG_FILE -G\"$BUILD_PROCESS_TYPE\" $MIN_CMAKE_FLAGS $OPTIONNAL_CMAKE_FLAGS -DCMAKE_BUILD_TYPE=$BUILD_TYPE\" " "[$currentStepCounter-2] Run CMake using generator $BUILD_PROCESS_TYPE -Dconfig=$installKitPath/$CMAKE_PRIMARY_CONFIG_FILE"  $SPY
+		cmake ../ -Dconfig=$installKitPath/$CMAKE_PRIMARY_CONFIG_FILE -G"$BUILD_PROCESS_TYPE" -DCMAKE_BUILD_TYPE=$BUILD_TYPE $MIN_CMAKE_FLAGS $OPTIONNAL_CMAKE_FLAGS>> ${SPY} 2>> ${SPY}
+		RETURN=`expr $RETURN + $?`
+		
+		if [ "$COMPILE_PARADISEO" = "1" ] 
+		then
+			execute_cmd "ctest $CTEST_CONFIG" "[$currentStepCounter-3] Compile ParadisEO-MO using CTest"  $SPY	
+			LAST_RETURN=$?
+			# don't consider a submission error as a "right error"
+			if [ ! "$LAST_RETURN" = "$DART_SUBMISSION_ERROR" ]
+			then
+				RETURN=`expr $RETURN + $LAST_RETURN`
+			fi			
+		fi
+		
+		if [ ! $(($RETURN)) = 0 ]
+		then
+			echo ''
+			echo "		--> Error when installing Paradiseo-MO"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $MO_INSTALL_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+	$S_INSTALL_MOEO)
+		########## installing MOEO ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Installing Paradiseo-MOEO. Please wait ...'
+		
+		if [ ! "$installKitPath" = "$resourceKitPath" ]
+		    then
+		    cp  -Rf $resourceKitPath/paradiseo-moeo/ $installKitPath/
+		    rm -Rf $installKitPath/paradiseo-moeo/build/*
+		fi
+
+		execute_cmd "cd $installKitPath/paradiseo-moeo/build" "[$currentStepCounter-1] Go in Paradiseo-MOEO dir"  $SPY 
+		RETURN=$?
+		
+		execute_cmd " echo \"cmake ../ -Dconfig=$installKitPath/$CMAKE_PRIMARY_CONFIG_FILE -G\"$BUILD_PROCESS_TYPE\" -DCMAKE_BUILD_TYPE=$BUILD_TYPE $MIN_CMAKE_FLAGS $OPTIONNAL_CMAKE_FLAGS \"" "[$currentStepCounter-2] Run CMake using generator $BUILD_PROCESS_TYPE -Dconfig=$installKitPath/$CMAKE_PRIMARY_CONFIG_FILE"  $SPY
+		cmake ../ -Dconfig=$installKitPath/$CMAKE_PRIMARY_CONFIG_FILE -G"$BUILD_PROCESS_TYPE" -DCMAKE_BUILD_TYPE=$BUILD_TYPE $MIN_CMAKE_FLAGS $OPTIONNAL_CMAKE_FLAGS >> ${SPY} 2>> ${SPY}
+		RETURN=`expr $RETURN + $?`		
+		
+		if [ "$COMPILE_PARADISEO" = "1" ] 
+		then
+			execute_cmd "ctest $CTEST_CONFIG" "[$currentStepCounter-3] Compile ParadisEO-MOEO using CTest"  $SPY
+			LAST_RETURN=$?
+			# don't consider a submission error as a "right error"
+			if [ ! "$LAST_RETURN" = "$DART_SUBMISSION_ERROR" ]
+			then
+				RETURN=`expr $RETURN + $LAST_RETURN`
+			fi	
+		fi
+		
+		if [ ! $(($RETURN)) = 0 ]
+		then
+			echo ''
+			echo "		--> Error when installing Paradiseo-MOEO"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $MOEO_INSTALL_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+		
+	$S_CHECK_AUTOTOOLS)
+		########## Check if we can user Autogen & Autoconf (only for libxml2 & mpich2 installation) ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Looking for the Autotools (Autogen & Autoconf, required to install libxml2 and mpich2)'
+		
+		(autoconf --version) < /dev/null > /dev/null 2>&1 ||
+		{
+			echo ''
+			echo "		--> Error when checking for Autoconf"
+		    echo "		You must have Autoconf installed to compile $PROG. Please update your system to get it before installing $PROG."
+		    execute_cmd "autoconf --version" "[$currentStepCounter-1] Check Autoconf" $SPY    
+		   	echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+		    return $CHECK_AUTOTOOLS_ERROR
+		}
+		
+		(automake --version) < /dev/null > /dev/null 2>&1 ||
+		{
+			echo ''
+			echo "		--> Error when checking for Automake"
+		    echo "		You must have Automake installed to compile $PROG. Please update your system to get it before installing $PROG."
+		    execute_cmd "automake --version" "[$currentStepCounter-2] Check Automake" $SPY 
+		    echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+		    return $CHECK_AUTOTOOLS_ERROR
+		}
+	
+		echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+		echo
+		return $SUCCESSFUL_STEP
+		;;
+		
+	$S_INSTALL_LIBXML)
+		########## installing LIBXML2 ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Installing libxml2. Please wait ...'
+		
+		execute_cmd "rm -Rf $installKitPath/libxml2" "[$currentStepCounter-0] Remove potential existing dir $installKitPath/libxml2"  $SPY 
+		RETURN=$?
+
+		execute_cmd "mkdir $installKitPath/libxml2" "[$currentStepCounter-1] Create libxml2 dir"  $SPY 
+		RETURN=$?
+		execute_cmd "cd $installKitPath/$LIBXML2_ARCHIVE/" "[$currentStepCounter-2] Go in $LIBXML2_ARCHIVE dir"  $SPY
+		RETURN=`expr $RETURN + $?`
+		execute_cmd "./configure --prefix=$installKitPath/libxml2/ --exec-prefix=$installKitPath/libxml2/" "[$currentStepCounter-3] Run configure for libxml2"  $SPY
+		RETURN=`expr $RETURN + $?`
+		execute_cmd "make" "[$currentStepCounter-4] Compile libxml2"  $SPY
+		RETURN=`expr $RETURN + $?`
+		execute_cmd "make install" "[$currentStepCounter-5] Run install libxml2 "  $SPY
+		RETURN=`expr $RETURN + $?`
+		if [ ! $(($RETURN)) = 0 ]
+		then
+			echo ''
+			echo "		--> Error when installing libxml2"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $LIBXML_INSTALL_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+	$S_INSTALL_MPICH)
+		########## installing MPICH2 ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Installing mpich2. Please wait ...'
+		
+		execute_cmd "rm -Rf $installKitPath/mpich2" "[$currentStepCounter-0] Remove potential existing dir $installKitPath/mpich2"  $SPY 
+		RETURN=$?
+
+		execute_cmd "mkdir $installKitPath/mpich2" "[$currentStepCounter-1] Create mpich2 dir"  $SPY 
+		RETURN=$?
+		execute_cmd "cd $installKitPath/$MPICH2_ARCHIVE/" "[$currentStepCounter-2] Go in $MPICH2_ARCHIVE dir"  $SPY
+		RETURN=`expr $RETURN + $?`
+		execute_cmd "./configure --prefix=$installKitPath/mpich2/" "[$currentStepCounter-3] Run configure for mpich2"  $SPY
+		RETURN=`expr $RETURN + $?`
+		execute_cmd "make" "[$currentStepCounter-4] Compile mpich2"  $SPY
+		RETURN=`expr $RETURN + $?`
+		execute_cmd "make install" "[$currentStepCounter-5] Run install mpich2 "  $SPY
+		RETURN=`expr $RETURN + $?`
+		if [ ! $(($RETURN)) = 0 ]
+		then
+			echo ''
+			echo "		--> Error when installing MPICH2"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $MPICH_INSTALL_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+	$S_REMOVE_TEMP_LIBXML)
+		########## removing temp directory for libxml ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Removing libxml2 temp install directory ...'
+		
+		execute_cmd "rm -fr $installKitPath/$LIBXML2_ARCHIVE" "[$currentStepCounter] Remove Libxml2 temporary directory" $SPY
+		if [ ! "$?" = "0" ]
+		then
+			echo ''
+			echo "		--> Error when removing $installKitPath/$LIBXML2_ARCHIVE"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $REMOVE_TEMP_DIRECTORY_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+
+	$S_REMOVE_TEMP_MPICH)
+		########## removing temp directory for mpich ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Removing mpich2 temp install directory ...'
+		
+		execute_cmd "rm -fr $installKitPath/$MPICH2_ARCHIVE" "[$currentStepCounter] Remove Mpich2 temporary directory" $SPY
+		if [ ! "$?" = "0" ]
+		then
+			echo ''
+			echo "		--> Error when removing $installKitPath/$MPICH2_ARCHIVE"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $REMOVE_TEMP_DIRECTORY_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+
+	$S_REMOVE_INSTALL)
+		########## removing a previous install of EO ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Removing your previous install of ParadisEO ...'
+	    libxml2="$installKitPath/libxml2/lib"
+		binxml2="$installKitPath/libxml2/bin:"
+		mpich2="$installKitPath/mpich2/bin:"
+		on_uninstall
+		
+		if [ "$UID" = "0" ]
+		then
+			execute_cmd "rm /etc/mpd.conf*" "[$currentStepCounter] removing mpd.conf" $SPY  
+		else
+			execute_cmd "rm $HOME/.mpd.conf*" "[$currentStepCounter] removing .mpd.conf" $SPY  
+		fi
+		if [ -d "$installKitPath/mpich2" ]
+		then
+			execute_cmd "rm -r $installKitPath/mpich2" "[$currentStepCounter] Remove previous install of mpich2" $SPY 
+		fi
+		idx=$?
+
+		if [ -d "$installKitPath/libxml2" ]
+		then
+			execute_cmd "rm -r $installKitPath/libxml2" "[$currentStepCounter] Remove previous install of libxml2" $SPY 
+		fi
+		idx=`expr $idx + $?`
+
+		execute_cmd "rm -Rf $installKitPath/paradiseo-eo/build/*" "[$currentStepCounter] Remove $installKitPath/paradiseo-eo/build/*" $SPY 
+		idx=`expr $idx + $?`
+		execute_cmd "rm -Rf $installKitPath/paradiseo-mo/build/*" "[$currentStepCounter] Remove $installKitPath/paradiseo-mo/build/*" $SPY 
+		idx=`expr $idx + $?`
+		execute_cmd "rm -Rf $installKitPath/paradiseo-moeo/build/*" "[$currentStepCounter] Remove $installKitPath/paradiseo-moeo/build/*" $SPY 
+		idx=`expr $idx + $?`
+		execute_cmd "rm -Rf $installKitPath/paradiseo-peo/build/*" "[$currentStepCounter] Remove $installKitPath/paradiseo-peo/build/*" $SPY 
+		idx=`expr $idx + $?`
+		
+		if [ ! $(($idx)) = 0 ]
+		then
+			echo ''
+			echo "		--> Error when removing previous install of ParadisEO"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $RM_UTIL_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo -e "Please \033[40m\033[1;33m  CLOSE YOUR TERMINAL OR OPEN A NEW ONE \033[0m before proceeding with a new installation."
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+
+	$S_CONFIGURE_MPICH_ENV)
+		########## Configuring mpich environment variables ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Configuring environment variables for mpich2 ...'
+		
+		execute_cmd "export PATH=`xml2-config --prefix`/bin:$installKitPath/mpich2/bin:$PATH" "[$currentStepCounter-2] Export PATH variable" $SPY 
+		idx=$?
+		execute_cmd "echo export PATH=$PATH" "[$currentStepCounter-4] Export PATH variable into env" $SPY $HOME/.bashrc
+		idx=`expr $idx + $?`
+
+		execute_cmd "source $HOME/.bashrc" "[$currentStepCounter-5] Export variables for mpich2" $SPY
+		idx=`expr $idx + $?`
+
+		if [ ! $(($idx)) = 0 ]
+		then
+			echo ''
+			echo "		--> Error when configuring environment variables for mpich2"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $VAR_CONFIG_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+
+	$S_CONFIGURE_LIBXML2_ENV)
+		########## Configuring environment variables ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Configuring environment variables for libxml2 ...'
+		
+		execute_cmd "XML2_CONFIG=\`xml2-config --prefix\`" "[$currentStepCounter-1] Run xml2-config variable" $SPY
+		idx=$?
+		echo "******** $XML2_CONFIG *********"
+
+		execute_cmd "export LD_LIBRARY_PATH=`xml2-config --prefix`/lib" "[$currentStepCounter-2] Export LD_LIBRARY_PATH variable" $SPY
+		idx=$?	 
+		
+		execute_cmd "echo export LD_LIBRARY_PATH=$`xml2-config --prefix`/lib" "[$currentStepCounter-3] Export LD_LIBRARY_PATH variable into env" $SPY $HOME/.bashrc
+		idx=$?	 
+
+		execute_cmd "echo export PATH=`xml2-config --prefix`/bin:$PATH" "[$currentStepCounter-4] Export PATH variable into env" $SPY $HOME/.bashrc
+		idx=`expr $idx + $?`
+
+		execute_cmd "source $HOME/.bashrc" "[$currentStepCounter-5] Export variables for libxml2" $SPY
+		idx=`expr $idx + $?`
+
+		if [ ! $(($idx)) = 0 ]
+		then
+			echo ''
+			echo "		--> Error when configuring environment variables for libxml2"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $VAR_CONFIG_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+	$S_CONFIGURE_ENV)
+		########## Configuring environment variables ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Configuring environment variables for libxml2 and mpich2 ...'
+		
+  		execute_cmd "export LD_LIBRARY_PATH=$installKitPath/libxml2/lib" "[$currentStepCounter-1] Export LD_LIBRARY_PATH variable" $SPY
+		idx=$?
+		execute_cmd "export PATH=$installKitPath/libxml2/bin:$installKitPath/mpich2/bin:$PATH" "[$currentStepCounter-2] Export PATH variable" $SPY 
+		idx=`expr $idx + $?`
+		execute_cmd "echo export LD_LIBRARY_PATH=$LD_LIBRARY_PATH" "[$currentStepCounter-3] Export LD_LIBRARY_PATH variable" $SPY $HOME/.bashrc
+		idx=`expr $idx + $?`
+		execute_cmd "echo export PATH=$PATH" "[$currentStepCounter-4] Export PATH variable into env" $SPY $HOME/.bashrc
+		idx=`expr $idx + $?`
+		execute_cmd "source $HOME/.bashrc" "[$currentStepCounter-5] Export variables" $SPY
+		idx=`expr $idx + $?`
+
+		if [ ! $(($idx)) = 0 ]
+		then
+			echo ''
+			echo "		--> Error when configuring environment variables for libxml2 and mpich2"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $VAR_CONFIG_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+	$S_FAKE_INSTALL)
+		########## Configuring environment variables ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Configuring environment variables for libxml2 and mpich2 ...'
+		
+  
+  		execute_cmd "export LD_LIBRARY_PATH=$installKitPath/libxml2/lib" "[$currentStepCounter-1] Export LD_LIBRARY_PATH variable" $SPY
+		idx=$?
+				
+		execute_cmd "export PATH=$installKitPath/libxml2/bin:$installKitPath/mpich2/bin:$PATH" "[$currentStepCounter-2] Export PATH variable" $SPY 
+		configuring_env
+		idx=$?
+	    #execute_cmd "grep 'export LD_LIBRARY_PATH' $HOME/.bashrc"  "[$currentStepCounter-3] Export PATH variable" $SPY 
+	   
+		idx=`expr $idx + $?`
+
+		execute_cmd "source $HOME/.bashrc" "[$currentStepCounter-5] Export variables" $SPY
+		idx=`expr $idx + $?`
+
+		if [ ! $(($idx)) = 0 ]
+		then
+			echo ''
+			echo "		--> Error when configuring environment variables for libxml2 and mpich2"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $VAR_CONFIG_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+	$S_CONFIGURE_MPD)
+		######## copy .mpd.conf file in your HOME directory or in /etc if you are root (required for mpich2) 
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Copy .mpd.conf file in your HOME directory or in /etc if you are root (required for mpich2)  ...'
+		if [ "$UID" = "0" ]
+		then
+			execute_cmd "cp $resourceKitPath/.mpd.conf /etc" "[$currentStepCounter-1] Copy mpd.conf file in /etc (root)" $SPY
+			RETURN=$?
+			execute_cmd "mv /etc/.mpd.conf /etc/mpd.conf" "[$currentStepCounter-2] Move .mpd.conf to mpd.conf" $SPY
+			RETURN=`expr $RETURN + $?`
+			execute_cmd "chmod 600 /etc/mpd.conf" "[$currentStepCounter-3] Change .mpd.conf rights" $SPY
+			RETURN=`expr $RETURN + $?`
+		else
+			execute_cmd "cp $resourceKitPath/.mpd.conf $HOME" "[$currentStepCounter-1] Copy mpd.conf file in in your HOME directory" $SPY
+			RETURN=$?
+			execute_cmd "chmod 600 $HOME/.mpd.conf" "[$currentStepCounter-2] Change .mpd.conf rights" $SPY
+			RETURN=`expr $RETURN + $?`
+		fi
+		if [ ! $(($RETURN)) = 0 ]
+		then
+			echo ''
+			echo "		--> Error when copying .mpd.conf file "
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $MPD_COPY_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 	
+		;;
+	$S_INSTALL_PEO)
+		######## installing paradiseo-peo ##########
+		echo -e  "	\033[40m\033[1;34m# STEP $currentStepCounter \033[0m "
+		echo '		--> Installing Paradiseo-PEO. Please wait ...'
+		execute_cmd "source $HOME/.bashrc" "[$currentStepCounter-5] Export variables" $SPY
+		execute_cmd "cd $installKitPath/paradiseo-peo/build" "[$currentStepCounter-1] Go in Paradiseo-PEO dir"  $SPY 
+		RETURN=$?
+		execute_cmd " echo \"cmake ../  -Dconfig=$installKitPath/$CMAKE_PRIMARY_CONFIG_FILE -G\"$BUILD_PROCESS_TYPE\" $MIN_CMAKE_FLAGS $OPTIONNAL_CMAKE_FLAGS \"" "[$currentStepCounter-2] Run CMake using generator $BUILD_PROCESS_TYPE -Dconfig=$installKitPath/$CMAKE_PRIMARY_CONFIG_FILE"  $SPY
+		cmake ../  -Dconfig=$installKitPath/$CMAKE_PRIMARY_CONFIG_FILE -G"$BUILD_PROCESS_TYPE" $MIN_CMAKE_FLAGS $OPTIONNAL_CMAKE_FLAGS -DCMAKE_BUILD_TYPE=$BUILD_TYPE >> ${SPY} 2>> ${SPY}
+		RETURN=`expr $RETURN + $?`
+		
+		if [ "$COMPILE_PARADISEO" = "1" ] 
+		then
+			execute_cmd "ctest $CTEST_CONFIG" "[$currentStepCounter-3] Compile ParadisEO-PEO using CTest"  $SPY
+			LAST_RETURN=$?
+			# don't consider a submission error as a "right error"
+			if [ ! "$LAST_RETURN" = "$DART_SUBMISSION_ERROR" ]
+			then
+				RETURN=`expr $RETURN + $LAST_RETURN`
+			fi	
+		fi		
+	
+		if [ ! $(($RETURN)) = 0 ]
+		then
+			echo ''
+			echo "		--> Error when installing Paradiseo-PEO"
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $PARADISEO_INSTALL_ERROR
+		else
+			echo -e "	\033[40m\033[1;34m# STEP $currentStepCounter OK \033[0m"
+			echo
+			return $SUCCESSFUL_STEP
+		fi 
+		;;
+
+	$S_PEO_CHECK)
+		if [ -d paradiseo-eo -a -d paradiseo-mo -a -d paradiseo-moeo ]
+		then
+			if  [ -d libxml2 -o -d mpich2 ]
+			then
+				echo 
+				echo "A previous installation of ParadisEO-PEO may exist because libxml2 or mpich2 directory have been detected in $installKitPath."
+				echo -e " \033[40m\033[1;33m	=> Do you want to remove these directories for a new installation ? If you choose NO, the installation will stop. (y/n) ? \033[0m "
+				read ANSWER
+				if [ "$ANSWER" = "y" ]
+				then
+					execute_cmd "rm -rf $installKitPath/libxml2 $installKitPath/mpich2" "[$currentStepCounter] Remove libxml2 ans mpich2 directories for a new install" $SPY "/dev/null" "/dev/null"
+				else
+					return $PEO_CHECK_ERROR
+				fi
+			fi 
+		else			
+			echo 
+			echo "Basic install not found (at least one of the EO,MO,MOEO components is missing) in $installKitPath."
+			
+			execute_cmd "test -d paradiseo-eo" "[$currentStepCounter-1] Check previous basic install" $SPY
+			execute_cmd "test -d paradiseo-mo" "[$currentStepCounter-2] Check previous basic install" $SPY
+			execute_cmd "test -d paradiseo-moeo" "[$currentStepCounter-3] Check previous basic install" $SPY
+
+			echo ''
+			echo "		--> Error when searching for a previous basic install in $installKitPath."
+			echo -e ' \033[40m\033[1;33m### END ### \033[0m '
+			return $BASIC_INSTALL_MISSING_ERROR	
+		fi
+		;;
+	$S_END_WITHOUT_INFO)
+		echo
+		echo -e "	\033[40m\033[1;34m#  SUCCESSFULL INSTALLATION. \033[0m"
+		echo
+		return $SUCCESSFUL_STEP
+		;;
+	$S_END)
+		echo -e "The file \".bashrc\" file located in your directory $HOME has been MODIFIED. The following variables have been modified at the end:"
+		echo -e " LD_LIBRARY_PATH=\$LD_LIBRARY_PATH:$installKitPath/libxml2/lib"
+		echo -e " PATH=\$installKitPath/libxml2/bin:$installKitPath/mpich2/bin:$PATH"
+		echo -e "These variables are necessary to compile any program using ParadisEO-PEO.\033[40m\033[1;33m If you want to keep them in your environment in order not to have to set them each time you compile, enter  \"source $HOME/.bashrc\" \033[0m. If you don't want to use these variables, please remove them from $HOME/.bashrc."
+		#sleep 2
+		echo
+		echo
+		echo -e "	\033[40m\033[1;34m#  SUCCESSFULL INSTALLATION. \033[0m"
+		echo
+		return $SUCCESSFUL_STEP
+		;;
+	*)
+		
+	;;
+	esac
+}
+
+
+#------------------------------------------------------#
+#-- FUNCTION   :  check_utils_install		    ---#
+#------------------------------------------------------#
+#-- PARAMETERS : No 				    ---#	
+#-- Set some global variables (used for libxml2     ---#
+#-- and mpich2 install management)                  ---#
+#------------------------------------------------------#
+function check_utils_install
+{
+	# is there an available version of mpich on the system ?
+	(mpicxx --version) < /dev/null > /dev/null 2>&1 ||
+	{
+	IS_MPICH_INSTALLED=0
+	}
+	
+	# is there an available version of libxml2 on the system ?
+	(xml2-config --version) < /dev/null > /dev/null 2>&1 ||
+	{
+	IS_LIBXML2_INSTALLED=0
+	}
+	
+	# ask the user if he'd like to keep his mpich version instead of the provided one
+	if [ "$IS_MPICH_INSTALLED" = "1" ]
+	then
+		echo 
+		echo -e ' \033[40m\033[1;31m###  A version of the MPI compiler has been detected on your system. Do you want to use it (if no, the mpich2 package, provided with ParadisEO, will be installed on your computer) [y/n] \033[0m '
+	
+		execute_cmd "echo \" A version of the MPI compiler has been detected on the system\"" "Is there a previous install of MPI ?" $SPY
+	
+		TREATENED=0
+		while [ "$TREATENED" = "0" ]
+		do
+			read MPICH_YES_NO
+			if  [ ! "$MPICH_YES_NO" = "y" ] && [ ! "$MPICH_YES_NO" = "n" ] 
+			then
+				TREATENED=0
+			else
+				if [ "$MPICH_YES_NO" = "y" ] 
+				then
+					USE_EXISTING_MPICH=1
+				else
+					USE_EXISTING_MPICH=0
+				fi	
+				TREATENED=1
+			fi
+		done
+	fi
+	
+	
+	# ask the user if he'd like to keep his libxml2 version instead of the provided one
+	if [ "$IS_LIBXML2_INSTALLED" = "1" ]
+	then
+		echo 
+		echo -e ' \033[40m\033[1;31m###  A version of libxml2 has been detected on your system. Do you want to use it (if no, the libxml2 package, provided with ParadisEO, will be installed on your computer) [y/n] \033[0m '
+	
+		execute_cmd "echo \" A version of libxml2 has been detected on the system\"" "Is there a previous install of libxml2 ?" $SPY
+	
+		TREATENED=0
+		while [ "$TREATENED" = "0" ]
+		do
+			read LIBXML2_YES_NO
+			if [ ! "$LIBXML2_YES_NO" = "y" ] && [ ! "$LIBXML2_YES_NO" = "n" ] 
+			then
+				TREATENED=0
+			else
+				if [ "$LIBXML2_YES_NO" = "y" ] 
+				then
+					USE_EXISTING_LIBXML2=1
+				else
+					USE_EXISTING_LIBXML2=0
+				fi	
+				TREATENED=1
+			fi
+		done
+	fi
+
+}
+
+
+
+########################################################
+######### 		BODY 							########
+#########################################################
+
+
+(cmake --version) < /dev/null > /dev/null 2>&1 ||
+{
+    echo "You must have CMake installed to compile $PROG. Please update your system to get it before installing $PROG."
+    execute_cmd "echo \"You must have CMake installed to compile $PROG. Please update your system to get it before installing $PROG.\"" "[0-3] Check autoconf" $SPY 
+    DIE=1
+}
+
+if [ "$DIE" = "1" ] 
+then
+    exit 1
+fi
+
+
+
+########################################################################
+# Simple menu
+# The options are :
+#  --prefix
+#  --debug
+#  --skipdart
+#  --help
+#######################################################################
+
+INSTALL_TREATENED=0
+INSTALL_PATH=$PWD
+for i in $*
+do
+  if [ "${i%=*}" = "--help" ] || [ "${i%=*}" = "-h" ]
+  then
+  		clear
+  		echo "installParadiseo.sh"
+		echo
+		echo -e "\033[1mNAME\033[0m"
+		echo '	installParadiseo.sh  - Install ParadisEO'
+		echo
+		echo -e "\033[1mSYNOPSIS\033[0m"
+		echo -e '	\033[1m./installParadiseo.sh\033[0m  or \033[1mbash installParadiseo.sh\033[0m'
+		echo -e '	[\033[1m--prefix=\033[0m\033[4mPATH\033[0m] [\033[1m--debug\033[0m] [\033[1m--skipdart\033[0m] [\033[1m--home=\033[0m\033[4mHOME\033[0m] [\033[1m-h\033[0m] [\033[1m--help\033[0m]'
+		echo
+		echo -e "\033[1mDESCRIPTION\033[0m"
+		echo -e "	\033[1m--prefix=\033[0m\033[4mPATH\033[0m"
+		echo -e "		ParadisEO will be installed in the directory \033[0m\033[4mPATH\033[0m. The current directory is used by default."
+		echo
+		echo -e "	\033[1m--debug\033[0m"
+		echo '		Debug mode, set warning compiler flags and run tests.'
+		echo
+		echo -e "	\033[1m--skipdart\033[0m"
+		echo '		Use this option to avoid build/test report submission to our Dart server.'
+		echo		
+		echo -e "	\033[1m--home=\033[0m\033[4mHOME\033[0m"
+		echo -e "		Using \033[0m\033[4mHOME\033[0m as your home directory. Should be used when ~ doesnt reference your home. "
+		echo			
+		echo -e "	\033[1m-h, --help\033[0m"
+		echo '		Print these useful lines.'
+		echo	
+		echo -e "\033[1mAUTHOR\033[0m"
+		echo  "	Written by Thomas Legrand."
+		echo
+		echo -e "\033[1mBUGS\033[0m"
+		echo  "	Report bugs to paradiseo-bugs@lists.gforge.inria.fr."
+		echo
+		echo -e "\033[1mCOPYRIGHT\033[0m"
+		echo "	This software is governed by the CeCILL license under French law and"
+		echo "	abiding by the rules of distribution of free software.  You can  use,"
+		echo "	modify and/ or redistribute the software under the terms of the CeCILL"
+		echo "	license as circulated by CEA, CNRS and INRIA at the following URL"
+		echo "	http://www.cecill.info. "
+		echo
+		echo -e "\033[1mSEE ALSO\033[0m"		
+		echo  "	For further help, please contact paradiseo-help@lists.gforge.inria.fr."	
+		echo
+		exit
+  fi
+  if [ "${i%=*}" = "--prefix" ]
+   then
+      INSTALL_PATH=${i#*=}
+  fi
+  if [ "${i%=*}" = "--debug" ]
+   then
+      BUILD_TYPE=Debug
+      OPTIONNAL_CMAKE_FLAGS='-DENABLE_CMAKE_TESTING=TRUE'
+      CTEST_CONFIG="$CTEST_CONFIG -D ExperimentalTest"
+  fi
+  if [ "${i%=*}" = "--skipdart" ]
+   then
+  	  SKIP_DART="1"
+  fi
+  if [ "${i%=*}" = "--home" ]
+   then
+  	 HOME_PATH=${i#*=}
+  fi
+done
+#######################################################################
+
+### Do we have a valid home path ?
+if [ ! -d $HOME_PATH ]
+then
+	echo " Please give a valid path for your home directory (use --help for further information)"
+fi
+
+
+### Add a CTest flag depending on the "skipdart" option.
+if [ ! "$SKIP_DART" = "1" ]
+then
+  	  CTEST_CONFIG="$CTEST_CONFIG -D ExperimentalSubmit"
+fi
+  
+### Need the generator
+BUILD_PROCESS_TYPE=0
+GENERATOR_TREATENED=0
+
+while [ ! "$GENERATOR_TREATENED" = "1" ]
+do	
+	case "$BUILD_PROCESS_TYPE" in
+	
+	$P_UNIX_MAKEFILES)
+		BUILD_PROCESS_TYPE="$G_UNIX_MAKEFILES"
+		GENERATOR_TREATENED=1		
+		;;
+	
+	$P_KDEVELOP3_PROJECT)
+		BUILD_PROCESS_TYPE="$G_KDEVELOP3_PROJECT"
+		GENERATOR_TREATENED=1
+		COMPILE_PARADISEO=1
+		;;
+	
+	$P_XCODE_PROJECT)
+		BUILD_PROCESS_TYPE="$G_XCODE_PROJECT"
+		GENERATOR_TREATENED=1
+		COMPILE_PARADISEO=1
+		;;
+	*)
+		echo
+		echo -e ' \033[40m\033[1;33m### Please select the kind of "Makefile" you want to generate: ### \033[0m '
+		echo
+		echo "	 $P_UNIX_MAKEFILES : Unix Makefiles (standard Makefiles)"
+		echo "	 $P_KDEVELOP3_PROJECT : KDevelop3 project files"
+		echo "	 $P_XCODE_PROJECT : Xcode project files"
+		read BUILD_PROCESS_TYPE
+	;;
+	esac
+done
+libxml2="$INSTALL_PATH/libxml2/lib"
+binxml2="$INSTALL_PATH/libxml2/bin:"
+mpich2="$INSTALL_PATH/mpich2/bin:"
+on_uninstall
+while [ ! "$INSTALL_TREATENED" = "1" ]
+do	
+	case "$INSTALL_TYPE" in
+	
+	$P_FULL_INSTALL)
+			    
+		check_utils_install
+
+		if [ "$USE_EXISTING_MPICH" = "1" ] && [ "$USE_EXISTING_LIBXML2" = "1" ] 
+		then
+			THE_GOOD_INSTALL=$FULL_INSTALL_WITHOUT_LIBXML2_MPICH2
+		
+		elif [ "$USE_EXISTING_MPICH" = "1" ] && [ "$USE_EXISTING_LIBXML2" = "0" ] 
+		then
+			THE_GOOD_INSTALL=$FULL_INSTALL_WITHOUT_MPICH
+		
+		elif [ "$USE_EXISTING_MPICH" = "0" ] && [ "$USE_EXISTING_LIBXML2" = "1" ] 
+		then
+			THE_GOOD_INSTALL=$FULL_INSTALL_WITHOUT_LIBXML2
+		
+		elif [ "$USE_EXISTING_MPICH" = "0" ] && [ "$USE_EXISTING_LIBXML2" = "0" ] 
+		then
+			THE_GOOD_INSTALL=$FULL_INSTALL
+		else
+			THE_GOOD_INSTALL=$FULL_INSTALL
+		fi
+
+		configuring_env
+		counter=0
+		for step in $THE_GOOD_INSTALL	
+		do
+			run_install_step $INSTALL_PATH $step $counter
+			on_error $?
+			counter=`expr $counter + 1`
+		done
+		INSTALL_TREATENED=1
+		;;
+
+	$P_BASIC_INSTALL)
+		counter=0
+		for step in $BASIC_INSTALL	
+		do
+			run_install_step $INSTALL_PATH $step $counter
+			on_error $?
+			counter=`expr $counter + 1`
+		done
+		INSTALL_TREATENED=1
+		;;
+
+	$P_PARALLEL_INSTALL)	
+
+		check_utils_install
+
+		if [ "$USE_EXISTING_MPICH" = "1" ] && [ "$USE_EXISTING_LIBXML2" = "1" ] 
+		then
+			THE_GOOD_PARALLEL_INSTALL=$PARALLEL_INSTALL_WITHOUT_LIBXML2_MPICH2
+		
+		elif [ "$USE_EXISTING_MPICH" = "1" ] && [ "$USE_EXISTING_LIBXML2" = "0" ] 
+		then
+			THE_GOOD_PARALLEL_INSTALL=$PARALLEL_INSTALL_WITHOUT_MPICH2
+		
+		elif [ "$USE_EXISTING_MPICH" = "0" ] && [ "$USE_EXISTING_LIBXML2" = "1" ] 
+		then
+			THE_GOOD_PARALLEL_INSTALL=$PARALLEL_INSTALL_WITHOUT_LIBXML2
+		
+		elif [ "$USE_EXISTING_MPICH" = "0" ] && [ "$USE_EXISTING_LIBXML2" = "0" ] 
+		then
+			THE_GOOD_PARALLEL_INSTALL=$PARALLEL_INSTALL
+		else
+			THE_GOOD_PARALLEL_INSTALL=$PARALLEL_INSTALL
+		fi
+
+		counter=0
+		for step in $THE_GOOD_PARALLEL_INSTALL	
+		do
+			run_install_step $INSTALL_PATH $step $counter
+			on_error $?
+			counter=`expr $counter + 1`
+		done
+		INSTALL_TREATENED=1
+		;;
+
+	$P_RM_PREVIOUS_INSTALLL)
+		counter=0
+		for step in $RM_PREVIOUS_INSTALL	
+		do
+			run_install_step $INSTALL_PATH $step $counter
+			on_error $?
+			counter=`expr $counter + 1`
+		done
+		INSTALL_TREATENED=1
+		;;
+
+	$P_EXIT_INSTALL)
+		INSTALL_TREATENED=1
+		;;
+		
+	*)
+		echo
+		echo -e ' \033[40m\033[1;33m### Please select your install for ParadisEO : ### \033[0m '
+		echo
+		echo "	 1 : Basic install: only EO,MO and MOEO components will be installed."
+		echo "	 2 : ParadisEO-PEO install. I've already installed the basic version and I want to install ParadisEO-PEO"
+		echo "	 3 : Full install (all the components : EO,MO,MOEO and PEO)"
+		echo "	 4 : Remove a previous install of ParadisEO located in $INSTALL_PATH"
+		echo "	 5 : Exit install"
+		read INSTALL_TYPE
+	;;
+	esac
+done
diff --git a/tags/paradiseo1.4-beta/lib/libxml2-2.7.3.tar.gz b/tags/paradiseo1.4-beta/lib/libxml2-2.7.3.tar.gz
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diff --git a/tags/paradiseo1.4-beta/lib/mpich2-1.0.8.tar.gz b/tags/paradiseo1.4-beta/lib/mpich2-1.0.8.tar.gz
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diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/AUTHORS b/tags/paradiseo1.4-beta/paradiseo-mo/AUTHORS
new file mode 100644
index 000000000..c9f1498f0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/AUTHORS
@@ -0,0 +1,4 @@
+Authors:
+	Sebastien Verel
+	Arnaud Liefooghe
+	Jérémie Humeau
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/CMakeLists.txt
new file mode 100644
index 000000000..3b58ccd7f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/CMakeLists.txt
@@ -0,0 +1,46 @@
+CMAKE_MINIMUM_REQUIRED(VERSION 2.6)
+
+##########################################################################################################################################
+### 0) If you want to set your own variables in mo-conf.cmake and avoid the cmd line
+##########################################################################################################################################
+
+INCLUDE(mo-conf.cmake OPTIONAL)
+
+##########################################################################################################################################
+
+
+##########################################################################################################################################
+### 1) Project properties
+##########################################################################################################################################
+
+# set the project name
+PROJECT(ParadisEO-MO)
+
+SET(PACKAGE_BUGREPORT "paradiseo-help@lists.gforge.inria.fr" CACHE STRING "Package bug report" FORCE)
+SET(PACKAGE_NAME "ParadisEO-MO - Moving Objects" CACHE STRING "Package name" FORCE)
+SET(PACKAGE_STRING "ParadisEO-MO 1.3" CACHE STRING "MO Package string full name" FORCE)
+SET(PACKAGE_VERSION "1.3" CACHE STRING "Package version" FORCE)
+SET(GLOBAL_VERSION "1.3" CACHE STRING "Global version" FORCE)
+SET(VERSION "1.3.0" CACHE STRING "Version" FORCE)
+##########################################################################################################################################
+
+
+##########################################################################################################################################
+### 2) Include the common CMake configuration
+##########################################################################################################################################
+
+# The "config" variable must be provided on the command line
+IF(NOT DEFINED config OR NOT config)
+  MESSAGE(FATAL_ERROR  "The \"config\" variable must be set on the command line to 
+  						give the path of the install configuration file. ")
+ENDIF(NOT DEFINED config OR NOT config)
+
+# Need the config file whose full path is given thanks to the "config" variable
+INCLUDE(${config})
+
+EXECUTE_PROCESS(
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/CTestCustom.cmake
+			${MO_BIN_DIR}/CTestCustom.cmake)
+##########################################################################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/CTestConfig.cmake b/tags/paradiseo1.4-beta/paradiseo-mo/CTestConfig.cmake
new file mode 100644
index 000000000..465d208d6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/CTestConfig.cmake
@@ -0,0 +1,7 @@
+set(CTEST_PROJECT_NAME "ParadisEO")
+set(CTEST_NIGHTLY_START_TIME "00:00:00 EST")
+
+set(CTEST_DROP_METHOD "http")
+set(CTEST_DROP_SITE "cdash.inria.fr")
+set(CTEST_DROP_LOCATION "/CDash/submit.php?project=ParadisEO")
+set(CTEST_DROP_SITE_CDASH TRUE)
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/CTestCustom.cmake b/tags/paradiseo1.4-beta/paradiseo-mo/CTestCustom.cmake
new file mode 100644
index 000000000..61bcd9133
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/CTestCustom.cmake
@@ -0,0 +1,7 @@
+SET(CTEST_CUSTOM_COVERAGE_EXCLUDE
+  ${CTEST_CUSTOM_COVERAGE_EXCLUDE}
+"test/"
+"paradiseo-eo/"
+"problems/"
+"tutorial/"
+)
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/README b/tags/paradiseo1.4-beta/paradiseo-mo/README
new file mode 100644
index 000000000..e1308a753
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/README
@@ -0,0 +1,79 @@
+                      PARADISEO-MO README FILE
+=======================================================================
+         
+=======================================================================
+
+Welcome to PARADISEO-MO (Moving Objects), a part of the ParadisEO framework.
+
+=======================================================================
+                      BUILDING PARADISEO-OLD-MO
+=======================================================================
+The basic installation procedure goes the following:
+
+To compile paradiseo-mo in the default directory,
+go to paradiseo-mo/build/ and run:
+    > cmake ../ -Dconfig=<absolute path to the install.cmake file>
+    > make
+    // for an easy-use of the provided lessons
+    > make install
+    // optional (if the documentation is not already available)
+    > make doc
+
+To compile paradiseo-mo anywhere else, simply run:
+    > cmake $(MO) -Dconfig=<absolute path to the install.cmake file>
+    > make
+    // for an easy-use of the provided lessons
+    > make install
+    // optional (if the documentation is not already available)
+    > make doc
+
+where $(MO) is the top-level directory of PARADISEO-MO.
+
+To clean everything, simply run
+    > make clean
+
+======================================================================
+                      DIRECTORY STRUCTURE
+======================================================================
+After unpacking the archive file, you should end up with the following
+structure:
+
+.../                       The MAIN PARADISEO-MO directory, created when unpacking.
+   |
+   +-- build               Repertory where the executables will be produced.	
+   |
+   |
+   +-- src                 SOURCE directory contains most PARADISEO-MO .h files.
+   |   
+   |
+   +-- doc                 DOCUMENTATION directory (generated by Doxygen).
+   |   |
+   |   +- html             HTML files - start at index.html. 
+   |   |
+   |   +- latex            latex files - use to generate Postcript doc.
+   |   |
+   |   +- man              Unix man format documentation.
+   |
+   |
+   +-- tutorial            TUTORIAL with lessons 
+       |   
+       +- Lesson1          How make a Hill Climbing. Example on the oneMax problem.
+       |
+       +- Lesson2          How make a Neighborhood.
+       |  
+       +- Lesson3          How make a Simulated Annealing. Example on the QUEEN problem.
+       |  
+       +- Lesson4          How make a Simple Tabu Search. Example on the QUEEN problem.
+       |  
+       +- Lesson5          How make a Iterated Tabu Search on the QUEEN problem.
+       |  
+       +- Lesson6          How make a Landscape analysis.
+       |  
+       +- Lesson7          How make a Hybridization between a algorithm genetic and a local search.
+       
+   
+===================================================================
+              NOTES
+===================================================================
+
+Mailing list : paradiseo-help@lists.gforge.inria.fr
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/build/src/CMakeFiles/CMakeDirectoryInformation.cmake b/tags/paradiseo1.4-beta/paradiseo-mo/build/src/CMakeFiles/CMakeDirectoryInformation.cmake
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+
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new file mode 100644
index 000000000..aac1b8e5c
--- /dev/null
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+# 
+# This file includes the relevent testing commands required for 
+# testing this directory and lists subdirectories to be tested as well.
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new file mode 100644
index 000000000..f56ad368f
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+# Prepare targets for installation.
+preinstall: all
+	cd /home/me/Programmation/ProjetEclipse/paradiseo-trunk/paradiseo-mo/build && $(MAKE) -f CMakeFiles/Makefile2 test/preinstall
+.PHONY : preinstall
+
+# Prepare targets for installation.
+preinstall/fast:
+	cd /home/me/Programmation/ProjetEclipse/paradiseo-trunk/paradiseo-mo/build && $(MAKE) -f CMakeFiles/Makefile2 test/preinstall
+.PHONY : preinstall/fast
+
+# clear depends
+depend:
+	cd /home/me/Programmation/ProjetEclipse/paradiseo-trunk/paradiseo-mo/build && $(CMAKE_COMMAND) -H$(CMAKE_SOURCE_DIR) -B$(CMAKE_BINARY_DIR) --check-build-system CMakeFiles/Makefile.cmake 1
+.PHONY : depend
+
+# Help Target
+help:
+	@echo "The following are some of the valid targets for this Makefile:"
+	@echo "... all (the default if no target is provided)"
+	@echo "... clean"
+	@echo "... depend"
+	@echo "... edit_cache"
+	@echo "... package"
+	@echo "... package_source"
+	@echo "... rebuild_cache"
+	@echo "... test"
+.PHONY : help
+
+
+
+#=============================================================================
+# Special targets to cleanup operation of make.
+
+# Special rule to run CMake to check the build system integrity.
+# No rule that depends on this can have commands that come from listfiles
+# because they might be regenerated.
+cmake_check_build_system:
+	cd /home/me/Programmation/ProjetEclipse/paradiseo-trunk/paradiseo-mo/build && $(CMAKE_COMMAND) -H$(CMAKE_SOURCE_DIR) -B$(CMAKE_BINARY_DIR) --check-build-system CMakeFiles/Makefile.cmake 0
+.PHONY : cmake_check_build_system
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/build/test/cmake_install.cmake b/tags/paradiseo1.4-beta/paradiseo-mo/build/test/cmake_install.cmake
new file mode 100644
index 000000000..29681a696
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/build/test/cmake_install.cmake
@@ -0,0 +1,34 @@
+# Install script for directory: /home/me/Programmation/ProjetEclipse/paradiseo-trunk/paradiseo-mo/test
+
+# Set the install prefix
+IF(NOT DEFINED CMAKE_INSTALL_PREFIX)
+  SET(CMAKE_INSTALL_PREFIX "/usr/local")
+ENDIF(NOT DEFINED CMAKE_INSTALL_PREFIX)
+STRING(REGEX REPLACE "/$" "" CMAKE_INSTALL_PREFIX "${CMAKE_INSTALL_PREFIX}")
+
+# Set the install configuration name.
+IF(NOT DEFINED CMAKE_INSTALL_CONFIG_NAME)
+  IF(BUILD_TYPE)
+    STRING(REGEX REPLACE "^[^A-Za-z0-9_]+" ""
+           CMAKE_INSTALL_CONFIG_NAME "${BUILD_TYPE}")
+  ELSE(BUILD_TYPE)
+    SET(CMAKE_INSTALL_CONFIG_NAME "Release")
+  ENDIF(BUILD_TYPE)
+  MESSAGE(STATUS "Install configuration: \"${CMAKE_INSTALL_CONFIG_NAME}\"")
+ENDIF(NOT DEFINED CMAKE_INSTALL_CONFIG_NAME)
+
+# Set the component getting installed.
+IF(NOT CMAKE_INSTALL_COMPONENT)
+  IF(COMPONENT)
+    MESSAGE(STATUS "Install component: \"${COMPONENT}\"")
+    SET(CMAKE_INSTALL_COMPONENT "${COMPONENT}")
+  ELSE(COMPONENT)
+    SET(CMAKE_INSTALL_COMPONENT)
+  ENDIF(COMPONENT)
+ENDIF(NOT CMAKE_INSTALL_COMPONENT)
+
+# Install shared libraries without execute permission?
+IF(NOT DEFINED CMAKE_INSTALL_SO_NO_EXE)
+  SET(CMAKE_INSTALL_SO_NO_EXE "1")
+ENDIF(NOT DEFINED CMAKE_INSTALL_SO_NO_EXE)
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/doc/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/doc/CMakeLists.txt
new file mode 100755
index 000000000..8963a9ba5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/doc/CMakeLists.txt
@@ -0,0 +1,26 @@
+
+##########################################################################################
+### MO Doc generation using Doxygen
+##########################################################################################
+
+IF (DOXYGEN_FOUND)
+
+	SET(DOC_DIR ${CMAKE_BINARY_DIR}/doc CACHE PATH "MO documentation directory")
+	SET(MO_DOC_CONFIG_FILE "mo.doxyfile" CACHE PATH "MO documentation configuration file")
+		# define the doc target
+	IF (DOXYGEN_EXECUTABLE)
+	    	ADD_CUSTOM_TARGET(doc
+	        COMMAND ${DOXYGEN_EXECUTABLE} ${MO_DOC_CONFIG_FILE}
+	        WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+	    )
+	ENDIF (DOXYGEN_EXECUTABLE)
+	
+	# configure doxyfile file
+	CONFIGURE_FILE("${CMAKE_SOURCE_DIR}/doc/${MO_DOC_CONFIG_FILE}.cmake"
+	               "${CMAKE_BINARY_DIR}/doc/${MO_DOC_CONFIG_FILE}")
+
+ELSE (DOXYGEN_FOUND)
+	MESSAGE(STATUS "Unable to generate the documentation, Doxygen package not found")	
+ENDIF (DOXYGEN_FOUND)
+
+##########################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/doc/index.h b/tags/paradiseo1.4-beta/paradiseo-mo/doc/index.h
new file mode 100644
index 000000000..da6778372
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/doc/index.h
@@ -0,0 +1,52 @@
+/** @mainpage Welcome to ParadisEO-MO
+
+@section Introduction
+
+ParadisEO-MO is a white-box object-oriented generic framework dedicated to the flexible design of local search algorithms (hill-climbing, tabu search, simulated annealing, ...)
+
+@section tutorials Tutorials
+
+Tutorials for ParadisEO-MO are available in the "Tutorials section" of the <a href="http://paradiseo.gforge.inria.fr">ParadisEO website</a>.
+
+@section Design
+
+For an introduction to the design of ParadisEO-MO,
+you can look at the <a href="http://paradiseo.gforge.inria.fr">ParadisEO website</a>.
+
+@section LICENSE
+
+ 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
+
+*/
+
+/** @page webpages Related webpages
+
+- ParadisEO <a href="http://paradiseo.gforge.inria.fr">homepage</a>
+- INRIA GForge <a href="http://gforge.inria.fr/projects/paradiseo/">project page</a>
+- <a href="../../README">README</a>
+*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/doc/mo.doxyfile.cmake b/tags/paradiseo1.4-beta/paradiseo-mo/doc/mo.doxyfile.cmake
new file mode 100644
index 000000000..19a13b947
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/doc/mo.doxyfile.cmake
@@ -0,0 +1,1523 @@
+# Doxyfile 1.7.1
+
+# This file describes the settings to be used by the documentation system
+# doxygen (www.doxygen.org) for a project
+#
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+#       TAG = value [value, ...]
+# For lists items can also be appended using:
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+# Values that contain spaces should be placed between quotes (" ")
+
+#---------------------------------------------------------------------------
+# Project related configuration options
+#---------------------------------------------------------------------------
+
+# This tag specifies the encoding used for all characters in the config file 
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+
+# The PROJECT_NAME tag is a single word (or a sequence of words surrounded 
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+PROJECT_NUMBER         = @PACKAGE_VERSION@
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+# If a relative path is entered, it will be relative to the location 
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+
+OUTPUT_DIRECTORY       = @CMAKE_BINARY_DIR@/doc
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+# If the CREATE_SUBDIRS tag is set to YES, then doxygen will create 
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+CREATE_SUBDIRS         = NO
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+# Spanish, Swedish, and Ukrainian.
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+OUTPUT_LANGUAGE        = English
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+INLINE_INFO            = YES
+
+# If the SORT_MEMBER_DOCS tag is set to YES (the default) then doxygen 
+# will sort the (detailed) documentation of file and class members 
+# alphabetically by member name. If set to NO the members will appear in 
+# declaration order.
+
+SORT_MEMBER_DOCS       = NO
+
+# If the SORT_BRIEF_DOCS tag is set to YES then doxygen will sort the 
+# brief documentation of file, namespace and class members alphabetically 
+# by member name. If set to NO (the default) the members will appear in 
+# declaration order.
+
+SORT_BRIEF_DOCS        = NO
+
+# If the SORT_GROUP_NAMES tag is set to YES then doxygen will sort the 
+# hierarchy of group names into alphabetical order. If set to NO (the default) 
+# the group names will appear in their defined order.
+
+SORT_GROUP_NAMES       = NO
+
+# If the SORT_BY_SCOPE_NAME tag is set to YES, the class list will be 
+# sorted by fully-qualified names, including namespaces. If set to 
+# NO (the default), the class list will be sorted only by class name, 
+# not including the namespace part. 
+# Note: This option is not very useful if HIDE_SCOPE_NAMES is set to YES. 
+# Note: This option applies only to the class list, not to the 
+# alphabetical list.
+
+SORT_BY_SCOPE_NAME     = NO
+
+# The GENERATE_TODOLIST tag can be used to enable (YES) or 
+# disable (NO) the todo list. This list is created by putting \todo 
+# commands in the documentation.
+
+GENERATE_TODOLIST      = YES
+
+# The GENERATE_TESTLIST tag can be used to enable (YES) or 
+# disable (NO) the test list. This list is created by putting \test 
+# commands in the documentation.
+
+GENERATE_TESTLIST      = YES
+
+# The GENERATE_BUGLIST tag can be used to enable (YES) or 
+# disable (NO) the bug list. This list is created by putting \bug 
+# commands in the documentation.
+
+GENERATE_BUGLIST       = YES
+
+# The GENERATE_DEPRECATEDLIST tag can be used to enable (YES) or 
+# disable (NO) the deprecated list. This list is created by putting 
+# \deprecated commands in the documentation.
+
+GENERATE_DEPRECATEDLIST= YES
+
+# The ENABLED_SECTIONS tag can be used to enable conditional 
+# documentation sections, marked by \if sectionname ... \endif.
+
+ENABLED_SECTIONS       = 
+
+# The MAX_INITIALIZER_LINES tag determines the maximum number of lines 
+# the initial value of a variable or define consists of for it to appear in 
+# the documentation. If the initializer consists of more lines than specified 
+# here it will be hidden. Use a value of 0 to hide initializers completely. 
+# The appearance of the initializer of individual variables and defines in the 
+# documentation can be controlled using \showinitializer or \hideinitializer 
+# command in the documentation regardless of this setting.
+
+MAX_INITIALIZER_LINES  = 30
+
+# Set the SHOW_USED_FILES tag to NO to disable the list of files generated 
+# at the bottom of the documentation of classes and structs. If set to YES the 
+# list will mention the files that were used to generate the documentation.
+
+SHOW_USED_FILES        = YES
+
+# If the sources in your project are distributed over multiple directories 
+# then setting the SHOW_DIRECTORIES tag to YES will show the directory hierarchy 
+# in the documentation. The default is NO.
+
+SHOW_DIRECTORIES       = YES
+
+# Set the SHOW_FILES tag to NO to disable the generation of the Files page. 
+# This will remove the Files entry from the Quick Index and from the 
+# Folder Tree View (if specified). The default is YES.
+
+SHOW_FILES             = YES
+
+# Set the SHOW_NAMESPACES tag to NO to disable the generation of the 
+# Namespaces page. 
+# This will remove the Namespaces entry from the Quick Index 
+# and from the Folder Tree View (if specified). The default is YES.
+
+SHOW_NAMESPACES        = YES
+
+# The FILE_VERSION_FILTER tag can be used to specify a program or script that 
+# doxygen should invoke to get the current version for each file (typically from 
+# the version control system). Doxygen will invoke the program by executing (via 
+# popen()) the command <command> <input-file>, where <command> is the value of 
+# the FILE_VERSION_FILTER tag, and <input-file> is the name of an input file 
+# provided by doxygen. Whatever the program writes to standard output 
+# is used as the file version. See the manual for examples.
+
+FILE_VERSION_FILTER    = 
+
+# The LAYOUT_FILE tag can be used to specify a layout file which will be parsed by 
+# doxygen. The layout file controls the global structure of the generated output files 
+# in an output format independent way. The create the layout file that represents 
+# doxygen's defaults, run doxygen with the -l option. You can optionally specify a 
+# file name after the option, if omitted DoxygenLayout.xml will be used as the name 
+# of the layout file.
+
+LAYOUT_FILE            = 
+
+#---------------------------------------------------------------------------
+# configuration options related to warning and progress messages
+#---------------------------------------------------------------------------
+
+# The QUIET tag can be used to turn on/off the messages that are generated 
+# by doxygen. Possible values are YES and NO. If left blank NO is used.
+
+QUIET                  = YES
+
+# The WARNINGS tag can be used to turn on/off the warning messages that are 
+# generated by doxygen. Possible values are YES and NO. If left blank 
+# NO is used.
+
+WARNINGS               = NO
+
+# If WARN_IF_UNDOCUMENTED is set to YES, then doxygen will generate warnings 
+# for undocumented members. If EXTRACT_ALL is set to YES then this flag will 
+# automatically be disabled.
+
+WARN_IF_UNDOCUMENTED   = NO
+
+# If WARN_IF_DOC_ERROR is set to YES, doxygen will generate warnings for 
+# potential errors in the documentation, such as not documenting some 
+# parameters in a documented function, or documenting parameters that 
+# don't exist or using markup commands wrongly.
+
+WARN_IF_DOC_ERROR      = YES
+
+# This WARN_NO_PARAMDOC option can be abled to get warnings for 
+# functions that are documented, but have no documentation for their parameters 
+# or return value. If set to NO (the default) doxygen will only warn about 
+# wrong or incomplete parameter documentation, but not about the absence of 
+# documentation.
+
+WARN_NO_PARAMDOC       = NO
+
+# The WARN_FORMAT tag determines the format of the warning messages that 
+# doxygen can produce. The string should contain the $file, $line, and $text 
+# tags, which will be replaced by the file and line number from which the 
+# warning originated and the warning text. Optionally the format may contain 
+# $version, which will be replaced by the version of the file (if it could 
+# be obtained via FILE_VERSION_FILTER)
+
+WARN_FORMAT            = "$file:$line: $text"
+
+# The WARN_LOGFILE tag can be used to specify a file to which warning 
+# and error messages should be written. If left blank the output is written 
+# to stderr.
+
+WARN_LOGFILE           = 
+
+#---------------------------------------------------------------------------
+# configuration options related to the input files
+#---------------------------------------------------------------------------
+
+# The INPUT tag can be used to specify the files and/or directories that contain 
+# documented source files. You may enter file names like "myfile.cpp" or 
+# directories like "/usr/src/myproject". Separate the files or directories 
+# with spaces.
+
+INPUT                  = @CMAKE_SOURCE_DIR@
+
+# This tag can be used to specify the character encoding of the source files 
+# that doxygen parses. Internally doxygen uses the UTF-8 encoding, which is 
+# also the default input encoding. Doxygen uses libiconv (or the iconv built 
+# into libc) for the transcoding. See http://www.gnu.org/software/libiconv for 
+# the list of possible encodings.
+
+INPUT_ENCODING         = UTF-8
+
+# If the value of the INPUT tag contains directories, you can use the 
+# FILE_PATTERNS tag to specify one or more wildcard pattern (like *.cpp 
+# and *.h) to filter out the source-files in the directories. If left 
+# blank the following patterns are tested: 
+# *.c *.cc *.cxx *.cpp *.c++ *.java *.ii *.ixx *.ipp *.i++ *.inl *.h *.hh *.hxx 
+# *.hpp *.h++ *.idl *.odl *.cs *.php *.php3 *.inc *.m *.mm *.py *.f90
+
+FILE_PATTERNS          = *.cpp \
+                         *.h \
+                         NEWS \
+                         README
+
+# The RECURSIVE tag can be used to turn specify whether or not subdirectories 
+# should be searched for input files as well. Possible values are YES and NO. 
+# If left blank NO is used.
+
+RECURSIVE              = YES
+
+# The EXCLUDE tag can be used to specify files and/or directories that should 
+# excluded from the INPUT source files. This way you can easily exclude a 
+# subdirectory from a directory tree whose root is specified with the INPUT tag.
+
+EXCLUDE                = 
+
+# The EXCLUDE_SYMLINKS tag can be used select whether or not files or 
+# directories that are symbolic links (a Unix filesystem feature) are excluded 
+# from the input.
+
+EXCLUDE_SYMLINKS       = NO
+
+# If the value of the INPUT tag contains directories, you can use the 
+# EXCLUDE_PATTERNS tag to specify one or more wildcard patterns to exclude 
+# certain files from those directories. Note that the wildcards are matched 
+# against the file with absolute path, so to exclude all test directories 
+# for example use the pattern */test/*
+
+EXCLUDE_PATTERNS       = */tutorial/*
+
+# The EXCLUDE_SYMBOLS tag can be used to specify one or more symbol names 
+# (namespaces, classes, functions, etc.) that should be excluded from the 
+# output. The symbol name can be a fully qualified name, a word, or if the 
+# wildcard * is used, a substring. Examples: ANamespace, AClass, 
+# AClass::ANamespace, ANamespace::*Test
+
+EXCLUDE_SYMBOLS        = *::*
+
+# The EXAMPLE_PATH tag can be used to specify one or more files or 
+# directories that contain example code fragments that are included (see 
+# the \include command).
+
+EXAMPLE_PATH           = 
+
+# If the value of the EXAMPLE_PATH tag contains directories, you can use the 
+# EXAMPLE_PATTERNS tag to specify one or more wildcard pattern (like *.cpp 
+# and *.h) to filter out the source-files in the directories. If left 
+# blank all files are included.
+
+EXAMPLE_PATTERNS       = *
+
+# If the EXAMPLE_RECURSIVE tag is set to YES then subdirectories will be 
+# searched for input files to be used with the \include or \dontinclude 
+# commands irrespective of the value of the RECURSIVE tag. 
+# Possible values are YES and NO. If left blank NO is used.
+
+EXAMPLE_RECURSIVE      = NO
+
+# The IMAGE_PATH tag can be used to specify one or more files or 
+# directories that contain image that are included in the documentation (see 
+# the \image command).
+
+IMAGE_PATH             = 
+
+# The INPUT_FILTER tag can be used to specify a program that doxygen should 
+# invoke to filter for each input file. Doxygen will invoke the filter program 
+# by executing (via popen()) the command <filter> <input-file>, where <filter> 
+# is the value of the INPUT_FILTER tag, and <input-file> is the name of an 
+# input file. Doxygen will then use the output that the filter program writes 
+# to standard output. 
+# If FILTER_PATTERNS is specified, this tag will be 
+# ignored.
+
+INPUT_FILTER           = 
+
+# The FILTER_PATTERNS tag can be used to specify filters on a per file pattern 
+# basis. 
+# Doxygen will compare the file name with each pattern and apply the 
+# filter if there is a match. 
+# The filters are a list of the form: 
+# pattern=filter (like *.cpp=my_cpp_filter). See INPUT_FILTER for further 
+# info on how filters are used. If FILTER_PATTERNS is empty, INPUT_FILTER 
+# is applied to all files.
+
+FILTER_PATTERNS        = 
+
+# If the FILTER_SOURCE_FILES tag is set to YES, the input filter (if set using 
+# INPUT_FILTER) will be used to filter the input files when producing source 
+# files to browse (i.e. when SOURCE_BROWSER is set to YES).
+
+FILTER_SOURCE_FILES    = NO
+
+#---------------------------------------------------------------------------
+# configuration options related to source browsing
+#---------------------------------------------------------------------------
+
+# If the SOURCE_BROWSER tag is set to YES then a list of source files will 
+# be generated. Documented entities will be cross-referenced with these sources. 
+# Note: To get rid of all source code in the generated output, make sure also 
+# VERBATIM_HEADERS is set to NO.
+
+SOURCE_BROWSER         = YES
+
+# Setting the INLINE_SOURCES tag to YES will include the body 
+# of functions and classes directly in the documentation.
+
+INLINE_SOURCES         = NO
+
+# Setting the STRIP_CODE_COMMENTS tag to YES (the default) will instruct 
+# doxygen to hide any special comment blocks from generated source code 
+# fragments. Normal C and C++ comments will always remain visible.
+
+STRIP_CODE_COMMENTS    = YES
+
+# If the REFERENCED_BY_RELATION tag is set to YES 
+# then for each documented function all documented 
+# functions referencing it will be listed.
+
+REFERENCED_BY_RELATION = YES
+
+# If the REFERENCES_RELATION tag is set to YES 
+# then for each documented function all documented entities 
+# called/used by that function will be listed.
+
+REFERENCES_RELATION    = YES
+
+# If the REFERENCES_LINK_SOURCE tag is set to YES (the default) 
+# and SOURCE_BROWSER tag is set to YES, then the hyperlinks from 
+# functions in REFERENCES_RELATION and REFERENCED_BY_RELATION lists will 
+# link to the source code. 
+# Otherwise they will link to the documentation.
+
+REFERENCES_LINK_SOURCE = YES
+
+# If the USE_HTAGS tag is set to YES then the references to source code 
+# will point to the HTML generated by the htags(1) tool instead of doxygen 
+# built-in source browser. The htags tool is part of GNU's global source 
+# tagging system (see http://www.gnu.org/software/global/global.html). You 
+# will need version 4.8.6 or higher.
+
+USE_HTAGS              = NO
+
+# If the VERBATIM_HEADERS tag is set to YES (the default) then Doxygen 
+# will generate a verbatim copy of the header file for each class for 
+# which an include is specified. Set to NO to disable this.
+
+VERBATIM_HEADERS       = YES
+
+#---------------------------------------------------------------------------
+# configuration options related to the alphabetical class index
+#---------------------------------------------------------------------------
+
+# If the ALPHABETICAL_INDEX tag is set to YES, an alphabetical index 
+# of all compounds will be generated. Enable this if the project 
+# contains a lot of classes, structs, unions or interfaces.
+
+ALPHABETICAL_INDEX     = YES
+
+# If the alphabetical index is enabled (see ALPHABETICAL_INDEX) then 
+# the COLS_IN_ALPHA_INDEX tag can be used to specify the number of columns 
+# in which this list will be split (can be a number in the range [1..20])
+
+COLS_IN_ALPHA_INDEX    = 3
+
+# In case all classes in a project start with a common prefix, all 
+# classes will be put under the same header in the alphabetical index. 
+# The IGNORE_PREFIX tag can be used to specify one or more prefixes that 
+# should be ignored while generating the index headers.
+
+IGNORE_PREFIX          = mo
+
+#---------------------------------------------------------------------------
+# configuration options related to the HTML output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_HTML tag is set to YES (the default) Doxygen will 
+# generate HTML output.
+
+GENERATE_HTML          = YES
+
+# The HTML_OUTPUT tag is used to specify where the HTML docs will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `html' will be used as the default path.
+
+HTML_OUTPUT            = html
+
+# The HTML_FILE_EXTENSION tag can be used to specify the file extension for 
+# each generated HTML page (for example: .htm,.php,.asp). If it is left blank 
+# doxygen will generate files with .html extension.
+
+HTML_FILE_EXTENSION    = .html
+
+# The HTML_HEADER tag can be used to specify a personal HTML header for 
+# each generated HTML page. If it is left blank doxygen will generate a 
+# standard header.
+
+HTML_HEADER            = 
+
+# The HTML_FOOTER tag can be used to specify a personal HTML footer for 
+# each generated HTML page. If it is left blank doxygen will generate a 
+# standard footer.
+
+HTML_FOOTER            = 
+
+# The HTML_STYLESHEET tag can be used to specify a user-defined cascading 
+# style sheet that is used by each HTML page. It can be used to 
+# fine-tune the look of the HTML output. If the tag is left blank doxygen 
+# will generate a default style sheet. Note that doxygen will try to copy 
+# the style sheet file to the HTML output directory, so don't put your own 
+# stylesheet in the HTML output directory as well, or it will be erased!
+
+HTML_STYLESHEET        = 
+
+# If the HTML_ALIGN_MEMBERS tag is set to YES, the members of classes, 
+# files or namespaces will be aligned in HTML using tables. If set to 
+# NO a bullet list will be used.
+
+HTML_ALIGN_MEMBERS     = YES
+
+# If the HTML_DYNAMIC_SECTIONS tag is set to YES then the generated HTML 
+# documentation will contain sections that can be hidden and shown after the 
+# page has loaded. For this to work a browser that supports 
+# JavaScript and DHTML is required (for instance Mozilla 1.0+, Firefox 
+# Netscape 6.0+, Internet explorer 5.0+, Konqueror, or Safari).
+
+HTML_DYNAMIC_SECTIONS  = NO
+
+# If the GENERATE_DOCSET tag is set to YES, additional index files 
+# will be generated that can be used as input for Apple's Xcode 3 
+# integrated development environment, introduced with OSX 10.5 (Leopard). 
+# To create a documentation set, doxygen will generate a Makefile in the 
+# HTML output directory. Running make will produce the docset in that 
+# directory and running "make install" will install the docset in 
+# ~/Library/Developer/Shared/Documentation/DocSets so that Xcode will find 
+# it at startup. 
+# See http://developer.apple.com/tools/creatingdocsetswithdoxygen.html for more information.
+
+GENERATE_DOCSET        = NO
+
+# When GENERATE_DOCSET tag is set to YES, this tag determines the name of the 
+# feed. A documentation feed provides an umbrella under which multiple 
+# documentation sets from a single provider (such as a company or product suite) 
+# can be grouped.
+
+DOCSET_FEEDNAME        = "Doxygen generated docs"
+
+# When GENERATE_DOCSET tag is set to YES, this tag specifies a string that 
+# should uniquely identify the documentation set bundle. This should be a 
+# reverse domain-name style string, e.g. com.mycompany.MyDocSet. Doxygen 
+# will append .docset to the name.
+
+DOCSET_BUNDLE_ID       = org.doxygen.Project
+
+# If the GENERATE_HTMLHELP tag is set to YES, additional index files 
+# will be generated that can be used as input for tools like the 
+# Microsoft HTML help workshop to generate a compiled HTML help file (.chm) 
+# of the generated HTML documentation.
+
+GENERATE_HTMLHELP      = NO
+
+# If the GENERATE_HTMLHELP tag is set to YES, the CHM_FILE tag can 
+# be used to specify the file name of the resulting .chm file. You 
+# can add a path in front of the file if the result should not be 
+# written to the html output directory.
+
+CHM_FILE               = 
+
+# If the GENERATE_HTMLHELP tag is set to YES, the HHC_LOCATION tag can 
+# be used to specify the location (absolute path including file name) of 
+# the HTML help compiler (hhc.exe). If non-empty doxygen will try to run 
+# the HTML help compiler on the generated index.hhp.
+
+HHC_LOCATION           = 
+
+# If the GENERATE_HTMLHELP tag is set to YES, the GENERATE_CHI flag 
+# controls if a separate .chi index file is generated (YES) or that 
+# it should be included in the master .chm file (NO).
+
+GENERATE_CHI           = NO
+
+# If the GENERATE_HTMLHELP tag is set to YES, the CHM_INDEX_ENCODING 
+# is used to encode HtmlHelp index (hhk), content (hhc) and project file 
+# content.
+
+CHM_INDEX_ENCODING     = 
+
+# If the GENERATE_HTMLHELP tag is set to YES, the BINARY_TOC flag 
+# controls whether a binary table of contents is generated (YES) or a 
+# normal table of contents (NO) in the .chm file.
+
+BINARY_TOC             = NO
+
+# The TOC_EXPAND flag can be set to YES to add extra items for group members 
+# to the contents of the HTML help documentation and to the tree view.
+
+TOC_EXPAND             = NO
+
+# If the GENERATE_QHP tag is set to YES and both QHP_NAMESPACE and QHP_VIRTUAL_FOLDER 
+# are set, an additional index file will be generated that can be used as input for 
+# Qt's qhelpgenerator to generate a Qt Compressed Help (.qch) of the generated 
+# HTML documentation.
+
+GENERATE_QHP           = NO
+
+# If the QHG_LOCATION tag is specified, the QCH_FILE tag can 
+# be used to specify the file name of the resulting .qch file. 
+# The path specified is relative to the HTML output folder.
+
+QCH_FILE               = 
+
+# The QHP_NAMESPACE tag specifies the namespace to use when generating 
+# Qt Help Project output. For more information please see 
+# http://doc.trolltech.com/qthelpproject.html#namespace
+
+QHP_NAMESPACE          = 
+
+# The QHP_VIRTUAL_FOLDER tag specifies the namespace to use when generating 
+# Qt Help Project output. For more information please see 
+# http://doc.trolltech.com/qthelpproject.html#virtual-folders
+
+QHP_VIRTUAL_FOLDER     = doc
+
+# If QHP_CUST_FILTER_NAME is set, it specifies the name of a custom filter to add. 
+# For more information please see 
+# http://doc.trolltech.com/qthelpproject.html#custom-filters
+
+QHP_CUST_FILTER_NAME   = 
+
+# The QHP_CUST_FILT_ATTRS tag specifies the list of the attributes of the custom filter to add.For more information please see 
+# <a href="http://doc.trolltech.com/qthelpproject.html#custom-filters">Qt Help Project / Custom Filters</a>.
+
+QHP_CUST_FILTER_ATTRS  = 
+
+# The QHP_SECT_FILTER_ATTRS tag specifies the list of the attributes this project's 
+# filter section matches. 
+# <a href="http://doc.trolltech.com/qthelpproject.html#filter-attributes">Qt Help Project / Filter Attributes</a>.
+
+QHP_SECT_FILTER_ATTRS  = 
+
+# If the GENERATE_QHP tag is set to YES, the QHG_LOCATION tag can 
+# be used to specify the location of Qt's qhelpgenerator. 
+# If non-empty doxygen will try to run qhelpgenerator on the generated 
+# .qhp file.
+
+QHG_LOCATION           = 
+
+# The DISABLE_INDEX tag can be used to turn on/off the condensed index at 
+# top of each HTML page. The value NO (the default) enables the index and 
+# the value YES disables it.
+
+DISABLE_INDEX          = NO
+
+# This tag can be used to set the number of enum values (range [1..20]) 
+# that doxygen will group on one line in the generated HTML documentation.
+
+ENUM_VALUES_PER_LINE   = 4
+
+# The GENERATE_TREEVIEW tag is used to specify whether a tree-like index 
+# structure should be generated to display hierarchical information. 
+# If the tag value is set to FRAME, a side panel will be generated 
+# containing a tree-like index structure (just like the one that 
+# is generated for HTML Help). For this to work a browser that supports 
+# JavaScript, DHTML, CSS and frames is required (for instance Mozilla 1.0+, 
+# Netscape 6.0+, Internet explorer 5.0+, or Konqueror). Windows users are 
+# probably better off using the HTML help feature. Other possible values 
+# for this tag are: HIERARCHIES, which will generate the Groups, Directories, 
+# and Class Hierarchy pages using a tree view instead of an ordered list; 
+# ALL, which combines the behavior of FRAME and HIERARCHIES; and NONE, which 
+# disables this behavior completely. For backwards compatibility with previous 
+# releases of Doxygen, the values YES and NO are equivalent to FRAME and NONE 
+# respectively.
+
+GENERATE_TREEVIEW      = YES
+
+# If the treeview is enabled (see GENERATE_TREEVIEW) then this tag can be 
+# used to set the initial width (in pixels) of the frame in which the tree 
+# is shown.
+
+TREEVIEW_WIDTH         = 250
+
+# Use this tag to change the font size of Latex formulas included 
+# as images in the HTML documentation. The default is 10. Note that 
+# when you change the font size after a successful doxygen run you need 
+# to manually remove any form_*.png images from the HTML output directory 
+# to force them to be regenerated.
+
+FORMULA_FONTSIZE       = 10
+
+#---------------------------------------------------------------------------
+# configuration options related to the LaTeX output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_LATEX tag is set to YES (the default) Doxygen will 
+# generate Latex output.
+
+GENERATE_LATEX         = YES
+
+# The LATEX_OUTPUT tag is used to specify where the LaTeX docs will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `latex' will be used as the default path.
+
+LATEX_OUTPUT           = latex
+
+# The LATEX_CMD_NAME tag can be used to specify the LaTeX command name to be 
+# invoked. If left blank `latex' will be used as the default command name.
+
+LATEX_CMD_NAME         = latex
+
+# The MAKEINDEX_CMD_NAME tag can be used to specify the command name to 
+# generate index for LaTeX. If left blank `makeindex' will be used as the 
+# default command name.
+
+MAKEINDEX_CMD_NAME     = makeindex
+
+# If the COMPACT_LATEX tag is set to YES Doxygen generates more compact 
+# LaTeX documents. This may be useful for small projects and may help to 
+# save some trees in general.
+
+COMPACT_LATEX          = NO
+
+# The PAPER_TYPE tag can be used to set the paper type that is used 
+# by the printer. Possible values are: a4, a4wide, letter, legal and 
+# executive. If left blank a4wide will be used.
+
+PAPER_TYPE             = a4wide
+
+# The EXTRA_PACKAGES tag can be to specify one or more names of LaTeX 
+# packages that should be included in the LaTeX output.
+
+EXTRA_PACKAGES         = 
+
+# The LATEX_HEADER tag can be used to specify a personal LaTeX header for 
+# the generated latex document. The header should contain everything until 
+# the first chapter. If it is left blank doxygen will generate a 
+# standard header. Notice: only use this tag if you know what you are doing!
+
+LATEX_HEADER           = 
+
+# If the PDF_HYPERLINKS tag is set to YES, the LaTeX that is generated 
+# is prepared for conversion to pdf (using ps2pdf). The pdf file will 
+# contain links (just like the HTML output) instead of page references 
+# This makes the output suitable for online browsing using a pdf viewer.
+
+PDF_HYPERLINKS         = NO
+
+# If the USE_PDFLATEX tag is set to YES, pdflatex will be used instead of 
+# plain latex in the generated Makefile. Set this option to YES to get a 
+# higher quality PDF documentation.
+
+USE_PDFLATEX           = NO
+
+# If the LATEX_BATCHMODE tag is set to YES, doxygen will add the \\batchmode. 
+# command to the generated LaTeX files. This will instruct LaTeX to keep 
+# running if errors occur, instead of asking the user for help. 
+# This option is also used when generating formulas in HTML.
+
+LATEX_BATCHMODE        = NO
+
+# If LATEX_HIDE_INDICES is set to YES then doxygen will not 
+# include the index chapters (such as File Index, Compound Index, etc.) 
+# in the output.
+
+LATEX_HIDE_INDICES     = NO
+
+#---------------------------------------------------------------------------
+# configuration options related to the RTF output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_RTF tag is set to YES Doxygen will generate RTF output 
+# The RTF output is optimized for Word 97 and may not look very pretty with 
+# other RTF readers or editors.
+
+GENERATE_RTF           = NO
+
+# The RTF_OUTPUT tag is used to specify where the RTF docs will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `rtf' will be used as the default path.
+
+RTF_OUTPUT             = rtf
+
+# If the COMPACT_RTF tag is set to YES Doxygen generates more compact 
+# RTF documents. This may be useful for small projects and may help to 
+# save some trees in general.
+
+COMPACT_RTF            = NO
+
+# If the RTF_HYPERLINKS tag is set to YES, the RTF that is generated 
+# will contain hyperlink fields. The RTF file will 
+# contain links (just like the HTML output) instead of page references. 
+# This makes the output suitable for online browsing using WORD or other 
+# programs which support those fields. 
+# Note: wordpad (write) and others do not support links.
+
+RTF_HYPERLINKS         = NO
+
+# Load stylesheet definitions from file. Syntax is similar to doxygen's 
+# config file, i.e. a series of assignments. You only have to provide 
+# replacements, missing definitions are set to their default value.
+
+RTF_STYLESHEET_FILE    = 
+
+# Set optional variables used in the generation of an rtf document. 
+# Syntax is similar to doxygen's config file.
+
+RTF_EXTENSIONS_FILE    = 
+
+#---------------------------------------------------------------------------
+# configuration options related to the man page output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_MAN tag is set to YES (the default) Doxygen will 
+# generate man pages
+
+GENERATE_MAN           = YES
+
+# The MAN_OUTPUT tag is used to specify where the man pages will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `man' will be used as the default path.
+
+MAN_OUTPUT             = man
+
+# The MAN_EXTENSION tag determines the extension that is added to 
+# the generated man pages (default is the subroutine's section .3)
+
+MAN_EXTENSION          = .3
+
+# If the MAN_LINKS tag is set to YES and Doxygen generates man output, 
+# then it will generate one additional man file for each entity 
+# documented in the real man page(s). These additional files 
+# only source the real man page, but without them the man command 
+# would be unable to find the correct page. The default is NO.
+
+MAN_LINKS              = NO
+
+#---------------------------------------------------------------------------
+# configuration options related to the XML output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_XML tag is set to YES Doxygen will 
+# generate an XML file that captures the structure of 
+# the code including all documentation.
+
+GENERATE_XML           = NO
+
+# The XML_OUTPUT tag is used to specify where the XML pages will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `xml' will be used as the default path.
+
+XML_OUTPUT             = xml
+
+# The XML_SCHEMA tag can be used to specify an XML schema, 
+# which can be used by a validating XML parser to check the 
+# syntax of the XML files.
+
+XML_SCHEMA             = 
+
+# The XML_DTD tag can be used to specify an XML DTD, 
+# which can be used by a validating XML parser to check the 
+# syntax of the XML files.
+
+XML_DTD                = 
+
+# If the XML_PROGRAMLISTING tag is set to YES Doxygen will 
+# dump the program listings (including syntax highlighting 
+# and cross-referencing information) to the XML output. Note that 
+# enabling this will significantly increase the size of the XML output.
+
+XML_PROGRAMLISTING     = YES
+
+#---------------------------------------------------------------------------
+# configuration options for the AutoGen Definitions output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_AUTOGEN_DEF tag is set to YES Doxygen will 
+# generate an AutoGen Definitions (see autogen.sf.net) file 
+# that captures the structure of the code including all 
+# documentation. Note that this feature is still experimental 
+# and incomplete at the moment.
+
+GENERATE_AUTOGEN_DEF   = NO
+
+#---------------------------------------------------------------------------
+# configuration options related to the Perl module output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_PERLMOD tag is set to YES Doxygen will 
+# generate a Perl module file that captures the structure of 
+# the code including all documentation. Note that this 
+# feature is still experimental and incomplete at the 
+# moment.
+
+GENERATE_PERLMOD       = NO
+
+# If the PERLMOD_LATEX tag is set to YES Doxygen will generate 
+# the necessary Makefile rules, Perl scripts and LaTeX code to be able 
+# to generate PDF and DVI output from the Perl module output.
+
+PERLMOD_LATEX          = NO
+
+# If the PERLMOD_PRETTY tag is set to YES the Perl module output will be 
+# nicely formatted so it can be parsed by a human reader. 
+# This is useful 
+# if you want to understand what is going on. 
+# On the other hand, if this 
+# tag is set to NO the size of the Perl module output will be much smaller 
+# and Perl will parse it just the same.
+
+PERLMOD_PRETTY         = YES
+
+# The names of the make variables in the generated doxyrules.make file 
+# are prefixed with the string contained in PERLMOD_MAKEVAR_PREFIX. 
+# This is useful so different doxyrules.make files included by the same 
+# Makefile don't overwrite each other's variables.
+
+PERLMOD_MAKEVAR_PREFIX = 
+
+#---------------------------------------------------------------------------
+# Configuration options related to the preprocessor   
+#---------------------------------------------------------------------------
+
+# If the ENABLE_PREPROCESSING tag is set to YES (the default) Doxygen will 
+# evaluate all C-preprocessor directives found in the sources and include 
+# files.
+
+ENABLE_PREPROCESSING   = YES
+
+# If the MACRO_EXPANSION tag is set to YES Doxygen will expand all macro 
+# names in the source code. If set to NO (the default) only conditional 
+# compilation will be performed. Macro expansion can be done in a controlled 
+# way by setting EXPAND_ONLY_PREDEF to YES.
+
+MACRO_EXPANSION        = NO
+
+# If the EXPAND_ONLY_PREDEF and MACRO_EXPANSION tags are both set to YES 
+# then the macro expansion is limited to the macros specified with the 
+# PREDEFINED and EXPAND_AS_DEFINED tags.
+
+EXPAND_ONLY_PREDEF     = NO
+
+# If the SEARCH_INCLUDES tag is set to YES (the default) the includes files 
+# in the INCLUDE_PATH (see below) will be search if a #include is found.
+
+SEARCH_INCLUDES        = YES
+
+# The INCLUDE_PATH tag can be used to specify one or more directories that 
+# contain include files that are not input files but should be processed by 
+# the preprocessor.
+
+INCLUDE_PATH           = 
+
+# You can use the INCLUDE_FILE_PATTERNS tag to specify one or more wildcard 
+# patterns (like *.h and *.hpp) to filter out the header-files in the 
+# directories. If left blank, the patterns specified with FILE_PATTERNS will 
+# be used.
+
+INCLUDE_FILE_PATTERNS  = 
+
+# The PREDEFINED tag can be used to specify one or more macro names that 
+# are defined before the preprocessor is started (similar to the -D option of 
+# gcc). The argument of the tag is a list of macros of the form: name 
+# or name=definition (no spaces). If the definition and the = are 
+# omitted =1 is assumed. To prevent a macro definition from being 
+# undefined via #undef or recursively expanded use the := operator 
+# instead of the = operator.
+
+PREDEFINED             = 
+
+# If the MACRO_EXPANSION and EXPAND_ONLY_PREDEF tags are set to YES then 
+# this tag can be used to specify a list of macro names that should be expanded. 
+# The macro definition that is found in the sources will be used. 
+# Use the PREDEFINED tag if you want to use a different macro definition.
+
+EXPAND_AS_DEFINED      = 
+
+# If the SKIP_FUNCTION_MACROS tag is set to YES (the default) then 
+# doxygen's preprocessor will remove all function-like macros that are alone 
+# on a line, have an all uppercase name, and do not end with a semicolon. Such 
+# function macros are typically used for boiler-plate code, and will confuse 
+# the parser if not removed.
+
+SKIP_FUNCTION_MACROS   = YES
+
+#---------------------------------------------------------------------------
+# Configuration::additions related to external references   
+#---------------------------------------------------------------------------
+
+# The TAGFILES option can be used to specify one or more tagfiles. 
+# Optionally an initial location of the external documentation 
+# can be added for each tagfile. The format of a tag file without 
+# this location is as follows: 
+#  
+# TAGFILES = file1 file2 ... 
+# Adding location for the tag files is done as follows: 
+#  
+# TAGFILES = file1=loc1 "file2 = loc2" ... 
+# where "loc1" and "loc2" can be relative or absolute paths or 
+# URLs. If a location is present for each tag, the installdox tool 
+# does not have to be run to correct the links. 
+# Note that each tag file must have a unique name 
+# (where the name does NOT include the path) 
+# If a tag file is not located in the directory in which doxygen 
+# is run, you must also specify the path to the tagfile here.
+
+TAGFILES               = @EO_BIN_DIR@/doc/eo.doxytag=http://eodev.sourceforge.net/eo/doc/html
+
+# When a file name is specified after GENERATE_TAGFILE, doxygen will create 
+# a tag file that is based on the input files it reads.
+
+GENERATE_TAGFILE       = @CMAKE_BINARY_DIR@/doc/mo.doxytag
+
+# If the ALLEXTERNALS tag is set to YES all external classes will be listed 
+# in the class index. If set to NO only the inherited external classes 
+# will be listed.
+
+ALLEXTERNALS           = NO
+
+# If the EXTERNAL_GROUPS tag is set to YES all external groups will be listed 
+# in the modules index. If set to NO, only the current project's groups will 
+# be listed.
+
+EXTERNAL_GROUPS        = YES
+
+# The PERL_PATH should be the absolute path and name of the perl script 
+# interpreter (i.e. the result of `which perl').
+
+PERL_PATH              = /usr/bin/perl
+
+#---------------------------------------------------------------------------
+# Configuration options related to the dot tool   
+#---------------------------------------------------------------------------
+
+# If the CLASS_DIAGRAMS tag is set to YES (the default) Doxygen will 
+# generate a inheritance diagram (in HTML, RTF and LaTeX) for classes with base 
+# or super classes. Setting the tag to NO turns the diagrams off. Note that 
+# this option is superseded by the HAVE_DOT option below. This is only a 
+# fallback. It is recommended to install and use dot, since it yields more 
+# powerful graphs.
+
+CLASS_DIAGRAMS         = YES
+
+# You can define message sequence charts within doxygen comments using the \msc 
+# command. Doxygen will then run the mscgen tool (see 
+# http://www.mcternan.me.uk/mscgen/) to produce the chart and insert it in the 
+# documentation. The MSCGEN_PATH tag allows you to specify the directory where 
+# the mscgen tool resides. If left empty the tool is assumed to be found in the 
+# default search path.
+
+MSCGEN_PATH            = 
+
+# If set to YES, the inheritance and collaboration graphs will hide 
+# inheritance and usage relations if the target is undocumented 
+# or is not a class.
+
+HIDE_UNDOC_RELATIONS   = YES
+
+# If you set the HAVE_DOT tag to YES then doxygen will assume the dot tool is 
+# available from the path. This tool is part of Graphviz, a graph visualization 
+# toolkit from AT&T and Lucent Bell Labs. The other options in this section 
+# have no effect if this option is set to NO (the default)
+
+HAVE_DOT               = YES
+
+# By default doxygen will write a font called FreeSans.ttf to the output 
+# directory and reference it in all dot files that doxygen generates. This 
+# font does not include all possible unicode characters however, so when you need 
+# these (or just want a differently looking font) you can specify the font name 
+# using DOT_FONTNAME. You need need to make sure dot is able to find the font, 
+# which can be done by putting it in a standard location or by setting the 
+# DOTFONTPATH environment variable or by setting DOT_FONTPATH to the directory 
+# containing the font.
+
+DOT_FONTNAME           = FreeSans
+
+# The DOT_FONTSIZE tag can be used to set the size of the font of dot graphs. 
+# The default size is 10pt.
+
+DOT_FONTSIZE           = 10
+
+# By default doxygen will tell dot to use the output directory to look for the 
+# FreeSans.ttf font (which doxygen will put there itself). If you specify a 
+# different font using DOT_FONTNAME you can set the path where dot 
+# can find it using this tag.
+
+DOT_FONTPATH           = 
+
+# If the CLASS_GRAPH and HAVE_DOT tags are set to YES then doxygen 
+# will generate a graph for each documented class showing the direct and 
+# indirect inheritance relations. Setting this tag to YES will force the 
+# the CLASS_DIAGRAMS tag to NO.
+
+CLASS_GRAPH            = YES
+
+# If the COLLABORATION_GRAPH and HAVE_DOT tags are set to YES then doxygen 
+# will generate a graph for each documented class showing the direct and 
+# indirect implementation dependencies (inheritance, containment, and 
+# class references variables) of the class with other documented classes.
+
+COLLABORATION_GRAPH    = NO
+
+# If the GROUP_GRAPHS and HAVE_DOT tags are set to YES then doxygen 
+# will generate a graph for groups, showing the direct groups dependencies
+
+GROUP_GRAPHS           = YES
+
+# If the UML_LOOK tag is set to YES doxygen will generate inheritance and 
+# collaboration diagrams in a style similar to the OMG's Unified Modeling 
+# Language.
+
+UML_LOOK               = YES
+
+# If set to YES, the inheritance and collaboration graphs will show the 
+# relations between templates and their instances.
+
+TEMPLATE_RELATIONS     = YES
+
+# If the ENABLE_PREPROCESSING, SEARCH_INCLUDES, INCLUDE_GRAPH, and HAVE_DOT 
+# tags are set to YES then doxygen will generate a graph for each documented 
+# file showing the direct and indirect include dependencies of the file with 
+# other documented files.
+
+INCLUDE_GRAPH          = YES
+
+# If the ENABLE_PREPROCESSING, SEARCH_INCLUDES, INCLUDED_BY_GRAPH, and 
+# HAVE_DOT tags are set to YES then doxygen will generate a graph for each 
+# documented header file showing the documented files that directly or 
+# indirectly include this file.
+
+INCLUDED_BY_GRAPH      = YES
+
+# If the CALL_GRAPH and HAVE_DOT options are set to YES then 
+# doxygen will generate a call dependency graph for every global function 
+# or class method. Note that enabling this option will significantly increase 
+# the time of a run. So in most cases it will be better to enable call graphs 
+# for selected functions only using the \callgraph command.
+
+CALL_GRAPH             = NO
+
+# If the CALLER_GRAPH and HAVE_DOT tags are set to YES then 
+# doxygen will generate a caller dependency graph for every global function 
+# or class method. Note that enabling this option will significantly increase 
+# the time of a run. So in most cases it will be better to enable caller 
+# graphs for selected functions only using the \callergraph command.
+
+CALLER_GRAPH           = NO
+
+# If the GRAPHICAL_HIERARCHY and HAVE_DOT tags are set to YES then doxygen 
+# will graphical hierarchy of all classes instead of a textual one.
+
+GRAPHICAL_HIERARCHY    = YES
+
+# If the DIRECTORY_GRAPH, SHOW_DIRECTORIES and HAVE_DOT tags are set to YES 
+# then doxygen will show the dependencies a directory has on other directories 
+# in a graphical way. The dependency relations are determined by the #include 
+# relations between the files in the directories.
+
+DIRECTORY_GRAPH        = YES
+
+# The DOT_IMAGE_FORMAT tag can be used to set the image format of the images 
+# generated by dot. Possible values are png, jpg, or gif 
+# If left blank png will be used.
+
+DOT_IMAGE_FORMAT       = png
+
+# The tag DOT_PATH can be used to specify the path where the dot tool can be 
+# found. If left blank, it is assumed the dot tool can be found in the path.
+
+DOT_PATH               = 
+
+# The DOTFILE_DIRS tag can be used to specify one or more directories that 
+# contain dot files that are included in the documentation (see the 
+# \dotfile command).
+
+DOTFILE_DIRS           = 
+
+# The DOT_GRAPH_MAX_NODES tag can be used to set the maximum number of 
+# nodes that will be shown in the graph. If the number of nodes in a graph 
+# becomes larger than this value, doxygen will truncate the graph, which is 
+# visualized by representing a node as a red box. Note that doxygen if the 
+# number of direct children of the root node in a graph is already larger than 
+# DOT_GRAPH_MAX_NODES then the graph will not be shown at all. Also note 
+# that the size of a graph can be further restricted by MAX_DOT_GRAPH_DEPTH.
+
+DOT_GRAPH_MAX_NODES    = 50
+
+# The MAX_DOT_GRAPH_DEPTH tag can be used to set the maximum depth of the 
+# graphs generated by dot. A depth value of 3 means that only nodes reachable 
+# from the root by following a path via at most 3 edges will be shown. Nodes 
+# that lay further from the root node will be omitted. Note that setting this 
+# option to 1 or 2 may greatly reduce the computation time needed for large 
+# code bases. Also note that the size of a graph can be further restricted by 
+# DOT_GRAPH_MAX_NODES. Using a depth of 0 means no depth restriction.
+
+MAX_DOT_GRAPH_DEPTH    = 0
+
+# Set the DOT_TRANSPARENT tag to YES to generate images with a transparent 
+# background. This is disabled by default, because dot on Windows does not 
+# seem to support this out of the box. Warning: Depending on the platform used, 
+# enabling this option may lead to badly anti-aliased labels on the edges of 
+# a graph (i.e. they become hard to read).
+
+DOT_TRANSPARENT        = NO
+
+# Set the DOT_MULTI_TARGETS tag to YES allow dot to generate multiple output 
+# files in one run (i.e. multiple -o and -T options on the command line). This 
+# makes dot run faster, but since only newer versions of dot (>1.8.10) 
+# support this, this feature is disabled by default.
+
+DOT_MULTI_TARGETS      = NO
+
+# If the GENERATE_LEGEND tag is set to YES (the default) Doxygen will 
+# generate a legend page explaining the meaning of the various boxes and 
+# arrows in the dot generated graphs.
+
+GENERATE_LEGEND        = YES
+
+# If the DOT_CLEANUP tag is set to YES (the default) Doxygen will 
+# remove the intermediate dot files that are used to generate 
+# the various graphs.
+
+DOT_CLEANUP            = YES
+
+#---------------------------------------------------------------------------
+# Options related to the search engine
+#---------------------------------------------------------------------------
+
+# The SEARCHENGINE tag specifies whether or not a search engine should be 
+# used. If set to NO the values of all tags below this one will be ignored.
+
+SEARCHENGINE           = YES
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/install.cmake b/tags/paradiseo1.4-beta/paradiseo-mo/install.cmake
new file mode 100644
index 000000000..8113a6dd7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/install.cmake
@@ -0,0 +1,130 @@
+######################################################################################
+### CMake basic configuration
+######################################################################################
+
+# check cmake version compatibility
+CMAKE_MINIMUM_REQUIRED(VERSION 2.6)
+
+# regular expression checking
+INCLUDE_REGULAR_EXPRESSION("^.*$" "^$")
+
+# set a language for the entire project.
+ENABLE_LANGUAGE(CXX)
+ENABLE_LANGUAGE(C)
+
+####################################################################################
+
+
+#####################################################################################
+### Include required modules & utilities
+#####################################################################################
+INCLUDE(CMakeBackwardCompatibilityCXX)
+
+INCLUDE(FindDoxygen)
+
+INCLUDE(FindGnuplot)
+
+INCLUDE(CheckLibraryExists)
+
+INCLUDE(Dart OPTIONAL)    
+
+INCLUDE(CPack)     
+                           
+# Set a special flag if the environment is windows (should do the same in a config.g file)
+IF (WIN32)
+	ADD_DEFINITIONS(-D_WINDOWS=1)
+ENDIF (WIN32)
+######################################################################################
+
+       
+#####################################################################################
+### Manage the build type
+#####################################################################################
+
+# the user should choose the build type on windows environments,excepted under cygwin (default=none)
+SET(CMAKE_DEFAULT_BUILD_TYPE "Release" CACHE STRING "Variable that stores the default CMake build type" FORCE)
+
+FIND_PROGRAM(MEMORYCHECK_COMMAND
+    NAMES purify valgrind
+    PATHS
+    "/usr/local/bin /usr/bin [HKEY_LOCAL_MACHINE\\SOFTWARE\\Rational Software\\Purify\\Setup;InstallFolder]"
+    DOC "Path to the memory checking command, used for memory error detection.") 
+       
+IF(NOT CMAKE_BUILD_TYPE)
+     SET( CMAKE_BUILD_TYPE 
+          ${CMAKE_DEFAULT_BUILD_TYPE} CACHE STRING 
+          "Choose the type of build, options are: Debug Release RelWithDebInfo MinSizeRel." 
+           FORCE)
+ENDIF(NOT CMAKE_BUILD_TYPE)  
+  
+IF(WIN32 AND NOT CYGWIN)
+  IF(CMAKE_CXX_COMPILER MATCHES cl)
+   IF(NOT WITH_SHARED_LIBS)
+     IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+       SET(CMAKE_CXX_FLAGS "/nologo /Gy")
+       SET(CMAKE_CXX_FLAGS_DEBUG "/W3 /MTd /Z7 /Od")
+       SET(CMAKE_CXX_FLAGS_RELEASE "/w /MT /O2 /wd4530")
+       SET(CMAKE_CXX_FLAGS_MINSIZEREL "/MT /O2")
+       SET(CMAKE_CXX_FLAGS_RELWITHDEBINFO "/MTd /Z7 /Od")
+       SET(CMAKE_EXE_LINKER_FLAGS "${CMAKE_EXE_LINKER_FLAGS} /SUBSYSTEM:CONSOLE")  
+      ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+   ENDIF(NOT WITH_SHARED_LIBS)
+  ENDIF(CMAKE_CXX_COMPILER MATCHES cl)  
+ELSE(WIN32 AND NOT CYGWIN)
+    IF(CMAKE_COMPILER_IS_GNUCXX)
+       SET(CMAKE_CXX_FLAGS_DEBUG  "${CMAKE_CXX_FLAGS_DEBUG} -O0 -g -fprofile-arcs -ftest-coverage -Wall -Wextra -Wno-unused-parameter -Wno-ignored-qualifiers")                       
+       SET(CMAKE_CXX_FLAGS_RELEASE  "${CMAKE_CXX_FLAGS_RELEASE} -O2")
+       SET(CMAKE_CXX_FLAGS_MINSIZEREL "${CMAKE_CXX_FLAGS_MINSIZEREL} -O6")       
+    ENDIF(CMAKE_COMPILER_IS_GNUCXX)  
+ENDIF(WIN32 AND NOT CYGWIN)
+
+IF(CMAKE_BUILD_TYPE MATCHES Debug)
+    ADD_DEFINITIONS(-DCMAKE_VERBOSE_MAKEFILE=ON)
+ENDIF(CMAKE_BUILD_TYPE MATCHES Debug)
+
+#####################################################################################
+
+######################################################################################
+### compilation of examples?
+######################################################################################
+
+SET(ENABLE_CMAKE_EXAMPLE TRUE CACHE BOOL "Enable copy of benchs and parameters file?")
+
+######################################################################################
+### Test config
+######################################################################################
+
+IF (ENABLE_CMAKE_TESTING OR ENABLE_MINIMAL_CMAKE_TESTING)  
+        ENABLE_TESTING()
+ENDIF (ENABLE_CMAKE_TESTING OR ENABLE_MINIMAL_CMAKE_TESTING)
+######################################################################################
+
+#######################################################################################
+### Paths to EO, MO and MOEO must be specified above.
+#######################################################################################
+
+SET(EO_SRC_DIR "${CMAKE_SOURCE_DIR}/../paradiseo-eo" CACHE PATH "ParadisEO-EO source directory" FORCE)
+SET(EO_BIN_DIR "${CMAKE_BINARY_DIR}/../../paradiseo-eo/build" CACHE PATH "ParadisEO-EO binary directory" FORCE)
+    
+SET(MO_SRC_DIR "${CMAKE_SOURCE_DIR}/../paradiseo-mo" CACHE PATH "ParadisMO-MO source directory" FORCE)
+SET(MO_BIN_DIR "${CMAKE_BINARY_DIR}/../../paradiseo-mo/build" CACHE PATH "ParadisMO-MO binary directory" FORCE)
+
+SET(OLDMO_SRC_DIR "${CMAKE_SOURCE_DIR}/../paradiseo-old-mo" CACHE PATH "ParadisMO-MO source directory" FORCE)
+SET(OLDMO_BIN_DIR "${CMAKE_BINARY_DIR}/../../paradiseo-old-mo/build" CACHE PATH "ParadisMO-MO binary directory" FORCE)
+
+SET(MOEO_SRC_DIR "${CMAKE_SOURCE_DIR}/../paradiseo-moeo" CACHE PATH "ParadisMOEO-MOEO source directory" FORCE)
+SET(MOEO_BIN_DIR "${CMAKE_BINARY_DIR}/../../paradiseo-moeo/build" CACHE PATH "ParadisMOEO-MOEO binary directory" FORCE)
+
+SET(PROBLEMS_SRC_DIR "${CMAKE_SOURCE_DIR}/../problems" CACHE PATH "Problems dependant source directory" FORCE)
+    
+######################################################################################
+######################################################################################
+### Subdirectories that CMake should process for MO, MOEO and PEO
+######################################################################################
+
+ADD_SUBDIRECTORY(doc)
+ADD_SUBDIRECTORY(src)
+ADD_SUBDIRECTORY(test)
+ADD_SUBDIRECTORY(tutorial)
+######################################################################################
+    
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/src/CMakeLists.txt
new file mode 100644
index 000000000..d41d4587a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/CMakeLists.txt
@@ -0,0 +1,3 @@
+###############################################################
+# This is a dummy file
+###############################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/acceptCrit/moAcceptanceCriterion.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/acceptCrit/moAcceptanceCriterion.h
new file mode 100644
index 000000000..266b30f45
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/acceptCrit/moAcceptanceCriterion.h
@@ -0,0 +1,44 @@
+/*
+<moAcceptanceCriterion.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moAcceptanceCriterion_h
+#define _moAcceptanceCriterion_h
+
+#include <eoFunctor.h>
+#include <memory/moMemory.h>
+
+/**
+ * Abstract class for Acceptance criteria
+ */
+template< class Neighbor >
+class moAcceptanceCriterion : public eoBF<typename Neighbor::EOT&, typename Neighbor::EOT&, bool>, virtual public moMemory<Neighbor> {
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/acceptCrit/moAlwaysAcceptCrit.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/acceptCrit/moAlwaysAcceptCrit.h
new file mode 100644
index 000000000..777ef0b18
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/acceptCrit/moAlwaysAcceptCrit.h
@@ -0,0 +1,57 @@
+/*
+<moAlwaysAcceptCrit.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moAlwaysAcceptCrit_h
+#define _moAlwaysAcceptCrit_h
+
+#include <acceptCrit/moAcceptanceCriterion.h>
+#include <memory/moDummyMemory.h>
+
+/**
+ * Acceptance Criterion for extreme diversification : always accept new solution
+ */
+template< class Neighbor >
+class moAlwaysAcceptCrit : public moAcceptanceCriterion<Neighbor>, public moDummyMemory<Neighbor> {
+
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Always accept the new solution
+     * @param _sol1 the previous solution
+     * @param _sol2 the new solution after local search
+     * @return always true
+     */
+    bool operator()(EOT& _sol1, EOT& _sol2) {
+        return true;
+    }
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/acceptCrit/moBetterAcceptCrit.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/acceptCrit/moBetterAcceptCrit.h
new file mode 100644
index 000000000..13f2f867c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/acceptCrit/moBetterAcceptCrit.h
@@ -0,0 +1,76 @@
+/*
+<moBetterAcceptCrit.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moBetterAcceptCrit_h
+#define _moBetterAcceptCrit_h
+
+#include <acceptCrit/moAcceptanceCriterion.h>
+#include <memory/moDummyMemory.h>
+#include <comparator/moSolComparator.h>
+
+/**
+ * Acceptance Criterion for extreme intensification : accept if the new solution is better than previous one
+ */
+template< class Neighbor >
+class moBetterAcceptCrit : public moAcceptanceCriterion<Neighbor>, public moDummyMemory<Neighbor> {
+
+public:
+    typedef typename Neighbor::EOT EOT;
+
+  /*
+    constructor with a specific comparator
+
+    @param _comparator the comparaison method of two solutions
+  */
+    moBetterAcceptCrit(moSolComparator<EOT>& _comparator):comparator(_comparator) {}
+
+  /*
+    default constructor:
+    compare the fitness value: accept if the fitness is higher
+  */
+    moBetterAcceptCrit():comparator(defaultComparator) {}
+
+    /**
+     * Accept if the new solution is better than previous one according to the comparator
+     * @param _sol1 the previous solution
+     * @param _sol2 the new solution after local search
+     * @return true if the new solution is better than previous one
+     */
+    bool operator()(EOT& _sol1, EOT& _sol2) {
+        return comparator(_sol1, _sol2);
+    }
+
+private:
+    moSolComparator<EOT>& comparator;
+
+    moSolComparator<EOT> defaultComparator;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moDummyLS.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moDummyLS.h
new file mode 100644
index 000000000..fd24d3575
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moDummyLS.h
@@ -0,0 +1,71 @@
+/*
+<moDummyLS.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moDummyLS_h
+#define _moDummyLS_h
+
+#include <algo/moLocalSearch.h>
+#include <explorer/moDummyExplorer.h>
+#include <continuator/moTrueContinuator.h>
+
+/**
+ * Dummy Local Search:
+ *
+ * To do nothing, only the full evaluation of the solution if necessary ;-)
+*/
+template<class Neighbor>
+class moDummyLS: public moLocalSearch<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    /**
+     * Simple constructor
+     * @param _fullEval the full evaluation function
+     */
+    moDummyLS(eoEvalFunc<EOT>& _fullEval):
+            moLocalSearch<Neighbor>(explorer, trueCont, _fullEval)
+    {}
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moDummyLS";
+    }
+
+private:
+    // always true continuator
+    moTrueContinuator<Neighbor> trueCont;
+    // dummy Explorer
+    moDummyExplorer<Neighbor> explorer;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moFirstImprHC.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moFirstImprHC.h
new file mode 100644
index 000000000..197fc3cae
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moFirstImprHC.h
@@ -0,0 +1,104 @@
+/*
+<moFirstImprHC.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moFirstImprHC_h
+#define _moFirstImprHC_h
+
+#include <algo/moLocalSearch.h>
+#include <explorer/moFirstImprHCexplorer.h>
+#include <continuator/moTrueContinuator.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+
+/**
+ * First improvement HC:
+ * Hill-Climbing local search
+ *
+ * At each iteration,
+ *   one of the random solution in the neighborhood is selected
+ *   if the selected neighbor have higher fitness than the current solution
+ *       then the solution is replaced by the selected neighbor
+ *   the algorithm stops when there is no higher neighbor
+ */
+template<class Neighbor>
+class moFirstImprHC: public moLocalSearch<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    /**
+     * Basic constructor for a hill-climber
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     */
+    moFirstImprHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval):
+            moLocalSearch<Neighbor>(explorer, trueCont, _fullEval),
+            explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp)
+    {}
+
+    /**
+     * Simple constructor for a hill-climber
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _cont an external continuator
+     */
+    moFirstImprHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, moContinuator<Neighbor>& _cont):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp)
+    {}
+
+    /**
+     * General constructor for a hill-climber
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _cont an external continuator
+     * @param _compN  a neighbor vs neighbor comparator
+     * @param _compSN a solution vs neighbor comparator
+     */
+    moFirstImprHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, moContinuator<Neighbor>& _cont, moNeighborComparator<Neighbor>& _compN, moSolNeighborComparator<Neighbor>& _compSN):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_neighborhood, _eval, _compN, _compSN)
+    {}
+
+private:
+    // always true continuator
+    moTrueContinuator<Neighbor> trueCont;
+    // compare the fitness values of neighbors: true if strictly greater
+    moNeighborComparator<Neighbor> defaultNeighborComp;
+    // compare the fitness values of the solution and the neighbor: true if strictly greater
+    moSolNeighborComparator<Neighbor> defaultSolNeighborComp;
+    // the explorer of the first improvement HC
+    moFirstImprHCexplorer<Neighbor> explorer;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moILS.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moILS.h
new file mode 100644
index 000000000..934335b2d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moILS.h
@@ -0,0 +1,118 @@
+/*
+<moILS.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moILS_h
+#define _moILS_h
+
+#include <algo/moLocalSearch.h>
+#include <explorer/moILSexplorer.h>
+#include <continuator/moIterContinuator.h>
+#include <eoOp.h>
+#include <neighborhood/moDummyNeighbor.h>
+#include <perturb/moMonOpPerturb.h>
+#include <perturb/moPerturbation.h>
+#include <acceptCrit/moAlwaysAcceptCrit.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+
+
+/**
+ * Iterated Local Search
+ */
+template<class Neighbor, class NeighborLO = moDummyNeighbor<typename Neighbor::EOT> >
+class moILS: public moLocalSearch< NeighborLO >
+{
+public:
+
+    typedef typename Neighbor::EOT EOT;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+
+    /**
+     * Basic constructor for Iterated Local Search
+     * @param _ls the local search to iterates
+     * @param _fullEval the full evaluation function
+     * @param _op the operator used to perturb solution
+     * @param _nbIteration the time limit for search
+     */
+    moILS(moLocalSearch<Neighbor>& _ls, eoEvalFunc<EOT>& _fullEval, eoMonOp<EOT>& _op, unsigned int _nbIteration):
+            moLocalSearch< moDummyNeighbor<EOT> >(explorer, iterCont, _fullEval),
+            iterCont(_nbIteration),
+            defaultPerturb(_op, _fullEval),
+            explorer(_ls, defaultPerturb, defaultAccept)
+    {}
+
+    /**
+     * Simple constructor for Iterated Local Search
+     * @param _ls the local search to iterates
+     * @param _fullEval the full evaluation function
+     * @param _op the operator used to perturb solution
+     * @param _cont a continuator
+     */
+    moILS(moLocalSearch<Neighbor>& _ls, eoEvalFunc<EOT>& _fullEval, eoMonOp<EOT>& _op, moContinuator<NeighborLO>& _cont):
+            moLocalSearch< NeighborLO >(explorer, _cont, _fullEval),
+            iterCont(0),
+            defaultPerturb(_op, _fullEval),
+            explorer(_ls, defaultPerturb, defaultAccept)
+    {}
+
+    /**
+     * General constructor for Iterated Local Search
+     * @param _ls the local search to iterates
+     * @param _fullEval the full evaluation function
+     * @param _cont a continuator
+     * @param _perturb a perturbation operator
+     * @param _accept a acceptance criteria
+     */
+  //    moILS(moLocalSearch<Neighbor>& _ls, eoEvalFunc<EOT>& _fullEval, moContinuator<moDummyNeighbor<EOT> >& _cont, moMonOpPerturb<Neighbor>& _perturb, moAcceptanceCriterion<Neighbor>& _accept):
+  //  moILS(moLocalSearch<Neighbor>& _ls, eoEvalFunc<EOT>& _fullEval, moContinuator<NeighborLO>& _cont, moPerturbation<Neighbor>& _perturb):
+  moILS(moLocalSearch<Neighbor>& _ls, eoEvalFunc<EOT>& _fullEval, moContinuator<NeighborLO>& _cont, moPerturbation<Neighbor>& _perturb, moAcceptanceCriterion<Neighbor>& _accept):
+            moLocalSearch<NeighborLO>(explorer, _cont, _fullEval),
+            iterCont(0),
+            defaultPerturb(dummyOp, _fullEval),
+            explorer(_ls, _perturb, _accept)
+    {}
+  
+private:
+
+    class dummmyMonOp: public eoMonOp<EOT> {
+    public:
+        bool operator()(EOT&) {
+            return false;
+        }
+    } dummyOp;
+
+  moIterContinuator<moDummyNeighbor<EOT> > iterCont;
+  moMonOpPerturb<Neighbor> defaultPerturb;
+  moAlwaysAcceptCrit<Neighbor> defaultAccept;
+  moILSexplorer< Neighbor , NeighborLO > explorer; // inherits from moNeighborhoodExplorer< NeighborLO >
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moLocalSearch.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moLocalSearch.h
new file mode 100644
index 000000000..99afabef8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moLocalSearch.h
@@ -0,0 +1,136 @@
+/*
+ <moLocalSearch.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+ 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 _moLocalSearch_h
+#define _moLocalSearch_h
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <continuator/moContinuator.h>
+#include <neighborhood/moNeighborhood.h>
+#include <eoEvalFunc.h>
+#include <eoOp.h>
+
+/**
+ * the main algorithm of the local search
+ */
+template<class Neighbor>
+class moLocalSearch: public eoMonOp<typename Neighbor::EOT> {
+public:
+	typedef moNeighborhood<Neighbor> Neighborhood;
+	typedef moNeighborhoodExplorer<Neighbor> NeighborhoodExplorer;
+	typedef typename Neighbor::EOT EOT;
+
+	/**
+	 * Constructor of a moLocalSearch
+	 * @param _searchExpl a neighborhood explorer
+	 * @param _cont an external continuator (can be a checkpoint!)
+	 * @param _fullEval a full evaluation function
+	 */
+	moLocalSearch(NeighborhoodExplorer& _searchExpl,
+			moContinuator<Neighbor> & _cont, eoEvalFunc<EOT>& _fullEval) :
+		searchExplorer(_searchExpl), cont(&_cont), fullEval(_fullEval) {
+	}
+	;
+
+	/**
+	 * Run the local search on a solution
+	 * @param _solution the related solution
+	 */
+	virtual bool operator()(EOT & _solution) {
+
+		if (_solution.invalid())
+			fullEval(_solution);
+
+		// initialization of the parameter of the search (for example fill empty the tabu list)
+		searchExplorer.initParam(_solution);
+
+		// initialization of the external continuator (for example the time, or the number of generations)
+		cont->init(_solution);
+
+		bool b;
+		do {
+			// explore the neighborhood of the solution
+			searchExplorer(_solution);
+			// if a solution in the neighborhood can be accepted
+			if (searchExplorer.accept(_solution)) {
+				searchExplorer.move(_solution);
+				searchExplorer.moveApplied(true);
+			} else
+				searchExplorer.moveApplied(false);
+
+			// update the parameter of the search (for ex. Temperature of the SA)
+			searchExplorer.updateParam(_solution);
+
+			b = (*cont)(_solution);
+		} while (b && searchExplorer.isContinue(_solution));
+
+		searchExplorer.terminate(_solution);
+
+		cont->lastCall(_solution);
+
+		return true;
+	}
+	;
+
+	/**
+	 * Set an external continuator
+	 * @param _cont the external continuator
+	 */
+	void setContinuator(moContinuator<Neighbor> & _cont) {
+		cont = &_cont;
+	}
+
+	/**
+	 * external continuator object
+	 *
+	 * @overload
+	 * @return the external continuator
+	 */
+	moContinuator<Neighbor>* getContinuator() const {
+		return cont;
+	}
+
+protected:
+	// make the exploration of the neighborhood according to a local search heuristic
+	moNeighborhoodExplorer<Neighbor>& searchExplorer;
+
+	// external continuator
+	moContinuator<Neighbor> * cont;
+
+	//full evaluation function
+	eoEvalFunc<EOT>& fullEval;
+};
+
+#endif
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moMetropolisHasting.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moMetropolisHasting.h
new file mode 100644
index 000000000..5b4292459
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moMetropolisHasting.h
@@ -0,0 +1,110 @@
+/*
+<moMetropolisHasting.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moMetropolisHasting_h
+#define _moMetropolisHasting_h
+
+#include <algo/moLocalSearch.h>
+#include <explorer/moMetropolisHastingExplorer.h>
+#include <continuator/moTrueContinuator.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+
+/**
+ * Metropolis-Hasting local search
+ * Only the symetric case is considered when Q(x,y) = Q(y,x)
+ * Fitness must be > 0
+ *
+ * At each iteration,
+ *   one of the random solution in the neighborhood is selected
+ *   if the selected neighbor have higher or equal fitness than the current solution
+ *       then the solution is replaced by the selected neighbor
+ *   if a random number from [0,1] is lower than fitness(neighbor) / fitness(solution)
+ *       then the solution is replaced by the selected neighbor
+ *   the algorithm stops when the number of iterations is too large
+ */
+template<class Neighbor>
+class moMetropolisHasting: public moLocalSearch<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    /**
+     * Basic constructor of the Metropolis-Hasting
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _nbStep maximum step to do
+     */
+    moMetropolisHasting(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, unsigned int _nbStep):
+            moLocalSearch<Neighbor>(explorer, trueCont, _fullEval),
+            explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp, _nbStep)
+    {}
+
+    /**
+     * Simple constructor of the Metropolis-Hasting
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _nbStep maximum step to do
+     * @param _cont an external continuator
+     */
+    moMetropolisHasting(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, unsigned int _nbStep, moContinuator<Neighbor>& _cont):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp, _nbStep)
+    {}
+
+    /**
+     * General constructor of the Metropolis-Hasting
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _nbStep maximum step to do
+     * @param _cont an external continuator
+     * @param _compN  a neighbor vs neighbor comparator
+     * @param _compSN a solution vs neighbor comparator
+     */
+    moMetropolisHasting(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, unsigned int _nbStep, moContinuator<Neighbor>& _cont, moNeighborComparator<Neighbor>& _compN, moSolNeighborComparator<Neighbor>& _compSN):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_neighborhood, _eval, _compN, _compSN, _nbStep)
+    {}
+
+private:
+    // always true continuator
+    moTrueContinuator<Neighbor> trueCont;
+    // compare the fitness values of neighbors
+    moNeighborComparator<Neighbor> defaultNeighborComp;
+    // compare the fitness values of the solution and the neighbor
+    moSolNeighborComparator<Neighbor> defaultSolNeighborComp;
+    // MetropolisHasting explorer
+    moMetropolisHastingExplorer<Neighbor> explorer;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moNeutralHC.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moNeutralHC.h
new file mode 100644
index 000000000..2fd2583d5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moNeutralHC.h
@@ -0,0 +1,106 @@
+/*
+<moNeutralHC.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moNeutralHC_h
+#define _moNeutralHC_h
+
+#include <algo/moLocalSearch.h>
+#include <explorer/moNeutralHCexplorer.h>
+#include <continuator/moTrueContinuator.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+
+/**
+ * Hill-Climbing local search
+ *
+ * At each iteration,
+ *   one of the random best solution in the neighborhood is selected
+ *   if the selected neighbor have higher or equal fitness than the current solution
+ *       then the solution is replaced by the selected neighbor
+ *   the algorithm stops when there is no higher or equal neighbor, or if the number of iterations is too large
+ */
+template<class Neighbor>
+class moNeutralHC: public moLocalSearch<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    /**
+     * Basic constructor for a hill-climber
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _nbStep maximum step to do
+     */
+    moNeutralHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, unsigned int _nbStep):
+            moLocalSearch<Neighbor>(explorer, trueCont, _fullEval),
+            explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp, _nbStep)
+    {}
+
+    /**
+     * Simple constructor for a hill-climber
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _nbStep maximum step to do
+     * @param _cont an external continuator
+     */
+    moNeutralHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, unsigned int _nbStep, moContinuator<Neighbor>& _cont):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp, _nbStep)
+    {}
+
+    /**
+     * General constructor for a hill-climber
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _nbStep maximum step to do
+     * @param _cont an external continuator
+     * @param _compN  a neighbor vs neighbor comparator
+     * @param _compSN a solution vs neighbor comparator
+     */
+    moNeutralHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, unsigned int _nbStep, moContinuator<Neighbor>& _cont, moNeighborComparator<Neighbor>& _compN, moSolNeighborComparator<Neighbor>& _compSN):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_neighborhood, _eval, _compN, _compSN, _nbStep)
+    {}
+
+private:
+    // always true continuator
+    moTrueContinuator<Neighbor> trueCont;
+    // compare the fitness values of neighbors
+    moNeighborComparator<Neighbor> defaultNeighborComp;
+    // compare the fitness values of the solution and the neighbor
+    moSolNeighborComparator<Neighbor> defaultSolNeighborComp;
+    // the explorer of the HC with neutral move (equals fitness move)
+    moNeutralHCexplorer<Neighbor> explorer;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moRandomBestHC.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moRandomBestHC.h
new file mode 100644
index 000000000..3e7a32d62
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moRandomBestHC.h
@@ -0,0 +1,104 @@
+/*
+<moRandomBestHC.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moRandomBestHC_h
+#define _moRandomBestHC_h
+
+#include <algo/moLocalSearch.h>
+#include <explorer/moRandomBestHCexplorer.h>
+#include <continuator/moTrueContinuator.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+
+/**
+ * Random Best HC:
+ * Hill-Climbing local search
+ *
+ * At each iteration,
+ *   one of the random best solution in the neighborhood is selected
+ *   if the selected neighbor have higher fitness than the current solution
+ *       then the solution is replaced by the selected neighbor
+ *   the algorithm stops when there is no higher neighbor
+ */
+template<class Neighbor>
+class moRandomBestHC: public moLocalSearch<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    /**
+     * Basic constructor for a hill-climber
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     */
+    moRandomBestHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval):
+            moLocalSearch<Neighbor>(explorer, trueCont, _fullEval),
+            explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp)
+    {}
+
+    /**
+     * Simple constructor for a hill-climber
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _cont an external continuator
+     */
+    moRandomBestHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, moContinuator<Neighbor>& _cont):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp)
+    {}
+
+    /**
+     * General constructor for a hill-climber
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _cont an external continuator
+     * @param _compN  a neighbor vs neighbor comparator
+     * @param _compSN a solution vs neighbor comparator
+     */
+    moRandomBestHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, moContinuator<Neighbor>& _cont, moNeighborComparator<Neighbor>& _compN, moSolNeighborComparator<Neighbor>& _compSN):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_neighborhood, _eval, _compN, _compSN)
+    {}
+
+private:
+    // always true continuator
+    moTrueContinuator<Neighbor> trueCont;
+    // compare the fitness values of neighbors
+    moNeighborComparator<Neighbor> defaultNeighborComp;
+    // compare the fitness values of the solution and the neighbor
+    moSolNeighborComparator<Neighbor> defaultSolNeighborComp;
+    // the explorer of the HC with random choice of the best solution
+    moRandomBestHCexplorer<Neighbor> explorer;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moRandomNeutralWalk.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moRandomNeutralWalk.h
new file mode 100644
index 000000000..4f21588c5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moRandomNeutralWalk.h
@@ -0,0 +1,102 @@
+/*
+<moRandomNeutralWalk.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moRandomNeutralWalk_h
+#define _moRandomNeutralWalk_h
+
+#include <algo/moLocalSearch.h>
+#include <explorer/moRandomNeutralWalkExplorer.h>
+#include <continuator/moTrueContinuator.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+
+/**
+ * Random Neutral Walk:
+ * Random Neutral walk local search
+ *
+ * At each iteration,
+ *   one random neighbor with the same fitness is selected and replace the current solution
+ *   the algorithm stops when the number of steps is reached
+ */
+template<class Neighbor>
+class moRandomNeutralWalk: public moLocalSearch<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    /**
+     * Basic constructor for a random walk
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _nbStepMax number of step of the walk
+     */
+    moRandomNeutralWalk(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, unsigned _nbStepMax):
+            moLocalSearch<Neighbor>(explorer, trueCont, _fullEval),
+            explorer(_neighborhood, _eval, defaultSolNeighborComp, _nbStepMax)
+    {}
+
+    /**
+     * Simple constructor for a random walk
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _nbStepMax number of step of the walk
+     * @param _cont an external continuator
+     */
+    moRandomNeutralWalk(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, unsigned _nbStepMax, moContinuator<Neighbor>& _cont):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_neighborhood, _eval, defaultSolNeighborComp, _nbStepMax)
+    {}
+
+    /**
+     * General constructor for a random walk
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _nbStepMax number of step of the walk
+     * @param _cont an external continuator
+     * @param _comp a solution vs neighbor comparator
+     */
+    moRandomNeutralWalk(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, unsigned _nbStepMax, moContinuator<Neighbor>& _cont, moSolNeighborComparator<Neighbor>& _comp):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_neighborhood, _eval, _comp, _nbStepMax)
+    {}
+
+private:
+    // always true continuator
+    moTrueContinuator<Neighbor> trueCont;
+    // the explorer of the random walk
+    moRandomNeutralWalkExplorer<Neighbor> explorer;
+    // compare the fitness values of the solution and the neighbor
+    moSolNeighborComparator<Neighbor> defaultSolNeighborComp;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moRandomSearch.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moRandomSearch.h
new file mode 100644
index 000000000..c0a468d6a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moRandomSearch.h
@@ -0,0 +1,90 @@
+/*
+<moRandomSearch.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moRandomSearch_h
+#define _moRandomSearch_h
+
+#include <algo/moLocalSearch.h>
+#include <explorer/moRandomSearchExplorer.h>
+#include <continuator/moTrueContinuator.h>
+#include <eoInit.h>
+#include <eoEvalFunc.h>
+
+/**
+ * Random Search:
+ * Pure random search local search
+ *
+ * At each iteration,
+ *   one random solution is selected and replace the current solution
+ *   the algorithm stops when the number of solution is reached
+ */
+template<class Neighbor>
+class moRandomSearch: public moLocalSearch<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Simple constructor for a random search
+     * @param _init the solution initializer, to explore at random the search space
+     * @param _fullEval the full evaluation function
+     * @param _nbSolMax number of solutions
+     */
+    moRandomSearch(eoInit<EOT> & _init, eoEvalFunc<EOT>& _fullEval, unsigned _nbSolMax):
+            moLocalSearch<Neighbor>(explorer, trueCont, _fullEval),
+            explorer(_init, _fullEval, _nbSolMax>0?_nbSolMax - 1:0)
+    {}
+
+    /**
+     * General constructor for a random search
+     * @param _init the solution initializer, to explore at random the search space
+     * @param _fullEval the full evaluation function
+     * @param _nbSolMax number of solutions
+     * @param _cont external continuator
+     */
+    moRandomSearch(eoInit<EOT> & _init, eoEvalFunc<EOT>& _fullEval, unsigned _nbSolMax, moContinuator<Neighbor>& _cont):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_init, _fullEval, _nbSolMax>0?_nbSolMax - 1:0)
+    {}
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moRandomSearch";
+    }
+
+private:
+    // always true continuator
+    moTrueContinuator<Neighbor> trueCont;
+    // the explorer of the random walk
+    moRandomSearchExplorer<Neighbor> explorer;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moRandomWalk.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moRandomWalk.h
new file mode 100644
index 000000000..dafa3f277
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moRandomWalk.h
@@ -0,0 +1,87 @@
+/*
+<moRandomWalk.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moRandomWalk_h
+#define _moRandomWalk_h
+
+#include <algo/moLocalSearch.h>
+#include <explorer/moRandomWalkExplorer.h>
+#include <continuator/moIterContinuator.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+
+/**
+ * Random Walk:
+ * Random walk local search
+ *
+ * At each iteration,
+ *   one random neighbor is selected and replace the current solution
+ *   the algorithm stops when the number of steps is reached
+ */
+template<class Neighbor>
+class moRandomWalk: public moLocalSearch<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    /**
+     * Simple constructor for a random walk
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _nbStepMax number of step of the walk
+     */
+    moRandomWalk(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, unsigned _nbStepMax):
+      moLocalSearch<Neighbor>(explorer, iterCont, _fullEval),
+      iterCont(_nbStepMax),
+      explorer(_neighborhood, _eval)
+    {}
+
+    /**
+     * General constructor for a random walk
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _cont a user-defined continuator
+     */
+    moRandomWalk(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, moContinuator<Neighbor>& _cont):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+	    iterCont(0),
+            explorer(_neighborhood, _eval)
+    {}
+
+private:
+    // the continuator to stop on a maximum number of step
+    moIterContinuator<Neighbor> iterCont;
+    // the explorer of the random walk
+    moRandomWalkExplorer<Neighbor> explorer;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moSA.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moSA.h
new file mode 100644
index 000000000..c126f31fc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moSA.h
@@ -0,0 +1,120 @@
+/*
+<moSA.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moSA_h
+#define _moSA_h
+
+#include <algo/moLocalSearch.h>
+#include <explorer/moSAexplorer.h>
+#include <coolingSchedule/moCoolingSchedule.h>
+#include <coolingSchedule/moSimpleCoolingSchedule.h>
+#include <continuator/moTrueContinuator.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+
+/**
+ * Simulated Annealing
+ */
+template<class Neighbor>
+class moSA: public moLocalSearch<Neighbor>
+{
+public:
+
+    typedef typename Neighbor::EOT EOT;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+
+    /**
+     * Basic constructor for a simulated annealing
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _initT initial temperature for cooling schedule (default = 10)
+     * @param _alpha factor of decreasing for cooling schedule (default = 0.9)
+     * @param _span number of iteration with equal temperature for cooling schedule (default = 100)
+     * @param _finalT final temperature, threshold of the stopping criteria for cooling schedule (default = 0.01)
+     */
+    moSA(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, double _initT=10, double _alpha=0.9, unsigned _span=100, double _finalT=0.01):
+            moLocalSearch<Neighbor>(explorer, trueCont, _fullEval),
+            defaultCool(_initT, _alpha, _span, _finalT),
+            explorer(_neighborhood, _eval, defaultSolNeighborComp, defaultCool)
+    {}
+
+    /**
+     * Simple constructor for a simulated annealing
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _cool a cooling schedule
+     */
+    moSA(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, moCoolingSchedule<EOT>& _cool):
+            moLocalSearch<Neighbor>(explorer, trueCont, _fullEval),
+            defaultCool(0, 0, 0, 0),
+            explorer(_neighborhood, _eval, defaultSolNeighborComp, _cool)
+    {}
+
+    /**
+     * General constructor for a simulated annealing
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _cool a cooling schedule
+     * @param _cont an external continuator
+     */
+    moSA(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, moCoolingSchedule<EOT>& _cool, moContinuator<Neighbor>& _cont):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            defaultCool(0, 0, 0, 0),
+            explorer(_neighborhood, _eval, defaultSolNeighborComp, _cool)
+    {}
+
+    /**
+     * General constructor for a simulated annealing
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _cool a cooling schedule
+     * @param _comp a solution vs neighbor comparator
+     * @param _cont an external continuator
+     */
+    moSA(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, moCoolingSchedule<EOT>& _cool, moSolNeighborComparator<Neighbor>& _comp, moContinuator<Neighbor>& _cont):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            defaultCool(0, 0, 0, 0),
+            explorer(_neighborhood, _eval, _comp, _cool)
+    {}
+
+
+
+private:
+    moTrueContinuator<Neighbor> trueCont;
+    moSimpleCoolingSchedule<EOT> defaultCool;
+    moSolNeighborComparator<Neighbor> defaultSolNeighborComp;
+    moSAexplorer<Neighbor> explorer;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moSimpleHC.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moSimpleHC.h
new file mode 100644
index 000000000..c334d0629
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moSimpleHC.h
@@ -0,0 +1,104 @@
+/*
+<moSimpleHC.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moSimpleHC_h
+#define _moSimpleHC_h
+
+#include <algo/moLocalSearch.h>
+#include <explorer/moSimpleHCexplorer.h>
+#include <continuator/moTrueContinuator.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+
+/**
+ * Simple HC:
+ * Hill-Climbing local search
+ *
+ * At each iteration,
+ *   the first best solution in the neighborhood is selected
+ *   if the selected neighbor have higher fitness than the current solution
+ *       then the solution is replaced by the selected neighbor
+ *   the algorithm stops when there is no higher neighbor
+ */
+template<class Neighbor>
+class moSimpleHC: public moLocalSearch<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    /**
+     * Simple constructor for a hill-climber
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     */
+    moSimpleHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval):
+            moLocalSearch<Neighbor>(explorer, trueCont, _fullEval),
+            explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp)
+    {}
+
+    /**
+     * Simple constructor for a hill-climber
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _cont an external continuator
+     */
+    moSimpleHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, moContinuator<Neighbor>& _cont):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp)
+    {}
+
+    /**
+     * Simple constructor for a hill-climber
+     * @param _neighborhood the neighborhood
+     * @param _fullEval the full evaluation function
+     * @param _eval neighbor's evaluation function
+     * @param _cont an external continuator
+     * @param _compN  a neighbor vs neighbor comparator
+     * @param _compSN a solution vs neighbor comparator
+     */
+    moSimpleHC(Neighborhood& _neighborhood, eoEvalFunc<EOT>& _fullEval, moEval<Neighbor>& _eval, moContinuator<Neighbor>& _cont, moNeighborComparator<Neighbor>& _compN, moSolNeighborComparator<Neighbor>& _compSN):
+            moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+            explorer(_neighborhood, _eval, _compN, _compSN)
+    {}
+
+private:
+    // always true continuator
+    moTrueContinuator<Neighbor> trueCont;
+    // compare the fitness values of neighbors
+    moNeighborComparator<Neighbor> defaultNeighborComp;
+    // compare the fitness values of the solution and the neighbor
+    moSolNeighborComparator<Neighbor> defaultSolNeighborComp;
+    // the explorer of the simple HC
+    moSimpleHCexplorer<Neighbor> explorer;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moTS.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moTS.h
new file mode 100644
index 000000000..cd1a6dc57
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moTS.h
@@ -0,0 +1,164 @@
+/*
+  <moTS.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moTS_h
+#define _moTS_h
+
+#include <algo/moLocalSearch.h>
+#include <explorer/moTSexplorer.h>
+#include <memory/moNeighborVectorTabuList.h>
+#include <memory/moIntensification.h>
+#include <memory/moDummyIntensification.h>
+#include <memory/moDiversification.h>
+#include <memory/moDummyDiversification.h>
+#include <memory/moAspiration.h>
+#include <memory/moBestImprAspiration.h>
+#include <continuator/moTimeContinuator.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+
+/**
+ * Tabu Search
+ */
+template<class Neighbor>
+class moTS: public moLocalSearch<Neighbor>
+{
+public:
+
+  typedef typename Neighbor::EOT EOT;
+  typedef moNeighborhood<Neighbor> Neighborhood ;
+
+  /**
+   * Basic constructor for a tabu search
+   * @param _neighborhood the neighborhood
+   * @param _fullEval the full evaluation function
+   * @param _eval neighbor's evaluation function
+   * @param _time the time limit for stopping criteria
+   * @param _tabuListSize the size of the tabu list
+   */
+  moTS(Neighborhood& _neighborhood,
+       eoEvalFunc<EOT>& _fullEval,
+       moEval<Neighbor>& _eval,
+       unsigned int _time,
+       unsigned int _tabuListSize
+       ):
+    moLocalSearch<Neighbor>(explorer, timeCont, _fullEval),
+    timeCont(_time),
+    tabuList(_tabuListSize,0),
+    explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp, tabuList, dummyIntensification, dummyDiversification, defaultAspiration)
+  {}
+
+  /**
+   * Simple constructor for a tabu search
+   * @param _neighborhood the neighborhood
+   * @param _fullEval the full evaluation function
+   * @param _eval neighbor's evaluation function
+   * @param _time the time limit for stopping criteria
+   * @param _tabuList the tabu list
+   */
+  moTS(Neighborhood& _neighborhood,
+       eoEvalFunc<EOT>& _fullEval,
+       moEval<Neighbor>& _eval,
+       unsigned int _time,
+       moTabuList<Neighbor>& _tabuList):
+    moLocalSearch<Neighbor>(explorer, timeCont, _fullEval),
+    timeCont(_time),
+    tabuList(0,0),
+    explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp, _tabuList, dummyIntensification, dummyDiversification, defaultAspiration)
+  {}
+
+  /**
+   * General constructor for a tabu search
+   * @param _neighborhood the neighborhood
+   * @param _fullEval the full evaluation function
+   * @param _eval neighbor's evaluation function
+   * @param _cont an external continuator
+   * @param _tabuList the tabu list
+   * @param _aspiration the aspiration Criteria
+   */
+  moTS(Neighborhood& _neighborhood,
+       eoEvalFunc<EOT>& _fullEval,
+       moEval<Neighbor>& _eval,
+       moContinuator<Neighbor>& _cont,
+       moTabuList<Neighbor>& _tabuList,
+       moAspiration<Neighbor>& _aspiration):
+    moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+    timeCont(0),
+    tabuList(0,0),
+    explorer(_neighborhood, _eval, defaultNeighborComp, defaultSolNeighborComp, _tabuList, dummyIntensification, dummyDiversification, _aspiration)
+  {}
+
+  /**
+   * General constructor for a tabu search
+   * @param _neighborhood the neighborhood
+   * @param _fullEval the full evaluation function
+   * @param _eval neighbor's evaluation function
+   * @param _neighborComp a comparator between 2 neighbors
+   * @param _solNeighborComp a solution vs neighbor comparator
+   * @param _cont an external continuator
+   * @param _tabuList the tabu list
+   * @param _intensification the intensification strategy
+   * @param _diversification the diversification strategy
+   * @param _aspiration the aspiration Criteria
+   */
+  moTS(Neighborhood& _neighborhood,
+       eoEvalFunc<EOT>& _fullEval,
+       moEval<Neighbor>& _eval,
+       moNeighborComparator<Neighbor>& _neighborComp,
+       moSolNeighborComparator<Neighbor>& _solNeighborComp,
+       moContinuator<Neighbor>& _cont,
+       moTabuList<Neighbor>& _tabuList,
+       moIntensification<Neighbor>& _intensification,
+       moDiversification<Neighbor>& _diversification,
+       moAspiration<Neighbor>& _aspiration):
+    moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+    timeCont(0),
+    tabuList(0,0),
+    explorer(_neighborhood, _eval, _neighborComp, _solNeighborComp, _tabuList, _intensification, _diversification, _aspiration)
+  {}
+
+  /*
+   * To get the explorer and then to be abble to get the best solution so far
+   * @return the TS explorer
+   */
+  moTSexplorer<Neighbor>& getExplorer() {
+    return explorer;
+  }
+  
+private:
+  moTimeContinuator<Neighbor> timeCont;
+  moNeighborComparator<Neighbor> defaultNeighborComp;
+  moSolNeighborComparator<Neighbor> defaultSolNeighborComp;
+  moNeighborVectorTabuList<Neighbor> tabuList;
+  moDummyIntensification<Neighbor> dummyIntensification;
+  moDummyDiversification<Neighbor> dummyDiversification;
+  moBestImprAspiration<Neighbor> defaultAspiration;
+  moTSexplorer<Neighbor> explorer;
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moVNS.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moVNS.h
new file mode 100644
index 000000000..050e29593
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/algo/moVNS.h
@@ -0,0 +1,75 @@
+/*
+  <moVNS.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moVNS_h
+#define _moVNS_h
+
+#include <algo/moLocalSearch.h>
+#include <eoOp.h>
+#include <comparator/moSolComparator.h>
+#include <continuator/moContinuator.h>
+
+#include <explorer/moVNSexplorer.h>
+#include <neighborhood/moVariableNeighborhoodSelection.h>
+#include <acceptCrit/moAcceptanceCriterion.h>
+
+
+/**
+ * the "Variable Neighborhood Search" metaheuristic
+ */
+template<class Neighbor>
+class moVNS: public moLocalSearch< Neighbor >
+{
+public:
+  typedef typename Neighbor::EOT EOT;
+  typedef moNeighborhood<Neighbor> Neighborhood ;
+
+
+  /**
+   * full constructor for a VNS
+   * @param _selection selection the "neighborhood" search heuristics during the search
+   * @param _acceptCrit acceptance criteria which compare and accept or not the two solutions
+   * @param _fullEval the full evaluation function
+   * @param _cont an external continuator
+   */
+  moVNS(moVariableNeighborhoodSelection<EOT> & _selection,
+	moAcceptanceCriterion<Neighbor>& _acceptCrit,
+	eoEvalFunc<EOT>& _fullEval,
+	moContinuator<Neighbor>& _cont) :
+    moLocalSearch<Neighbor>(explorer, _cont, _fullEval),
+    explorer(_selection, _acceptCrit)
+  {}
+
+private:
+  // the explorer of the VNS
+  moVNSexplorer<Neighbor> explorer;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moComparator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moComparator.h
new file mode 100644
index 000000000..153e39422
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moComparator.h
@@ -0,0 +1,60 @@
+/*
+  <moComparator.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moComparator_h
+#define _moComparator_h
+
+#include <EO.h>
+#include <eoFunctor.h>
+
+
+/**
+ * Comparator of two types
+ */
+template< class T1, class T2 >
+class moComparator : public eoBF<const T1 & , const T2 & , bool>
+{
+public:
+
+    /**
+     * @param _ref1 a reference on a variable of type T1
+     * @param _ref2 a reference on a variable of type T2
+     * @return true if _ref1 and _ref2 are equals
+     */
+    virtual bool equals(const T1& _ref1, const T2& _ref2) = 0;
+
+};
+
+#endif
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moEqualNeighborComparator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moEqualNeighborComparator.h
new file mode 100644
index 000000000..6ea148df0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moEqualNeighborComparator.h
@@ -0,0 +1,69 @@
+/*
+  <moEqualNeighborComparator.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moEqualNeighborComparator_h
+#define _moEqualNeighborComparator_h
+
+#include <neighborhood/moNeighbor.h>
+#include <comparator/moNeighborComparator.h>
+
+/**
+ * Comparator of two neighbors : a neighbor is better if the fitness is higher or equal
+ */
+template< class Neighbor >
+class moEqualNeighborComparator : public moNeighborComparator<Neighbor>
+{
+public:
+
+    /**
+     * Compare two neighbors
+     * @param _neighbor1 the first neighbor
+     * @param _neighbor2 the second neighbor
+     * @return true if the neighbor2 is better or equal than neighbor1
+     */
+    virtual bool operator()(const Neighbor& _neighbor1, const Neighbor& _neighbor2) {
+        return (_neighbor1.fitness() <= _neighbor2.fitness());
+    }
+
+    /**
+     * Return the class Name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moEqualNeighborComparator";
+    }
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moEqualSolNeighborComparator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moEqualSolNeighborComparator.h
new file mode 100644
index 000000000..6f706dc73
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moEqualSolNeighborComparator.h
@@ -0,0 +1,74 @@
+/*
+  <moEqualSolNeighborComparator.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moEqualSolNeighborComparator_h
+#define _moEqualSolNeighborComparator_h
+
+#include <EO.h>
+#include <eoFunctor.h>
+
+#include <neighborhood/moNeighbor.h>
+#include <comparator/moSolNeighborComparator.h>
+
+
+/**
+ * Comparator of a solution and its neighbor  : a neighbor is better if the fitness is higher or equal
+ */
+template< class Neighbor >
+class moEqualSolNeighborComparator : public moSolNeighborComparator<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    /**
+     * Compare two neighbors
+     * @param _sol the solution
+     * @param _neighbor the neighbor
+     * @return true if the neighbor is better or equal than sol
+     */
+    virtual bool operator()(const EOT& _sol, const Neighbor& _neighbor) {
+        return (_sol.fitness() <= _neighbor.fitness());
+    }
+
+      /**
+     * Return the class Name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moEqualSolNeighborComparator";
+    }
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moNeighborComparator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moNeighborComparator.h
new file mode 100644
index 000000000..869adbb5c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moNeighborComparator.h
@@ -0,0 +1,79 @@
+/*
+  <moNeighborComparator.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moNeighborComparator_h
+#define _moNeighborComparator_h
+
+#include <neighborhood/moNeighbor.h>
+#include <comparator/moComparator.h>
+
+/**
+ * Comparator of two neighbors
+ */
+template< class Neighbor >
+class moNeighborComparator : public moComparator<Neighbor, Neighbor>
+{
+public:
+
+    /**
+     * Compare two neighbors
+     * @param _neighbor1 the first neighbor
+     * @param _neighbor2 the second neighbor
+     * @return true if the neighbor2 is better than neighbor1
+     */
+    virtual bool operator()(const Neighbor& _neighbor1, const Neighbor& _neighbor2) {
+        return (_neighbor1.fitness() < _neighbor2.fitness());
+    }
+
+    /**
+     * Compare two neighbors
+     * @param _neighbor1 the first neighbor
+     * @param _neighbor2 the second neighbor
+     * @return true if the neighbor2 is equal to neighbor1
+     */
+    virtual bool equals(const Neighbor& _neighbor1, const Neighbor& _neighbor2) {
+        return (_neighbor1.fitness() == _neighbor2.fitness());
+    }
+
+    /**
+     * Return the class Name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moNeighborComparator";
+    }
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moSolComparator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moSolComparator.h
new file mode 100644
index 000000000..d7f30c2f8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moSolComparator.h
@@ -0,0 +1,72 @@
+/*
+<moSolComparator.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moSolComparator_h
+#define _moSolComparator_h
+
+#include <comparator/moComparator.h>
+
+/**
+ * Comparator of two solutions
+ */
+template< class EOT >
+class moSolComparator : public moComparator<EOT, EOT>
+{
+public:
+
+    /**
+     * Compare two solutions
+     * @param _sol1 the first solution
+     * @param _sol2 the second solution
+     * @return true if the solution2 is better than solution1
+     */
+    virtual bool operator()(const EOT& _sol1, const EOT& _sol2) {
+        return (_sol1.fitness() < _sol2.fitness());
+    }
+
+    /**
+     * Test the equality between two solutions
+     * @param _sol1 the first solution
+     * @param _sol2 the second solution
+     * @return true if the solution2 is equal to solution1
+     */
+    virtual bool equals(const EOT& _sol1, const EOT& _sol2) {
+        return (_sol1.fitness() == _sol2.fitness());
+    }
+
+    /**
+     * Return the class Name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moSolComparator";
+    }
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moSolNeighborComparator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moSolNeighborComparator.h
new file mode 100644
index 000000000..2275a6494
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/comparator/moSolNeighborComparator.h
@@ -0,0 +1,84 @@
+/*
+  <moSolNeighborComparator.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moSolNeighborComparator_h
+#define _moSolNeighborComparator_h
+
+#include <EO.h>
+#include <eoFunctor.h>
+
+#include <neighborhood/moNeighbor.h>
+#include <comparator/moComparator.h>
+
+
+/**
+ * Comparator of a solution and its neighbor
+ */
+template< class Neighbor >
+class moSolNeighborComparator : public moComparator<typename Neighbor::EOT, Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    /**
+     * Compare two neighbors
+     * @param _sol the solution
+     * @param _neighbor the neighbor
+     * @return true if the neighbor is better than sol
+     */
+    virtual bool operator()(const EOT& _sol, const Neighbor& _neighbor) {
+        return (_sol.fitness() < _neighbor.fitness());
+    }
+
+    /**
+     * Test the equality between two neighbors
+     * @param _sol the solution
+     * @param _neighbor the neighbor
+     * @return true if the neighbor is equal to the solution
+     */
+    virtual bool equals(const EOT& _sol, const Neighbor& _neighbor) {
+        return (_sol.fitness() == _neighbor.fitness());
+    }
+
+    /**
+     * Return the class Name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moSolNeighborComparator";
+    }
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moAverageFitnessNeighborStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moAverageFitnessNeighborStat.h
new file mode 100644
index 000000000..4c268d6d3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moAverageFitnessNeighborStat.h
@@ -0,0 +1,88 @@
+/*
+  <moAverageFitnessNeighborStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moAverageFitnessNeighborStat_h
+#define moAverageFitnessNeighborStat_h
+
+#include <continuator/moStat.h>
+#include <continuator/moNeighborhoodStat.h>
+
+/**
+ * From moNeighborhoodStat, to compute the average of fitness in the neighborhood
+ */
+template< class Neighbor >
+class moAverageFitnessNeighborStat : public moStat<typename Neighbor::EOT, double >
+{
+public :
+    typedef typename Neighbor::EOT EOT ;
+    typedef typename EOT::Fitness Fitness ;
+
+    using moStat< EOT, double >::value;
+
+    /**
+     * Constructor
+     * @param _nhStat a neighborhoodStat
+     */
+    moAverageFitnessNeighborStat(moNeighborhoodStat<Neighbor> & _nhStat):
+            moStat<EOT, double >(0.0, "average"), nhStat(_nhStat) {}
+
+    /**
+     * Set the average of fitness in the neighborhood
+     * @param _sol the first solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = nhStat.getMean();
+    }
+
+    /**
+     * Set the average of fitness in the neighborhood
+     * @param _sol the corresponding solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = nhStat.getMean();
+    }
+
+    /**
+     * @return the class name
+     */
+    virtual std::string className(void) const {
+        return "moAverageFitnessNeighborStat";
+    }
+
+private:
+    /** moNeighborhoodStat */
+    moNeighborhoodStat<Neighbor> & nhStat;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moBestFitnessStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moBestFitnessStat.h
new file mode 100644
index 000000000..192919c88
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moBestFitnessStat.h
@@ -0,0 +1,95 @@
+/*
+  <moBestFitnessStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moBestFitnessStat_h
+#define moBestFitnessStat_h
+
+#include <continuator/moStat.h>
+
+/**
+ * The statistic which save the best solution found during the search
+ */
+template <class EOT>
+class moBestFitnessStat : public moStat<EOT, typename EOT::Fitness>
+{
+public :
+    typedef typename EOT::Fitness Fitness;
+    using moStat< EOT , typename EOT::Fitness >::value;
+
+    /**
+     * Default Constructor
+     * @param _reInitSol when true the best so far is reinitialized
+     */
+    moBestFitnessStat(bool _reInitSol = true): moStat<EOT, typename EOT::Fitness>(Fitness(), "best"), reInitSol(_reInitSol), firstTime(true) {
+    }
+
+    /**
+     * Initialization of the best solution on the first one
+     * @param _sol the first solution
+     */
+    virtual void init(EOT & _sol) {
+    	if (reInitSol)
+    		value() = _sol.fitness();
+    	else if (firstTime)
+			{
+    			value() = _sol.fitness();
+    			firstTime = false;
+    		}
+    }
+
+    /**
+     * Update the best solution
+     * @param _sol the current solution
+     */
+    virtual void operator()(EOT & _sol) {
+        if (value() < _sol.fitness())
+        {
+            value() = _sol.fitness();
+        }
+    }
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moBestFitnessStat";
+    }
+
+protected:
+    bool reInitSol;
+    bool firstTime;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moBestNoImproveContinuator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moBestNoImproveContinuator.h
new file mode 100644
index 000000000..86981bef4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moBestNoImproveContinuator.h
@@ -0,0 +1,118 @@
+/*
+  <moBestNoImproveContinuator.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moBestNoImproveContinuator_h
+#define _moBestNoImproveContinuator_h
+
+#include <continuator/moContinuator.h>
+#include <neighborhood/moNeighborhood.h>
+#include <comparator/moSolComparator.h>
+
+/**
+ * Stop when the best solution cannot be improved 
+ * within a given number of iterations
+ */
+template< class Neighbor >
+class moBestNoImproveContinuator : public moContinuator<Neighbor>
+{
+public:
+  typedef typename Neighbor::EOT EOT ;
+
+  /**
+   * Constructor 
+   *
+   * @param _bestSol the best solution
+   * @param _maxNoImprove number maximum of iterations
+   * @param _solComparator a comparator between solutions
+   * @param _verbose true/false : verbose mode on/off
+   */
+  moBestNoImproveContinuator(const EOT & _bestSol, 
+			     unsigned int _maxNoImprove, 
+			     moSolComparator<EOT>& _solComparator,
+			     bool _verbose = true): bestSol(_bestSol), maxNoImprove(_maxNoImprove), solComparator(_solComparator), verbose(_verbose) {}
+
+  /**
+   * Constructor where the comparator of solutions is the default comparator
+   *
+   * @param _bestSol the best solution
+   * @param _maxNoImprove number maximum of iterations
+   * @param _verbose true/false : verbose mode on/off
+   */
+  moBestNoImproveContinuator(const EOT & _bestSol, 
+			     unsigned int _maxNoImprove, 
+			     bool _verbose = true): bestSol(_bestSol), maxNoImprove(_maxNoImprove), solComparator(defaultSolComp), verbose(_verbose) {}
+
+  /**
+   * Count and test the number of non improvement of the best solution
+   * improvement: if the current solution is STRICTLY better than the current best solution  
+   *
+   *@param _solution a solution
+   *@return true if counter < maxNoImprove
+   */
+  virtual bool operator()(EOT & _solution) {
+    if (solComparator(_solution, bestSol) || solComparator.equals(_solution, bestSol))
+      cpt++;
+    else
+      cpt = 0;
+
+    bool res = (cpt < maxNoImprove);
+
+    if (!res && verbose)
+      std::cout << "STOP in moBestNoImproveContinuator: Reached maximum number of iterations without improvement [" << cpt << "/" << maxNoImprove << "]" << std::endl;
+
+    return res;
+  }
+
+  /**
+   * reset the counter of iteration
+   * @param _solution a solution
+   */
+  virtual void init(EOT & _solution) {
+    cpt = 0;
+  }
+
+  /**
+   * the current number of iteration without improvement
+   * @return the number of iteration
+   */
+  unsigned int value() {
+    return cpt ;
+  }
+
+private:
+  const EOT & bestSol;
+  unsigned int maxNoImprove;
+  unsigned int cpt;
+  // comparator between solutions
+  moSolComparator<EOT>& solComparator;
+  bool verbose;
+  moSolComparator<EOT> defaultSolComp;
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moBestSoFarStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moBestSoFarStat.h
new file mode 100644
index 000000000..fa5797139
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moBestSoFarStat.h
@@ -0,0 +1,94 @@
+/*
+  <moBestSoFarStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moBestSoFarStat_h
+#define moBestSoFarStat_h
+
+#include <continuator/moStat.h>
+
+/**
+ * The statistic which save the best solution found during the search
+ */
+template <class EOT>
+class moBestSoFarStat : public moStat<EOT, EOT>
+{
+public :
+    using moStat< EOT , EOT >::value;
+
+    /**
+     * Default Constructor
+     * @param _reInitSol when true the best so far is reinitialized
+     */
+    moBestSoFarStat(bool _reInitSol = true): moStat<EOT, EOT>(EOT(), "best"), reInitSol(_reInitSol), firstTime(true) {
+    }
+
+    /**
+     * Initialization of the best solution on the first one
+     * @param _sol the first solution
+     */
+    virtual void init(EOT & _sol) {
+    	if (reInitSol)
+    		value() = _sol;
+    	else if (firstTime)
+			{
+    			value() = _sol;
+    			firstTime = false;
+    		}
+    }
+
+    /**
+     * Update the best solution
+     * @param _sol the current solution
+     */
+    virtual void operator()(EOT & _sol) {
+        if (value().fitness() < _sol.fitness())
+        {
+            value() = _sol;
+        }
+    }
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moBestSoFarStat";
+    }
+
+protected:
+    bool reInitSol;
+    bool firstTime;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moBooleanStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moBooleanStat.h
new file mode 100644
index 000000000..a098efc23
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moBooleanStat.h
@@ -0,0 +1,82 @@
+/*
+  <moBooleanStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moBooleanStat_h
+#define moBooleanStat_h
+
+#include <continuator/moStat.h>
+
+/**
+ * The statistic gives from a boolean variable
+ */
+template <class EOT>
+class moBooleanStat : public moStat<EOT, bool>
+{
+public :
+    using moStat< EOT, bool>::value;
+
+    /**
+     * Default Constructor
+     */
+    moBooleanStat(bool * _b): moStat<EOT, bool>(*_b, "boolean"), b(_b) {
+    }
+
+    /**
+     * Init the number of iteration
+     * @param _sol a solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = *b;
+    }
+
+    /**
+     * Set the number of iteration
+     * @param _sol a solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = *b;
+    }
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moBooleanStat";
+    }
+
+private:
+	bool * b;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moCheckpoint.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moCheckpoint.h
new file mode 100644
index 000000000..6c849fe59
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moCheckpoint.h
@@ -0,0 +1,177 @@
+/*
+  <moCheckpoint.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moCheckpoint_h
+#define moCheckpoint_h
+
+#include <continuator/moContinuator.h>
+#include <utils/eoMonitor.h>
+#include <continuator/moStatBase.h>
+#include <utils/eoUpdater.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Continuator allowing to add others (continuators, stats, monitors or updaters)
+ */
+template <class Neighbor>
+class moCheckpoint : public moContinuator<Neighbor> {
+public :
+
+    typedef typename Neighbor::EOT EOT ;
+
+    /**
+     * Constructor (moCheckpoint must have at least one continuator)
+     * @param _cont a continuator
+     * @param _interval frequency to compute statistical operators
+     */
+    moCheckpoint(moContinuator<Neighbor>& _cont, unsigned int _interval=1):interval(_interval), counter(0) {
+        continuators.push_back(&_cont);
+    }
+
+    /**
+     * add a continuator to the checkpoint
+     * @param _cont a continuator
+     */
+    void add(moContinuator<Neighbor>& _cont) {
+        continuators.push_back(&_cont);
+    }
+
+    /**
+     * add a statistic operator to the checkpoint
+     * @param _stat a statistic operator
+     */
+    void add(moStatBase<EOT>& _stat) {
+        stats.push_back(&_stat);
+    }
+
+    /**
+     * add a monitor to the checkpoint
+     * @param _mon a monitor
+     */
+    void add(eoMonitor& _mon) {
+        monitors.push_back(&_mon);
+    }
+
+    /**
+     * add a updater to the checkpoint
+     * @param _upd an updater
+     */
+    void add(eoUpdater& _upd) {
+        updaters.push_back(&_upd);
+    }
+
+    /**
+     * init all continuators containing in the checkpoint regarding a solution
+     * @param _sol the corresponding solution
+     */
+    virtual void init(EOT& _sol) {
+        for (unsigned i = 0; i < stats.size(); ++i)
+            stats[i]->init(_sol);
+        counter=1;
+
+        for (unsigned int i = 0; i < monitors.size(); ++i)
+            (*monitors[i])();
+
+        for (unsigned i = 0; i < continuators.size(); ++i)
+            continuators[i]->init(_sol);
+    }
+
+    /**
+     * @return class name
+     */
+    virtual std::string className(void) const {
+        return "moCheckpoint";
+    }
+
+    /**
+     * apply operator of checkpoint's containers
+     * @param _sol reference of the solution
+     * @return true if all continuator return true
+     */
+    bool operator()(EOT & _sol) {
+        unsigned i;
+        bool bContinue = true;
+
+        for (i = 0; i < stats.size(); ++i) {
+            if (counter % interval == 0)
+                (*stats[i])(_sol);
+            counter++;
+        }
+
+        for (i = 0; i < updaters.size(); ++i)
+            (*updaters[i])();
+
+        for (i = 0; i < monitors.size(); ++i)
+            (*monitors[i])();
+
+        for (i = 0; i < continuators.size(); ++i)
+            if ( !(*continuators[i])(_sol) )
+                bContinue = false;
+
+        return bContinue;
+    }
+
+    /**
+     * last call of statistic operators, monitors and updaters
+     * @param _sol reference of the solution
+     */
+    void lastCall(EOT& _sol) {
+        unsigned int i;
+        for (i = 0; i < stats.size(); ++i)
+            stats[i]->lastCall(_sol);
+
+        for (i = 0; i < updaters.size(); ++i)
+            updaters[i]->lastCall();
+
+        for (i = 0; i < monitors.size(); ++i)
+            monitors[i]->lastCall();
+    }
+
+private :
+    /** continuators vector */
+    std::vector<moContinuator<Neighbor>*> continuators;
+    /** statistic operators vector */
+    std::vector<moStatBase<EOT>*> stats;
+    /** monitors vector */
+    std::vector<eoMonitor*> monitors;
+    /** updaters vector */
+    std::vector<eoUpdater*> updaters;
+
+    unsigned int interval;
+    unsigned int counter;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moCombinedContinuator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moCombinedContinuator.h
new file mode 100644
index 000000000..7533bd4fa
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moCombinedContinuator.h
@@ -0,0 +1,93 @@
+/*
+<moCombinedContinuator.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moCombinedContinuator_h
+#define _moCombinedContinuator_h
+
+#include <continuator/moContinuator.h>
+#include <neighborhood/moNeighborhood.h>
+#include <vector>
+
+/**
+ * Combined several continuators.
+ * Continue until one of the continuators returns false
+ */
+template< class Neighbor >
+class moCombinedContinuator : public moContinuator<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    /**
+     * Constructor (moCheckpoint must have at least one continuator)
+     * @param _cont a continuator
+     */
+    moCombinedContinuator(moContinuator<Neighbor>& _cont) {
+        continuators.push_back(&_cont);
+    }
+
+    /**
+     * add a continuator to the combined continuator
+     * @param _cont a continuator
+     */
+    void add(moContinuator<Neighbor>& _cont) {
+        continuators.push_back(&_cont);
+    }
+
+    /**
+     * init all continuators
+     * @param _solution a solution
+     */
+    virtual void init(EOT & _solution) {
+        for (unsigned int i = 0; i < continuators.size(); ++i)
+            continuators[i]->init(_solution);
+    }
+
+    /**
+     *@param _solution a solution
+     *@return true all the continuators are true
+     */
+    virtual bool operator()(EOT & _solution) {
+        bool bContinue = true;
+
+        // some data may be update in each continuator.
+        // So, all continuators are tested
+        for (unsigned int i = 0; i < continuators.size(); ++i)
+            if ( !(*continuators[i])(_solution) )
+                bContinue = false;
+
+        return bContinue;
+    }
+
+private:
+    /** continuators vector */
+    std::vector< moContinuator<Neighbor>* > continuators;
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moContinuator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moContinuator.h
new file mode 100644
index 000000000..cec268038
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moContinuator.h
@@ -0,0 +1,64 @@
+/*
+  <moContinuator.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moContinuator_h
+#define _moContinuator_h
+
+#include <eoFunctor.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * To make specific continuator from a solution
+ */
+template< class Neighbor >
+class moContinuator : public eoUF<typename Neighbor::EOT &, bool>
+{
+public:
+
+    typedef typename Neighbor::EOT EOT ;
+
+    /**
+     * Init Continuator parameters
+     * @param _solution the related solution
+     */
+    virtual void init(EOT& _solution) {};
+
+    /**
+     * Last Call to terminate the checkpoint
+     * @param _solution the related solution
+     */
+    virtual void lastCall(EOT& _solution) {};
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moCounterMonitorSaver.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moCounterMonitorSaver.h
new file mode 100644
index 000000000..f57e05d2d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moCounterMonitorSaver.h
@@ -0,0 +1,97 @@
+/*
+  <moCounterMonitorSaver.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moCounterMonitorSaver_h
+#define moCounterMonitorSaver_h
+
+#include <utils/eoUpdater.h>
+#include <utils/eoMonitor.h>
+
+/**
+ * Class calling monitors with a given frequency
+ */
+class moCounterMonitorSaver : public eoUpdater {
+public :
+
+    /**
+     * Constructor
+     * @param _interval frequency to call monitors
+     * @param _mon a monitor
+     */
+    moCounterMonitorSaver(unsigned _interval, eoMonitor& _mon) : interval(_interval), counter(0) {
+        monitors.push_back(&_mon);
+    }
+
+    /**
+     * call monitors if interval is reach by a counter
+     */
+    void operator()(void) {
+        if (counter++ % interval == 0)
+            for (unsigned i = 0; i < monitors.size(); i++)
+                (*monitors[i])();
+    }
+
+    /**
+     * last call of monitors
+     */
+    void lastCall(void) {
+        for (unsigned i = 0; i < monitors.size(); i++)
+            monitors[i]->lastCall();
+    }
+
+    /**
+     * attach another monitor to this class
+     * @param _mon the monitor to attach
+     */
+    void add(eoMonitor& _mon) {
+        monitors.push_back(&_mon);
+    }
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moCounterMonitorSaver";
+    }
+
+private :
+    /** interval and counter value */
+    unsigned int interval, counter;
+
+    /** monitor's vector */
+    std::vector<eoMonitor*> monitors;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moCounterStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moCounterStat.h
new file mode 100644
index 000000000..85534e67e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moCounterStat.h
@@ -0,0 +1,80 @@
+/*
+  <moCounterStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moCounterStat_h
+#define moCounterStat_h
+
+#include <continuator/moStat.h>
+
+/**
+ * The statistic gives the number of iteration
+ */
+template <class EOT>
+class moCounterStat : public moStat<EOT, unsigned int>
+{
+public :
+    using moStat< EOT, unsigned int>::value;
+
+    /**
+     * Default Constructor
+     */
+    moCounterStat(): moStat<EOT, unsigned int>(0, "counter") {
+    }
+
+    /**
+     * Init the number of iteration
+     * @param _sol a solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = 0;
+    }
+
+    /**
+     * Set the number of iteration
+     * @param _sol a solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = value() + 1;
+    }
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moCounterStat";
+    }
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moDistanceStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moDistanceStat.h
new file mode 100644
index 000000000..06cfe0007
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moDistanceStat.h
@@ -0,0 +1,93 @@
+/*
+  <moDistanceStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moDistanceStat_h
+#define moDistanceStat_h
+
+#include <utils/eoDistance.h>
+#include <continuator/moStat.h>
+
+/**
+ * The statistic gives the distance to a reference solution
+ * The reference solution could be the global optimum, or the best knowed solution
+ * It allows to compute the Fitness-Distance correlation (FDC)
+ */
+template <class EOT, class T = double>
+class moDistanceStat : public moStat<EOT, T>
+{
+public :
+    using moStat< EOT, T >::value;
+
+    /**
+     * Constructor
+     * @param _dist a distance
+     * @param _ref the reference solution
+     */
+    moDistanceStat(eoDistance<EOT> & _dist, EOT & _ref): moStat<EOT, T>(0, "distance"), dist(_dist), refSolution(_ref) {}
+
+    /**
+     * Compute distance between the first solution and the reference solution
+     * @param _sol the first solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = dist(_sol, refSolution);
+    }
+
+    /**
+     * Compute distance between a solution and the reference solution
+     * @param _sol a solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = dist(_sol, refSolution);
+    }
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moDistanceStat";
+    }
+
+private:
+    /** the distance */
+    eoDistance<EOT> & dist;
+    /**
+     * the reference solution does not change during the run
+     * it could be the best solution knowed of the problem
+     */
+    EOT refSolution;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moEvalsContinuator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moEvalsContinuator.h
new file mode 100644
index 000000000..1a020da6c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moEvalsContinuator.h
@@ -0,0 +1,99 @@
+/*
+<moEvalsContinuator.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moEvalsContinuator_h
+#define _moEvalsContinuator_h
+
+#include <continuator/moContinuator.h>
+#include <neighborhood/moNeighborhood.h>
+#include <eoEvalFuncCounter.h>
+#include <eval/moEvalCounter.h>
+
+/**
+ * Continue until a maximum fixed number of full evaluation and neighbor evaluation is reached (total number of evaluation = full evaluation + incremental evaluation)
+ *
+ *
+ * Becareful 1: if restartCounter is true, then the number of neighbor evaluations (for example incremental evaluations) is considered during the local search (not before it)
+ *
+ * Becareful 2: Can not be used if the evaluation function is used in parallel
+ *
+ * Becareful 3: Check if the incremental does not use full evaluation, otherwise the total number of evaluations is not correct
+ */
+template< class Neighbor >
+class moEvalsContinuator : public moContinuator<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    /**
+     * Constructor
+     * @param _fullEval full evaluation function to count
+     * @param _neighborEval neighbor evaluation function to count
+     * @param _maxEvals number maximum of evaluations (full and incremental evaluations)
+     * @param _restartCounter if true the counter of number of evaluations restarts to "zero" at initialization, if false, the number is cumulative
+     */
+  moEvalsContinuator(eoEvalFuncCounter<EOT> & _fullEval, moEvalCounter<Neighbor> & _neighborEval, unsigned int _maxEvals, bool _restartCounter = true): fullEval(_fullEval), neighborEval(_neighborEval), maxEvals(_maxEvals), restartCounter(_restartCounter) {}
+
+    /**
+     * Test if continue
+     * @param _solution a solution
+     * @return true if number of evaluations < maxEvals
+     */
+    virtual bool operator()(EOT & _solution) {
+        return (fullEval.value() + neighborEval.value() - nbEval_start < maxEvals);
+    }
+
+    /**
+     * Reset the number of evaluations
+     * @param _solution a solution
+     */
+    virtual void init(EOT & _solution) {
+      if (restartCounter)
+        nbEval_start = fullEval.value() + neighborEval.value();
+      else
+	nbEval_start = 0;
+    }
+
+    /**
+     * the current number of evaluation from the begining
+     * @return the number of evaluation
+     */
+    unsigned int value() {
+        return fullEval.value() + neighborEval.value() - nbEval_start ;
+    }
+
+private:
+  eoEvalFuncCounter<EOT> & fullEval;
+  moEvalCounter<Neighbor> & neighborEval;
+  unsigned int maxEvals;
+  bool restartCounter;
+  unsigned int nbEval_start ;
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moFitContinuator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moFitContinuator.h
new file mode 100644
index 000000000..03ac6b686
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moFitContinuator.h
@@ -0,0 +1,63 @@
+/*
+<moFitContinuator.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moFitContinuator_h
+#define _moFitContinuator_h
+
+#include <continuator/moContinuator.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Continue until a maximum fitness is reached
+ */
+template< class Neighbor >
+class moFitContinuator : public moContinuator<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+    typedef typename EOT::Fitness Fitness ;
+
+    /**
+     * @param _maxFit maximum fitness to reach
+     */
+    moFitContinuator(Fitness _maxFit): maxFit(_maxFit) {}
+
+    /**
+     *@param _solution a solution
+     *@return true if counter < maxFit
+     */
+    virtual bool operator()(EOT & _solution) {
+        return (_solution.fitness() < maxFit);
+    }
+
+private:
+    Fitness maxFit;
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moFitnessStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moFitnessStat.h
new file mode 100644
index 000000000..d4f2f4bea
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moFitnessStat.h
@@ -0,0 +1,83 @@
+/*
+  <moFitnessStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moFitnessStat_h
+#define moFitnessStat_h
+
+#include <continuator/moStat.h>
+
+/**
+ * Stat given the fitness of the current solution
+ */
+template <class EOT>
+class moFitnessStat : public moStat<EOT, typename EOT::Fitness>
+{
+public :
+    typedef typename EOT::Fitness Fitness;
+    using moStat< EOT, Fitness >::value;
+
+    /**
+     * Constructor
+     * @param _description a description of the stat
+     */
+    moFitnessStat(std::string _description = "fitness"):
+            moStat<EOT, Fitness>(Fitness(), _description) {}
+
+    /**
+     * store the initial fitness value
+     * @param _sol the initial solution
+     */
+    virtual void init(EOT & _sol)
+    {
+        value() = _sol.fitness();
+    }
+
+    /**
+     * store fitness value
+     * @param _sol the corresponding solution
+     */
+    virtual void operator()(EOT & _sol)
+    {
+        value() = _sol.fitness();
+    }
+
+    /**
+     * @return the name of the class
+     */
+    virtual std::string className(void) const {
+        return "moFitnessStat";
+    }
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moFullEvalContinuator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moFullEvalContinuator.h
new file mode 100644
index 000000000..5239c1dea
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moFullEvalContinuator.h
@@ -0,0 +1,96 @@
+/*
+<moFullEvalContinuator.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moFullEvalContinuator_h
+#define _moFullEvalContinuator_h
+
+#include <continuator/moContinuator.h>
+#include <neighborhood/moNeighborhood.h>
+#include <eoEvalFuncCounter.h>
+
+/**
+ * Continue until a maximum fixed number of full evaluation is reached
+ *
+ *
+ * Becareful 1: if restartCounter is true, then the number of full evaluations is considered during the local search (not before it)
+ *
+ * Becareful 2: Can not be used if the evaluation function is used in parallel
+ */
+template< class Neighbor >
+class moFullEvalContinuator : public moContinuator<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    /**
+     * Constructor
+     * @param _eval evaluation function to count
+     * @param _maxFullEval number maximum of iterations
+     * @param _restartCounter if true the counter of number of evaluations restarts to "zero" at initialization, if false, the number is cumulative
+     */
+    moFullEvalContinuator(eoEvalFuncCounter<EOT> & _eval, unsigned int _maxFullEval, bool _restartCounter = true): eval(_eval), maxFullEval(_maxFullEval), restartCounter(_restartCounter)  {
+        nbEval_start = eval.value();
+    }
+
+    /**
+     * Test if continue
+     * @param _solution a solution
+     * @return true if number of evaluations < maxFullEval
+     */
+    virtual bool operator()(EOT & _solution) {
+        return (eval.value() - nbEval_start < maxFullEval);
+    }
+
+    /**
+     * Reset the number of evaluations
+     * @param _solution a solution
+     */
+    virtual void init(EOT & _solution) {
+      if (restartCounter)
+        nbEval_start = eval.value();
+      else
+    	  nbEval_start = 0;
+    }
+
+    /**
+     * the current number of evaluation from the begining
+     * @return the number of evaluation
+     */
+    unsigned int value() {
+        return eval.value() - nbEval_start ;
+    }
+
+private:
+  eoEvalFuncCounter<EOT> & eval;
+  unsigned int nbEval_start ;
+  bool restartCounter;
+  unsigned int maxFullEval ;
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moIterContinuator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moIterContinuator.h
new file mode 100644
index 000000000..f10db39f5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moIterContinuator.h
@@ -0,0 +1,86 @@
+/*
+<moIterContinuator.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moIterContinuator_h
+#define _moIterContinuator_h
+
+#include <continuator/moContinuator.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Continue until a maximum fixed number of iterations is reached
+ */
+template< class Neighbor >
+class moIterContinuator : public moContinuator<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    /**
+     * @param _maxIter number maximum of iterations
+     * @param _verbose true/false : verbose mode on/off
+     */
+    moIterContinuator(unsigned int _maxIter, bool _verbose=true): maxIter(_maxIter), verbose(_verbose) {}
+
+    /**
+     *@param _solution a solution
+     *@return true if counter < maxIter
+     */
+    virtual bool operator()(EOT & _solution) {
+        bool res;
+        cpt++;
+        res = (cpt < maxIter);
+        if (!res && verbose)
+            std::cout << "STOP in moIterContinuator: Reached maximum number of iterations [" << cpt << "/" << maxIter << "]" << std::endl;
+        return res;
+    }
+
+    /**
+     * reset the counter of iteration
+     * @param _solution a solution
+     */
+    virtual void init(EOT & _solution) {
+      cpt = 0;
+    }
+
+    /**
+     * the current number of iteration
+     * @return the number of iteration
+     */
+    unsigned int value() {
+        return cpt ;
+    }
+
+private:
+    unsigned int maxIter;
+    unsigned int cpt;
+    bool verbose;
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moMaxNeighborStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moMaxNeighborStat.h
new file mode 100644
index 000000000..d0dbd8136
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moMaxNeighborStat.h
@@ -0,0 +1,89 @@
+/*
+  <moMaxNeighborStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moMaxNeighborStat_h
+#define moMaxNeighborStat_h
+
+#include <continuator/moStat.h>
+#include <continuator/moNeighborhoodStat.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * From moNeighborhoodStat, to compute the max fitness in the neighborhood
+ */
+template< class Neighbor >
+class moMaxNeighborStat : public moStat<typename Neighbor::EOT, typename Neighbor::EOT::Fitness>
+{
+public :
+    typedef typename Neighbor::EOT EOT ;
+    typedef typename EOT::Fitness Fitness ;
+
+    using moStat< EOT, Fitness >::value;
+
+    /**
+     * Constructor
+     * @param _nhStat a neighborhoodStat
+     */
+    moMaxNeighborStat(moNeighborhoodStat<Neighbor> & _nhStat):
+            moStat<EOT, Fitness>(Fitness(), "min"), nhStat(_nhStat) {}
+
+    /**
+     * Set the max fitness in the neighborhood
+     * @param _sol the first solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = nhStat.getMax();
+    }
+
+    /**
+     * Set the max fitness in the neighborhood
+     * @param _sol the corresponding solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = nhStat.getMax();
+    }
+
+    /**
+     * @return the class name
+     */
+    virtual std::string className(void) const {
+        return "moMaxNeighborStat";
+    }
+
+private:
+    /** moNeighborhoodStat */
+    moNeighborhoodStat<Neighbor> & nhStat;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moMinNeighborStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moMinNeighborStat.h
new file mode 100644
index 000000000..bd1cae1f9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moMinNeighborStat.h
@@ -0,0 +1,89 @@
+/*
+  <moMinNeighborStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moMinNeighborStat_h
+#define moMinNeighborStat_h
+
+#include <continuator/moStat.h>
+#include <continuator/moNeighborhoodStat.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * From moNeighborhoodStat, to compute the min fitness in the neighborhood
+ */
+template< class Neighbor >
+class moMinNeighborStat : public moStat<typename Neighbor::EOT, typename Neighbor::EOT::Fitness>
+{
+public :
+    typedef typename Neighbor::EOT EOT ;
+    typedef typename EOT::Fitness Fitness ;
+
+    using moStat< EOT, Fitness >::value;
+
+    /**
+     * Constructor
+     * @param _nhStat a neighborhoodStat
+     */
+    moMinNeighborStat(moNeighborhoodStat<Neighbor> & _nhStat):
+            moStat<EOT, Fitness>(Fitness(), "min"), nhStat(_nhStat) {}
+
+    /**
+     * Set the worst fitness in the neighborhood
+     * @param _sol the first solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = nhStat.getMin();
+    }
+
+    /**
+     * Set the worst fitness in the neighborhood
+     * @param _sol the corresponding solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = nhStat.getMin();
+    }
+
+    /**
+     * @return the class name
+     */
+    virtual std::string className(void) const {
+        return "moMinNeighborStat";
+    }
+
+private:
+    /** moNeighborhoodStat */
+    moNeighborhoodStat<Neighbor> & nhStat;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moMinusOneCounterStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moMinusOneCounterStat.h
new file mode 100644
index 000000000..dfb9be881
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moMinusOneCounterStat.h
@@ -0,0 +1,90 @@
+/*
+  <moMinusOneCounterStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moMinusOneCounterStat_h
+#define moMinusOneCounterStat_h
+
+#include <continuator/moStat.h>
+
+/**
+ * The statistic gives the number of iteration minus 1
+ * then the last iteration is not counted (for example for length of adaptive walk)
+ */
+template <class EOT>
+class moMinusOneCounterStat : public moStat<EOT, unsigned int>
+{
+public :
+    using moStat< EOT, unsigned int>::value;
+
+    /**
+     * Default Constructor
+     */
+    moMinusOneCounterStat(): moStat<EOT, unsigned int>(0, "counter")  {
+        counter = 0;
+    }
+
+    /**
+     * Init the number of iteration
+     * @param _sol a solution
+     */
+    virtual void init(EOT & _sol) {
+        counter = 0;
+        value() = 0;
+    }
+
+    /**
+     * Set the number of iteration
+     * @param _sol a solution
+     */
+    virtual void operator()(EOT & _sol) {
+        counter++;
+        if (counter > 0)
+            value() = counter - 1;
+        else
+            value() = 0;
+    }
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moMinusOneCounterStat";
+    }
+
+private:
+    unsigned int counter;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNbInfNeighborStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNbInfNeighborStat.h
new file mode 100644
index 000000000..1fa6783bb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNbInfNeighborStat.h
@@ -0,0 +1,90 @@
+/*
+  <moNbInfNeighborStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moNbInfNeighborStat_h
+#define moNbInfNeighborStat_h
+
+#include <continuator/moStat.h>
+#include <continuator/moNeighborhoodStat.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * From moNeighborhoodStat, to compute the number of solutions in the neighborhood
+ * with (strictly) lower fitness than the current solution
+*/
+template< class Neighbor >
+class moNbInfNeighborStat : public moStat<typename Neighbor::EOT, unsigned>
+{
+public :
+    typedef typename Neighbor::EOT EOT ;
+    typedef typename EOT::Fitness Fitness ;
+
+    using moStat< EOT, unsigned >::value;
+
+    /**
+     * Constructor
+     * @param _nhStat a neighborhoodStat
+     */
+    moNbInfNeighborStat(moNeighborhoodStat<Neighbor> & _nhStat):
+            moStat<EOT, unsigned>(0, "nb inf"), nhStat(_nhStat) {}
+
+    /**
+     * Set the number of solutions in the neighborhood with (strictly) lower fitness than the current solution
+     * @param _sol the first solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = nhStat.getNbInf();
+    }
+
+    /**
+     * Set the number of solutions in the neighborhood with (strictly) lower fitness than the current solution
+     * @param _sol the corresponding solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = nhStat.getNbInf();
+    }
+
+    /**
+     * @return the class name
+     */
+    virtual std::string className(void) const {
+        return "moNbInfNeighborStat";
+    }
+
+private:
+    /** moNeighborhoodStat */
+    moNeighborhoodStat<Neighbor> & nhStat;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNbSupNeighborStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNbSupNeighborStat.h
new file mode 100644
index 000000000..027d8f1e8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNbSupNeighborStat.h
@@ -0,0 +1,90 @@
+/*
+  <moNbSupNeighborStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moNbSupNeighborStat_h
+#define moNbSupNeighborStat_h
+
+#include <continuator/moStat.h>
+#include <continuator/moNeighborhoodStat.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * From moNeighborhoodStat, to compute the number of solutions in the neighborhood
+ * with higher fitness than the current solution
+ */
+template< class Neighbor >
+class moNbSupNeighborStat : public moStat<typename Neighbor::EOT, unsigned>
+{
+public :
+    typedef typename Neighbor::EOT EOT ;
+    typedef typename EOT::Fitness Fitness ;
+
+    using moStat< EOT, unsigned >::value;
+
+    /**
+     * Constructor
+     * @param _nhStat a neighborhoodStat
+     */
+    moNbSupNeighborStat(moNeighborhoodStat<Neighbor> & _nhStat):
+            moStat<EOT, unsigned>(0, "nb sup"), nhStat(_nhStat) {}
+
+    /**
+     * Set the number of solutions in the neighborhood with better fitness than the current solution
+     * @param _sol the first solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = nhStat.getNbSup();
+    }
+
+    /**
+     * Set the number of solutions in the neighborhood with better fitness than the current solution
+     * @param _sol the corresponding solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = nhStat.getNbSup();
+    }
+
+    /**
+     * @return the class name
+     */
+    virtual std::string className(void) const {
+        return "moNbSupNeighborStat";
+    }
+
+private:
+    /** moNeighborhoodStat */
+    moNeighborhoodStat<Neighbor> & nhStat;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeighborBestStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeighborBestStat.h
new file mode 100644
index 000000000..7aa4b2ed6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeighborBestStat.h
@@ -0,0 +1,167 @@
+/*
+  <moNeighborBestStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moNeighborBestStat_h
+#define moNeighborBestStat_h
+
+#include <continuator/moStat.h>
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Compute the fitness of the best solution among k neighbor or all neighbors
+ */
+template< class Neighbor >
+class moNeighborBestStat : public moStat<typename Neighbor::EOT, typename Neighbor::EOT::Fitness>
+{
+public :
+    typedef typename Neighbor::EOT EOT ;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+    typedef typename EOT::Fitness Fitness ;
+
+    using moStat< EOT, Fitness >::value;
+
+    /**
+     * Constructor
+     * @param _neighborhood a neighborhood
+     * @param _eval an evaluation function
+     * @param _neighborComparator a neighbor Comparator
+     * @param _solNeighborComparator a comparator between a solution and a neighbor
+     * @param _k number of neighbors visited
+     */
+    moNeighborBestStat(Neighborhood& _neighborhood, moEval<Neighbor>& _eval, moNeighborComparator<Neighbor>& _neighborComparator, moSolNeighborComparator<Neighbor>& _solNeighborComparator, unsigned int _k = 0):
+            moStat<EOT, Fitness>(true, "neighborhood"),
+            neighborhood(_neighborhood), eval(_eval),
+            neighborComparator(_neighborComparator),
+            solNeighborComparator(_solNeighborComparator),
+            kmax(_k)
+    {}
+
+    /**
+     * Default Constructor
+     * where the comparators are basic, there only compare the fitness values
+     *
+     * @param _neighborhood a neighborhood
+     * @param _eval an evaluation function
+     * @param _k number of neighbors visited (default all)
+     */
+    moNeighborBestStat(Neighborhood& _neighborhood, moEval<Neighbor>& _eval, unsigned _k = 0):
+            moStat<EOT, Fitness>(Fitness(), "best"),
+            neighborhood(_neighborhood), eval(_eval),
+            neighborComparator(defaultNeighborComp),
+            solNeighborComparator(defaultSolNeighborComp),
+            kmax(_k)
+    {}
+
+    /**
+     * Compute classical statistics of the first solution's neighborhood
+     * @param _solution the first solution
+     */
+    virtual void init(EOT & _solution) {
+        operator()(_solution);
+    }
+
+    /**
+     * Compute the best fitness amoung all neighbors or k neighbors
+     * @param _solution the corresponding solution
+     */
+    virtual void operator()(EOT & _solution) {
+        Neighbor current ;
+        Neighbor best ;
+
+        if (neighborhood.hasNeighbor(_solution)) {
+            //init the first neighbor
+            neighborhood.init(_solution, current);
+
+            //eval the _solution moved with the neighbor and stock the result in the neighbor
+            eval(_solution, current);
+
+            //initialize the best neighbor
+            best   = current;
+
+            // number of visited neighbors
+            unsigned int k = 1;
+
+            //test all others neighbors
+            while ( ( (kmax == 0) || (k < kmax) ) && neighborhood.cont(_solution)) {
+                //next neighbor
+                neighborhood.next(_solution, current);
+                //eval
+                eval(_solution, current);
+
+                //if we found a better neighbor, update the best
+                if (neighborComparator(best, current))
+                    best = current;
+
+                k++;
+            }
+
+            value() = best.fitness();
+        }
+        else {
+            //if _solution hasn't neighbor,
+            value() = Fitness();
+        }
+    }
+
+    /**
+     * @return the class name
+     */
+    virtual std::string className(void) const {
+        return "moNeighborBestStat";
+    }
+
+private:
+    // to explore the neighborhood
+    Neighborhood& neighborhood ;
+    moEval<Neighbor>& eval;
+
+    // comparator betwenn solution and neighbor or between neighbors
+    moNeighborComparator<Neighbor>& neighborComparator;
+    moSolNeighborComparator<Neighbor>& solNeighborComparator;
+
+    // default comparators
+    // compare the fitness values of neighbors
+    moNeighborComparator<Neighbor> defaultNeighborComp;
+    // compare the fitness values of the solution and the neighbor
+    moSolNeighborComparator<Neighbor> defaultSolNeighborComp;
+
+    // number of neighbor to explore
+    unsigned int kmax;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeighborEvalContinuator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeighborEvalContinuator.h
new file mode 100644
index 000000000..ba3a41a9d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeighborEvalContinuator.h
@@ -0,0 +1,94 @@
+/*
+<moNeighborEvalContinuator.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moNeighborEvalContinuator_h
+#define _moNeighborEvalContinuator_h
+
+#include <continuator/moContinuator.h>
+#include <neighborhood/moNeighborhood.h>
+#include <eval/moEvalCounter.h>
+
+/**
+ * Continue until a maximum fixed number of neighbor evaluation is reached
+ *
+ *
+ * Becareful 1: if restartCounter is true, then the number of neighbor evaluations (for example incremental evaluations) is considered during the local search (not before it)
+ *
+ * Becareful 2: Can not be used if the evaluation function is used in parallel
+ */
+template< class Neighbor >
+class moNeighborEvalContinuator : public moContinuator<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    /**
+     * Constructor
+     * @param _eval neighbor evaluation function to count
+     * @param _maxNeighborEval number maximum of iterations
+     * @param _restartCounter if true the counter of number of evaluations restarts to "zero" at initialization, if false, the number is cumulative
+     */
+  moNeighborEvalContinuator(moEvalCounter<Neighbor> & _eval, unsigned int _maxNeighborEval, bool _restartCounter = true): eval(_eval), maxNeighborEval(_maxNeighborEval), restartCounter(_restartCounter) {}
+
+    /**
+     * Test if continue
+     * @param _solution a solution
+     * @return true if number of evaluations < maxNeighborEval
+     */
+    virtual bool operator()(EOT & _solution) {
+        return (eval.value() - nbEval_start < maxNeighborEval);
+    }
+
+    /**
+     * Reset the number of evaluations
+     * @param _solution a solution
+     */
+    virtual void init(EOT & _solution) {
+      if (restartCounter)
+        nbEval_start = eval.value();
+      else
+	nbEval_start = 0;
+    }
+
+    /**
+     * the current number of evaluation from the begining
+     * @return the number of evaluation
+     */
+    unsigned int value() {
+        return eval.value() - nbEval_start ;
+    }
+
+private:
+  moEvalCounter<Neighbor> & eval;
+  unsigned int maxNeighborEval;
+  bool restartCounter;
+  unsigned int nbEval_start ;
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeighborFitnessStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeighborFitnessStat.h
new file mode 100644
index 000000000..ab0d3bcb9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeighborFitnessStat.h
@@ -0,0 +1,113 @@
+/*
+  <moNeighborFitnessStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moNeighborFitnessStat_h
+#define moNeighborFitnessStat_h
+
+#include <continuator/moStat.h>
+#include <neighborhood/moNeighborhood.h>
+#include <eval/moEval.h>
+
+/**
+ * Compute the fitness of one random neighbor
+ */
+template< class Neighbor >
+class moNeighborFitnessStat : public moStat<typename Neighbor::EOT, typename Neighbor::EOT::Fitness>
+{
+public :
+    typedef typename Neighbor::EOT EOT ;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+    typedef typename EOT::Fitness Fitness ;
+
+    using moStat< EOT, Fitness >::value;
+
+    /**
+     * Constructor
+     * @param _neighborhood a neighborhood
+     * @param _eval an evaluation function
+     */
+    moNeighborFitnessStat(Neighborhood& _neighborhood, moEval<Neighbor>& _eval):
+            moStat<EOT, Fitness>(Fitness(), "neighborhood"),
+            neighborhood(_neighborhood), eval(_eval)
+    {
+        if (!neighborhood.isRandom()) {
+            std::cout << "moNeighborFitnessStat::Warning -> the neighborhood used is not random, the neighbor will not be random" << std::endl;
+        }
+    }
+
+    /**
+     * Compute the fitness of one random neighbor
+     * @param _solution the first solution
+     */
+    virtual void init(EOT & _solution) {
+        operator()(_solution);
+    }
+
+    /**
+     * Compute the fitness of one random neighbor
+     * @param _solution the corresponding solution
+     */
+    virtual void operator()(EOT & _solution) {
+        if (neighborhood.hasNeighbor(_solution)) {
+            Neighbor current ;
+
+            //init the first neighbor which is supposed to be random
+            neighborhood.init(_solution, current);
+
+            //eval the _solution moved with the neighbor and stock the result in the neighbor
+            eval(_solution, current);
+
+            // the fitness value is collected
+            value() = current.fitness();
+        } else {
+            //if _solution hasn't neighbor,
+            value() = Fitness();
+        }
+    }
+
+    /**
+     * @return the class name
+     */
+    virtual std::string className(void) const {
+        return "moNeighborFitnessStat";
+    }
+
+private:
+    // the neighborhood
+    Neighborhood& neighborhood ;
+    moEval<Neighbor>& eval;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeighborhoodStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeighborhoodStat.h
new file mode 100644
index 000000000..c3fdc278e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeighborhoodStat.h
@@ -0,0 +1,264 @@
+/*
+  <moNeighborhoodStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moNeighborhoodStat_h
+#define moNeighborhoodStat_h
+
+#include <continuator/moStat.h>
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * All possible statitic on the neighborhood fitness
+ * to combine with other specific statistic to print them
+ */
+template< class Neighbor >
+class moNeighborhoodStat : public moStat<typename Neighbor::EOT, bool>
+{
+public :
+    typedef typename Neighbor::EOT EOT ;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+    typedef typename EOT::Fitness Fitness ;
+
+    using moStat< EOT, bool >::value;
+
+    /**
+     * Constructor
+     * @param _neighborhood a neighborhood
+     * @param _eval an evaluation function
+     * @param _neighborComparator a neighbor Comparator
+     * @param _solNeighborComparator a comparator between a solution and a neighbor
+     */
+    moNeighborhoodStat(Neighborhood& _neighborhood, moEval<Neighbor>& _eval, moNeighborComparator<Neighbor>& _neighborComparator, moSolNeighborComparator<Neighbor>& _solNeighborComparator):
+            moStat<EOT, bool>(true, "neighborhood"),
+            neighborhood(_neighborhood), eval(_eval),
+            neighborComparator(_neighborComparator),
+            solNeighborComparator(_solNeighborComparator)
+    {}
+
+    /**
+     * Default Constructor
+     * where the comparators are basic, there only compare the fitness values
+     *
+     * @param _neighborhood a neighborhood
+     * @param _eval an evaluation function
+     */
+    moNeighborhoodStat(Neighborhood& _neighborhood, moEval<Neighbor>& _eval):
+            moStat<EOT, bool>(true, "neighborhood"),
+            neighborhood(_neighborhood), eval(_eval),
+            neighborComparator(defaultNeighborComp),
+            solNeighborComparator(defaultSolNeighborComp)
+    {}
+
+    /**
+     * Compute classical statistics of the first solution's neighborhood
+     * @param _solution the first solution
+     */
+    virtual void init(EOT & _solution) {
+        operator()(_solution);
+    }
+
+    /**
+     * Compute classical statistics of a solution's neighborhood
+     * @param _solution the corresponding solution
+     */
+    virtual void operator()(EOT & _solution) {
+        Neighbor current ;
+        Neighbor best ;
+        Neighbor lowest ;
+
+        if (neighborhood.hasNeighbor(_solution)) {
+            //init the first neighbor
+            neighborhood.init(_solution, current);
+
+            //eval the _solution moved with the neighbor and stock the result in the neighbor
+            eval(_solution, current);
+
+            // init the statistics
+            value() = true;
+
+            mean = current.fitness();
+            sd   = mean * mean;
+            nb      = 1;
+            nbInf   = 0;
+            nbEqual = 0;
+            nbSup   = 0;
+
+            if (solNeighborComparator.equals(_solution, current))
+                nbEqual++;
+            else if (solNeighborComparator(_solution, current))
+                nbSup++;
+            else
+                nbInf++;
+
+            //initialize the best neighbor
+            best   = current;
+            lowest = current;
+
+            //test all others neighbors
+            while (neighborhood.cont(_solution)) {
+                //next neighbor
+                neighborhood.next(_solution, current);
+                //eval
+                eval(_solution, current);
+
+                mean += current.fitness();
+                sd += current.fitness() * current.fitness();
+                nb++;
+
+                if (solNeighborComparator.equals(_solution, current))
+                    nbEqual++;
+                else if (solNeighborComparator(_solution, current))
+                    nbSup++;
+                else
+                    nbInf++;
+
+                //if we found a better neighbor, update the best
+                if (neighborComparator(best, current))
+                    best = current;
+
+                if (neighborComparator(current, lowest))
+                    lowest = current;
+            }
+
+            max = best.fitness();
+            min = lowest.fitness();
+
+            mean /= nb;
+            if (nb > 1)
+                sd = sqrt( (sd - nb * mean * mean) / (nb - 1.0) );
+            else
+                sd = 0.0;
+        }
+        else {
+            //if _solution hasn't neighbor,
+            value() = false;
+        }
+    }
+
+    /**
+     * @return the worst fitness value found in the neighborhood
+     */
+    Fitness getMin() {
+        return min;
+    }
+
+    /**
+     * @return the best fitness value found in the neighborhood
+     */
+    Fitness getMax() {
+        return max;
+    }
+
+    /**
+     * @return the mean fitness value of the neighborhood
+     */
+    double getMean() {
+        return mean;
+    }
+
+    /**
+     * @return the standard deviation value of the neighborhood
+     */
+    double getSD() {
+        return sd;
+    }
+
+    /**
+     * @return the size of the neighborhood
+     */
+    unsigned getSize() {
+        return nb;
+    }
+
+    /**
+     * @return the number of neighbors having a better fitness than the current solution
+     */
+    unsigned getNbSup() {
+        return nbSup;
+    }
+
+    /**
+     * @return the number of neighbors having the same fitness than the current solution
+     */
+    unsigned getNbEqual() {
+        return nbEqual;
+    }
+
+    /**
+     * @return the number of neighbors having a worst fitness than the current solution
+     */
+    unsigned getNbInf() {
+        return nbInf;
+    }
+
+    /**
+     * @return the class name
+     */
+    virtual std::string className(void) const {
+        return "moNeighborhoodStat";
+    }
+
+protected:
+
+    //the neighborhood
+    Neighborhood& neighborhood ;
+    moEval<Neighbor>& eval;
+
+    // comparator betwenn solution and neighbor or between neighbors
+    moNeighborComparator<Neighbor>& neighborComparator;
+    moSolNeighborComparator<Neighbor>& solNeighborComparator;
+
+    // default comparators
+    // compare the fitness values of neighbors
+    moNeighborComparator<Neighbor> defaultNeighborComp;
+    // compare the fitness values of the solution and the neighbor
+    moSolNeighborComparator<Neighbor> defaultSolNeighborComp;
+
+    // the stastics of the fitness
+    Fitness max, min;
+    //mean and standard deviation
+    double mean, sd ;
+
+    // number of neighbors in the neighborhood;
+    unsigned int nb;
+
+    // number of neighbors with lower, equal and higher fitness
+    unsigned int nbInf, nbEqual, nbSup ;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeutralDegreeNeighborStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeutralDegreeNeighborStat.h
new file mode 100644
index 000000000..88ab663b4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moNeutralDegreeNeighborStat.h
@@ -0,0 +1,90 @@
+/*
+  <moNeutralDegreeNeighborStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moNeutralDegreeNeighborStat_h
+#define moNeutralDegreeNeighborStat_h
+
+#include <continuator/moStat.h>
+#include <continuator/moNeighborhoodStat.h>
+
+/**
+ * From moNeighborhoodStat, to compute the neutral degree of the solution
+ * which is the number of solutions in the neighborhood
+ * with equals fitness
+ */
+template< class Neighbor >
+class moNeutralDegreeNeighborStat : public moStat<typename Neighbor::EOT, unsigned>
+{
+public :
+    typedef typename Neighbor::EOT EOT ;
+    typedef typename EOT::Fitness Fitness ;
+
+    using moStat< EOT, unsigned >::value;
+
+    /**
+     * Constructor
+     * @param _nhStat a neighborhoodStat
+     */
+    moNeutralDegreeNeighborStat(moNeighborhoodStat<Neighbor> & _nhStat):
+            moStat<EOT, unsigned>(0, "neutral degree"), nhStat(_nhStat) {}
+
+    /**
+     * Set the neutral degree of the solution which is the number of solutions in the neighborhood with equals fitness
+     * @param _sol the first solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = nhStat.getNbEqual();
+    }
+
+    /**
+     * Set the neutral degree of the solution which is the number of solutions in the neighborhood with equals fitness
+     * @param _sol the corresponding solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = nhStat.getNbEqual();
+    }
+
+    /**
+     * @return the class name
+     */
+    virtual std::string className(void) const {
+        return "moNeutralDegreeNeighborStat";
+    }
+
+private:
+    /** moNeighborhoodStat */
+    moNeighborhoodStat<Neighbor> & nhStat;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moSecondMomentNeighborStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moSecondMomentNeighborStat.h
new file mode 100644
index 000000000..c5b1009f7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moSecondMomentNeighborStat.h
@@ -0,0 +1,90 @@
+/*
+  <moSecondMomentNeighborStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moSecondMomentNeighborStat_h
+#define moSecondMomentNeighborStat_h
+
+#include <continuator/moStat.h>
+#include <continuator/moNeighborhoodStat.h>
+
+/**
+ * From moNeighborhoodStat, to compute the average and the standard deviation of fitness in the neighborhood
+ */
+template< class Neighbor >
+class moSecondMomentNeighborStat : public moStat<typename Neighbor::EOT, std::pair<double, double> >
+{
+public :
+    typedef typename Neighbor::EOT EOT ;
+    typedef typename EOT::Fitness Fitness ;
+
+    using moStat< EOT, std::pair<double, double> >::value;
+
+    /**
+     * Constructor
+     * @param _nhStat a neighborhoodStat
+     */
+    moSecondMomentNeighborStat(moNeighborhoodStat<Neighbor> & _nhStat):
+            moStat<EOT, std::pair<double, double> >(std::make_pair(0.0,0.0), "average and stdev"), nhStat(_nhStat) {}
+
+    /**
+     * Set the average and the standard deviation of fitness in the neighborhood
+     * @param _sol the first solution
+     */
+    virtual void init(EOT & _sol) {
+        value().first  = nhStat.getMean();
+        value().second = nhStat.getSD();
+    }
+
+    /**
+     * Set the average and the standard deviation of fitness in the neighborhood
+     * @param _sol the corresponding solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value().first  = nhStat.getMean();
+        value().second = nhStat.getSD();
+    }
+
+    /**
+     * @return the class name
+     */
+    virtual std::string className(void) const {
+        return "moSecondMomentNeighborStat";
+    }
+
+private:
+    /** moNeighborhoodStat */
+    moNeighborhoodStat<Neighbor> & nhStat;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moSizeNeighborStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moSizeNeighborStat.h
new file mode 100644
index 000000000..6e7ae60f1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moSizeNeighborStat.h
@@ -0,0 +1,89 @@
+/*
+  <moSizeNeighborStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moSizeNeighborStat_h
+#define moSizeNeighborStat_h
+
+#include <continuator/moStat.h>
+#include <continuator/moNeighborhoodStat.h>
+
+/**
+ * From moNeighborhoodStat, to compute the number of solutions in the neighborhood
+ *
+ */
+template< class Neighbor >
+class moSizeNeighborStat : public moStat<typename Neighbor::EOT, unsigned>
+{
+public :
+    typedef typename Neighbor::EOT EOT ;
+    typedef typename EOT::Fitness Fitness ;
+
+    using moStat< EOT, unsigned >::value;
+
+    /**
+     * Constructor
+     * @param _nhStat a neighborhoodStat
+     */
+    moSizeNeighborStat(moNeighborhoodStat<Neighbor> & _nhStat):
+            moStat<EOT, unsigned>(0, "size"), nhStat(_nhStat) {}
+
+    /**
+     * Set the number of solutions in the neighborhood
+     * @param _sol the first solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = nhStat.getSize();
+    }
+
+    /**
+     * Set the number of solutions in the neighborhood
+     * @param _sol the corresponding solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = nhStat.getSize();
+    }
+
+    /**
+     * @return the class name
+     */
+    virtual std::string className(void) const {
+        return "moSizeNeighborStat";
+    }
+
+private:
+    /** moNeighborhoodStat */
+    moNeighborhoodStat<Neighbor> & nhStat;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moSolutionStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moSolutionStat.h
new file mode 100644
index 000000000..17a997e25
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moSolutionStat.h
@@ -0,0 +1,82 @@
+/*
+  <moSolutionStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moSolutionStat_h
+#define moSolutionStat_h
+
+#include <continuator/moStat.h>
+
+/**
+ * The statistic which only give the current solution.
+ * Be careful, the solution is given by copy
+ *
+ */
+template <class EOT>
+class moSolutionStat : public moStat<EOT, EOT>
+{
+public :
+    using moStat< EOT, EOT >::value;
+
+    /**
+     * Constructor
+     * @param _description a description of the parameter
+     */
+    moSolutionStat(std::string _description = "solution"):
+      moStat<EOT, EOT>(EOT(), _description) {  }
+
+    /**
+     * Initialization the solution by copy
+     * @param _sol the intial solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = _sol;
+    }
+
+    /**
+     * Set the solution by copy
+     * @param _sol the corresponding solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = _sol;
+    }
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moSolutionStat";
+    }
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moStat.h
new file mode 100644
index 000000000..b986166f3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moStat.h
@@ -0,0 +1,61 @@
+/*
+  <moStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moStat_h
+#define moStat_h
+
+#include <continuator/moStatBase.h>
+
+/**
+ * The actual class that will be used as base for all statistics
+ * that need to be calculated over the solution
+ * It is a moStatBase AND an eoValueParam so it can be used in Monitors.
+ */
+template <class EOT, class T>
+class moStat : public eoValueParam<T>, public moStatBase<EOT>
+{
+public:
+
+    /**
+     * Constructor
+     * @param _value a default parameter's value
+     * @param _description a description of the parameter
+     */
+    moStat(T _value, std::string _description):
+            eoValueParam<T>(_value, _description) {}
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moStatBase.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moStatBase.h
new file mode 100644
index 000000000..f0553ee1f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moStatBase.h
@@ -0,0 +1,61 @@
+/*
+  <moStatBase.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moStatBase_h
+#define moStatBase_h
+
+#include <eoFunctor.h>
+#include <utils/eoParam.h>
+
+/**
+ * Base class for all statistics that need to be calculated
+ * over the solution
+*/
+template <class EOT>
+class moStatBase : public eoUF<EOT &, void>
+{
+public:
+    /**
+     * last call of a statistical operator
+     */
+    virtual void lastCall(EOT &) {}
+
+    /**
+     * first call of a statistical operator
+     */
+    virtual void init(EOT &) {}
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moStatFromStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moStatFromStat.h
new file mode 100644
index 000000000..e8da634ad
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moStatFromStat.h
@@ -0,0 +1,83 @@
+/*
+  <moStatFromStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moStatFromStat_h
+#define moStatFromStat_h
+
+#include <continuator/moStat.h>
+
+/**
+ * The statistic which copy another statistic
+ */
+template <class EOT, class T>
+class moStatFromStat : public moStat<EOT, T>
+{
+public :
+    using moStat< EOT , T >::value;
+
+    /**
+     * Constructor
+     * @param _stat a stat
+     */
+    moStatFromStat(moStat<EOT,T> & _stat): moStat<EOT, T>(0, _stat.description()), stat(_stat) {
+    }
+
+    /**
+     * The value of this stat is a copy of the value of the initial stat
+     * @param _sol a solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = stat.value();
+    }
+
+    /**
+     * The value of this stat is a copy of the value of the initial stat
+     * @param _sol a solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = stat.value();
+    }
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moStatFromStat";
+    }
+
+private:
+    moStat<EOT, T> & stat;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moStdFitnessNeighborStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moStdFitnessNeighborStat.h
new file mode 100644
index 000000000..b9a547954
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moStdFitnessNeighborStat.h
@@ -0,0 +1,88 @@
+/*
+  <moStdFitnessNeighborStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moStdFitnessNeighborStat_h
+#define moStdFitnessNeighborStat_h
+
+#include <continuator/moStat.h>
+#include <continuator/moNeighborhoodStat.h>
+
+/**
+ * From moNeighborhoodStat, to compute the average and the standard deviation of fitness in the neighborhood
+ */
+template< class Neighbor >
+class moStdFitnessNeighborStat : public moStat<typename Neighbor::EOT, double >
+{
+public :
+    typedef typename Neighbor::EOT EOT ;
+    typedef typename EOT::Fitness Fitness ;
+
+    using moStat< EOT, double >::value;
+
+    /**
+     * Constructor
+     * @param _nhStat a neighborhoodStat
+     */
+    moStdFitnessNeighborStat(moNeighborhoodStat<Neighbor> & _nhStat):
+            moStat<EOT, double >(0.0, "stdev"), nhStat(_nhStat) {}
+
+    /**
+     * Set the average and the standard deviation of fitness in the neighborhood
+     * @param _sol the first solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = nhStat.getSD();
+    }
+
+    /**
+     * Set the average and the standard deviation of fitness in the neighborhood
+     * @param _sol the corresponding solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = nhStat.getSD();
+    }
+
+    /**
+     * @return the class name
+     */
+    virtual std::string className(void) const {
+        return "moStdFitnessNeighborStat";
+    }
+
+private:
+    /** moNeighborhoodStat */
+    moNeighborhoodStat<Neighbor> & nhStat;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moTimeContinuator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moTimeContinuator.h
new file mode 100644
index 000000000..cfe1ce9ee
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moTimeContinuator.h
@@ -0,0 +1,121 @@
+/*
+<moTimeContinuator.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moTimeContinuator_h
+#define _moTimeContinuator_h
+
+#include <continuator/moContinuator.h>
+
+/**
+ * Termination condition until a running time is reached.
+ */
+template < class Neighbor >
+class moTimeContinuator: public moContinuator<Neighbor>
+{
+public:
+
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Constructor
+     * @param _max maximum running time
+     * @param _verbose verbose mode true/false -> on/off
+     */
+    moTimeContinuator(time_t _max, bool _verbose=true): max(_max), verbose(_verbose) {
+      external = false;
+      start = time(NULL);
+    }
+
+
+    /**
+     * Synchronize the whole time with an external starting time
+     * @param _externalStart external starting time
+     */
+    virtual void setStartingTime(time_t _externalStart) {
+      external = true;
+      start = _externalStart;
+    }
+
+
+    /**
+     * To get the starting time
+     * @return starting time
+     */
+    virtual time_t getStartingTime() {
+      return start;
+    }
+
+
+    /**
+     * Returns false when the running time is reached.
+     * @param _sol the current solution
+     */
+    virtual bool operator() (EOT& _sol)
+    {
+        bool res;
+        time_t elapsed = (time_t) difftime(time(NULL), start);
+        res = (elapsed < max);
+        if (!res && verbose)
+            std::cout << "STOP in moTimeContinuator: Reached maximum time [" << elapsed << "/" << max << "]" << std::endl;
+        return res;
+    }
+
+    /**
+     * reset the start time
+     * @param _solution a solution
+     */
+    virtual void init(EOT & _solution) {
+      if (!external)
+        start = time(NULL);
+    }
+
+
+    /**
+     * Class name
+     */
+    virtual std::string className(void) const
+    {
+        return "moTimeContinuator";
+    }
+
+
+private:
+
+  /** maximum running time */
+  time_t max;
+  /** starting time */
+  time_t start;
+  /** external start flag */
+  bool external;
+  /** verbose mode */
+  bool verbose;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moTrueContinuator.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moTrueContinuator.h
new file mode 100644
index 000000000..88feb91a3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moTrueContinuator.h
@@ -0,0 +1,68 @@
+/*
+  <moTrueContinuator.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moTrueContinuator_h
+#define _moTrueContinuator_h
+
+#include <continuator/moContinuator.h>
+
+/**
+ * Continuator always return True
+ */
+template< class Neighbor >
+class moTrueContinuator : public moContinuator<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    // empty constructor
+    moTrueContinuator() {} ;
+
+    /**
+     * @param _solution a solution
+     * @return always true
+     */
+    virtual bool operator()(EOT & _solution) {
+        return true;
+    }
+
+    /**
+     * NOTHING TO DO
+     * @param _solution a solution
+     */
+    virtual void init(EOT & _solution) {}
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moUnsignedStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moUnsignedStat.h
new file mode 100644
index 000000000..c1f8342cd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moUnsignedStat.h
@@ -0,0 +1,82 @@
+/*
+  <moUnsignedStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moUnsignedStat_h
+#define moUnsignedStat_h
+
+#include <continuator/moStat.h>
+
+/**
+ * The statistic gives from a boolean variable
+ */
+template <class EOT>
+class moUnsignedStat : public moStat<EOT, unsigned int>
+{
+public :
+    using moStat< EOT, unsigned int>::value;
+
+    /**
+     * Default Constructor
+     */
+    moUnsignedStat(unsigned int * _b): moStat<EOT, unsigned int>(*_b, "unsigned"), b(_b) {
+    }
+
+    /**
+     * Init the number of iteration
+     * @param _sol a solution
+     */
+    virtual void init(EOT & _sol) {
+        value() = *b;
+    }
+
+    /**
+     * Set the number of iteration
+     * @param _sol a solution
+     */
+    virtual void operator()(EOT & _sol) {
+        value() = *b;
+    }
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moUnsignedStat";
+    }
+
+private:
+	unsigned int * b;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moValueStat.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moValueStat.h
new file mode 100644
index 000000000..6c8806e87
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moValueStat.h
@@ -0,0 +1,84 @@
+/*
+  <moValueStat.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moValueStat_h
+#define moValueStat_h
+
+#include <continuator/moStat.h>
+#include <utils/eoParam.h>
+
+/**
+ * The statistic gives the number of iteration
+ */
+template <class EOT, class ValueType>
+class moValueStat : public moStat<EOT, double>
+{
+public :
+    using moStat< EOT, double>::value;
+
+    /**
+     * Default Constructor
+     */
+  moValueStat(eoValueParam<ValueType> & _valueParam): moStat<EOT, double>(0, "value"), valueParam(_valueParam) {
+  }
+
+    /**
+     * Init the number of iteration
+     * @param _sol a solution
+     */
+    virtual void init(EOT & _sol) {
+      value() = (double) valueParam.value();
+    }
+
+    /**
+     * Set the number of iteration
+     * @param _sol a solution
+     */
+    virtual void operator()(EOT & _sol) {
+      value() = (double) valueParam.value() ;
+    }
+
+    /**
+     * @return name of the class
+     */
+    virtual std::string className(void) const {
+        return "moValueStat";
+    }
+
+private:
+  eoValueParam<ValueType> & valueParam;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moVectorMonitor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moVectorMonitor.h
new file mode 100644
index 000000000..b762ded7a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/continuator/moVectorMonitor.h
@@ -0,0 +1,242 @@
+/*
+  <moVectorMonitor.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moVectorMonitor_h
+#define moVectorMonitor_h
+
+#include <fstream>
+#include <utils/eoMonitor.h>
+#include <utils/eoParam.h>
+
+/**
+ * To save the values of the same type (double, unsigned int, or EOT) in a vector
+ * It is similar to eoFileMonitor
+ *
+ */
+template <class EOT>
+class moVectorMonitor : public eoMonitor
+{
+public:
+
+	/**
+	 * Constructor
+	 * @param _param the parameter of type double to save in the vector
+	 */
+	moVectorMonitor(eoValueParam<double> & _param) : doubleParam(&_param), intParam(NULL), eotParam(NULL)
+	{ 
+		// precision of the output by default
+		precisionOutput = std::cout.precision();
+	}
+
+	/**
+	 * Default Constructor
+	 * @param _param the parameter of type unsigned int to save in the vector
+	 */
+	moVectorMonitor(eoValueParam<unsigned int> & _param) : doubleParam(NULL), intParam(&_param), eotParam(NULL)
+	{ 
+		// precision of the output by default
+		precisionOutput = std::cout.precision();
+	}
+
+	/**
+	 * Default Constructor
+	 * @param _param the parameter of type EOT to save in the vector
+	 */
+	moVectorMonitor(eoValueParam<EOT> & _param) : doubleParam(NULL), intParam(NULL), eotParam(&_param)
+	{ 
+		// precision of the output by default
+		precisionOutput = std::cout.precision();
+	}
+
+	/**
+	 * Default Constructor
+	 * @param _param the parameter of type eoScalarFitness to save in the vector
+	 */
+	template <class ScalarType, class Compare>
+	moVectorMonitor(eoValueParam<eoScalarFitness<ScalarType, Compare> > & _param) : doubleParam( & (eoValueParam<double>&)_param), intParam(NULL), eotParam(NULL)
+	{ 
+		// precision of the output by default
+		precisionOutput = std::cout.precision();
+	}
+
+	/**
+	 * Default Constructor
+	 * @param _param unvalid Parameter
+	 */
+	template <class T>
+	moVectorMonitor(eoValueParam<T> & _param) : doubleParam(NULL), intParam(NULL), eotParam(NULL)
+	{
+		std::cerr << "Sorry the type can not be in a vector of moVectorMonitor" << std::endl;
+	}
+
+	/**
+	 * To test if the value are basic type (double or unsigned int), or EOT type
+	 *
+	 * @return true if the type is a EOT type
+	 */
+	bool solutionType() {
+		return eotParam != NULL;
+	}
+
+	/**
+	 * To "print" the value of the parameter in the vector
+	 *
+	 * @return this monitor (sorry I don't why, but it is like this in EO)
+	 */
+	eoMonitor& operator()(void) {
+		if (doubleParam != NULL)
+			valueVec.push_back(doubleParam->value());
+		else
+			if (intParam != NULL)
+				valueVec.push_back((double) intParam->value());
+			else
+				eotVec.push_back(eotParam->value());
+
+		return *this ;
+	}
+
+	/**
+	 * To have all the values
+	 *
+	 * @return the vector of values
+	 */
+	const std::vector<double>& getValues() const {
+		return valueVec;
+	}
+
+	/**
+	 * To have all the solutions
+	 *
+	 * @return the vector of solutions
+	 */
+	const std::vector<EOT>& getSolutions() const {
+		return eotVec;
+	}
+
+	/**
+	 * to get the value out.
+	 * @return the string of the value
+	 */
+	std::string getValue(unsigned int i) const {
+		std::ostringstream os;
+
+		// set the precision of the output
+		os.precision(precisionOutput);
+
+		if (eotParam == NULL)
+			os << (valueVec[i]) ;
+		else
+			os << (eotVec[i]) ;
+
+		return os.str();
+	}
+
+	/**
+	 * clear the vector
+	 */
+	void clear() {
+		valueVec.clear();
+		eotVec.clear();
+	}
+
+	/**
+	 * number of value
+	 * @return size of the vector
+	 */
+	unsigned int size() {
+		if (eotParam == NULL)
+			return valueVec.size();
+		else
+			return eotVec.size();
+	}
+
+	/**
+	 * to set the precision of the output file
+	 * @param _precision precision of the output (number of digit)
+	 */
+	void precision(unsigned int _precision) {
+	  precisionOutput = _precision;
+	}
+
+	/**
+	 * to export the vector of values into one file
+	 * @param _filename file name
+	 * @param _openFile to specify if it writes at the following of the file
+	 */
+	void fileExport(std::string _filename, bool _openFile=false) {
+		// create file
+		std::ofstream os;
+
+		if(! _openFile)
+			os.open(_filename.c_str());
+
+		else
+			os.open(_filename.c_str(),std::ios::app);
+
+
+		if (!os) {
+			std::string str = "moVectorMonitor: Could not open " + _filename;
+			throw std::runtime_error(str);
+		}
+
+		for (unsigned int i = 0; i < size(); i++) {
+			os << getValue(i);
+
+			os << std::endl ;
+		}
+
+	}
+
+	/**
+	 * @return name of the class
+	 */
+	virtual std::string className(void) const {
+		return "moVectorMonitor";
+	}
+
+protected:
+	eoValueParam<double> * doubleParam ;
+	eoValueParam<unsigned int> * intParam ;
+	eoValueParam<EOT> * eotParam ;
+
+	std::vector<double> valueVec;
+	std::vector<EOT> eotVec;
+
+  // precision of the output
+  unsigned int precisionOutput;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/coolingSchedule/moCoolingSchedule.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/coolingSchedule/moCoolingSchedule.h
new file mode 100644
index 000000000..9b65cf1b5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/coolingSchedule/moCoolingSchedule.h
@@ -0,0 +1,64 @@
+/*
+  <moCoolingSchedule.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moCoolingSchedule_h
+#define _moCoolingSchedule_h
+
+#include <eoFunctor.h>
+
+/**
+ * Cooling Schedule of the temperature in the simulated algorithm
+ *
+ */
+template< class EOT >
+class moCoolingSchedule : public eoUF<double, bool>
+{
+public:
+    /**
+     * Init the solution with the initial temperature
+     * @param _solution initial solution
+     */
+    virtual double init(EOT & _solution) = 0;
+
+    /**
+     * update the temperature
+     * @param _temp current temperature to update
+     * @param _acceptedMove true when the move is accepted, false otherwise
+     */
+    virtual void update(double& _temp, bool _acceptedMove) = 0;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/coolingSchedule/moDynSpanCoolingSchedule.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/coolingSchedule/moDynSpanCoolingSchedule.h
new file mode 100644
index 000000000..34b386312
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/coolingSchedule/moDynSpanCoolingSchedule.h
@@ -0,0 +1,140 @@
+/*
+  <moDynSpanCoolingSchedule.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moDynSpanCoolingSchedule_h
+#define _moDynSpanCoolingSchedule_h
+
+#include <coolingSchedule/moCoolingSchedule.h>
+
+/**
+ * Cooling Schedule of the temperature in the simulated algorithm
+ * dynamic span : maximum number of tries and maximum number of moves
+ * stop on the number of span with no move 
+ *
+ */
+template< class EOT >
+class moDynSpanCoolingSchedule : public moCoolingSchedule<EOT>
+{
+public:
+    /**
+     * default constructor
+     * @param _initT initial temperature
+     * @param _alpha factor of decreasing
+     * @param _spanTriesMax maximum number of total move at equal temperature
+     * @param _spanMoveMax maximum number of moves at equal temperature
+     * @param _nbSpanMax maximum number of span with no move before stopping the search
+     */
+    moDynSpanCoolingSchedule(double _initT, double _alpha, unsigned int _spanTriesMax, unsigned int _spanMoveMax, unsigned int _nbSpanMax) : 
+      initT(_initT), alpha(_alpha), spanTriesMax(_spanTriesMax), spanMoveMax(_spanMoveMax), nbSpanMax(_nbSpanMax) {
+    }
+
+    /**
+     * Initial temperature
+     * @param _solution initial solution
+     */
+    virtual double init(EOT & _solution) {
+        // number of tries since the last temperature change
+        spanTries = 0;
+
+        // number of move since the last temperature change
+        spanMove = 0;
+
+        // number of successive span with no move
+        nbSpan = 0;
+
+        return initT;
+    }
+
+  /**
+   * update the temperature by a factor
+   * @param _temp current temperature to update
+   * @param _acceptedMove true when the move is accepted, false otherwise
+   */
+  virtual void update(double& _temp, bool _acceptedMove) {
+    spanTries++;
+
+    if (_acceptedMove) 
+      spanMove++;
+
+    if (spanTries >= spanTriesMax || spanMove >= spanMoveMax) {
+      _temp *= alpha;
+
+      if (spanMove == 0) // no move during this span ?
+	nbSpan++;
+      else
+	nbSpan = 0;
+
+      spanTries     = 0;
+      spanMove = 0;
+    } 
+  }
+  
+    /**
+     * compare the number of span with no move
+     * @param _temp current temperature
+     * @return true if the search can continue
+     */
+    virtual bool operator()(double _temp) {
+        return nbSpan <= nbSpanMax;
+    }
+
+private:
+    // initial temperature
+    double initT;
+
+    // coefficient of decrease
+    double alpha;
+
+    // number of total move at equal temperature
+    unsigned int spanTries;
+
+    // number of move at equal temperature
+    unsigned int spanMove;
+
+    // number of successive spans with no move
+    unsigned int nbSpan;
+
+    // maximum number of total move at equal temperature
+    unsigned int spanTriesMax;
+
+    // maximum number of move at equal temperature
+    unsigned int spanMoveMax;
+
+    // maximum number of successive spans with no move
+    unsigned int nbSpanMax;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/coolingSchedule/moSimpleCoolingSchedule.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/coolingSchedule/moSimpleCoolingSchedule.h
new file mode 100644
index 000000000..5ff4f4920
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/coolingSchedule/moSimpleCoolingSchedule.h
@@ -0,0 +1,105 @@
+/*
+  <moSimpleCoolingSchedule.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moSimpleCoolingSchedule_h
+#define _moSimpleCoolingSchedule_h
+
+#include <coolingSchedule/moCoolingSchedule.h>
+
+/**
+ * Classical cooling Schedule of the temperature in the simulated algorithm with initial and final temperature and a factor of decrease
+ *
+ */
+template< class EOT >
+class moSimpleCoolingSchedule : public moCoolingSchedule<EOT>
+{
+public:
+    /**
+     * Constructor
+     * @param _initT initial temperature
+     * @param _alpha factor of decreasing
+     * @param _span number of iteration with equal temperature
+     * @param _finalT final temperature, threshold of the stopping criteria
+     */
+    moSimpleCoolingSchedule(double _initT, double _alpha, unsigned _span, double _finalT) : initT(_initT), alpha(_alpha), span(_span), finalT(_finalT) {}
+
+    /**
+     * Getter on the initial temperature
+     * @param _solution initial solution
+     * @return the initial temperature
+     */
+    virtual double init(EOT & _solution) {
+        // number of iteration with the same temperature
+        step = 0;
+
+        return initT;
+    }
+
+    /**
+     * update the temperature by a factor
+     * @param _temp current temperature to update
+     * @param _acceptedMove true when the move is accepted, false otherwise
+     */
+    virtual void update(double& _temp, bool _acceptedMove) {
+        if (step >= span) {
+            _temp *= alpha;
+            step = 0;
+        } else
+            step++;
+    }
+
+    /**
+     * compare the temperature to the threshold
+     * @param _temp current temperature
+     * @return true if the current temperature is over the threshold (final temperature)
+     */
+    virtual bool operator()(double _temp) {
+        return _temp > finalT;
+    }
+
+private:
+    // initial temperature
+    double initT;
+    // coefficient of decrease
+    double alpha;
+    // maximum number of iterations at the same temperature
+    unsigned int span;
+    // threshold temperature
+    double finalT;
+    // number of steps with the same temperature
+    unsigned int step;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moDummyEval.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moDummyEval.h
new file mode 100644
index 000000000..2809f12a3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moDummyEval.h
@@ -0,0 +1,53 @@
+/*
+<moDummyEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moDummyEval_h
+#define _moDummyEval_h
+
+#include <eval/moEval.h>
+
+/**
+ * Dummy Evaluation function
+ */
+template<class Neighbor>
+class moDummyEval : public moEval<Neighbor> {
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef typename EOT::Fitness Fitness;
+
+    /**
+     * NOTHING TO DO
+     * @param _sol unused solution
+     * @param _n unused neighbor
+     */
+    void operator()(EOT& _sol, Neighbor& _n) {}
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moEval.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moEval.h
new file mode 100644
index 000000000..b1dac83a9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moEval.h
@@ -0,0 +1,51 @@
+/*
+  <moEval.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moEval_H
+#define moEval_H
+
+#include <eoFunctor.h>
+
+/**
+ * Abstract class for the evaluation
+ */
+template<class Neighbor>
+class moEval : public eoBF<typename Neighbor::EOT &, Neighbor&, void>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef typename EOT::Fitness Fitness;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moEvalCounter.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moEvalCounter.h
new file mode 100644
index 000000000..e795f4384
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moEvalCounter.h
@@ -0,0 +1,66 @@
+/*
+<moEvalCounter.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moEvalCounter_h
+#define _moEvalCounter_h
+
+#include <eval/moEval.h>
+#include <utils/eoParam.h>
+
+/**
+    Counts the number of neighbor evaluations actually performed, thus checks first
+    if it has to evaluate.. etc.
+*/
+template<class Neighbor>
+class moEvalCounter : public moEval<Neighbor>, public eoValueParam<unsigned long>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef typename EOT::Fitness Fitness;
+
+    moEvalCounter(moEval<Neighbor>& _eval, std::string _name = "Neighbor Eval. ")
+            : eoValueParam<unsigned long>(0, _name), eval(_eval) {}
+
+    /**
+     * Increase the number of neighbor evaluations and perform the evaluation
+     *
+     * @param _solution a solution
+     * @param _neighbor a neighbor
+     */
+    void operator()(EOT& _solution, Neighbor& _neighbor) {
+        value()++;
+        eval(_solution, _neighbor);
+    }
+
+private:
+    moEval<Neighbor> & eval;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moFullEvalByCopy.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moFullEvalByCopy.h
new file mode 100644
index 000000000..701a7b951
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moFullEvalByCopy.h
@@ -0,0 +1,82 @@
+	/*
+  <moFullEvalByCopy.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moFullEvalByCopy_H
+#define moFullEvalByCopy_H
+
+#include <eoEvalFunc.h>
+#include <eval/moEval.h>
+
+/**
+ * Evaluation by copy
+ */
+template<class Neighbor>
+class moFullEvalByCopy : public moEval<Neighbor>
+{
+public:
+    typedef typename moEval<Neighbor>::EOT EOT;
+    typedef typename moEval<Neighbor>::Fitness Fitness;
+
+    /**
+     * Ctor
+     * @param _eval the full evaluation object
+     */
+    moFullEvalByCopy(eoEvalFunc<EOT> & _eval) : eval(_eval) {}
+
+    /**
+     * Full evaluation of the neighbor by copy
+     * @param _sol current solution
+     * @param _neighbor the neighbor to be evaluated
+     */
+    void operator()(EOT & _sol, Neighbor & _neighbor)
+    {
+        // tmp solution
+        EOT tmp(_sol);
+        // move tmp solution wrt _neighbor
+        _neighbor.move(tmp);
+        // eval copy
+        tmp.invalidate();
+        eval(tmp);
+        // set the fitness value to the neighbor
+        _neighbor.fitness(tmp.fitness());
+    }
+
+
+private:
+    /** the full evaluation object */
+    eoEvalFunc<EOT> & eval;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moFullEvalByModif.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moFullEvalByModif.h
new file mode 100644
index 000000000..80ee94d1c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/eval/moFullEvalByModif.h
@@ -0,0 +1,96 @@
+/*
+  <moFullEvalByModif.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 moFullEvalByModif_H
+#define moFullEvalByModif_H
+
+#include <eoEvalFunc.h>
+#include <eval/moEval.h>
+
+/**
+ * Full evaluation to use with a moBackableNeighbor
+ * !!!WARNING!!! Use only when your solution is composed by a fitness Value and a "genotype"
+ *
+ */
+template<class BackableNeighbor>
+class moFullEvalByModif : public moEval<BackableNeighbor>
+{
+public:
+    typedef typename moEval<BackableNeighbor>::EOT EOT;
+    typedef typename moEval<BackableNeighbor>::Fitness Fitness;
+
+    /**
+     * Ctor
+     * @param _eval the full evaluation object
+     */
+    moFullEvalByModif(eoEvalFunc<EOT>& _eval) : eval(_eval) {}
+
+    /**
+     * Full evaluation of the neighbor by copy
+     * @param _sol current solution
+     * @param _neighbor the neighbor to be evaluated
+     */
+    void operator()(EOT & _sol, BackableNeighbor & _neighbor)
+    {
+        // tmp fitness value of the current solution
+        Fitness tmpFit;
+
+        // save current fitness value
+        tmpFit = _sol.fitness();
+
+        // move the current solution wrt _neighbor
+        _neighbor.move(_sol);
+
+        // eval the modified solution
+        _sol.invalidate();
+        eval(_sol);
+
+        // set the fitness value to the neighbor
+        _neighbor.fitness(_sol.fitness());
+
+        // move the current solution back
+        _neighbor.moveBack(_sol);
+
+        // set the fitness back
+        _sol.fitness(tmpFit);
+    }
+
+
+private:
+    /** the full evaluation object */
+    eoEvalFunc<EOT> & eval;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moDummyExplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moDummyExplorer.h
new file mode 100644
index 000000000..3d58dbb08
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moDummyExplorer.h
@@ -0,0 +1,111 @@
+/*
+  <moDummyExplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moDummyExplorer_h
+#define _moDummyExplorer_h
+
+#include <explorer/moNeighborhoodExplorer.h>
+
+/**
+ * Dummy Explorer the neighborhood: nothing is explored
+ */
+template< class Neighbor >
+class moDummyExplorer : public moNeighborhoodExplorer<Neighbor>
+{
+public:
+    typedef moNeighborhood<Neighbor> Neighborhood;
+    typedef typename Neighbor::EOT EOT;
+    typedef typename EOT::Fitness Fitness ;
+
+    moDummyExplorer(): moNeighborhoodExplorer<Neighbor>() { }
+
+    /**
+     * NOTHING TO DO
+     * @param _solution unused solution
+     */
+    void initParam (EOT& _solution) { } ;
+
+    /**
+     * NOTHING TO DO
+     * @param _solution unused solution
+     */
+    void updateParam (EOT& _solution) { } ;
+
+    /**
+     * NOTHING TO DO
+     * @param _solution unused solution
+     * @return always false
+     */
+    bool isContinue(EOT& _solution) {
+        return false;
+    } ;
+
+    /**
+     * NOTHING TO DO
+     * @param _solution unused solution
+     */
+    void move(EOT& _solution) { } ;
+
+    /**
+     * NOTHING TO DO
+     * @param _solution unused solution
+     * @return always false
+     */
+    virtual bool accept(EOT& _solution) {
+        return false;
+    } ;
+
+    /**
+     * NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void terminate(EOT& _solution) { } ;
+
+    /**
+     * NOTHING TO DO
+     * @param _solution unused solution
+     */
+    void operator()(EOT & _solution) { }
+
+    /**
+     * Return the class name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moDummyExplorer";
+    }
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moFirstImprHCexplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moFirstImprHCexplorer.h
new file mode 100644
index 000000000..27bb83deb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moFirstImprHCexplorer.h
@@ -0,0 +1,166 @@
+/*
+  <moFirstImprHCexplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moFirstImprHCexplorer_h
+#define _moFirstImprHCexplorer_h
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Explorer for a first improvement heuristic
+ */
+template< class Neighbor>
+class moFirstImprHCexplorer : public moNeighborhoodExplorer<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    using moNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moNeighborhoodExplorer<Neighbor>::eval;
+
+    /**
+     * Constructor
+     * @param _neighborhood the neighborhood
+     * @param _eval the evaluation function
+     * @param _neighborComparator a neighbor comparator
+     * @param _solNeighborComparator a solution vs neighbor comparator
+     */
+    moFirstImprHCexplorer(Neighborhood& _neighborhood, moEval<Neighbor>& _eval, moNeighborComparator<Neighbor>& _neighborComparator, moSolNeighborComparator<Neighbor>& _solNeighborComparator) : moNeighborhoodExplorer<Neighbor>(_neighborhood, _eval), neighborComparator(_neighborComparator), solNeighborComparator(_solNeighborComparator) {
+        isAccept = false;
+        current=new Neighbor();
+    }
+
+    /**
+     * Destructor
+     */
+    ~moFirstImprHCexplorer() {
+        delete current;
+    }
+
+    /**
+     * initParam: NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void initParam(EOT & _solution) {};
+
+    /**
+     * updateParam: NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void updateParam(EOT & _solution) {};
+
+    /**
+     * terminate: NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void terminate(EOT & _solution) {};
+
+    /**
+     * Explore the neighborhood of a solution until an ameliorated neighbor is found
+     * @param _solution
+     */
+    virtual void operator()(EOT & _solution) {
+
+        //Test if _solution has a Neighbor
+        if (neighborhood.hasNeighbor(_solution)) {
+            //init the first neighbor
+            neighborhood.init(_solution, (*current));
+
+            //eval the _solution moved with the neighbor and stock the result in the neighbor
+            eval(_solution, (*current));
+
+            //test all others neighbors
+            while (! solNeighborComparator(_solution, *current) && neighborhood.cont(_solution)) {
+                //next neighbor
+                neighborhood.next(_solution, (*current));
+                //eval
+                eval(_solution, (*current));
+            }
+        }
+        else {
+            //if _solution hasn't neighbor,
+            isAccept=false;
+        }
+    };
+
+    /**
+     * continue if a move is accepted
+     * @param _solution the solution
+     * @return true if an ameliorated neighbor was found
+     */
+    virtual bool isContinue(EOT & _solution) {
+        return isAccept ;
+    };
+
+    /**
+     * move the solution with the best neighbor
+     * @param _solution the solution to move
+     */
+    virtual void move(EOT & _solution) {
+        //move the solution
+        (*current).move(_solution);
+        //update its fitness
+        _solution.fitness((*current).fitness());
+    };
+
+    /**
+     * accept test if an ameliorated neighbor was found
+     * @param _solution the solution
+     * @return true if the best neighbor ameliorate the fitness
+     */
+    virtual bool accept(EOT & _solution) {
+        if (neighborhood.hasNeighbor(_solution)) {
+            isAccept = solNeighborComparator(_solution, (*current)) ;
+        }
+        return isAccept;
+    };
+
+private:
+    // comparator betwenn solution and neighbor or between neighbors
+    moNeighborComparator<Neighbor>& neighborComparator;
+    moSolNeighborComparator<Neighbor>& solNeighborComparator;
+
+    //Pointer on the best and the current neighbor
+    Neighbor* current;
+
+    // true if the move is accepted
+    bool isAccept ;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moILSexplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moILSexplorer.h
new file mode 100644
index 000000000..ba6489832
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moILSexplorer.h
@@ -0,0 +1,180 @@
+/*
+  <moILSexplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moILSexplorer_h
+#define _moILSexplorer_h
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <algo/moLocalSearch.h>
+#include <perturb/moPerturbation.h>
+#include <acceptCrit/moAcceptanceCriterion.h>
+//#include <neighborhood/moDummyNeighborhood.h>
+//#include <neighborhood/moDummyNeighbor.h>
+
+/**
+ * Explorer for an Iterated Local Search
+ */
+
+//template< class Neighbor >
+//class moILSexplorer : public moNeighborhoodExplorer< moDummyNeighbor<typename Neighbor::EOT> >
+
+template< class Neighbor, class NeighborLO >
+class moILSexplorer : public moNeighborhoodExplorer< NeighborLO >
+{
+public:
+  typedef moNeighborhood<Neighbor> Neighborhood ;
+  typedef typename Neighbor::EOT EOT;
+  typedef moNeighborhood<NeighborLO> NeighborhoodLO;
+  
+  //typedef moDummyNeighbor<EOT> dummyNeighbor;
+  //typedef moDummyNeighborhood<dummyNeighbor> dummyNeighborhood;
+
+    /**
+     * Constructor
+     * @param _ls a local search
+     * @param _perturb a perturbation operator
+     * @param _acceptCrit a acceptance criteria
+     */
+    moILSexplorer(moLocalSearch<Neighbor>& _ls, moPerturbation<Neighbor>& _perturb, moAcceptanceCriterion<Neighbor>& _acceptCrit) : moNeighborhoodExplorer<NeighborLO>(), ls(_ls), perturb(_perturb), acceptCrit(_acceptCrit) {
+        firstIteration=true;
+    }
+
+    /**
+     * Destructor
+     */
+    ~moILSexplorer() {
+
+    }
+
+    /**
+     * Init perturbation and acceptance criteria
+     * @param _solution the current solution
+     */
+    virtual void initParam(EOT & _solution) {
+        firstIteration=true;
+        perturb.init(_solution);
+        acceptCrit.init(_solution);
+    };
+
+    /**
+     * Update perturbation and acceptance criteria
+     * @param _solution the current solution
+     */
+    virtual void updateParam(EOT & _solution) {
+        if ((*this).moveApplied()) {
+            perturb.add(_solution,emptyNeighbor);
+            acceptCrit.add(_solution,emptyNeighbor);
+        }
+        perturb.update(_solution, emptyNeighbor);
+        acceptCrit.update(_solution, emptyNeighbor);
+    };
+
+    /**
+     * terminate: NOTHING TO DO
+     * @param _solution a solution (unused)
+     */
+    virtual void terminate(EOT & _solution) {};
+
+    /**
+     * Perturb and apply local search on a solution
+     * @param _solution the solution
+     */
+    virtual void operator()(EOT & _solution) {
+        //copy the solution to perform new local search
+        current=_solution;
+
+        //perturb solution exept at the first iteration
+        if (!firstIteration) {
+            perturb(current);
+
+        }
+        else
+            firstIteration=false;
+
+        //apply the local search on the copy
+        ls(current);
+
+//        std::cout << "(solution)\t" << current << std::endl;
+
+    };
+
+    /**
+     * Always continue
+     * @param _solution the solution
+     * @return always true
+     */
+    virtual bool isContinue(EOT & _solution) {
+        return true;
+    };
+
+    /**
+     * copy the solution found by the local search
+     * @param _solution the solution
+     */
+    virtual void move(EOT & _solution) {
+        _solution=current;
+    };
+
+    /**
+     * accept test if an ameliorated neighbor was found
+     * @param _solution the solution
+     * @return true if acceptance criteria is verified
+     */
+    virtual bool accept(EOT & _solution) {
+        return acceptCrit(_solution, current);
+    };
+
+    /**
+     * Return the class Name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moILSexplorer";
+    }
+
+private:
+    //Usefull to use the momory of tabuSearch
+    Neighbor emptyNeighbor;
+    EOT current;
+    moLocalSearch<Neighbor>& ls;
+    moPerturbation<Neighbor> & perturb;
+    moAcceptanceCriterion<Neighbor>& acceptCrit;
+
+    bool firstIteration;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moMetropolisHastingExplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moMetropolisHastingExplorer.h
new file mode 100644
index 000000000..49bb78fdd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moMetropolisHastingExplorer.h
@@ -0,0 +1,195 @@
+/*
+  <moMetropolisHastingExplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moMetropolisHastingExplorer_h
+#define _moMetropolisHastingExplorer_h
+
+#include <cstdlib>
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <neighborhood/moNeighborhood.h>
+
+#include <utils/eoRNG.h>
+
+/**
+ * Explorer for the Metropolis-Hasting Sampling.
+ * Only the symetric case is considered when Q(x,y) = Q(y,x)
+ * Fitness must be > 0
+ */
+template< class Neighbor >
+class moMetropolisHastingExplorer : public moNeighborhoodExplorer<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    using moNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moNeighborhoodExplorer<Neighbor>::eval;
+
+    /**
+     * Constructor
+     * @param _neighborhood the neighborhood
+     * @param _eval the evaluation function
+     * @param _neighborComparator a neighbor comparator
+     * @param _solNeighborComparator a solution vs neighbor comparator
+     * @param _nbStep maximum number of step to do
+     */
+    moMetropolisHastingExplorer(Neighborhood& _neighborhood, moEval<Neighbor>& _eval, moNeighborComparator<Neighbor>& _neighborComparator, moSolNeighborComparator<Neighbor>& _solNeighborComparator, unsigned int _nbStep) : moNeighborhoodExplorer<Neighbor>(_neighborhood, _eval), neighborComparator(_neighborComparator), solNeighborComparator(_solNeighborComparator), nbStep(_nbStep) {
+        isAccept = false;
+        current=new Neighbor();
+        if (!neighborhood.isRandom()) {
+            std::cout << "moMetropolisHastingExplorer::Warning -> the neighborhood used is not random" << std::endl;
+        }
+    }
+
+    /**
+     * Destructor
+     */
+    ~moMetropolisHastingExplorer() {
+        delete current;
+    }
+
+    /**
+     * initialization of the number of step to be done
+     * @param _solution unused solution
+     */
+    virtual void initParam(EOT & _solution) {
+        step     = 0;
+        isAccept = true;
+    };
+
+    /**
+     * increase the number of step
+     * @param _solution unused solution
+     */
+    virtual void updateParam(EOT & _solution) {
+        step++;
+    };
+
+    /**
+     * terminate: NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void terminate(EOT & _solution) {};
+
+    /**
+     * Explore the neighborhood of a solution
+     * @param _solution
+     */
+    virtual void operator()(EOT & _solution) {
+        //Test if _solution has a Neighbor
+        if (neighborhood.hasNeighbor(_solution)) {
+            //init the first neighbor
+            neighborhood.init(_solution, (*current));
+
+            //eval the _solution moved with the neighbor and stock the result in the neighbor
+            eval(_solution, (*current));
+        }
+        else {
+            //if _solution hasn't neighbor,
+            isAccept=false;
+        }
+    };
+
+    /**
+     * continue if there is a neighbor and it is remainds some steps to do
+     * @param _solution the solution
+     * @return true there is some steps to do
+     */
+    virtual bool isContinue(EOT & _solution) {
+        return (step < nbStep) ;
+    };
+
+    /**
+     * move the solution with the best neighbor
+     * @param _solution the solution to move
+     */
+    virtual void move(EOT & _solution) {
+        //move the solution
+        (*current).move(_solution);
+        //update its fitness
+        _solution.fitness((*current).fitness());
+    };
+
+    /**
+     * accept test if an ameliorated neighbor was found
+     * @param _solution the solution
+     * @return true if the best neighbor ameliorate the fitness
+     */
+    virtual bool accept(EOT & _solution) {
+        double alpha=0.0;
+        if (neighborhood.hasNeighbor(_solution)) {
+            if (solNeighborComparator(_solution, *current))
+                isAccept = true;
+            else {
+                if (_solution.fitness() != 0) {
+                    if ( (double)current->fitness() < (double)_solution.fitness()) // maximizing
+                        alpha = (double) current->fitness() / (double) _solution.fitness();
+                    else //minimizing
+                        alpha = (double) _solution.fitness() / (double) current->fitness();
+                    isAccept = (rng.uniform() < alpha) ;
+                }
+                else {
+                    if ( (double)current->fitness() < (double)_solution.fitness()) // maximizing
+                        isAccept = true;
+                    else
+                        isAccept = false;
+                }
+            }
+        }
+        return isAccept;
+    };
+
+private:
+    // comparator betwenn solution and neighbor or between neighbors
+    moNeighborComparator<Neighbor>& neighborComparator;
+    moSolNeighborComparator<Neighbor>& solNeighborComparator;
+
+    // current number of step
+    unsigned int step;
+
+    // maximum number of steps to do
+    unsigned int nbStep;
+
+    //Pointer on the best and the current neighbor
+    Neighbor* current;
+
+    // true if the move is accepted
+    bool isAccept ;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moNeighborhoodExplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moNeighborhoodExplorer.h
new file mode 100644
index 000000000..369cd5cdd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moNeighborhoodExplorer.h
@@ -0,0 +1,128 @@
+/*
+  <moNeighborhoodExplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _neighborhoodExplorer_h
+#define _neighborhoodExplorer_h
+
+//EO inclusion
+#include <eoFunctor.h>
+
+#include <neighborhood/moNeighborhood.h>
+#include <eval/moEval.h>
+#include <neighborhood/moDummyNeighborhood.h>
+#include <eval/moDummyEval.h>
+
+/**
+ * Explore the neighborhood
+ */
+template< class Neighbor >
+class moNeighborhoodExplorer : public eoUF<typename Neighbor::EOT&, void>
+{
+public:
+    typedef moNeighborhood<Neighbor> Neighborhood;
+    typedef typename Neighbor::EOT EOT;
+    typedef typename EOT::Fitness Fitness ;
+
+    moNeighborhoodExplorer():neighborhood(dummyNeighborhood), eval(dummyEval), isMoved(false) {}
+
+    /**
+     * Constructor with a Neighborhood and evaluation function
+     * @param _neighborhood the neighborhood
+     * @param _eval the evaluation function
+     */
+    moNeighborhoodExplorer(Neighborhood& _neighborhood, moEval<Neighbor>& _eval):neighborhood(_neighborhood), eval(_eval), isMoved(false) {}
+
+    /**
+     * Init Search parameters
+     * @param _solution the solution to explore
+     */
+    virtual void initParam (EOT& _solution) = 0 ;
+
+    /**
+     * Update Search parameters
+     * @param _solution the solution to explore
+     */
+    virtual void updateParam (EOT& _solution) = 0 ;
+
+    /**
+     * Test if the exploration continue or not
+     * @param _solution the solution to explore
+     * @return true if the exploration continue, else return false
+     */
+    virtual bool isContinue(EOT& _solution) = 0 ;
+
+    /**
+     * Move a solution
+     * @param _solution the solution to explore
+     */
+    virtual void move(EOT& _solution) = 0 ;
+
+    /**
+     * Test if a solution is accepted
+     * @param _solution the solution to explore
+     * @return true if the solution is accepted, else return false
+     */
+    virtual bool accept(EOT& _solution) = 0 ;
+
+    /**
+     * Terminate the search
+     * @param _solution the solution to explore
+     */
+    virtual void terminate(EOT& _solution) = 0 ;
+
+    /**
+     * Getter of "isMoved"
+     * @return true if move is applied
+     */
+    bool moveApplied() {
+        return isMoved;
+    }
+
+    /**
+     * Setter of "isMoved"
+     * @param _isMoved
+     */
+    void moveApplied(bool _isMoved) {
+        isMoved=_isMoved;
+    }
+
+protected:
+    moDummyNeighborhood<Neighbor> dummyNeighborhood;
+    moDummyEval<Neighbor> dummyEval;
+    Neighborhood & neighborhood;
+    moEval<Neighbor>& eval;
+    bool isMoved;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moNeutralHCexplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moNeutralHCexplorer.h
new file mode 100644
index 000000000..40443de40
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moNeutralHCexplorer.h
@@ -0,0 +1,133 @@
+/*
+  <moNeutralHCexplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moNeutralHCexplorer_h
+#define _moNeutralHCexplorer_h
+
+#include <explorer/moRandomBestHCexplorer.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Explorer for a neutral Hill-climbing
+ */
+template< class Neighbor >
+class moNeutralHCexplorer : public moRandomBestHCexplorer<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    using moNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moRandomBestHCexplorer<Neighbor>::solNeighborComparator;
+    using moRandomBestHCexplorer<Neighbor>::isAccept;
+    using moRandomBestHCexplorer<Neighbor>::bestVector;
+    using moRandomBestHCexplorer<Neighbor>::initParam;
+    using moRandomBestHCexplorer<Neighbor>::updateParam;
+
+    /**
+     * Constructor
+     * @param _neighborhood the neighborhood
+     * @param _eval the evaluation function
+     * @param _neighborComparator a neighbor comparator
+     * @param _solNeighborComparator a solution vs neighbor comparator
+     * @param _nbStep maximum step to do
+     */
+    moNeutralHCexplorer(Neighborhood& _neighborhood,
+                        moEval<Neighbor>& _eval,
+                        moNeighborComparator<Neighbor>& _neighborComparator,
+                        moSolNeighborComparator<Neighbor>& _solNeighborComparator,
+                        unsigned _nbStep) :
+            moRandomBestHCexplorer<Neighbor>(_neighborhood, _eval, _neighborComparator, _solNeighborComparator),nbStep(_nbStep) {
+        //Some cycle is possible with equals fitness solutions if the neighborhood is not random
+    }
+
+    /**
+     * Destructor
+     */
+    ~moNeutralHCexplorer() {
+    }
+
+    /**
+     *  initial number of step
+     * @param _solution the current solution
+     */
+    virtual void initParam(EOT & _solution) {
+        moRandomBestHCexplorer<Neighbor>::initParam(_solution);
+
+        step = 0;
+    };
+
+    /**
+     * one more step
+     * @param _solution the current solution
+     */
+    virtual void updateParam(EOT & _solution) {
+        moRandomBestHCexplorer<Neighbor>::updateParam(_solution);
+
+        step++;
+    };
+
+    /**
+     * continue if there is a neighbor and it is remains some steps to do
+     * @param _solution the solution
+     * @return true there is some steps to do
+     */
+    virtual bool isContinue(EOT & _solution) {
+        return (step < nbStep)  && isAccept ;
+    };
+
+    /**
+     * accept test if an ameliorated or an equal neighbor was be found
+     * @param _solution the solution
+     * @return true if the best neighbor ameliorate the fitness or is equals
+     */
+    virtual bool accept(EOT & _solution) {
+        if (neighborhood.hasNeighbor(_solution))
+            isAccept = solNeighborComparator(_solution, bestVector[0]) || solNeighborComparator.equals(_solution, bestVector[0]) ;
+        return isAccept;
+    };
+
+private:
+    // current number of step
+    unsigned int step;
+
+    // maximum number of steps to do
+    unsigned int nbStep;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moRandomBestHCexplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moRandomBestHCexplorer.h
new file mode 100644
index 000000000..bad6769a8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moRandomBestHCexplorer.h
@@ -0,0 +1,198 @@
+/*
+  <moRandomBestHCexplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 _moRandomBestHCexplorer_h
+#define _moRandomBestHCexplorer_h
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <neighborhood/moNeighborhood.h>
+#include <vector>
+#include <utils/eoRNG.h>
+
+/**
+ * Explorer for Hill-Climbing
+ * which choose randomly one of the best solution in the neighborhood at each iteration
+ */
+template< class Neighbor >
+class moRandomBestHCexplorer : public moNeighborhoodExplorer<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    using moNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moNeighborhoodExplorer<Neighbor>::eval;
+
+    /**
+     * Constructor
+     * @param _neighborhood the neighborhood
+     * @param _eval the evaluation function
+     * @param _neighborComparator a neighbor comparator
+     * @param _solNeighborComparator solution vs neighbor comparator
+     */
+    moRandomBestHCexplorer(Neighborhood& _neighborhood,
+                           moEval<Neighbor>& _eval,
+                           moNeighborComparator<Neighbor>& _neighborComparator,
+                           moSolNeighborComparator<Neighbor>& _solNeighborComparator) :
+            moNeighborhoodExplorer<Neighbor>(_neighborhood, _eval),
+            neighborComparator(_neighborComparator),
+            solNeighborComparator(_solNeighborComparator) {
+        isAccept = false;
+        current=new Neighbor();
+    }
+
+    /**
+     * Destructor
+     */
+    ~moRandomBestHCexplorer() {
+        delete current;
+    }
+
+    /**
+     * empty the vector of best solutions
+     * @param _solution unused solution
+     */
+    virtual void initParam(EOT & _solution) {
+        // delete all the best solutions
+        bestVector.clear();
+    };
+
+    /**
+     * empty the vector of best solutions
+     * @param _solution unused solution
+     */
+    virtual void updateParam(EOT & _solution) {
+        // delete all the best solutions
+        bestVector.clear();
+    };
+
+    /**
+     * terminate: NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void terminate(EOT & _solution) {};
+
+    /**
+     * Explore the neighborhood of a solution
+     * @param _solution the current solution
+     */
+    virtual void operator()(EOT & _solution) {
+
+        //Test if _solution has a Neighbor
+        if (neighborhood.hasNeighbor(_solution)) {
+            //init the first neighbor
+            neighborhood.init(_solution, (*current));
+
+            //eval the _solution moved with the neighbor and stock the result in the neighbor
+            eval(_solution, (*current));
+
+            //initialize the best neighbor
+            bestVector.push_back(*current);
+
+            //test all others neighbors
+            while (neighborhood.cont(_solution)) {
+                //next neighbor
+                neighborhood.next(_solution, (*current));
+
+                //eval
+                eval(_solution, (*current));
+
+                //if we found a better neighbor, update the best
+                if (neighborComparator(bestVector[0], (*current))) {
+                    bestVector.clear();
+                    bestVector.push_back(*current);
+                }
+                else if (neighborComparator.equals((*current), bestVector[0])) //if the current is equals to previous best solutions then update vector of the best solution
+                    bestVector.push_back(*current);
+            }
+        }
+        else {
+            //if _solution hasn't neighbor,
+            isAccept=false;
+        }
+    };
+
+    /**
+     * continue if a move is accepted
+     * @param _solution the solution
+     * @return true if an ameliorated neighbor was be found
+     */
+    virtual bool isContinue(EOT & _solution) {
+        return isAccept ;
+    };
+
+    /**
+     * move the solution with the best neighbor
+     * @param _solution the solution to move
+     */
+    virtual void move(EOT & _solution) {
+        // choose randomly one of the best solutions
+        unsigned int i = rng.random(bestVector.size());
+
+        //move the solution
+        bestVector[i].move(_solution);
+
+        //update its fitness
+        _solution.fitness(bestVector[i].fitness());
+    };
+
+    /**
+     * accept test if an amelirated neighbor was found
+     * @param _solution the solution
+     * @return true if the best neighbor ameliorate the fitness
+     */
+    virtual bool accept(EOT & _solution) {
+        if (neighborhood.hasNeighbor(_solution))
+            isAccept = solNeighborComparator(_solution, bestVector[0]) ;
+        return isAccept;
+    };
+
+protected:
+    // comparator betwenn solution and neighbor or between neighbors
+    moNeighborComparator<Neighbor>& neighborComparator;
+    moSolNeighborComparator<Neighbor>& solNeighborComparator;
+
+    // the best solutions in the neighborhood
+    std::vector<Neighbor> bestVector;
+    //Pointer on the current neighbor
+    Neighbor* current;
+
+    // true if the move is accepted
+    bool isAccept ;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moRandomNeutralWalkExplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moRandomNeutralWalkExplorer.h
new file mode 100644
index 000000000..0b40d2d3e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moRandomNeutralWalkExplorer.h
@@ -0,0 +1,186 @@
+/*
+  <moRandomNeutralWalkExplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moRandomNeutralWalkexplorer_h
+#define _moRandomNeutralWalkexplorer_h
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Explorer for a random neutral walk
+ * accept the movement when the neighbor has the same fitnes
+ * To sample the neutral networks by random walk, there is no memory
+ * neighborhood must be explored in random order
+ */
+template< class Neighbor >
+class moRandomNeutralWalkExplorer : public moNeighborhoodExplorer<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef moNeighborhood<Neighbor> Neighborhood;
+
+    using moNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moNeighborhoodExplorer<Neighbor>::eval;
+
+    /**
+     * Constructor
+     * @param _neighborhood the neighborhood
+     * @param _eval the evaluation function
+     * @param _solNeighborComparator a solution vs neighbor comparator
+     * @param _nbStep maximum number of step to do
+     */
+    moRandomNeutralWalkExplorer(Neighborhood& _neighborhood,
+                                moEval<Neighbor>& _eval,
+                                moSolNeighborComparator<Neighbor>& _solNeighborComparator,
+                                unsigned _nbStep):
+            moNeighborhoodExplorer<Neighbor>(_neighborhood, _eval),
+            solNeighborComparator(_solNeighborComparator),
+            nbStep(_nbStep) {
+        isAccept = false;
+        current=new Neighbor();
+        if (!neighborhood.isRandom()) {
+            std::cout << "moRandomNeutralWalkExplorer::Warning -> the neighborhood used is not random" << std::endl;
+        }
+    }
+
+    /**
+     * Destructor
+     */
+    ~moRandomNeutralWalkExplorer() {
+        delete current;
+    }
+
+    /**
+     * initialization of the number of step to be done
+     * @param _solution unused solution
+     */
+    virtual void initParam(EOT & _solution) {
+        step     = 0;
+        isAccept = true;
+    };
+
+    /**
+     * increase the number of step
+     * @param _solution unused solution
+     */
+    virtual void updateParam(EOT & _solution) {
+        step++;
+    };
+
+    /**
+     * terminate: NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void terminate(EOT & _solution) {};
+
+    /**
+     * Explore the neighborhood of a solution
+     * @param _solution
+     */
+    virtual void operator()(EOT & _solution) {
+
+        //Test if _solution has a Neighbor
+        if (neighborhood.hasNeighbor(_solution)) {
+            //init the first neighbor
+            neighborhood.init(_solution, (*current));
+
+            //eval the _solution moved with the neighbor and stock the result in the neighbor
+            eval(_solution, (*current));
+
+            //test all others neighbors
+            while (! solNeighborComparator.equals(_solution, *current) && neighborhood.cont(_solution)) {
+                //next neighbor
+                neighborhood.next(_solution, (*current));
+                //eval
+                eval(_solution, (*current));
+            }
+        }
+        else {
+            //if _solution hasn't neighbor,
+            isAccept=false;
+        }
+    };
+
+    /**
+     * continue if there is a neighbor and it is remains some steps to do
+     * @param _solution the solution
+     * @return true there is some steps to do
+     */
+    virtual bool isContinue(EOT & _solution) {
+        return (step < nbStep) && isAccept ;
+    };
+
+    /**
+     * move the solution with the best neighbor
+     * @param _solution the solution to move
+     */
+    virtual void move(EOT & _solution) {
+        //move the solution
+        (*current).move(_solution);
+        //update its fitness
+        _solution.fitness((*current).fitness());
+    };
+
+    /**
+     * accept test if an equals neighbor was be found
+     * @param _solution the solution
+     * @return true if the best neighbor ameliorate the fitness
+     */
+    virtual bool accept(EOT & _solution) {
+        if (neighborhood.hasNeighbor(_solution))
+            isAccept = solNeighborComparator.equals(_solution, (*current)) ;
+        return isAccept;
+    };
+
+private:
+    // comparator betwenn solution and neighbor or between neighbors
+    moSolNeighborComparator<Neighbor>& solNeighborComparator;
+
+    // current number of step
+    unsigned int step;
+
+    // maximum number of steps to do
+    unsigned int nbStep;
+
+    //Pointer on the best and the current neighbor
+    Neighbor* current;
+
+    // true if the move is accepted
+    bool isAccept ;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moRandomSearchExplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moRandomSearchExplorer.h
new file mode 100644
index 000000000..0b09da1d9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moRandomSearchExplorer.h
@@ -0,0 +1,150 @@
+/*
+  <moRandomSearchExplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moRandomSearchexplorer_h
+#define _moRandomSearchexplorer_h
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <neighborhood/moNeighborhood.h>
+#include <eoEvalFunc.h>
+#include <eoInit.h>
+
+/**
+ * Explorer for a pure random search:
+ * the solution is initialized at each step
+ */
+template< class Neighbor >
+class moRandomSearchExplorer : public moNeighborhoodExplorer<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    using moNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moNeighborhoodExplorer<Neighbor>::eval;
+
+    /**
+     * Constructor
+     * @param _init the solution initializer, to explore at random the search space
+     * @param _fulleval the evaluation function
+     * @param _nbStep maximum number of step to do
+     */
+    moRandomSearchExplorer(eoInit<EOT>& _init, eoEvalFunc<EOT>& _fulleval, unsigned _nbStep) : moNeighborhoodExplorer<Neighbor>(), init(_init), fulleval(_fulleval), nbStep(_nbStep) {
+        // number of step done
+        step = 0;
+    }
+
+    /**
+     * Destructor
+     */
+    ~moRandomSearchExplorer() {}
+
+    /**
+     * initialization of the number of step to be done
+     * @param _solution unused solution
+     */
+    virtual void initParam(EOT & _solution) {
+        step     = 0;
+    };
+
+    /**
+     * increase the number of step
+     * @param _solution unused solution
+     */
+    virtual void updateParam(EOT & _solution) {
+        step++;
+    };
+
+    /**
+     * terminate: NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void terminate(EOT & _solution) {};
+
+    /**
+     * Explore the neighborhood with only one random solution
+     * we supposed that the first neighbor is uniformly selected in the neighborhood
+     * @param _solution
+     */
+    virtual void operator()(EOT & _solution) {
+        //init the first neighbor
+        init(_solution);
+
+        //eval the _solution moved with the neighbor and stock the result in the neighbor
+	if (_solution.invalid())
+	  fulleval(_solution);
+    };
+
+    /**
+     * continue if it is remains some steps to do
+     * @param _solution the solution
+     * @return true there is some steps to do
+     */
+    virtual bool isContinue(EOT & _solution) {
+        return (step < nbStep) ;
+    };
+
+    /**
+     * move the solution with the best neighbor
+     * @param _solution the solution to move
+     */
+    virtual void move(EOT & _solution) {
+        // the solution is already move. So nothing to do !
+    };
+
+    /**
+     * accept test : always accept
+     * @param _solution the solution
+     * @return true if the best neighbor ameliorate the fitness
+     */
+    virtual bool accept(EOT & _solution) {
+        return true;
+    };
+
+private:
+    // initialization method to explore at random the search space
+    eoInit<EOT> & init;
+
+    // the full eval function
+    eoEvalFunc<EOT> & fulleval;
+
+    // current number of step
+    unsigned int step;
+
+    // maximum number of steps to do
+    unsigned int nbStep;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moRandomWalkExplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moRandomWalkExplorer.h
new file mode 100644
index 000000000..78c7cbe91
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moRandomWalkExplorer.h
@@ -0,0 +1,165 @@
+/*
+  <moRandomWalkExplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moRandomWalkexplorer_h
+#define _moRandomWalkexplorer_h
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Explorer for a random walk
+ *
+ * Choose at each step a random neighbor's solution
+ * So the neighborhood have to be "random"
+ *
+ * The number of steps of the walk is not limited in the explorer
+ */
+template< class Neighbor >
+class moRandomWalkExplorer : public moNeighborhoodExplorer<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    using moNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moNeighborhoodExplorer<Neighbor>::eval;
+
+    /**
+     * Constructor
+     * @param _neighborhood the neighborhood (which have to be random)
+     * @param _eval the evaluation function
+     */
+    moRandomWalkExplorer(Neighborhood& _neighborhood, moEval<Neighbor>& _eval) : moNeighborhoodExplorer<Neighbor>(_neighborhood, _eval) {
+        isAccept = false;
+        current=new Neighbor();
+        if (!neighborhood.isRandom()) {
+            std::cout << "moRandomWalkExplorer::Warning -> the neighborhood used is not random" << std::endl;
+        }
+    }
+
+    /**
+     * Destructor
+     */
+    ~moRandomWalkExplorer() {
+        delete current;
+    }
+
+    /**
+     * initialization of the number of step to be done
+     * @param _solution unused solution
+     */
+    virtual void initParam(EOT & _solution) {
+        isAccept = true;
+    };
+
+    /**
+     * increase the number of step
+     * @param _solution unused solution
+     */
+    virtual void updateParam(EOT & _solution) {
+    };
+
+    /**
+     * terminate: NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void terminate(EOT & _solution) {};
+
+    /**
+     * Explore the neighborhood with only one random solution
+     * we supposed that the first neighbor is uniformly selected in the neighborhood
+     * @param _solution a solution
+     */
+    virtual void operator()(EOT & _solution) {
+
+        //Test if _solution has a Neighbor
+        if (neighborhood.hasNeighbor(_solution)) {
+            //init the first neighbor
+            neighborhood.init(_solution, (*current));
+
+            //eval the _solution moved with the neighbor and stock the result in the neighbor
+            eval(_solution, (*current));
+
+            isAccept = true;
+        }
+        else {
+            //if _solution hasn't neighbor,
+            isAccept=false;
+        }
+    };
+
+    /**
+     * continue if there is a neighbor and it is remains some steps to do
+     * @param _solution the solution
+     * @return true there is some steps to do
+     */
+    virtual bool isContinue(EOT & _solution) {
+        return isAccept ;
+    };
+
+    /**
+     * move the solution with the best neighbor
+     * @param _solution the solution to move
+     */
+    virtual void move(EOT & _solution) {
+        //move the solution
+        (*current).move(_solution);
+        //update its fitness
+        _solution.fitness((*current).fitness());
+    };
+
+    /**
+     * accept test if an amelirated neighbor was be found
+     * @param _solution the solution
+     * @return true if the best neighbor ameliorate the fitness
+     */
+    virtual bool accept(EOT & _solution) {
+        if (neighborhood.hasNeighbor(_solution))
+            isAccept = true ;
+        return isAccept;
+    };
+
+private:
+    //Pointer on the best and the current neighbor
+    Neighbor* current;
+
+    // true if the move is accepted
+    bool isAccept ;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moSAexplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moSAexplorer.h
new file mode 100644
index 000000000..dfe818a90
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moSAexplorer.h
@@ -0,0 +1,194 @@
+/*
+  <moSAexplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moSAexplorer_h
+#define _moSAexplorer_h
+
+#include <cstdlib>
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <coolingSchedule/moCoolingSchedule.h>
+#include <neighborhood/moNeighborhood.h>
+
+#include <utils/eoRNG.h>
+
+/**
+ * Explorer for the Simulated Annealing
+ * Only the symetric case is considered when Q(x,y) = Q(y,x)
+ * Fitness must be > 0
+ *
+ */
+template< class Neighbor >
+class moSAexplorer : public moNeighborhoodExplorer<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    using moNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moNeighborhoodExplorer<Neighbor>::eval;
+
+    /**
+     * Constructor
+     * @param _neighborhood the neighborhood
+     * @param _eval the evaluation function
+     * @param _solNeighborComparator a solution vs neighbor comparator
+     * @param _coolingSchedule the cooling schedule
+     */
+    moSAexplorer(Neighborhood& _neighborhood, moEval<Neighbor>& _eval, moSolNeighborComparator<Neighbor>& _solNeighborComparator, moCoolingSchedule<EOT>& _coolingSchedule) : moNeighborhoodExplorer<Neighbor>(_neighborhood, _eval), solNeighborComparator(_solNeighborComparator), coolingSchedule(_coolingSchedule) {
+        isAccept = false;
+
+        if (!neighborhood.isRandom()) {
+            std::cout << "moSAexplorer::Warning -> the neighborhood used is not random" << std::endl;
+        }
+    }
+
+    /**
+     * Destructor
+     */
+    ~moSAexplorer() {
+    }
+
+    /**
+     * initialization of the initial temperature
+     * @param _solution the solution
+     */
+    virtual void initParam(EOT & _solution) {
+      temperature = coolingSchedule.init(_solution);
+      isAccept = true;
+    };
+
+    /**
+     * decrease the temperature if necessary
+     * @param _solution unused solution
+     */
+    virtual void updateParam(EOT & _solution) {
+        coolingSchedule.update(temperature, this->moveApplied());
+    };
+
+    /**
+     * terminate: NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void terminate(EOT & _solution) {};
+
+    /**
+     * Explore one random solution in the neighborhood
+     * @param _solution the solution
+     */
+    virtual void operator()(EOT & _solution) {
+        //Test if _solution has a Neighbor
+        if (neighborhood.hasNeighbor(_solution)) {
+            //init on the first neighbor: supposed to be random solution in the neighborhood
+            neighborhood.init(_solution, current);
+
+            //eval the _solution moved with the neighbor and stock the result in the neighbor
+            eval(_solution, current);
+        }
+        else {
+            //if _solution hasn't neighbor,
+            isAccept=false;
+        }
+    };
+
+    /**
+     * continue if the temperature is not too low
+     * @param _solution the solution
+     * @return true if the criteria from the cooling schedule is true
+     */
+    virtual bool isContinue(EOT & _solution) {
+        return coolingSchedule(temperature);
+    };
+
+    /**
+     * move the solution to the accepted solution
+     * @param _solution the solution to move
+     */
+    virtual void move(EOT & _solution) {
+        //move the solution
+        current.move(_solution);
+        //update its fitness
+        _solution.fitness(current.fitness());
+    };
+
+    /**
+     * acceptance criterion according to the boltzmann criterion
+     * @param _solution the solution
+     * @return true if better neighbor or rnd < exp(delta f / T)
+     */
+    virtual bool accept(EOT & _solution) {
+        double alpha=0.0;
+        double fit1, fit2;
+        if (neighborhood.hasNeighbor(_solution)) {
+            if (solNeighborComparator(_solution, current)) // accept if the current neighbor is better than the solution
+                isAccept = true;
+            else {
+                fit1=(double)current.fitness();
+                fit2=(double)_solution.fitness();
+                if (fit1 < fit2) // this is a maximization
+                    alpha = exp((fit1 - fit2) / temperature );
+                else // this is a minimization
+                    alpha = exp((fit2 - fit1) / temperature );
+                isAccept = (rng.uniform() < alpha) ;
+            }
+        }
+        return isAccept;
+    };
+
+    /**
+     * Getter
+     * @return the temperature
+     */
+    double getTemperature() {
+        return temperature;
+    }
+
+private:
+    // comparator betwenn solution and neighbor
+    moSolNeighborComparator<Neighbor>& solNeighborComparator;
+
+    moCoolingSchedule<EOT>& coolingSchedule;
+
+    double temperature;
+
+    //Pointer on the best and the current neighbor
+    Neighbor current;
+
+    // true if the move is accepted
+    bool isAccept ;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moSimpleHCexplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moSimpleHCexplorer.h
new file mode 100644
index 000000000..5ecba3318
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moSimpleHCexplorer.h
@@ -0,0 +1,186 @@
+/*
+  <moSimpleHCExplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moSimpleHCexplorer_h
+#define _moSimpleHCexplorer_h
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Explorer for a simple Hill-climbing
+ */
+template< class Neighbor >
+class moSimpleHCexplorer : public moNeighborhoodExplorer<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    using moNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moNeighborhoodExplorer<Neighbor>::eval;
+
+    /**
+     * Constructor
+     * @param _neighborhood the neighborhood
+     * @param _eval the evaluation function
+     * @param _neighborComparator a neighbor comparator
+     * @param _solNeighborComparator solution vs neighbor comparator
+     */
+    moSimpleHCexplorer(Neighborhood& _neighborhood, moEval<Neighbor>& _eval, moNeighborComparator<Neighbor>& _neighborComparator, moSolNeighborComparator<Neighbor>& _solNeighborComparator) : moNeighborhoodExplorer<Neighbor>(_neighborhood, _eval), neighborComparator(_neighborComparator), solNeighborComparator(_solNeighborComparator) {
+        isAccept = false;
+        current=new Neighbor();
+        best=new Neighbor();
+    }
+
+    /**
+     * Destructor
+     */
+    ~moSimpleHCexplorer() {
+        delete current;
+        delete best;
+    }
+
+    /**
+     * initParam: NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void initParam(EOT & _solution) {};
+
+    /**
+     * updateParam: NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void updateParam(EOT & _solution) {};
+
+    /**
+     * terminate: NOTHING TO DO
+     * @param _solution unused solution
+     */
+    virtual void terminate(EOT & _solution) {};
+
+    /**
+     * Explore the neighborhood of a solution
+     * @param _solution the current solution
+     */
+    virtual void operator()(EOT & _solution) {
+        //Test if _solution has a Neighbor
+        if (neighborhood.hasNeighbor(_solution)) {
+            //init the first neighbor
+            neighborhood.init(_solution, (*current));
+
+            //eval the _solution moved with the neighbor and stock the result in the neighbor
+            eval(_solution, (*current));
+
+            //initialize the best neighbor
+            (*best) = (*current);
+
+            //test all others neighbors
+            while (neighborhood.cont(_solution)) {
+                //next neighbor
+                neighborhood.next(_solution, (*current));
+                //eval
+                eval(_solution, (*current));
+                //if we found a better neighbor, update the best
+                if (neighborComparator((*best), (*current))) {
+                    (*best) = (*current);
+                }
+            }
+
+        }
+        else {
+            //if _solution hasn't neighbor,
+            isAccept=false;
+        }
+    };
+
+    /**
+     * continue if a move is accepted
+     * @param _solution the solution
+     * @return true if an ameliorated neighbor was be found
+     */
+    virtual bool isContinue(EOT & _solution) {
+        return isAccept ;
+    };
+
+    /**
+     * move the solution with the best neighbor
+     * @param _solution the solution to move
+     */
+    virtual void move(EOT & _solution) {
+        //move the solution
+        (*best).move(_solution);
+
+        //update its fitness
+        _solution.fitness((*best).fitness());
+
+    };
+
+    /**
+     * accept test if an amelirated neighbor was be found
+     * @param _solution the solution
+     * @return true if the best neighbor ameliorate the fitness
+     */
+    virtual bool accept(EOT & _solution) {
+        if (neighborhood.hasNeighbor(_solution)) {
+            isAccept = solNeighborComparator(_solution, (*best)) ;
+        }
+        return isAccept;
+    };
+
+    /**
+     * Return the class Name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moSimpleHCexplorer";
+    }
+
+private:
+    // comparator betwenn solution and neighbor or between neighbors
+    moNeighborComparator<Neighbor>& neighborComparator;
+    moSolNeighborComparator<Neighbor>& solNeighborComparator;
+
+    //Pointer on the best and the current neighbor
+    Neighbor* best;
+    Neighbor* current;
+
+    // true if the move is accepted
+    bool isAccept ;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moTSexplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moTSexplorer.h
new file mode 100644
index 000000000..fd24b09f8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moTSexplorer.h
@@ -0,0 +1,262 @@
+/*
+  <moTSexplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moTSexplorer_h
+#define _moTSexplorer_h
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <memory/moAspiration.h>
+#include <memory/moTabuList.h>
+#include <memory/moIntensification.h>
+#include <memory/moDiversification.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Explorer for a Tabu Search
+ */
+template< class Neighbor >
+class moTSexplorer : public moNeighborhoodExplorer<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+    typedef moNeighborhood<Neighbor> Neighborhood ;
+
+    /**
+     * Constructor
+     * @param _neighborhood the neighborhood
+     * @param _eval the evaluation function
+     * @param _neighborComparator a neighbor comparator
+     * @param _solNeighborComparator a comparator between a solution and a neighbor
+     * @param _tabuList the tabu list
+     * @param _intensification the intensification box
+     * @param _diversification the diversification box
+     * @param _aspiration the aspiration criteria
+     */
+    moTSexplorer(Neighborhood& _neighborhood,
+                 moEval<Neighbor>& _eval,
+                 moNeighborComparator<Neighbor>& _neighborComparator,
+                 moSolNeighborComparator<Neighbor>& _solNeighborComparator,
+                 moTabuList<Neighbor> & _tabuList,
+                 moIntensification<Neighbor> & _intensification,
+                 moDiversification<Neighbor> & _diversification,
+                 moAspiration<Neighbor> & _aspiration
+                ) :
+            moNeighborhoodExplorer<Neighbor>(_neighborhood, _eval), neighborComparator(_neighborComparator), solNeighborComparator(_solNeighborComparator),
+            tabuList(_tabuList), intensification(_intensification), diversification(_diversification), aspiration(_aspiration)
+    {
+        isAccept = false;
+        current=new Neighbor();
+        best=new Neighbor();
+    }
+
+    /**
+     * Destructor
+     */
+    ~moTSexplorer() {
+        delete current;
+        delete best;
+    }
+
+    /**
+     * init tabu list, intensification box, diversification box and aspiration criteria
+     * @param _solution
+     */
+    virtual void initParam(EOT& _solution)
+    {
+        tabuList.init(_solution);
+        intensification.init(_solution);
+        diversification.init(_solution);
+        aspiration.init(_solution);
+        bestSoFar=_solution;
+    };
+
+
+    /**
+     * update params of tabu list, intensification box, diversification box and aspiration criteria
+     * @param _solution
+      */
+    virtual void updateParam(EOT& _solution)
+    {
+        if ((*this).moveApplied()) {
+            tabuList.add(_solution, *best);
+            intensification.add(_solution, *best);
+            diversification.add(_solution, *best);
+            if (_solution.fitness() > bestSoFar.fitness())
+                bestSoFar = _solution;
+        }
+        tabuList.update(_solution, *best);
+        intensification.update(_solution, *best);
+        diversification.update(_solution, *best);
+        aspiration.update(_solution, *best);
+    };
+
+
+    /**
+     * terminate : _solution becomes the best so far
+     */
+    virtual void terminate(EOT & _solution) {
+        _solution= bestSoFar;
+    };
+
+
+    /**
+     * Explore the neighborhood of a solution
+     * @param _solution
+     */
+    virtual void operator()(EOT & _solution)
+    {
+        bool found=false;
+        intensification(_solution);
+        diversification(_solution);
+        if (neighborhood.hasNeighbor(_solution))
+        {
+            //init the current neighbor
+            neighborhood.init(_solution, *current);
+            //eval the current neighbor
+            eval(_solution, *current);
+            
+            //Find the first non-tabu element
+            if ( (!tabuList.check(_solution, *current)) || aspiration(_solution, *current) ) {
+                // set best
+                (*best)= (*current);
+                found=true;
+            }
+            while (neighborhood.cont(_solution) && !found) {
+                //next neighbor
+                neighborhood.next(_solution, (*current));
+                //eval
+                eval(_solution, (*current));
+
+                if ( (!tabuList.check(_solution, *current)) || aspiration(_solution, *current) ) {
+                    // set best
+                    (*best)=(*current);
+                    found=true;
+                }
+            }
+            //Explore the neighborhood
+            if (found) {
+                isAccept=true;
+                while (neighborhood.cont(_solution)) {
+                    //next neighbor
+                    neighborhood.next(_solution, (*current));
+                    //eval
+                    eval(_solution, (*current));
+                    //check if the current is better than the best and is not tabu or if it is aspirat (by the aspiration criteria of course)
+                    if ( (!tabuList.check(_solution, *current) || aspiration(_solution, (*current))) && neighborComparator((*best),(*current))) {
+                        // set best
+                        (*best)=(*current);
+                    }
+                }
+            }
+            else {
+                isAccept=false;
+            }
+        }
+        else {
+            isAccept=false;
+        }
+        
+    };
+
+
+    /**
+     * always continue
+     * @param _solution the solution
+     * @return true
+     */
+    virtual bool isContinue(EOT & _solution) {
+        return true;
+    };
+
+
+    /**
+     * move the solution with the best neighbor
+     * @param _solution the solution to move
+     */
+    virtual void move(EOT & _solution) {
+        //move the solution
+        best->move(_solution);
+        //update its fitness
+        _solution.fitness(best->fitness());
+    };
+
+
+    /**
+     * accept test if an ameliorated neighbor was found
+     * @param _solution the solution
+     * @return true if the best neighbor ameliorate the fitness
+     */
+    virtual bool accept(EOT & _solution) {
+        return isAccept;
+    };
+
+
+  /**
+   * Give the current best found so far
+   * @return the best solution so far
+   */
+  const EOT& getBest() {
+    return bestSoFar;
+  };
+
+protected:
+
+    using moNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moNeighborhoodExplorer<Neighbor>::eval;
+
+    // comparator between solution and neighbor or between neighbors
+    moNeighborComparator<Neighbor>& neighborComparator;
+    moSolNeighborComparator<Neighbor>& solNeighborComparator;
+
+    // Tabu components
+    moTabuList<Neighbor> & tabuList;
+    moIntensification<Neighbor> & intensification;
+    moDiversification<Neighbor> & diversification;
+    moAspiration<Neighbor> & aspiration;
+
+    //Current and best neighbor
+    Neighbor* best;
+    Neighbor* current;
+
+    //Best so far Solution
+    EOT bestSoFar;
+
+    // true if the move is accepted
+    bool isAccept ;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moVNSexplorer.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moVNSexplorer.h
new file mode 100644
index 000000000..41c0f99f8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/explorer/moVNSexplorer.h
@@ -0,0 +1,152 @@
+/*
+  <moVNSexplorer.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moVNSexplorer_h
+#define _moVNSexplorer_h
+
+#include <explorer/moNeighborhoodExplorer.h>
+#include <neighborhood/moVariableNeighborhoodSelection.h>
+#include <eoOp.h>
+#include <acceptCrit/moAcceptanceCriterion.h>
+
+/**
+ * Explorer for the "Variable Neighborhood Search" metaheuristic
+ */
+template< class Neighbor>
+class moVNSexplorer : public moNeighborhoodExplorer< Neighbor >
+{
+public:
+
+  typedef typename Neighbor::EOT EOT;
+
+  /**
+   * Default constructor
+   */
+
+  moVNSexplorer() {}
+
+  /**
+   * Constructor
+   * @param _selection selection the "neighborhood" search heuristics during the search
+   * @param _acceptCrit acceptance criteria which compare and accept or not the two solutions
+   */
+  moVNSexplorer(moVariableNeighborhoodSelection<EOT> & _selection,
+		moAcceptanceCriterion<Neighbor>& _acceptCrit):
+    moNeighborhoodExplorer<Neighbor>(), selection(_selection), acceptCrit(_acceptCrit), stop(false)
+  {}
+
+  /**
+   * Empty destructor
+   */
+  ~moVNSexplorer() {
+  }
+
+  /**
+   * Initialization on the initial search opeartors based on the "first" neighborhood
+   * @param _solution the current solution
+   */
+  virtual void initParam(EOT& _solution) {
+    selection.init(_solution);
+  }
+
+  /**
+   * Change the search operators on the next neighborhood search.
+   * @param _solution the current solution
+   */
+  virtual void updateParam(EOT & _solution) {
+    if ((*this).moveApplied()) {
+      selection.init(_solution);
+    } else 
+      if (selection.cont(current)) {
+	selection.next(_solution);
+      } else
+	stop = true;
+  }
+
+  /**
+   * terminate: NOTHING TO DO
+   */
+  virtual void terminate(EOT & _solution) {};
+
+  /**
+   * Explore the neighborhood of a solution by the "neighborhood" search heuristics
+   * @param _solution the current solution
+   */
+  virtual void operator()(EOT & _solution) {
+    eoMonOp<EOT> & shake = selection.getShake();
+    eoMonOp<EOT> & ls    = selection.getLocalSearch();
+
+    current = _solution;
+    shake(current);
+    ls(current);
+  }
+
+  /**
+   * continue if a move is accepted
+   * @param _solution the solution
+   * @return true if an ameliorated neighbor was be found
+   */
+  virtual bool isContinue(EOT & _solution) {
+    return !stop;
+  };
+
+  /**
+   * move the solution with to current accepted solution
+   * @param _solution the solution to move
+   */
+  virtual void move(EOT & _solution) {
+    _solution = current;
+  };
+
+  /**
+   * accept test if an amelirated neighbor was be found according to acceptance criteria
+   * @param _solution the solution
+   * @return true if the neighbor ameliorate the fitness
+   */
+  virtual bool accept(EOT & _solution) {
+    return acceptCrit(_solution, current);
+  };
+
+  /**
+   * Return the class id.
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moVNSexplorer";
+  }
+
+private:  
+  moVariableNeighborhoodSelection<EOT>& selection;
+  moAcceptanceCriterion<Neighbor>& acceptCrit;
+  bool stop;
+  EOT current;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moAspiration.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moAspiration.h
new file mode 100644
index 000000000..7a9e338e0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moAspiration.h
@@ -0,0 +1,59 @@
+/*
+<moAspiration.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moAspiration_h
+#define _moAspiration_h
+
+#include <eoFunctor.h>
+
+/**
+ * Abstract class for Aspiration Criteria
+ */
+template< class Neighbor >
+class moAspiration : public eoBF<typename Neighbor::EOT &, Neighbor &, bool>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Virtual Init
+     * @param _sol the current solution
+     */
+    virtual void init(EOT & _sol) = 0;
+
+    /**
+     * Virtual update
+     * @param _sol the current solution
+     * @param _neighbor the current neighbor
+     */
+    virtual void update(EOT & _sol, Neighbor & _neighbor) = 0;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moBestImprAspiration.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moBestImprAspiration.h
new file mode 100644
index 000000000..7187ef666
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moBestImprAspiration.h
@@ -0,0 +1,87 @@
+/*
+<moBestImprAspiration.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moBestImprAspiration_h
+#define _moBestImprAspiration_h
+
+#include <memory/moAspiration.h>
+
+/**
+ * Aspiration criteria accepts a solution better than the best so far
+ */
+template< class Neighbor >
+class moBestImprAspiration : public moAspiration<Neighbor>
+{
+public:
+
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * init the best solution
+     * @param _sol the best solution found
+     */
+    void init(EOT & _sol) {
+        bestFoundSoFar = _sol;
+    }
+
+    /**
+     * update the "bestFoundSoFar" if a best solution is found
+     * @param _sol a solution
+     * @param _neighbor a neighbor
+     */
+    void update(EOT & _sol, Neighbor & _neighbor) {
+        if (bestFoundSoFar.fitness() < _sol.fitness())
+            bestFoundSoFar = _sol;
+    }
+
+    /**
+     * Test the tabu feature of the neighbor:
+     * test if the neighbor's fitness is better than the "bestFoundSoFar" fitness
+     * @param _sol a solution
+     * @param _neighbor a neighbor
+     * @return true if _neighbor fitness is better than the "bestFoundSoFar"
+     */
+    bool operator()(EOT & _sol, Neighbor & _neighbor) {
+        return (bestFoundSoFar.fitness() < _neighbor.fitness());
+    }
+
+    /**
+     * Getter
+     * @return a reference on the best found so far solution
+     */
+    EOT& getBest() {
+        return bestFoundSoFar;
+    }
+
+private:
+    EOT bestFoundSoFar;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moCountMoveMemory.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moCountMoveMemory.h
new file mode 100644
index 000000000..22cbba5fd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moCountMoveMemory.h
@@ -0,0 +1,119 @@
+/*
+<moCountMoveMemory.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moCountMoveMemory_h
+#define _moCountMoveMemory_h
+
+#include <memory/moMemory.h>
+
+/**
+ * Count the number of move, no move and  the successive stagnation since the last Move
+ */
+template< class Neighbor >
+class moCountMoveMemory : virtual public moMemory<Neighbor> {
+
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Init all the counters
+     * @param _sol unused solution
+     */
+    void init(EOT & _sol) {
+        nbMove=0;
+        nbNoMove=0;
+        counter=0;
+    }
+
+    /**
+     * @param _sol unused solution
+     * @param _neighbor unused neighbor
+     */
+    void add(EOT & _sol, Neighbor & _neighbor) {
+        nbMove++;
+        counter=0;
+    }
+
+    /**
+     * @param _sol unused solution
+     * @param _neighbor unused neighbor
+     */
+    void update(EOT & _sol, Neighbor & _neighbor) {
+        nbNoMove++;
+        counter++;
+    }
+
+    /**
+     * ClearMemory : Reinit all the counters
+     */
+    void clearMemory() {
+        nbMove=0;
+        nbNoMove=0;
+        counter=0;
+    }
+
+    /**
+     * Getter of the number of move
+     * @return the counter
+     */
+    unsigned int getNbMove() {
+        return nbMove;
+    }
+
+    /**
+     * Getter of the number of no move
+     * @return the counter
+     */
+    unsigned int getNbNoMove() {
+        return nbNoMove;
+    }
+
+    /**
+     * Getter of the number of successive stagnation since the last Move
+     * @return the counter
+     */
+    unsigned int getCounter() {
+        return counter;
+    }
+
+    /**
+     * Init counter
+     */
+    void initCounter() {
+        counter=0;
+    }
+
+private:
+    unsigned int nbMove;
+    unsigned int nbNoMove;
+    unsigned int counter;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moDiversification.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moDiversification.h
new file mode 100644
index 000000000..5df67a3fe
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moDiversification.h
@@ -0,0 +1,42 @@
+/*
+<moDiversification.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moDiversification_h
+#define _moDiversification_h
+
+#include <memory/moMemory.h>
+#include <eoFunctor.h>
+
+/**
+ * Abstract class for diversification strategy
+ */
+template< class Neighbor >
+class moDiversification : virtual public moMemory<Neighbor>, public eoUF<typename Neighbor::EOT &,bool> {};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moDummyDiversification.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moDummyDiversification.h
new file mode 100644
index 000000000..72cd1f686
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moDummyDiversification.h
@@ -0,0 +1,53 @@
+/*
+<moDummyDiversification.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moDummyDiversification_h
+#define _moDummyDiversification_h
+
+#include <memory/moDiversification.h>
+#include <memory/moDummyMemory.h>
+
+/**
+ * Dummy diversification strategy
+ */
+template< class Neighbor >
+class moDummyDiversification : public moDiversification<Neighbor>, public moDummyMemory<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * @return always false
+     */
+    bool operator()(EOT &) {
+        return false;
+    }
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moDummyIntensification.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moDummyIntensification.h
new file mode 100644
index 000000000..d6fd9ef3d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moDummyIntensification.h
@@ -0,0 +1,53 @@
+/*
+<moDummyIntensification.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moDummyIntensification_h
+#define _moDummyIntensification_h
+
+#include <memory/moIntensification.h>
+#include <memory/moDummyMemory.h>
+
+/**
+ * Dummy intensification strategy
+ */
+template< class Neighbor >
+class moDummyIntensification : public moIntensification<Neighbor>, public moDummyMemory<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * @return always false
+     */
+    bool operator()(EOT &) {
+        return false;
+    }
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moDummyMemory.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moDummyMemory.h
new file mode 100644
index 000000000..c927a30f0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moDummyMemory.h
@@ -0,0 +1,67 @@
+/*
+<moDummyMemory.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moDummyMemory_h
+#define _moDummyMemory_h
+
+#include <memory/moMemory.h>
+
+/**
+ * Dummy memory to make an empty memory
+ */
+template< class Neighbor >
+class moDummyMemory : virtual public moMemory<Neighbor> {
+
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Init : NOTHIING TO DO
+     */
+    void init(EOT & _sol) {}
+
+    /**
+     * Add : NOTHIING TO DO
+     */
+    void add(EOT & _sol, Neighbor & _neighbor) {}
+
+    /**
+     * Update : NOTHIING TO DO
+     */
+    void update(EOT & _sol, Neighbor & _neighbor) {}
+
+    /**
+     * ClearMemory : NOTHIING TO DO
+     */
+    void clearMemory() {}
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moIndexedVectorTabuList.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moIndexedVectorTabuList.h
new file mode 100644
index 000000000..f01e17f1b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moIndexedVectorTabuList.h
@@ -0,0 +1,121 @@
+/*
+<moIndexedVectorTabuList.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moIndexedVectorTabuList_h
+#define _moIndexedVectorTabuList_h
+
+#include <memory/moTabuList.h>
+#include <vector>
+#include <iostream>
+
+/**
+ * Tabu List of indexed neighbors save in a vector
+ * each neighbor can not used during howlong iterations
+ */
+template<class Neighbor >
+class moIndexedVectorTabuList : public moTabuList<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Constructor
+     * @param _maxSize maximum size of the tabu list
+     * @param _howlong how many iteration a move is tabu
+     */
+    moIndexedVectorTabuList(unsigned int _maxSize, unsigned int _howlong) : maxSize(_maxSize), howlong(_howlong) {
+        tabuList.resize(_maxSize);
+    }
+
+    /**
+     * init the tabuList by clearing the memory
+     * @param _sol the current solution
+     */
+    virtual void init(EOT & _sol) {
+        clearMemory();
+    }
+
+
+    /**
+     * add a new neighbor in the tabuList
+     * @param _sol unused solution
+     * @param _neighbor the current neighbor
+     */
+    virtual void add(EOT & _sol, Neighbor & _neighbor) {
+      if (_neighbor.index() < maxSize) 
+	tabuList[_neighbor.index()] = howlong;
+    }
+
+    /**
+     * update the tabulist by decreasing the number of tabu iteration
+     * @param _sol unused solution
+     * @param _neighbor unused neighbor
+     */
+    virtual void update(EOT & _sol, Neighbor & _neighbor) {
+      for (unsigned int i = 0; i < maxSize; i++)
+	if (tabuList[i] > 0)
+	  tabuList[i]--;
+    }
+
+    /**
+     * check if the move is tabu
+     * @param _sol unused solution
+     * @param _neighbor the current neighbor
+     * @return true if tabuList contains _sol
+     */
+    virtual bool check(EOT & _sol, Neighbor & _neighbor) {
+      return (tabuList[_neighbor.index()] > 0);
+    }
+
+    /**
+     * clearMemory: remove all solution of the tabuList
+     */
+    virtual void clearMemory() {
+      for (unsigned int i = 0; i < maxSize; i++)
+	tabuList[i] = 0;
+    }
+
+    void print(){
+    	std::cout << "Tabulist:" << std::endl;
+    	for(int i=0; i<tabuList.size(); i++)
+	  std::cout << i << ": " << tabuList[i] << std::endl;
+    }
+
+
+protected:
+    //tabu list
+    std::vector< unsigned int > tabuList;
+    //maximum size of the tabu list
+    unsigned int maxSize;
+    //how many iteration a move is tabu
+    unsigned int howlong;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moIntensification.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moIntensification.h
new file mode 100644
index 000000000..44d6c1bc3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moIntensification.h
@@ -0,0 +1,42 @@
+/*
+<moIntensification.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moIntensification_h
+#define _moIntensification_h
+
+#include <memory/moMemory.h>
+#include <eoFunctor.h>
+
+/**
+ * Abstract class for intensification strategy
+ */
+template< class Neighbor >
+class moIntensification : virtual public moMemory<Neighbor>, public eoUF<typename Neighbor::EOT &,bool> {};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moMemory.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moMemory.h
new file mode 100644
index 000000000..c45f583af
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moMemory.h
@@ -0,0 +1,40 @@
+#ifndef _moMemory_h
+#define _moMemory_h
+
+/**
+ * Abstract class for different memory
+ */
+template< class Neighbor >
+class moMemory //: public eoObject
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Init the memory
+     * @param _sol the current solution
+     */
+    virtual void init(EOT & _sol) = 0;
+
+    /**
+     * Add data to the memory
+     * @param _sol the current solution
+     * @param _neighbor the current neighbor
+     */
+    virtual void add(EOT & _sol, Neighbor & _neighbor) = 0;
+
+    /**
+     * update the memory
+     * @param _sol the current solution
+     * @param _neighbor the current neighbor
+     */
+    virtual void update(EOT & _sol, Neighbor & _neighbor) = 0;
+
+    /**
+     * clear the memory
+     */
+    virtual void clearMemory() = 0;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moMonOpDiversification.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moMonOpDiversification.h
new file mode 100644
index 000000000..46fa8547b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moMonOpDiversification.h
@@ -0,0 +1,72 @@
+/*
+<moMonOpDiversification.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moMonOpDiversification_h
+#define _moMonOpDiversification_h
+
+
+#include <eoEvalFunc.h>
+#include <eoOp.h>
+#include <memory/moDiversification.h>
+#include <memory/moDummyMemory.h>
+
+/**
+ * Diversification strategy applies a "monOp" operator
+ */
+template< class Neighbor >
+class moMonOpDiversification : public moDiversification<Neighbor>, public moDummyMemory<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Constructor
+     * @param _monOp an eoMonOp (diversification operator)
+     * @param _fullEval a full evaluation function
+     */
+    moMonOpDiversification(eoMonOp<EOT>& _monOp, eoEvalFunc<EOT>& _fullEval):monOp(_monOp), fullEval(_fullEval) {}
+
+    /**
+     * Apply monOp on the solution
+     * @param _solution to diversify
+     * @return value of monOp
+     */
+    bool operator()(EOT& _solution) {
+        bool res = monOp(_solution);
+        fullEval(_solution);
+        return res;
+    }
+
+private:
+    /** monOp */
+    eoMonOp<EOT>& monOp;
+    eoEvalFunc<EOT>& fullEval;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moNeighborVectorTabuList.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moNeighborVectorTabuList.h
new file mode 100644
index 000000000..dbf8edb0f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moNeighborVectorTabuList.h
@@ -0,0 +1,138 @@
+/*
+<moNeighborVectorTabuList.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moNeighborVectorTabuList_h
+#define _moNeighborVectorTabuList_h
+
+#include <memory/moTabuList.h>
+#include <vector>
+#include <iostream>
+
+/**
+ * Tabu List of neighbors stocked in a vector
+ */
+template<class Neighbor >
+class moNeighborVectorTabuList : public moTabuList<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Constructor
+     * @param _maxSize maximum size of the tabu list
+     * @param _howlong how many iteration a move is tabu (0 -> no limits)
+     */
+    moNeighborVectorTabuList(unsigned int _maxSize, unsigned int _howlong) : maxSize(_maxSize), howlong(_howlong), index(0) {
+        tabuList.reserve(_maxSize);
+        tabuList.resize(0);
+    }
+
+    /**
+     * init the tabuList by clearing the memory
+     * @param _sol the current solution
+     */
+    virtual void init(EOT & _sol) {
+        clearMemory();
+    }
+
+
+    /**
+     * add a new neighbor in the tabuList
+     * @param _sol unused solution
+     * @param _neighbor the current neighbor
+     */
+    virtual void add(EOT & _sol, Neighbor & _neighbor) {
+
+        if (tabuList.size() < maxSize) {
+            std::pair<Neighbor, unsigned int> tmp;
+            tmp.first=_neighbor;
+            tmp.second=howlong;
+            tabuList.push_back(tmp);
+        }
+        else {
+            tabuList[index%maxSize].first = _neighbor;
+            tabuList[index%maxSize].second = howlong;
+            index++;
+        }
+    }
+
+    /**
+     * update the tabulist
+     * @param _sol unused solution
+     * @param _neighbor unused neighbor
+     */
+    virtual void update(EOT & _sol, Neighbor & _neighbor) {
+        if (howlong > 0)
+            for (unsigned int i=0; i<tabuList.size(); i++)
+                if (tabuList[i].second > 0)
+                    tabuList[i].second--;
+    }
+
+    /**
+     * check if the move is tabu
+     * @param _sol unused solution
+     * @param _neighbor the current neighbor
+     * @return true if tabuList contains _sol
+     */
+    virtual bool check(EOT & _sol, Neighbor & _neighbor) {
+        for (unsigned int i=0; i<tabuList.size(); i++) {
+            if ((howlong > 0 && tabuList[i].second > 0 && tabuList[i].first.equals(_neighbor)) || (howlong==0 && tabuList[i].first.equals(_neighbor)))
+                return true;
+        }
+        return false;
+    }
+
+    /**
+     * clearMemory: remove all solution of the tabuList
+     */
+    virtual void clearMemory() {
+        tabuList.resize(0);
+        index = 0;
+    }
+
+    void print(){
+    	std::cout << "TAbulist:" << std::endl;
+    	for(int i=0; i<tabuList.size(); i++)
+    		std::cout << i << ": " << tabuList[i].first.index() << std::endl;
+    }
+
+
+private:
+    //tabu list
+    std::vector< std::pair<Neighbor, unsigned int> > tabuList;
+    //maximum size of the tabu list
+    unsigned int maxSize;
+    //how many iteration a move is tabu
+    unsigned int howlong;
+    //index on the tabulist
+    unsigned long index;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moRndIndexedVectorTabuList.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moRndIndexedVectorTabuList.h
new file mode 100644
index 000000000..82ffc0e04
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moRndIndexedVectorTabuList.h
@@ -0,0 +1,81 @@
+/*
+  <moRndIndexedVectorTabuList.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moRndIndexedVectorTabuList_h
+#define _moRndIndexedVectorTabuList_h
+
+#include <memory/moIndexedVectorTabuList.h>
+#include <utils/eoRndGenerators.h>
+
+
+/**
+ * Tabu List of indexed neighbors save in a vector
+ * each neighbor can not used during howlong + rnd(howlongRnd) iterations
+ * see paper: 
+ * Zhipeng Lu, Fred Glover, Jin-Kao Hao. "A Hybrid Metaheuristic Approach to Solving the UBQP Problem". European Journal of Operational Research, 2010.
+ */
+template<class Neighbor >
+class moRndIndexedVectorTabuList : public moIndexedVectorTabuList<Neighbor>
+{
+public:
+  typedef typename Neighbor::EOT EOT;
+
+  //tabu list
+  using moIndexedVectorTabuList<Neighbor>::tabuList;
+  //maximum size of the tabu list
+  using moIndexedVectorTabuList<Neighbor>::maxSize;
+  //how many iteration a move is tabu
+  using moIndexedVectorTabuList<Neighbor>::howlong;
+
+  /**
+   * Constructor
+   * @param _maxSize maximum size of the tabu list
+   * @param _howlong how many minimal iteration a move is tabu
+   * @param _howlongRnd how many additional iterations a move is tabu (random between [0 , _howlongRnd [ )
+   */
+  moRndIndexedVectorTabuList(unsigned int _maxSize, unsigned int _howlong, unsigned int _howlongRnd) : moIndexedVectorTabuList<Neighbor>(_maxSize, _howlong), howlongRnd(_howlongRnd) {
+  }
+
+  /**
+   * add a new neighbor in the tabuList
+   * @param _sol unused solution
+   * @param _neighbor the current neighbor
+   */
+  virtual void add(EOT & _sol, Neighbor & _neighbor) {
+    if (_neighbor.index() < maxSize) 
+      tabuList[_neighbor.index()] = howlong + rng.uniform(howlongRnd) ;
+  }
+
+
+protected:
+  // the random part of the forbidden time
+  unsigned int howlongRnd;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moSolVectorTabuList.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moSolVectorTabuList.h
new file mode 100644
index 000000000..ba72ccc43
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moSolVectorTabuList.h
@@ -0,0 +1,134 @@
+/*
+<moSolVectorTabuList.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moSolVectorTabuList_h
+#define _moSolVectorTabuList_h
+
+#include <memory/moTabuList.h>
+#include <vector>
+#include <iostream>
+
+/**
+ * Tabu List of solution stocked in a vector
+ */
+template<class Neighbor >
+class moSolVectorTabuList : public moTabuList<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Constructor
+     * @param _maxSize maximum size of the tabu list
+     * @param _howlong how many iteration a solution is tabu
+     */
+    moSolVectorTabuList(unsigned int _maxSize, unsigned int _howlong) : maxSize(_maxSize), howlong(_howlong) {
+        tabuList.reserve(_maxSize);
+        tabuList.resize(0);
+    }
+
+    /**
+     * init the tabuList by clearing the memory
+     * @param _sol the current solution
+     */
+    virtual void init(EOT & _sol) {
+        clearMemory();
+    }
+
+
+    /**
+     * add a new solution in the tabuList
+     * @param _sol the current solution
+     * @param _neighbor unused neighbor
+     */
+    virtual void add(EOT & _sol, Neighbor & _neighbor) {
+
+        if (tabuList.size() < maxSize) {
+            std::pair<EOT, unsigned int> tmp;
+            tmp.first=_sol;
+            tmp.second=howlong;
+            tabuList.push_back(tmp);
+        }
+        else {
+            tabuList[index%maxSize].first = _sol;
+            tabuList[index%maxSize].second = howlong;
+            index++;
+        }
+    }
+
+    /**
+     * update the tabulist: NOTHING TO DO
+     * @param _sol the current solution
+     * @param _neighbor the current neighbor (unused)
+     */
+    virtual void update(EOT & _sol, Neighbor & _neighbor) {
+        if (howlong > 0)
+            for (unsigned int i=0; i<tabuList.size(); i++)
+                if (tabuList[i].second > 0)
+                    tabuList[i].second--;
+    }
+
+    /**
+     * check if the solution is tabu
+     * @param _sol the current solution
+     * @param _neighbor the current neighbor (unused)
+     * @return true if tabuList contains _sol
+     */
+    virtual bool check(EOT & _sol, Neighbor & _neighbor) {
+        EOT tmp=_sol;
+        _neighbor.move(tmp);
+        for (unsigned int i=0; i<tabuList.size(); i++) {
+            if ((howlong > 0 && tabuList[i].second > 0 && tabuList[i].first == tmp) || (howlong==0 && tabuList[i].first==tmp))
+                return true;
+        }
+        return false;
+    }
+
+    /**
+     * clearMemory: remove all solution of the tabuList
+     */
+    virtual void clearMemory() {
+        tabuList.resize(0);
+        index = 0;
+    }
+
+
+private:
+    //tabu list
+    std::vector< std::pair<EOT, unsigned int> > tabuList;
+    //maximum size of the tabu list
+    unsigned int maxSize;
+    //how many iteration a move is tabu
+    unsigned int howlong;
+    //index on the tabulist
+    unsigned long index;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moTabuList.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moTabuList.h
new file mode 100644
index 000000000..018996e8a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/memory/moTabuList.h
@@ -0,0 +1,53 @@
+/*
+<moTabuList.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moTabuList_h
+#define _moTabuList_h
+
+#include <memory/moMemory.h>
+
+/**
+ * Abstract class for the Tabu List
+ */
+template< class Neighbor >
+class moTabuList : public moMemory<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Check if a neighbor is tabu or not
+     * @param _sol the current solution
+     * @param _neighbor the neighbor
+     * @return true if the neighbor is tabu
+     */
+    virtual bool check(EOT & _sol, Neighbor & _neighbor) = 0;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/mo b/tags/paradiseo1.4-beta/paradiseo-mo/src/mo
new file mode 100755
index 000000000..81d1f5305
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/mo
@@ -0,0 +1,40 @@
+/*
+  <newmo>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+  
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+ 
+  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 __newmo
+#define __newmo
+
+#include "mo.h"
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/mo.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/mo.h
new file mode 100755
index 000000000..950dd05b0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/mo.h
@@ -0,0 +1,219 @@
+/*
+  <mo.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _newmo_h
+#define _newmo_h
+
+#include <acceptCrit/moAcceptanceCriterion.h>
+#include <acceptCrit/moAlwaysAcceptCrit.h>
+#include <acceptCrit/moBetterAcceptCrit.h>
+
+#include <algo/moDummyLS.h>
+#include <algo/moFirstImprHC.h>
+#include <algo/moILS.h>
+#include <algo/moLocalSearch.h>
+#include <algo/moMetropolisHasting.h>
+#include <algo/moNeutralHC.h>
+#include <algo/moRandomBestHC.h>
+#include <algo/moRandomNeutralWalk.h>
+#include <algo/moRandomSearch.h>
+#include <algo/moRandomWalk.h>
+#include <algo/moSA.h>
+#include <algo/moSimpleHC.h>
+#include <algo/moTS.h>
+#include <algo/moVNS.h>
+
+
+#include <comparator/moComparator.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moEqualNeighborComparator.h>
+#include <comparator/moEqualSolNeighborComparator.h>
+#include <comparator/moSolComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+
+#include <continuator/moAverageFitnessNeighborStat.h>
+#include <continuator/moBestSoFarStat.h>
+#include <continuator/moBestFitnessStat.h>
+#include <continuator/moUnsignedStat.h>
+#include <continuator/moValueStat.h>
+#include <continuator/moBooleanStat.h>
+#include <continuator/moCheckpoint.h>
+#include <continuator/moCombinedContinuator.h>
+#include <continuator/moContinuator.h>
+#include <continuator/moCounterMonitorSaver.h>
+#include <continuator/moCounterStat.h>
+#include <continuator/moDistanceStat.h>
+#include <continuator/moFitContinuator.h>
+#include <continuator/moFitnessStat.h>
+#include <continuator/moFullEvalContinuator.h>
+#include <continuator/moEvalsContinuator.h>
+#include <continuator/moIterContinuator.h>
+#include <continuator/moMaxNeighborStat.h>
+#include <continuator/moMinNeighborStat.h>
+#include <continuator/moMinusOneCounterStat.h>
+#include <continuator/moNbInfNeighborStat.h>
+#include <continuator/moNbSupNeighborStat.h>
+#include <continuator/moNeighborBestStat.h>
+#include <continuator/moNeighborEvalContinuator.h>
+#include <continuator/moNeighborFitnessStat.h>
+#include <continuator/moNeighborhoodStat.h>
+#include <continuator/moNeutralDegreeNeighborStat.h>
+#include <continuator/moSecondMomentNeighborStat.h>
+#include <continuator/moSizeNeighborStat.h>
+#include <continuator/moSolutionStat.h>
+#include <continuator/moStat.h>
+#include <continuator/moStatBase.h>
+#include <continuator/moStatFromStat.h>
+#include <continuator/moStdFitnessNeighborStat.h>
+#include <continuator/moTimeContinuator.h>
+#include <continuator/moTrueContinuator.h>
+#include <continuator/moVectorMonitor.h>
+
+#include <coolingSchedule/moCoolingSchedule.h>
+#include <coolingSchedule/moDynSpanCoolingSchedule.h>
+#include <coolingSchedule/moSimpleCoolingSchedule.h>
+
+#include <eval/moDummyEval.h>
+#include <eval/moEval.h>
+#include <eval/moEvalCounter.h>
+#include <eval/moFullEvalByCopy.h>
+#include <eval/moFullEvalByModif.h>
+
+#include <explorer/moDummyExplorer.h>
+#include <explorer/moFirstImprHCexplorer.h>
+#include <explorer/moILSexplorer.h>
+#include <explorer/moMetropolisHastingExplorer.h>
+#include <explorer/moNeighborhoodExplorer.h>
+#include <explorer/moNeutralHCexplorer.h>
+#include <explorer/moRandomBestHCexplorer.h>
+#include <explorer/moRandomNeutralWalkExplorer.h>
+#include <explorer/moRandomSearchExplorer.h>
+#include <explorer/moRandomWalkExplorer.h>
+#include <explorer/moSAexplorer.h>
+#include <explorer/moSimpleHCexplorer.h>
+#include <explorer/moTSexplorer.h>
+#include <explorer/moVNSexplorer.h>
+
+#include <memory/moAspiration.h>
+#include <memory/moBestImprAspiration.h>
+#include <memory/moCountMoveMemory.h>
+#include <memory/moDiversification.h>
+#include <memory/moDummyDiversification.h>
+#include <memory/moDummyIntensification.h>
+#include <memory/moDummyMemory.h>
+#include <memory/moIndexedVectorTabuList.h>
+#include <memory/moIntensification.h>
+#include <memory/moMemory.h>
+#include <memory/moMonOpDiversification.h>
+#include <memory/moNeighborVectorTabuList.h>
+#include <memory/moRndIndexedVectorTabuList.h>
+#include <memory/moSolVectorTabuList.h>
+#include <memory/moTabuList.h>
+
+#include <neighborhood/moBackableNeighbor.h>
+#include <neighborhood/moBackwardVectorVNSelection.h>
+#include <neighborhood/moDummyNeighbor.h>
+#include <neighborhood/moDummyNeighborhood.h>
+#include <neighborhood/moForwardVectorVNSelection.h>
+#include <neighborhood/moIndexNeighbor.h>
+#include <neighborhood/moIndexNeighborhood.h>
+#include <neighborhood/moMappingNeighborhood.h>
+#include <neighborhood/moNeighbor.h>
+#include <neighborhood/moNeighborhood.h>
+#include <neighborhood/moNeighborhoodSizeUtils.h>
+#include <neighborhood/moOrderNeighborhood.h>
+#include <neighborhood/moRndNeighborhood.h>
+#include <neighborhood/moRndVectorVNSelection.h>
+#include <neighborhood/moRndWithoutReplNeighborhood.h>
+#include <neighborhood/moRndWithReplNeighborhood.h>
+#include <neighborhood/moVariableNeighborhoodSelection.h>
+#include <neighborhood/moVectorVNSelection.h>
+#include <neighborhood/moXBitFlippingNeighbor.h>
+#include <neighborhood/moXChangeNeighbor.h>
+#include <neighborhood/moXChangeNeighborhood.h>
+#include <neighborhood/moXSwapNeighbor.h>
+
+#include <perturb/moLocalSearchInit.h>
+#include <perturb/moMonOpPerturb.h>
+#include <perturb/moNeighborhoodPerturb.h>
+#include <perturb/moPerturbation.h>
+#include <perturb/moRestartPerturb.h>
+#include <perturb/moSolInit.h>
+
+// #include <problems/bitString/moBitNeighbor.h>
+// #include <problems/bitString/moBitsNeighbor.h>
+// #include <problems/bitString/moBitsNeighborhood.h>
+// #include <problems/bitString/moBitsWithoutReplNeighborhood.h>
+// #include <problems/bitString/moPopBitNeighbor.h>
+// #include <problems/bitString/moPopBitsNeighbor.h>
+// #include <problems/bitString/moPopBitsRndNeighborhood.h>
+// #include <problems/bitString/moPopSol.h>
+// #include <problems/bitString/moPopSolInit.h>
+// #include <problems/bitString/moPopSolNonDomInit.h>
+// #include <problems/bitString/moPopXoverNeighbor.h>
+// #include <problems/bitString/moPopXoverRndNeighborhood.h>
+// #include <problems/eval/moMaxSATincrEval.h>
+// #include <problems/eval/moOneMaxIncrEval.h>
+// #include <problems/eval/moPopBitEval.h>
+// #include <problems/eval/moPopBitsEval.h>
+// #include <problems/eval/moPopXoverEval.h>
+// #include <problems/eval/moQAPIncrEval.h>
+// #include <problems/eval/moRoyalRoadIncrEval.h>
+// #include <problems/eval/moUBQPSimpleIncrEval.h>
+// #include <problems/eval/oneMaxFullEval.h>
+// #include <problems/permutation/moIndexedSwapNeighbor.h>
+// #include <problems/permutation/moShiftNeighbor.h>
+// #include <problems/permutation/moSwapNeighbor.h>
+// #include <problems/permutation/moSwapNeighborhood.h>
+// #include <problems/permutation/moTwoOptExNeighbor.h>
+// #include <problems/permutation/moTwoOptExNeighborhood.h>
+
+
+#include <sampling/moAdaptiveWalkSampling.h>
+#include <sampling/moAutocorrelationSampling.h>
+#include <sampling/moDensityOfStatesSampling.h>
+#include <sampling/moFDCsampling.h>
+#include <sampling/moFitnessCloudSampling.h>
+#include <sampling/moHillClimberSampling.h>
+#include <sampling/moAdaptiveWalkSampling.h>
+#include <sampling/moMHBestFitnessCloudSampling.h>
+#include <sampling/moMHRndFitnessCloudSampling.h>
+#include <sampling/moNeutralDegreeSampling.h>
+#include <sampling/moNeutralWalkSampling.h>
+#include <sampling/moRndBestFitnessCloudSampling.h>
+#include <sampling/moRndRndFitnessCloudSampling.h>
+#include <sampling/moSampling.h>
+#include <sampling/moStatistics.h>
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moBackableNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moBackableNeighbor.h
new file mode 100644
index 000000000..4a851c451
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moBackableNeighbor.h
@@ -0,0 +1,56 @@
+/*
+  <moBackableNeighbor.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _BackableNeighbor_h
+#define _BackableNeighbor_h
+
+#include <neighborhood/moNeighbor.h>
+
+/**
+ * Neighbor with a move back function to use in a moFullEvalByModif
+ */
+template< class EOT, class Fitness=typename EOT::Fitness >
+class moBackableNeighbor : virtual public moNeighbor<EOT, Fitness>
+{
+public:
+
+    /**
+     * the function to move back a solution
+     * @param _solution the solution to moveBack
+     */
+    virtual void moveBack(EOT & _solution)=0;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moBackwardVectorVNSelection.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moBackwardVectorVNSelection.h
new file mode 100644
index 000000000..b3050c439
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moBackwardVectorVNSelection.h
@@ -0,0 +1,100 @@
+/*
+  <moBackwardVectorVNSelection.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moBackwardVectorVNSelection_h
+#define _moBackwardVectorVNSelection_h
+
+#include <neighborhood/moVectorVNSelection.h>
+
+/**
+ *  This class is used for the Variable Neighborhood Search explorer inherits from moVectorVNSelection
+ *  The search heuristics are saved in vectors
+ *  They are given in backward order from the last ones to the first ones
+ *
+ */
+template< class EOT >
+class moBackwardVectorVNSelection: public moVectorVNSelection<EOT>{
+
+  using moVectorVNSelection<EOT>::LSvector;
+  using moVectorVNSelection<EOT>::current;
+  
+public:
+  
+  /**
+   * Default constructor with first search heuristics
+   *
+   * @param _firstLS first local search 
+   * @param _firstShake first heuristic which perturbs the solution
+   * @param _cycle when true, the first heuristics follows the last ones. Otherwise the search stop.
+   */
+  moBackwardVectorVNSelection(eoMonOp<EOT>& _firstLS, eoMonOp<EOT>& _firstShake, bool _cycle = true) : moVectorVNSelection<EOT>(_firstLS, _firstShake), cycle(_cycle){}
+  
+  /**
+   * Return the class id.
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moBackwardVectorVNSelection";
+  }
+
+  /**
+   * test if there is still some heuristics 
+   *
+   * @param _solution the current solution
+   * @return true if there is some heuristics
+   */
+  virtual bool cont(EOT& _solution){
+    return (cycle || (current > 0));
+  }
+
+  /**
+   * put the current heuristics on the first ones
+   *
+   * @param _solution the current solution
+   */
+  virtual void init(EOT& _solution){
+    current = LSvector.size() - 1;
+  }
+
+  /**
+   * put the current heuristics on the next ones
+   *
+   * @param _solution the current solution
+   */
+  virtual void next(EOT& _solution){
+    current = (current + LSvector.size() -1) % LSvector.size();
+  }
+
+private:
+  // boolean to indicate the last heuristics follow the first ones
+  bool cycle;
+  
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moDummyNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moDummyNeighbor.h
new file mode 100644
index 000000000..a8cd01087
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moDummyNeighbor.h
@@ -0,0 +1,48 @@
+/*
+<moDummyNeighbor.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moDummyNeighbor_h
+#define _moDummyNeighbor_h
+
+#include <neighborhood/moNeighbor.h>
+
+/**
+ * Dummy Neighborhood
+ */
+template< class EOT, class Fitness=typename EOT::Fitness >
+class moDummyNeighbor : public moNeighbor< EOT, Fitness > {
+public:
+
+    /**
+     * NOTHING TO DO
+     * @param _solution the related solution
+     */
+    virtual void move(EOT& _solution) {}
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moDummyNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moDummyNeighborhood.h
new file mode 100644
index 000000000..26c62163c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moDummyNeighborhood.h
@@ -0,0 +1,78 @@
+/*
+<moDummyNeighborhood.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moDummyNeighborhood_h
+#define _moDummyNeighborhood_h
+
+#include <neighborhood/moDummyNeighbor.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Dummy Neighborhood
+ */
+template< class Neighbor >
+class moDummyNeighborhood : public moNeighborhood<Neighbor> {
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * NOTHING TO DO
+     * @param _solution unused solution
+     * @return always false
+     */
+    virtual bool hasNeighbor(EOT & _solution) {
+        return false;
+    }
+
+    /**
+     * NOTHING TO DO
+     * @param _solution unused solution
+     * @param _current unused neighbor
+     */
+    virtual void init(EOT & _solution, Neighbor & _current) {}
+
+    /**
+     * NOTHING TO DO
+     * @param _solution unused solution
+     * @param _current unused neighbor
+     */
+    virtual void next(EOT & _solution, Neighbor & _current) {}
+
+    /**
+     * NOTHING TO DO
+     * @param _solution unused solution
+     * @return always false
+     */
+    virtual bool cont(EOT & _solution) {
+        return false;
+    }
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moForwardVectorVNSelection.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moForwardVectorVNSelection.h
new file mode 100644
index 000000000..d7d3546cb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moForwardVectorVNSelection.h
@@ -0,0 +1,100 @@
+/*
+  <moForwardVectorVNSelection.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moForwardVectorVNSelection_h
+#define _moForwardVectorVNSelection_h
+
+#include <neighborhood/moVectorVNSelection.h>
+
+/**
+ *  This class is used for the Variable Neighborhood Search explorer inherits from moVectorVNSelection
+ *  The search heuristics are saved in vectors
+ *  They are given in forward order from the first ones to the last ones
+ *
+ */
+template< class EOT >
+class moForwardVectorVNSelection: public moVectorVNSelection<EOT>{
+
+  using moVectorVNSelection<EOT>::LSvector;
+  using moVectorVNSelection<EOT>::current;
+
+public:
+
+  /**
+   * Default constructor with first search heuristics
+   *
+   * @param _firstLS first local search 
+   * @param _firstShake first heuristic which perturbs the solution
+   * @param _cycle when true, the first heuristics follows the last ones. Otherwise the search stop.
+   */
+  moForwardVectorVNSelection(eoMonOp<EOT>& _firstLS, eoMonOp<EOT>& _firstShake, bool _cycle = true) : moVectorVNSelection<EOT>(_firstLS, _firstShake), cycle(_cycle){}
+
+  /**
+   * Return the class id.
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moForwardVectorVNSelection";
+  }
+
+  /**
+   * test if there is still some heuristics 
+   *
+   * @param _solution the current solution
+   * @return true if there is some heuristics
+   */
+  virtual bool cont(EOT& _solution){
+    return (cycle || (current <= (LSvector.size() - 2)));
+  }
+
+  /**
+   * put the current heuristics on the first ones
+   *
+   * @param _solution the current solution
+   */
+  virtual void init(EOT& _solution){
+    current = 0;
+  }
+
+  /**
+   * put the current heuristics on the next ones
+   *
+   * @param _solution the current solution
+   */
+  virtual void next(EOT& _solution){
+    current = (current + 1) % LSvector.size();
+  }
+
+private:
+  // boolean to indicate the first heuristics follow the last ones
+  bool cycle;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moIndexNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moIndexNeighbor.h
new file mode 100644
index 000000000..52c9ea1b0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moIndexNeighbor.h
@@ -0,0 +1,115 @@
+/*
+ <moIndexNeighbor.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+ 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 _IndexNeighbor_h
+#define _IndexNeighbor_h
+
+#include <neighborhood/moNeighbor.h>
+
+/**
+ * Index Neighbor
+ */
+template<class EOT, class Fitness = typename EOT::Fitness>
+class moIndexNeighbor: virtual public moNeighbor<EOT, Fitness> {
+public:
+
+	using moNeighbor<EOT, Fitness>::fitness;
+
+	/**
+	 * Default Constructor
+	 */
+	moIndexNeighbor() :
+		moNeighbor<EOT, Fitness> (), key(0) {
+	}
+
+	/**
+	 * Copy Constructor
+	 * @param _n the neighbor to copy
+	 */
+	moIndexNeighbor(const moIndexNeighbor& _n) :
+		moNeighbor<EOT, Fitness> (_n) {
+		this->key = _n.key;
+	}
+
+	/**
+	 * Assignment operator
+	 * @param _source the source neighbor
+	 */
+
+	moIndexNeighbor<EOT, Fitness> & operator=(const moIndexNeighbor<EOT,
+			Fitness> & _source) {
+		moNeighbor<EOT, Fitness>::operator=(_source);
+		this->key = _source.key;
+		return *this;
+	}
+
+	/**
+	 * Return the class Name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moIndexNeighbor";
+	}
+
+	/**
+	 * Getter
+	 * @return index of the IndexNeighbor
+	 */
+	unsigned int index() {
+		return key;
+	}
+
+	/**
+	 * Setter
+	 * @param _key index of the IndexNeighbor
+	 */
+	void index(unsigned int _key) {
+		key = _key;
+	}
+
+	/**
+	 * @param _neighbor a neighbor
+	 * @return if _neighbor and this one are equals
+	 */
+	virtual bool equals(moIndexNeighbor<EOT>& _neighbor) {
+		return (key == _neighbor.index());
+	}
+
+protected:
+	// key allowing to describe the neighbor
+	unsigned int key;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moIndexNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moIndexNeighborhood.h
new file mode 100644
index 000000000..83d06b267
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moIndexNeighborhood.h
@@ -0,0 +1,89 @@
+/*
+ <moIndexNeighborhood.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+ 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 _moIndexNeighborhood_h
+#define _moIndexNeighborhood_h
+
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * A Indexed Neighborhood
+ */
+template<class Neighbor>
+class moIndexNeighborhood: virtual public moNeighborhood<Neighbor> {
+public:
+	/**
+	 * Define type of a solution corresponding to Neighbor
+	 */
+	typedef typename Neighbor::EOT EOT;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the size of the neighborhood
+	 */
+	moIndexNeighborhood(unsigned int _neighborhoodSize) :
+		neighborhoodSize(_neighborhoodSize) {
+	}
+
+	/**
+	 * getter to get the value of neighborhoodSize
+	 * @return the neighborhoodSize
+	 */
+	unsigned int getNeighborhoodSize() const {
+		return neighborhoodSize;
+	}
+
+	/**
+	 * Setter to fixe the neighoodSize
+	 * @param _neighborhoodSize the value to set
+	 */
+
+	void setNeighborhoodSize(unsigned int _neighborhoodSize) {
+		neighborhoodSize = _neighborhoodSize;
+	}
+
+	/**
+	 * Return the class Name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moIndexNeighborhood";
+	}
+
+protected:
+	// size of the neighborhood
+	unsigned int neighborhoodSize;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moMappingNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moMappingNeighborhood.h
new file mode 100755
index 000000000..07cff5e5e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moMappingNeighborhood.h
@@ -0,0 +1,163 @@
+/*
+ <moMappingNeighborhood.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 _moMappingNeighborhood_h
+#define _moMappingNeighborhood_h
+
+#include <neighborhood/moOrderNeighborhood.h>
+
+/**
+ * Define a Mapping Neighborhood:
+ *
+ * This neighborhood should manipulate a moXChangeNeighbor
+ * It helps to associate to identified neighbor  by one index a set of correspondent indexes
+ */
+
+template<class N>
+class moMappingNeighborhood: public moOrderNeighborhood<N> {
+
+public:
+
+	/**
+	 * Define type of a solution corresponding to Neighbor
+	 */
+
+	typedef N Neighbor;
+	typedef typename Neighbor::EOT EOT;
+
+	using moOrderNeighborhood<Neighbor>::neighborhoodSize;
+	using moOrderNeighborhood<Neighbor>::currentIndex;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the neighborhood size
+	 * @param _xChange the number of positions to exchange
+	 */
+
+	moMappingNeighborhood(unsigned int _neighborhoodSize, unsigned int _xChange) :
+		moOrderNeighborhood<Neighbor> (_neighborhoodSize), xChange(_xChange) {
+
+		mutex = false;
+		indices = new unsigned int[xChange];
+		mapping = new unsigned int[neighborhoodSize * xChange];
+
+	}
+
+	/**
+	 * Destructor
+	 */
+
+	~moMappingNeighborhood() {
+
+		delete[] (indices);
+		delete[] (mapping);
+	}
+
+	/**
+	 * Initialization of the neighborhood
+	 * @param _solution the solution to explore
+	 * @param _current the first neighbor
+	 */
+
+	virtual void init(EOT& _solution, Neighbor& _current) {
+
+		moOrderNeighborhood<Neighbor>::init(_solution, _current);
+		//Compute the mapping only for the first init
+		if (!mutex) {
+			setMapping(_solution.size());
+			mutex = true;
+		}
+		//get the mapping correspondent to the currentIndex
+		getMapping(currentIndex);
+		if (!(_current.getXChange() == xChange))
+			_current.setXChange(xChange);
+		//associate to this neighbor a set of correspondent indexes
+		_current.setIndices(indices);
+	}
+
+	/**
+	 * Give the next neighbor
+	 * @param _solution the solution to explore
+	 * @param _current the next neighbor
+	 */
+
+	virtual void next(EOT& _solution, Neighbor& _current) {
+
+		moOrderNeighborhood<Neighbor>::next(_solution, _current);
+		getMapping(currentIndex);
+		_current.setIndices(indices);
+
+	}
+
+	/**
+	 * Set the mapping of K-indexes
+	 * @param _size the size of the solution
+	 */
+
+	virtual void setMapping(unsigned _size) =0;
+
+	/**
+	 * Associate mapping of current index to a set of indexes
+	 * _currentIndex the index to map with a set of indexes
+	 */
+
+	virtual void getMapping(unsigned int _currentIndex) {
+		for (unsigned int i = 0; i < xChange; i++) {
+			indices[i] = mapping[_currentIndex + i * neighborhoodSize];
+		}
+	}
+
+	/**
+	 * update mapping with combination of indexes corresponding to the currentIndex
+	 * @param _indices the set of current combination of indexes
+	 * @param _currentIndex  the current index corresponding to the current neighbor
+	 */
+
+	virtual void updateMapping(unsigned int* _indices, int _currentIndex) {
+		for (unsigned k = 0; k < xChange; k++)
+			mapping[_currentIndex + k * neighborhoodSize] = _indices[k];
+	}
+
+	/**
+	 * Return the class Name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moMappingNeighborhood";
+	}
+
+protected:
+
+	unsigned int * indices;
+	unsigned int * mapping;
+	unsigned int xChange;
+	bool mutex;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moNeighbor.h
new file mode 100644
index 000000000..889dd6817
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moNeighbor.h
@@ -0,0 +1,110 @@
+/*
+ <moNeighbor.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+ 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 _moNeighbor_h
+#define _moNeighbor_h
+
+//EO inclusion
+#include <EO.h>
+#include <eoObject.h>
+#include <eoPersistent.h>
+
+/**
+ * Container of the neighbor informations
+ */
+template<class EOType, class Fitness = typename EOType::Fitness>
+class moNeighbor: public EO<Fitness> {
+public:
+	typedef EOType EOT;
+	using EO<Fitness>::fitness;
+
+	/**
+	 * Default Constructor
+	 */
+	moNeighbor() :
+		EO<Fitness> () {
+	}
+
+	/**
+	 * Copy Constructor
+	 * @param _neighbor to copy
+	 */
+	moNeighbor(const moNeighbor<EOT, Fitness>& _neighbor) {
+		if (!(_neighbor.invalid()))
+			fitness(_neighbor.fitness());
+		else
+			(*this).invalidate();
+	}
+
+	/**
+	 * Assignment operator
+	 * @param _neighbor the neighbor to assign
+	 * @return a neighbor equal to the other
+	 */
+	virtual moNeighbor<EOT, Fitness>& operator=(
+			const moNeighbor<EOT, Fitness>& _neighbor) {
+		if (!(_neighbor.invalid()))
+			fitness(_neighbor.fitness());
+		else
+			(*this).invalidate();
+
+		return (*this);
+	}
+
+	/**
+	 * Move a solution
+	 * @param _solution the related solution
+	 */
+	virtual void move(EOT & _solution) = 0;
+
+	/**
+	 * Test equality between two neighbors
+	 * @param _neighbor a neighbor
+	 * @return if _neighbor and this one are equals
+	 */
+	virtual bool equals(moNeighbor<EOT, Fitness> & _neighbor) {
+		return false;
+	}
+
+	/**
+	 * Return the class Name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moNeighbor";
+	}
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moNeighborhood.h
new file mode 100644
index 000000000..60d11c1f2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moNeighborhood.h
@@ -0,0 +1,101 @@
+/*
+  <moNeighborhood.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moNeighborhood_h
+#define _moNeighborhood_h
+
+#include <eoObject.h>
+
+/**
+ * A Neighborhood
+ */
+template< class Neighbor >
+class moNeighborhood : public eoObject
+{
+public:
+    /**
+     * Define type of a solution corresponding to Neighbor
+     */
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Default Constructor
+     */
+    moNeighborhood() {}
+
+    /**
+     * @return true if the neighborhood is random (default false)
+     */
+    virtual bool isRandom() {
+        return false;
+    }
+
+    /**
+     * Test if a solution has (again) a Neighbor
+     * @param _solution the related solution
+     * @return true if _solution has a Neighbor
+     */
+    virtual bool hasNeighbor(EOT & _solution) = 0 ;
+
+    /**
+     * Initialization of the neighborhood
+     * @param _solution the solution to explore
+     * @param _current the first neighbor
+     */
+    virtual void init(EOT & _solution, Neighbor & _current) = 0 ;
+
+    /**
+     * Give the next neighbor
+     * @param _solution the solution to explore
+     * @param _current the next neighbor
+     */
+    virtual void next(EOT & _solution, Neighbor & _current) = 0 ;
+
+    /**
+     * Test if there is again a neighbor
+     * @param _solution the solution to explore
+     * @return true if there is again a neighbor not explored
+     */
+    virtual bool cont(EOT & _solution) = 0 ;
+
+    /**
+     * Return the class Name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moNeighborhood";
+    }
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moNeighborhoodSizeUtils.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moNeighborhoodSizeUtils.h
new file mode 100755
index 000000000..5a17d475b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moNeighborhoodSizeUtils.h
@@ -0,0 +1,67 @@
+/*
+  <moNeighborhoodSizeUtils.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Karima Boufaras, Thé Van LUONG
+
+  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 _moNeighborhoodSizeUtils_h
+#define _moNeighborhoodSizeUtils_h
+
+/**
+ * @return the factorial of an integer
+ * @param _i an integer
+ */
+
+static int factorial(int _i) {
+	if (_i == 0)
+		return 1;
+	else
+		return _i * factorial(_i - 1);
+}
+
+/**
+ * @return the neighborhood Size from the solution size and the exchange distance
+ * @param _n the solution size
+ * @param _xChange the number of positions to change
+ */
+
+static int sizeMapping(int _n, unsigned int _xChange) {
+	int _sizeMapping;
+	_sizeMapping = _n;
+	for (int i = _xChange-1; i > 0; i--) {
+		_sizeMapping *= (_n - i);
+	}
+	_sizeMapping /= factorial(_xChange);
+	return _sizeMapping;
+}
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moOrderNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moOrderNeighborhood.h
new file mode 100644
index 000000000..8b5e556e6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moOrderNeighborhood.h
@@ -0,0 +1,130 @@
+/*
+ <moOrderNeighborhood.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+ 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 _moOrderNeighborhood_h
+#define _moOrderNeighborhood_h
+
+#include <neighborhood/moIndexNeighborhood.h>
+
+/**
+ * An ordered Neighborhood
+ */
+template<class Neighbor>
+class moOrderNeighborhood: public moIndexNeighborhood<Neighbor> {
+public:
+
+	/**
+	 * Define type of a solution corresponding to Neighbor
+	 */
+	typedef typename Neighbor::EOT EOT;
+
+	using moIndexNeighborhood<Neighbor>::neighborhoodSize;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the size of the neighborhood
+	 */
+	moOrderNeighborhood(unsigned int _neighborhoodSize) :
+		moIndexNeighborhood<Neighbor> (_neighborhoodSize), currentIndex(0) {
+	}
+
+	/**
+	 * Test if a neighbor exists
+	 * @param _solution the solution to explore
+	 * @return true if the neighborhood was not empty
+	 */
+	virtual bool hasNeighbor(EOT& _solution) {
+		return neighborhoodSize > 0;
+	}
+
+	/**
+	 * Initialization of the neighborhood
+	 * @param _solution the solution to explore
+	 * @param _neighbor the first neighbor
+	 */
+	virtual void init(EOT & _solution, Neighbor & _neighbor) {
+		currentIndex = 0;
+		_neighbor.index(currentIndex);
+	}
+
+	/**
+	 * Give the next neighbor
+	 * @param _solution the solution to explore
+	 * @param _neighbor the next neighbor
+	 */
+	virtual void next(EOT & _solution, Neighbor & _neighbor) {
+		currentIndex++;
+		_neighbor.index(currentIndex);
+	}
+
+	/**
+	 * test if all neighbors are explore or not,if false, there is no neighbor left to explore
+	 * currentIndex is the index which have been used before, it is not the next neighbor which can be possibly evaluated
+	 *
+	 * @param _solution the solution to explore
+	 * @return true if there is again a neighbor to explore
+	 */
+	virtual bool cont(EOT & _solution) {
+		return (currentIndex < neighborhoodSize - 1);
+	}
+
+	/**
+	 * Getter
+	 * @return the position in the Neighborhood
+	 */
+	unsigned int position() {
+		return currentIndex;
+	}
+
+	/**
+	 * Setter the position in the Neighborhood
+	 */
+	void setPosition(unsigned int _currentIndex) {
+		 currentIndex=_currentIndex;
+	}
+
+	/**
+	 * Return the class Name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moOrderNeighborhood";
+	}
+
+protected:
+	unsigned int currentIndex;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moRndNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moRndNeighborhood.h
new file mode 100644
index 000000000..9c7ec2d22
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moRndNeighborhood.h
@@ -0,0 +1,51 @@
+/*
+<moRndNeighborhood.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moRndNeighborhood_h
+#define _moRndNeighborhood_h
+
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Class used to specify a neighborhood is random
+ */
+template< class Neighbor >
+class moRndNeighborhood : virtual public moNeighborhood<Neighbor> {
+
+public:
+
+    /**
+     * @return true
+     */
+    bool isRandom() {
+        return true;
+    }
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moRndVectorVNSelection.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moRndVectorVNSelection.h
new file mode 100644
index 000000000..3debb85d4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moRndVectorVNSelection.h
@@ -0,0 +1,118 @@
+/*
+  <moRndVectorVNSelection.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moRndVectorVNSelection_h
+#define _moRndVectorVNSelection_h
+
+#include <utils/eoRndGenerators.h>
+#include <utils/rnd_generators.h>
+
+#include <neighborhood/moVectorVNSelection.h>
+
+/**
+ *  This class is used for the Variable Neighborhood Search explorer inherits from moVectorVNSelection
+ *  The search heuristics are saved in vectors
+ *  They are given in random order (at each initialization the order is changed)
+ *
+ */
+template< class EOT >
+class moRndVectorVNSelection: public moVectorVNSelection<EOT>
+{
+  using moVectorVNSelection<EOT>::LSvector;
+  using moVectorVNSelection<EOT>::current;
+
+public:
+
+  /**
+   * Default constructor with first search heuristics
+   *
+   * @param _firstLS first local search 
+   * @param _firstShake first heuristic which perturbs the solution
+   * @param _cycle when true, the first heuristics follows the last ones. Otherwise the search stop.
+   */
+  moRndVectorVNSelection(eoMonOp<EOT>& _firstLS, eoMonOp<EOT>& _firstShake, bool _cycle = true) : moVectorVNSelection<EOT>(_firstLS, _firstShake), cycle(_cycle){}
+
+  /**
+   * Return the class id.
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moRndVectorVNSelection";
+  }
+
+  /**
+   * test if there is still some heuristics 
+   *
+   * @param _solution the current solution
+   * @return true if there is some heuristics
+   */
+  virtual bool cont(EOT& _solution){
+    return ( cycle || (currentOrder <= (order.size() - 2)) );
+  }
+
+  /**
+   * put the current heuristics on the first ones
+   *
+   * @param _solution the current solution
+   */
+  virtual void init(EOT& _solution) {
+    if(order.size() == 0)
+      for(unsigned int i = 0; i < LSvector.size(); i++)
+	order.push_back(i);
+    
+    std::random_shuffle(order.begin(), order.end(), gen);
+
+    currentOrder = 0;
+    current = order[currentOrder];
+  }
+
+  /**
+   * put the current heuristics on the next ones
+   *
+   * @param _solution the current solution
+   */
+  virtual void next(EOT& _solution){
+    currentOrder = (currentOrder + 1) % order.size();
+
+    current = order[currentOrder];
+  }
+
+private:
+  // boolean to indicate the first heuristics follow the last ones
+  bool cycle;
+  // index in order vector
+  unsigned int currentOrder;
+  // the index of heuristics in random order
+  std::vector<unsigned int> order;
+  // random generator
+  UF_random_generator<unsigned int> gen;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moRndWithReplNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moRndWithReplNeighborhood.h
new file mode 100644
index 000000000..16e9b0211
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moRndWithReplNeighborhood.h
@@ -0,0 +1,109 @@
+/*
+  <moRndWithReplNeighborhood.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moRndWithReplNeighborhood_h
+#define _moRndWithReplNeighborhood_h
+
+#include <neighborhood/moIndexNeighborhood.h>
+#include <neighborhood/moRndNeighborhood.h>
+#include <utils/eoRNG.h>
+
+/**
+ * A Random With replacement Neighborhood
+ */
+template< class Neighbor >
+class moRndWithReplNeighborhood : public moIndexNeighborhood<Neighbor>, public moRndNeighborhood<Neighbor>
+{
+public:
+
+    /**
+     * Define type of a solution corresponding to Neighbor
+     */
+    typedef typename Neighbor::EOT EOT;
+
+    using moIndexNeighborhood<Neighbor>::neighborhoodSize;
+
+    /**
+     * Constructor
+     * @param _neighborhoodSize the size of the neighborhood
+     */
+    moRndWithReplNeighborhood(unsigned int _neighborhoodSize): moIndexNeighborhood<Neighbor>(_neighborhoodSize) {}
+
+    /**
+     * Test if it exist a neighbor
+     * @param _solution the solution to explore
+     * @return true if the neighborhood was not empty
+     */
+    virtual bool hasNeighbor(EOT& _solution) {
+        return neighborhoodSize > 0;
+    }
+
+    /**
+     * Initialization of the neighborhood
+     * @param _solution the solution to explore
+     * @param _neighbor the first neighbor
+     */
+    virtual void init(EOT & _solution, Neighbor & _neighbor) {
+        _neighbor.index(rng.random(neighborhoodSize));
+    }
+
+    /**
+     * Give the next neighbor
+     * @param _solution the solution to explore
+     * @param _neighbor the next neighbor
+     */
+    virtual void next(EOT & _solution, Neighbor & _neighbor) {
+        _neighbor.index(rng.random(neighborhoodSize));
+    }
+
+    /**
+     * test if all neighbors are explore or not,if false, there is no neighbor left to explore
+     * @param _solution the solution to explore
+     * @return true if there is again a neighbor to explore
+     */
+    virtual bool cont(EOT & _solution) {
+        return neighborhoodSize > 0;
+    }
+
+    /**
+     * Return the class Name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moRndWithReplNeighborhood";
+    }
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moRndWithoutReplNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moRndWithoutReplNeighborhood.h
new file mode 100644
index 000000000..8c66ee3f9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moRndWithoutReplNeighborhood.h
@@ -0,0 +1,138 @@
+/*
+  <moRndWithoutReplNeighborhood.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moRndWithoutReplNeighborhood_h
+#define _moRndWithoutReplNeighborhood_h
+
+#include <neighborhood/moIndexNeighborhood.h>
+#include <neighborhood/moRndNeighborhood.h>
+#include <utils/eoRNG.h>
+
+/**
+ * A Random without replacement Neighborhood
+ */
+template< class Neighbor >
+class moRndWithoutReplNeighborhood : public moIndexNeighborhood<Neighbor>, public moRndNeighborhood<Neighbor>
+{
+public:
+
+    /**
+     * Define type of a solution corresponding to Neighbor
+     */
+    typedef typename Neighbor::EOT EOT;
+
+
+    using moIndexNeighborhood<Neighbor>::neighborhoodSize;
+
+    /**
+     * Constructor
+     * @param _neighborhoodSize the size of the neighborhood
+     */
+    moRndWithoutReplNeighborhood(unsigned int _neighborhoodSize): moIndexNeighborhood<Neighbor>(_neighborhoodSize), maxIndex(0) {
+        for (unsigned int i=0; i < neighborhoodSize; i++)
+            indexVector.push_back(i);
+    }
+
+    /**
+     * Test if it exist a neighbor
+     * @param _solution the solution to explore
+     * @return true if the neighborhood was not empty
+     */
+    virtual bool hasNeighbor(EOT& _solution) {
+        return neighborhoodSize > 0;
+    }
+
+    /**
+     * Initialization of the neighborhood
+     * @param _solution the solution to explore
+     * @param _neighbor the first neighbor
+     */
+    virtual void init(EOT & _solution, Neighbor & _neighbor) {
+        unsigned int i, tmp;
+        maxIndex = neighborhoodSize ;
+        i = rng.random(maxIndex);
+        _neighbor.index(indexVector[i]);
+        tmp=indexVector[i];
+        indexVector[i]=indexVector[maxIndex-1];
+        indexVector[maxIndex-1]=tmp;
+        maxIndex--;
+    }
+
+    /**
+     * Give the next neighbor
+     * @param _solution the solution to explore
+     * @param _neighbor the next neighbor
+     */
+    virtual void next(EOT & _solution, Neighbor & _neighbor) {
+        unsigned int i, tmp;
+        i = rng.random(maxIndex);
+        _neighbor.index(indexVector[i]);
+        tmp=indexVector[i];
+        indexVector[i]=indexVector[maxIndex-1];
+        indexVector[maxIndex-1]=tmp;
+        maxIndex--;
+    }
+
+    /**
+     * test if all neighbors are explore or not,if false, there is no neighbor left to explore
+     * maxIndex is number of neighbors
+     * @param _solution the solution to explore
+     * @return true if there is again a neighbor to explore
+     */
+    virtual bool cont(EOT & _solution) {
+        return (maxIndex > 0) ;
+    }
+
+    /**
+     * Getter
+     * @return the position in the Neighborhood
+     */
+    unsigned int position() {
+        return indexVector[maxIndex];
+    }
+
+    /**
+     * Return the class Name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moRndWithoutReplNeighborhood";
+    }
+
+private:
+    unsigned int maxIndex;
+    std::vector<unsigned int> indexVector;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moVariableNeighborhoodSelection.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moVariableNeighborhoodSelection.h
new file mode 100644
index 000000000..99af9a98d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moVariableNeighborhoodSelection.h
@@ -0,0 +1,88 @@
+/*
+  <moVariableNeighborhoodSelection.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moVariableNeighborhoodSelection_h
+#define _moVariableNeighborhoodSelection_h
+
+#include <eoOp.h>
+#include <vector>
+
+/**
+ *  This class is used for the Variable Neighborhood Search explorer
+ *  It gives the sequence of search heuristics based on the different "neighborhoods" 
+ *  The class is built such as the moNeighborhood" with init, next, cont
+ *    and two methods to get the heuristics which shake the solution, and which give the local search
+ *
+ */
+template< class EOT >
+class moVariableNeighborhoodSelection
+{
+public:
+
+  /**
+   * Return the class id.
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moVariableNeighborhoodSelection";
+  }
+
+  /**
+   * test if there is still some search heuristics to use
+   * @return true if there is some neighborhood to explore
+   */
+  virtual bool cont(EOT& _solution) = 0;
+
+  /**
+   * put on the first search heuristics
+   */
+  virtual void init(EOT& _solution) = 0;
+
+  /**
+   * put the next search heuristics
+   */
+  virtual void next(EOT& _solution) = 0;
+  
+  /**
+   * Get the current "shake" operator based on the current neighborhood
+   *
+   * @return current shake operator
+   */
+  virtual eoMonOp<EOT> & getShake() = 0;
+
+  /**
+   * Get the current local search based on the current neighborhood
+   *
+   * @return current local search 
+   */
+  virtual eoMonOp<EOT> & getLocalSearch() = 0;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moVectorVNSelection.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moVectorVNSelection.h
new file mode 100644
index 000000000..3070e0e9a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moVectorVNSelection.h
@@ -0,0 +1,108 @@
+/*
+  <moVectorVNSelection.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moVectorVNSelection_h
+#define _moVectorVNSelection_h
+
+#include <neighborhood/moVariableNeighborhoodSelection.h>
+#include <eoOp.h>
+
+/**
+ *  This class is used for the Variable Neighborhood Search explorer inherits from moVariableNeighborhoodSelection
+ *  The search heuristics are saved in vectors
+ *  The way to croos the vector is not defined here
+ *
+ */
+template< class EOT >
+class moVectorVNSelection: public moVariableNeighborhoodSelection<EOT>{
+
+public:
+
+  /**
+   * Default constructor with first search heuristics
+   *
+   * @param _firstLS first local search 
+   * @param _firstShake first heuristic which perturbs the solution
+   */
+  moVectorVNSelection(eoMonOp<EOT>& _firstLS, eoMonOp<EOT>& _firstShake){
+    LSvector.push_back(&_firstLS);
+    shakeVector.push_back(&_firstShake);
+
+    current = 0;
+  }
+  
+  /**
+   * Add some search heuristics
+   *
+   * @param _otherLS the added local search 
+   * @param _otherShake the added heuristic which perturbs the solution
+   */
+  void add(eoMonOp<EOT>& _otherLS, eoMonOp<EOT>& _otherShake){
+    LSvector.push_back(&_otherLS);
+    shakeVector.push_back(&_otherShake);
+  }
+
+  /**
+   * Return the class id.
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moVectorVNSelection";
+  }
+
+  /**
+   * Get the current "shake" operator based on the current neighborhood
+   *
+   * @return current shake operator
+   */
+  virtual eoMonOp<EOT> & getShake() {
+    return *(shakeVector[current]);
+  }
+
+  /**
+   * Get the current local search based on the current neighborhood
+   *
+   * @return current local search 
+   */
+  virtual eoMonOp<EOT> & getLocalSearch() {
+    return *(LSvector[current]);
+  }
+
+protected:
+  // vector of local searches
+  std::vector<eoMonOp<EOT>* > LSvector;
+  // vector of "shake" heiristics which perturbs the current solution
+  std::vector<eoMonOp<EOT>* > shakeVector;
+  // index of the current search heuristics which is applied
+  unsigned int current;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moXBitFlippingNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moXBitFlippingNeighbor.h
new file mode 100755
index 000000000..cf811795e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moXBitFlippingNeighbor.h
@@ -0,0 +1,100 @@
+/*
+ <moXBitFlippingNeighbor.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 _moXBitFlippingNeighbor_h
+#define _moXBitFlippingNeighbor_h
+
+#include <neighborhood/moBackableNeighbor.h>
+#include <neighborhood/moXChangeNeighbor.h>
+
+/**
+ * X-BitFlipping Neighbor
+ * Neighbor represent different hamming distances,it's fixed by xFlip attribute
+ */
+
+template<class EOT, class Fitness = typename EOT::Fitness>
+class moXBitFlippingNeighbor:public moBackableNeighbor<EOT> ,
+		public moXChangeNeighbor<EOT> {
+public:
+
+	using moXChangeNeighbor<EOT>::indices;
+	using moXChangeNeighbor<EOT>::xChange;
+	using moXChangeNeighbor<EOT>::key;
+
+	/**
+	 *Default Constructor
+	 */
+
+	moXBitFlippingNeighbor() :
+		moXChangeNeighbor<EOT> () {
+	}
+
+	/**
+	 * Constructor
+	 * @param _xFlip the number of bit to flip
+	 */
+
+	moXBitFlippingNeighbor(unsigned int _xFlip) :
+		moXChangeNeighbor<EOT> (_xFlip) {
+	}
+
+	/**
+	 * Apply the K-Flip in solution
+	 * @param _solution the solution to move
+	 */
+
+	virtual void move(EOT& _solution) {
+			for (unsigned int i = 0; i < xChange; i++)
+				_solution[indices[i]] = !_solution[indices[i]];
+		_solution.invalidate();
+
+	}
+
+	/**
+	 * apply the K-Flip to restore the solution (use by moFullEvalByModif)
+	 * @param _solution the solution to move back
+	 */
+
+	virtual void moveBack(EOT& _solution) {
+		move(_solution);
+	}
+
+	/**
+	 * Return the class name.
+	 * @return the class name as a std::string
+	 */
+
+	virtual std::string className() const {
+		return "moXBitFlippingNeighbor";
+	}
+
+};
+
+#endif
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moXChangeNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moXChangeNeighbor.h
new file mode 100755
index 000000000..64ed465bd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moXChangeNeighbor.h
@@ -0,0 +1,215 @@
+/*
+ <moXChangeNeighbor.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ 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".
+
+ 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 _moXChangeNeighbor_h
+#define _moXChangeNeighbor_h
+
+#include <neighborhood/moIndexNeighbor.h>
+
+/**
+ * A X-Change Neighbor
+ * useful in parallel computing, it allows to associate to a neighbor represented by a single index,a set of indices
+ * to build the neighbor from the solution and the number of positions to change
+ */
+
+template<class EOT, class Fitness = typename EOT::Fitness>
+class moXChangeNeighbor: virtual public moIndexNeighbor<EOT> {
+
+public:
+
+	using moIndexNeighbor<EOT>::key;
+
+	/**
+	 * Default Constructor
+	 */
+
+	moXChangeNeighbor() :
+		moIndexNeighbor<EOT> (),xChange(0) {
+		indices = NULL;
+	}
+
+	/**
+	 * Default destructor
+	 */
+
+	~moXChangeNeighbor() {
+		delete[] (indices);
+	}
+
+	/**
+	 * Constructor
+	 * @param _xChange the number of x-change to do
+	 */
+
+	moXChangeNeighbor(unsigned int _xChange) {
+		xChange = _xChange;
+		indices = new unsigned int[xChange];
+	}
+
+	/**
+	 * Copy Constructor
+	 * @param _n the neighbor to copy
+	 */
+
+	moXChangeNeighbor(const moXChangeNeighbor& _n) :
+		moIndexNeighbor<EOT> (_n) {
+		this->xChange = _n.xChange;
+		this->indices = new unsigned int[xChange];
+		for (unsigned int i = 0; i < xChange; i++)
+			this->indices[i] = _n.indices[i];
+	}
+
+	/**
+	 * Assignment operator
+	 * @param _source the neighbor to assign to this curent neighbor
+	 */
+
+	virtual moXChangeNeighbor<EOT> & operator=(
+			const moXChangeNeighbor<EOT> & _source) {
+		moIndexNeighbor<EOT, Fitness>::operator=(_source);
+		this->xChange = _source.xChange;
+		this->reSizeIndices(xChange);
+		for (unsigned int i = 0; i < xChange; i++)
+			this->indices[i] = _source.indices[i];
+		return *this;
+	}
+
+	/**
+	 * Setter to update the i'th index of x-change
+	 * @param _i the index to update
+	 * @param _val the new value to set to the i'th index of x-change
+	 */
+
+	void setIndice(unsigned int _i, unsigned int _val) {
+			indices[_i] = _val;
+	}
+
+	/**
+	 * Get the i'th index of x-change
+	 */
+
+	unsigned int getIndice(unsigned int _i) {
+		return indices[_i];
+	}
+
+	/**
+	 * Setter to update the set of x-change indexes
+	 * @param _indices the set of new value indexes of the x-change
+	 */
+
+	void setIndices(unsigned int * _indices) {
+		for (unsigned int i = 0; i < xChange; i++) {
+			setIndice(i, _indices[i]);
+		}
+	}
+
+	/**
+	 * Setter to fix the xChange
+	 * @param _xChange the number of swap
+	 */
+
+	void setXChange(unsigned int _xChange) {
+		xChange = _xChange;
+		reSizeIndices(_xChange);
+	}
+
+	/**
+	 * Get the number of swap
+	 */
+
+	unsigned int getXChange() {
+		return xChange;
+	}
+
+	/**
+	 * Resize the indices array of x-change indexes
+	 *@param _xChange the number of x-change
+	 */
+
+	void reSizeIndices(unsigned int _xChange) {
+		delete[] (indices);
+		indices = new unsigned int[_xChange];
+	}
+
+	/**
+	 * Return the class name.
+	 * @return the class name as a std::string
+	 */
+
+	virtual std::string className() const {
+		return "moXChangeNeighbor";
+	}
+
+	/**
+	 * Read object.\
+	 * Calls base class, just in case that one had something to do.
+	 * The read and print methods should be compatible and have the same format.
+	 * In principle, format is "plain": they just print a number
+	 * @param _is a std::istream.
+	 * @throw runtime_std::exception If a valid object can't be read.
+	 */
+
+	virtual void readFrom(std::istream& _is) {
+		std::string fitness_str;
+		int pos = _is.tellg();
+		_is >> fitness_str;
+		if (fitness_str == "INVALID") {
+			throw std::runtime_error("invalid fitness");
+		} else {
+			Fitness repFit;
+			_is.seekg(pos);
+			_is >> repFit;
+			_is >> xChange;
+			_is >> key;
+			for (unsigned int i = 0; i < xChange; i++)
+				_is >> indices[i];
+			fitness(repFit);
+		}
+	}
+
+	/**
+	 * Print the Neighbor
+	 */
+
+	void print() {
+		std::cout << "[";
+		for (unsigned int i = 0; i < xChange; i++)
+			std::cout<< indices[i]<< " ";
+		std::cout << "] -> " << (*this).fitness() << std::endl;
+	}
+
+protected:
+
+	unsigned int * indices;
+	unsigned int xChange;
+
+};
+
+#endif
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moXChangeNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moXChangeNeighborhood.h
new file mode 100755
index 000000000..69e9e8673
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moXChangeNeighborhood.h
@@ -0,0 +1,177 @@
+/*
+ <moXChangeNeighborhood.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima  Boufaras, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 _moXChangeNeighborhood_h
+#define _moXChangeNeighborhood_h
+
+#include <neighborhood/moMappingNeighborhood.h>
+
+/**
+ * Generalization of exchange and hamming distance based Neighborhood
+ */
+
+template<class N>
+class moXChangeNeighborhood: public moMappingNeighborhood<N> {
+
+public:
+
+	/**
+	 * Define type of a solution corresponding to Neighbor
+	 */
+	typedef N Neighbor;
+	typedef typename Neighbor::EOT EOT;
+
+	using moMappingNeighborhood<Neighbor>::neighborhoodSize;
+	using moMappingNeighborhood<Neighbor>::currentIndex;
+	using moMappingNeighborhood<Neighbor>::indices;
+	using moMappingNeighborhood<Neighbor>::mapping;
+	using moMappingNeighborhood<Neighbor>::xChange;
+	using moMappingNeighborhood<Neighbor>::mutex;
+
+	/**
+	 * Constructor
+	 * @param _neighborhoodSize the neighborhood size
+	 * @param _xChange the number of x-change positions
+	 */
+
+	moXChangeNeighborhood(unsigned int _neighborhoodSize, unsigned int _xChange) :
+		moMappingNeighborhood<Neighbor> (_neighborhoodSize, _xChange) {
+	}
+
+
+	/**
+	 * Set the mapping of K-indexes
+	 * @param _size the solution size
+	 */
+
+	void setMapping(unsigned _size) {
+
+		for (unsigned int i = 0; i < xChange; i++)
+			indices[i] = i;
+
+		unsigned int id = 0;
+		bool change = false;
+
+		while (id < neighborhoodSize) {
+
+			while (indices[xChange - 1] < _size) {
+
+				updateMapping(indices, id);
+				indices[(xChange - 1)]++;
+				id++;
+			}
+
+			indices[xChange - 1]--;
+
+			if (id < neighborhoodSize) {
+				for (int i = xChange - 2; i >= 0; i--)
+					if (!change)
+						change = nextIndices(i, _size);
+			}
+
+			change = false;
+		}
+
+	}
+
+	/**
+	 * Compute the next  combination of mapping  indices
+	 * @param _indice  compute next combination of indexes  from this index
+	 * @param _size the solution size
+	 */
+
+	bool nextIndices(int _indice, unsigned _size) {
+
+		if (indices[_indice + 1] == _size - xChange + 1 + _indice) {
+
+			if (indices[_indice] + 1 < _size - xChange + 1 + _indice) {
+
+				indices[_indice]++;
+				unsigned int i = 1;
+
+				while (_indice + i < xChange) {
+
+					indices[_indice + i] = indices[_indice + i - 1] + 1;
+					i++;
+
+				}
+
+				return true;
+
+			} else {
+
+				return false;
+			}
+
+		} else {
+
+			indices[_indice + 1]++;
+			unsigned int i = 2;
+
+			while (_indice + i < xChange) {
+
+				indices[_indice + i] = indices[_indice + i - 1] + 1;
+				i++;
+
+			}
+
+			return true;
+		}
+
+	}
+
+	/**
+	 * Setter to fix the number of x-change positions
+	 * @param _xChange the number of x-change
+	 */
+
+	void setXChange(unsigned int _xChange) {
+		xChange = _xChange;
+	}
+
+	/**
+	 * Get the number of x-change
+	 */
+
+	unsigned int getXChange() {
+		return xChange;
+	}
+
+
+	/**
+	 * Return the class Name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moXChangeNeighborhood";
+	}
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moXSwapNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moXSwapNeighbor.h
new file mode 100755
index 000000000..027f1651f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/neighborhood/moXSwapNeighbor.h
@@ -0,0 +1,107 @@
+/*
+ <moXSwapNeighbor.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 _moXSwapNeighbor_h
+#define _moXSwapNeighbor_h
+
+#include <neighborhood/moBackableNeighbor.h>
+#include <neighborhood/moXChangeNeighbor.h>
+
+/**
+ * A X-Swap Neighbor
+ */
+
+template<class EOT, class Fitness = typename EOT::Fitness>
+class moXSwapNeighbor: public moBackableNeighbor<EOT> ,
+		public moXChangeNeighbor<EOT> {
+
+public:
+
+	using moXChangeNeighbor<EOT>::indices;
+	using moXChangeNeighbor<EOT>::xChange;
+	using moXChangeNeighbor<EOT>::key;
+
+	/**
+	 *Default Constructor
+	 */
+
+	moXSwapNeighbor() :
+		moXChangeNeighbor<EOT> () {
+	}
+
+	/**
+	 * Constructor
+	 * @param _xSwap the number of swap to do
+	 */
+
+	moXSwapNeighbor(unsigned int _xSwap) :
+		moXChangeNeighbor<EOT> (_xSwap) {
+	}
+
+	/**
+	 * Apply the K-swap
+	 * @param _solution the solution to move
+	 */
+	virtual void move(EOT& _solution) {
+		EOT tmp(1);
+		for (unsigned int i = 0; i < xChange-1; i++) {
+			tmp[0] = _solution[indices[i]];
+			_solution[indices[i]] = _solution[indices[i + 1]];
+			_solution[indices[i + 1]] = tmp[0];
+		}
+		_solution.invalidate();
+
+	}
+
+	/**
+	 * apply the K-swap to restore the solution (use by moFullEvalByModif)
+	 * @param _solution the solution to move back
+	 */
+	virtual void moveBack(EOT& _solution) {
+		EOT tmp(1);
+		for (int i = xChange-1; i > 0; i--) {
+			tmp[0] = _solution[indices[i]];
+			_solution[indices[i]] = _solution[indices[i - 1]];
+			_solution[indices[i - 1]] = tmp[0];
+		}
+		_solution.invalidate();
+	}
+
+	/**
+	 * Return the class name.
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moXSwapNeighbor";
+	}
+
+};
+
+#endif
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moLocalSearchInit.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moLocalSearchInit.h
new file mode 100644
index 000000000..d91c5c719
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moLocalSearchInit.h
@@ -0,0 +1,66 @@
+/*
+<moLocalSearchInit.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moLocalSearchInit_h
+#define _moLocalSearchInit_h
+
+#include <eoInit.h>
+#include <algo/moLocalSearch.h>
+
+/**
+ * Initialization of the solution with a local search
+ */
+template< class Neighbor >
+class moLocalSearchInit : public eoInit<typename Neighbor::EOT> {
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Constructor
+     * @param _init initialization of the solution before the local search
+     * @param _ls the local search to apply to the solution
+     */
+    moLocalSearchInit(eoInit<EOT>& _init, moLocalSearch<Neighbor>& _ls) : init(_init), ls(_ls) {
+    }
+
+    /**
+     * Apply the local search on the solution
+     * @param _solution to perturb
+     */
+    void operator()(EOT& _solution) {
+        init(_solution);
+        ls(_solution);
+    }
+
+private:
+    eoInit<EOT>& init;
+    moLocalSearch<Neighbor> & ls;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moMonOpPerturb.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moMonOpPerturb.h
new file mode 100644
index 000000000..c056bbf6a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moMonOpPerturb.h
@@ -0,0 +1,72 @@
+/*
+<moMonOpPerturb.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moMonOpPerturb_h
+#define _moMonOpPerturb_h
+
+#include <eoEvalFunc.h>
+#include <eoOp.h>
+#include <perturb/moPerturbation.h>
+#include <memory/moDummyMemory.h>
+
+/**
+ * Perturbation operator using only a eoMonOp
+ */
+template< class Neighbor >
+class moMonOpPerturb : public moPerturbation<Neighbor>, public moDummyMemory<Neighbor> {
+
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Constructor
+     * @param _monOp an eoMonOp (pertubation operator)
+     * @param _fullEval a full evaluation function
+     */
+    moMonOpPerturb(eoMonOp<EOT>& _monOp, eoEvalFunc<EOT>& _fullEval):monOp(_monOp), fullEval(_fullEval) {}
+
+    /**
+     * Apply monOp on the solution
+     * @param _solution to perturb
+     * @return value of monOp
+     */
+    bool operator()(EOT& _solution) {
+        bool res = monOp(_solution);
+	_solution.invalidate();
+        fullEval(_solution);
+        return res;
+    }
+
+private:
+    /** monOp */
+    eoMonOp<EOT>& monOp;
+    eoEvalFunc<EOT>& fullEval;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moNeighborhoodPerturb.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moNeighborhoodPerturb.h
new file mode 100644
index 000000000..676f5a828
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moNeighborhoodPerturb.h
@@ -0,0 +1,109 @@
+/*
+<moNeighborhoodPerturb.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moNeighborhoodPerturb_h
+#define _moNeighborhoodPerturb_h
+
+#include <eval/moEval.h>
+#include <perturb/moPerturbation.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Neighborhood Perturbation: explore the neighborhood to perturb the solution (the neighborhood could be different as the one used in the Local Search)
+ */
+template< class Neighbor, class OtherNeighbor >
+class moNeighborhoodPerturb : public moPerturbation<Neighbor> {
+
+public:
+    typedef typename Neighbor::EOT EOT;
+    typedef moNeighborhood<OtherNeighbor> OtherNH;
+
+    /**
+     * Constructor
+     * @param _otherNeighborhood a neighborhood
+     * @param _eval an Evaluation Function
+     */
+    moNeighborhoodPerturb(OtherNH& _otherNeighborhood, moEval<OtherNeighbor>& _eval): otherNeighborhood(_otherNeighborhood), eval(_eval) {}
+
+    /**
+     * Apply move on the solution
+     * @param _solution the current solution
+     * @return true
+     */
+    virtual bool operator()(EOT& _solution) {
+        if (otherNeighborhood.hasNeighbor(_solution)) {
+            eval(_solution, current);
+            current.move(_solution);
+            _solution.fitness(current.fitness());
+        }
+        return true;
+    }
+
+    /**
+     * Init the neighborhood
+     * @param _sol the current solution
+     */
+    virtual void init(EOT & _sol) {
+        if (otherNeighborhood.hasNeighbor(_sol))
+            otherNeighborhood.init(_sol, current);
+    }
+
+    /**
+     * ReInit the neighborhood because a move was done
+     * @param _sol the current solution
+     * @param _neighbor unused neighbor (always empty)
+     */
+    virtual void add(EOT & _sol, Neighbor & _neighbor) {
+        (*this).init(_sol);
+    }
+
+    /**
+     * Explore another neighbor because no move was done
+     * @param _sol the current solution
+     * @param _neighbor unused neighbor (always empty)
+     */
+    virtual void update(EOT & _sol, Neighbor & _neighbor) {
+        if (otherNeighborhood.cont(_sol))
+            otherNeighborhood.next(_sol, current);
+        else
+            (*this).init(_sol);
+    }
+
+    /**
+     * NOTHING TO DO
+     */
+    virtual void clearMemory() {}
+
+private:
+    OtherNH& otherNeighborhood;
+    moEval<OtherNeighbor>& eval;
+    OtherNeighbor current;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moPerturbation.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moPerturbation.h
new file mode 100644
index 000000000..46fb9b0b9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moPerturbation.h
@@ -0,0 +1,42 @@
+/*
+<moPertubation.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moPertubation_h
+#define _moPertubation_h
+
+#include <eoOp.h>
+#include <memory/moMemory.h>
+
+/**
+ * Abstract class for Perturbation operator
+ */
+template< class Neighbor >
+class moPerturbation : public eoMonOp<typename Neighbor::EOT>, virtual public moMemory<Neighbor> {};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moRestartPerturb.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moRestartPerturb.h
new file mode 100644
index 000000000..c1b4b78ba
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moRestartPerturb.h
@@ -0,0 +1,77 @@
+/*
+<moRestartPerturb.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moRestartPerturb_h
+#define _moRestartPerturb_h
+
+
+#include <eoEvalFunc.h>
+#include <eoInit.h>
+#include <perturb/moPerturbation.h>
+#include <memory/moCountMoveMemory.h>
+
+/**
+ * Restart Perturbation : restart when maximum number of iteration with no improvement is reached
+ */
+template< class Neighbor >
+class moRestartPerturb : public moPerturbation<Neighbor>, public moCountMoveMemory<Neighbor> {
+
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Constructor
+     * @param _initializer an initializer of solution
+     * @param _fullEval a full evaluation function
+     * @param _threshold maximum number of iteration with no improvement
+     */
+    moRestartPerturb(eoInit<EOT>& _initializer, eoEvalFunc<EOT>& _fullEval, unsigned int _threshold):initializer(_initializer), fullEval(_fullEval), threshold(_threshold) {}
+
+    /**
+     * Apply restart when necessary
+     * @param _solution to restart
+     * @return true
+     */
+    bool operator()(EOT& _solution) {
+        if ((*this).getCounter()>= threshold) {
+            initializer(_solution);
+            fullEval(_solution);
+            (*this).initCounter();
+        }
+        return true;
+    }
+
+private:
+    eoInit<EOT>& initializer;
+    eoEvalFunc<EOT>& fullEval;
+    unsigned int threshold;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moSolInit.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moSolInit.h
new file mode 100644
index 000000000..8707d47fa
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/perturb/moSolInit.h
@@ -0,0 +1,60 @@
+/*
+<moSolInit.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moSolInit_h
+#define _moSolInit_h
+
+#include <eoInit.h>
+
+/**
+ * Initialization of the solution with the external solution
+ */
+template< class EOT >
+class moSolInit : public eoInit<EOT> {
+public:
+
+    /**
+     * Constructor
+     * @param _extSol external solution of the initialization
+     */
+    moSolInit(EOT & _extSol) : extSol(_extSol) {}
+
+    /**
+     * Initialization on the external solution
+     * @param _solution to initialize
+     */
+    void operator()(EOT& _solution) {
+        _solution = extSol;
+    }
+
+private:
+    EOT& extSol;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moBitNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moBitNeighbor.h
new file mode 100644
index 000000000..f112fe180
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moBitNeighbor.h
@@ -0,0 +1,111 @@
+/*
+ <moBitNeighbor.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+ 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 _bitNeighbor_h
+#define _bitNeighbor_h
+
+#include <ga/eoBit.h>
+#include <neighborhood/moBackableNeighbor.h>
+#include <neighborhood/moIndexNeighbor.h>
+
+/**
+ * Neighbor related to a vector of Bit
+ */
+template< class Fitness >
+class moBitNeighbor : public moBackableNeighbor<eoBit<Fitness> >, public moIndexNeighbor<eoBit<Fitness> >
+{
+public:
+	typedef eoBit<Fitness> EOT;
+
+	using moBackableNeighbor<EOT>::fitness;
+	using moIndexNeighbor<EOT>::key;
+
+	/**
+	 * move the solution
+	 * @param _solution the solution to move
+	 */
+	virtual void move(EOT & _solution) {
+		_solution[key] = !_solution[key];
+		_solution.invalidate();
+	}
+
+	/**
+	 * move back the solution (useful for the evaluation by modif)
+	 * @param _solution the solution to move back
+	 */
+	virtual void moveBack(EOT & _solution) {
+		move(_solution);
+	}
+
+	/**
+	 * return the class name
+	 * @return the class name as a std::string
+	 */
+	virtual std::string className() const {
+		return "moBitNeighbor";
+	}
+
+	/**
+	 * Read object.\
+     * Calls base class, just in case that one had something to do.
+	 * The read and print methods should be compatible and have the same format.
+	 * In principle, format is "plain": they just print a number
+	 * @param _is a std::istream.
+	 * @throw runtime_std::exception If a valid object can't be read.
+	 */
+	virtual void readFrom(std::istream& _is) {
+		std::string fitness_str;
+		int pos = _is.tellg();
+		_is >> fitness_str;
+		if (fitness_str == "INVALID") {
+			throw std::runtime_error("invalid fitness");
+		} else {
+			Fitness repFit;
+			_is.seekg(pos);
+			_is >> repFit;
+			_is >> key;
+			fitness(repFit);
+		}
+	}
+
+	/**
+	 * Write object. Called printOn since it prints the object _on_ a stream.
+	 * @param _os A std::ostream.
+	 */
+	virtual void printOn(std::ostream& _os) const {
+		_os << fitness() << ' ' << key << std::endl;
+	}
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moBitsNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moBitsNeighbor.h
new file mode 100644
index 000000000..e0f1363f1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moBitsNeighbor.h
@@ -0,0 +1,149 @@
+/*
+  <moBitsNeighbor.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 _moBitsNeighbor_h
+#define _moBitsNeighbor_h
+
+#include <neighborhood/moNeighbor.h>
+#include <vector>
+
+/**
+ * Neighbor to flip several bits
+ * of a solution of type eoBit
+ */
+template< class EOT, class Fitness=typename EOT::Fitness >
+class moBitsNeighbor : virtual public moNeighbor<EOT, Fitness>, public moBackableNeighbor<EOT>
+{
+public:
+
+  // position of bits which are flipped
+  std::vector<unsigned int> bits;
+
+  // number of bits to flip
+  unsigned int nBits;
+
+  /**
+   * Default Constructor
+   */
+  moBitsNeighbor() : moNeighbor<EOT, Fitness>() {}
+
+  /**
+   * Copy Constructor
+   * @param _source the neighbor to copy
+   */
+  moBitsNeighbor(const moBitsNeighbor& _source) : moNeighbor<EOT, Fitness>(_source) {
+    bits.resize(_source.bits.size());
+
+    nBits = _source.nBits;
+
+    for(unsigned i = 0; i < bits.size(); i++)
+      this->bits[i] = _source.bits[i] ;
+  }
+
+  /**
+   * Assignment operator
+   * @param _source the source neighbor
+   */
+  moBitsNeighbor<EOT, Fitness> & operator=(const moBitsNeighbor<EOT, Fitness> & _source) {
+    moNeighbor<EOT, Fitness>::operator=(_source);
+
+    if (bits.size() != _source.bits.size())
+      bits.resize(_source.bits.size());
+
+    nBits = _source.nBits;
+
+    for(unsigned i = 0; i < bits.size(); i++)
+      this->bits[i] = _source.bits[i] ;
+
+    return *this ;
+  }
+
+  /**
+   * Return the class Name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moBitsNeighbor";
+  }
+  
+  /**
+   * flipped the bits according to the bits vector
+   * @param _solution the solution to move
+   */
+  virtual void move(EOT& _solution) {
+    for(unsigned i = 0; i < nBits; i++)
+      _solution[ this->bits[i] ] = !_solution[ this->bits[i] ];
+  }
+
+  /**
+   * flipped the bits according to the bits vector
+   * @param _solution the solution to move back
+   */
+  virtual void moveBack(EOT& _solution) {
+    for(unsigned i = 0; i < nBits; i++)
+      _solution[ this->bits[i] ] = !_solution[ this->bits[i] ];
+  }
+
+  /**
+   * @param _neighbor a neighbor
+   * @return if _neighbor and this one are equals
+   */
+  virtual bool equals(moBitsNeighbor<EOT,Fitness> & _neighbor) {
+    if (nBits != _neighbor.nBits)
+      return false;
+    else {
+      unsigned int i = 0;
+
+      while ((i < nBits) && (bits[i] == _neighbor.bits[i])) i++;
+
+      if (i < nBits)
+	return false;
+      else
+	return true;
+    }
+  }
+
+  /**
+   * Write object. Called printOn since it prints the object _on_ a stream.
+   * @param _os A std::ostream.
+   */
+  virtual void printOn(std::ostream& _os) const {
+    _os << this->fitness() << " " << nBits ;
+    for(unsigned int i = 0; i < nBits; i++)
+      _os << " "  << bits[i] ;
+  }
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moBitsNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moBitsNeighborhood.h
new file mode 100644
index 000000000..b50c8472e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moBitsNeighborhood.h
@@ -0,0 +1,197 @@
+/*
+  <moBitsNeighborhood.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 _moBitsNeighborhood_h
+#define _moBitsNeighborhood_h
+
+#include <neighborhood/moNeighborhood.h>
+#include <utils/eoRNG.h>
+#include <vector>
+
+/**
+ * A neighborhood for bit string solutions
+ * where several bits could be flipped
+ * in a given Hamming distance
+ */
+template< class Neighbor >
+class moBitsNeighborhood : public moNeighborhood<Neighbor>
+{
+public:
+
+  /**
+   * Define type of a solution corresponding to Neighbor
+   */
+  typedef typename Neighbor::EOT EOT;
+
+  /**
+   * Constructor
+   * @param _length bit string length
+   * @param _nBits maximum number of bits to flip (radius of the neighborhood)
+   */
+  moBitsNeighborhood(unsigned _length, unsigned _nBits): moNeighborhood<Neighbor>(), length(_length), nBits(_nBits) {
+    int j;
+    bool last;
+
+    neighborhoodSize = 0;
+
+    for(int d = 1; d <= nBits; d++) {
+      vector<unsigned int> bits(d);
+
+      // the first one for this Hamming distance
+      for(unsigned i = 0; i < d; i++)
+	bits[i] = i;
+
+      neighborsVec.push_back(bits);
+
+      // the others ones
+      last = false;
+
+      while(!last) {
+	j = d - 1;
+
+	if (bits[j] < length - 1) {
+	  bits[j]++;
+	  neighborsVec.push_back(bits);
+	} else {
+	  j--;
+
+	  while ( (j >= 0) && (bits[j] + 1 == bits[j+1]) ) 
+	    j--;
+
+	  if (j < 0) {
+	    last = true;
+	  } else {
+	    bits[j]++;
+
+	    for(unsigned i = j+1; i < d; i++)
+	      bits[i] = bits[i-1] + 1;
+
+	    neighborsVec.push_back(bits);
+	  }
+	}
+
+      }
+    }
+
+    neighborhoodSize = neighborsVec.size();
+  }
+
+  /**
+   * Test if it exist a neighbor
+   * @param _solution the solution to explore
+   * @return true if the neighborhood was not empty: the population size is at least 1
+   */
+  virtual bool hasNeighbor(EOT& _solution) {
+    return _solution.size() > 0;
+  }
+  
+  /**
+   * Initialization of the neighborhood: 
+   * apply several bit flips on the solution
+   * @param _solution the solution to explore 
+   * @param _neighbor the first neighbor
+   */
+  virtual void init(EOT & _solution, Neighbor & _neighbor) {
+    key = 0;
+
+    _neighbor.bits.resize(nBits);
+
+    setNeighbor(0, _neighbor);
+  }
+  
+  /**
+   * Give the next neighbor
+   * apply several bit flips on the solution
+   * @param _solution the solution to explore (population of solutions)
+   * @param _neighbor the next neighbor which in order of distance
+   */
+  virtual void next(EOT & _solution, Neighbor & _neighbor) {
+    key++;
+
+    setNeighbor(key, _neighbor);
+  }
+  
+  /**
+   * Test if all neighbors are explored or not,if false, there is no neighbor left to explore
+   * @param _solution the solution to explore
+   * @return true if there is again a neighbor to explore: population size larger or equals than 1
+   */
+  virtual bool cont(EOT & _solution) {
+    return key < neighborhoodSize - 1;
+  }
+  
+  /**
+   * Return the class Name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moBitsNeighborhood";
+  }
+
+  unsigned int index() {
+    return key;
+  }
+
+protected:
+  // length of the bit strings
+  unsigned int length;
+
+  // radius of the neighborhood
+  unsigned int nBits;
+
+  // size of the neighborhood
+  unsigned int neighborhoodSize;
+
+  // list of neighbors 
+  vector< vector<unsigned int> > neighborsVec;
+
+  // key of the neighbor which is currently explored
+  unsigned int key;
+
+
+  /**
+   * Set the neighbor to the correct neighbor
+   * @param _key index in neighborVec of the neighbor to set
+   * @param _neighbor neighbor to set
+   */
+  virtual void setNeighbor(unsigned _key, Neighbor & _neighbor) {
+    _neighbor.nBits = neighborsVec[_key].size();
+
+    for(unsigned i = 0; i < _neighbor.nBits; i++)
+      _neighbor.bits[i] = neighborsVec[_key][i];
+  } 
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moBitsWithoutReplNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moBitsWithoutReplNeighborhood.h
new file mode 100644
index 000000000..eba60ff99
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moBitsWithoutReplNeighborhood.h
@@ -0,0 +1,162 @@
+/*
+  <moBitsWithoutReplNeighborhood.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 _moBitsWithoutReplNeighborhood_h
+#define _moBitsWithoutReplNeighborhood_h
+
+#include <neighborhood/moNeighborhood.h>
+#include <problems/bitString/moBitsNeighborhood.h>
+#include <utils/eoRNG.h>
+#include <vector>
+
+/**
+ * A neighborhood for bit string solutions
+ * where several bits could be flipped
+ * under a given Hamming distance
+ *
+ * The neighborhood is explred in a random order
+ * and the number of neighbors is fixed by a number
+ */
+template< class Neighbor >
+class moBitsWithoutReplNeighborhood : public moBitsNeighborhood<Neighbor>
+{
+  using moBitsNeighborhood<Neighbor>::neighborhoodSize;
+  using moBitsNeighborhood<Neighbor>::setNeighbor;
+  using moBitsNeighborhood<Neighbor>::key;
+  using moBitsNeighborhood<Neighbor>::nBits;
+
+public:
+
+  /**
+   * Define type of a solution corresponding to Neighbor
+   */
+  typedef typename Neighbor::EOT EOT;
+
+  /**
+   * Constructor
+   * @param _length bit string length
+   * @param _nBits maximum number of bits to flip (radius of the neighborhood)
+   * @param _sampleSize  number of neighbor to sample in the neighborhood
+   */
+  moBitsWithoutReplNeighborhood(unsigned _length, unsigned _nBits, unsigned _sampleSize): moBitsNeighborhood<Neighbor>(_length, _nBits), sampleSize(_sampleSize) {
+    if (sampleSize > neighborhoodSize || sampleSize == 0)
+      sampleSize = neighborhoodSize;
+
+    indexVector.resize(neighborhoodSize);
+
+    for(unsigned int i = 0; i < neighborhoodSize; i++)
+      indexVector[i] = i;
+  }
+
+  /**
+   * Test if it exist a neighbor
+   * @param _solution the solution to explore
+   * @return true if the neighborhood was not empty: the population size is at least 1
+   */
+  virtual bool hasNeighbor(EOT& _solution) {
+    return _solution.size() > 0;
+  }
+  
+  /**
+   * Initialization of the neighborhood: 
+   * apply several bit flips on the solution
+   * @param _solution the solution to explore 
+   * @param _neighbor the first neighbor
+   */
+  virtual void init(EOT & _solution, Neighbor & _neighbor) {
+    maxIndex = neighborhoodSize ;
+
+    unsigned i = rng.random(maxIndex);
+    key = indexVector[i];
+
+    unsigned tmp              = indexVector[i];
+    indexVector[i]            = indexVector[maxIndex - 1];
+    indexVector[maxIndex - 1] = tmp;
+    maxIndex--;
+
+    _neighbor.bits.resize(nBits);
+    setNeighbor(key, _neighbor);
+  }
+  
+  /**
+   * Give the next neighbor
+   * apply several bit flips on the solution
+   * @param _solution the solution to explore (population of solutions)
+   * @param _neighbor the next neighbor which in order of distance
+   */
+  virtual void next(EOT & _solution, Neighbor & _neighbor) {
+    unsigned i = rng.random(maxIndex);
+    key = indexVector[i];
+
+    unsigned tmp              = indexVector[i];
+    indexVector[i]            = indexVector[maxIndex - 1];
+    indexVector[maxIndex - 1] = tmp;
+    maxIndex--;
+
+    setNeighbor(key, _neighbor);
+  }
+  
+  /**
+   * Test if all neighbors are explored or not,if false, there is no neighbor left to explore
+   * @param _solution the solution to explore
+   * @return true if there is again a neighbor to explore: population size larger or equals than 1
+   */
+  virtual bool cont(EOT & _solution) {
+    return neighborhoodSize - maxIndex < sampleSize ;
+  }
+  
+  /**
+   * Return the class Name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moBitsWithoutReplNeighborhood";
+  }
+
+  unsigned int index() {
+    return key;
+  }
+
+protected:
+  // number of remainded neighbors to sample
+  unsigned int maxIndex;
+
+  // vector of possible index
+  std::vector<unsigned int> indexVector;
+
+  // maximum number of visited neighbor i.e. number of neighbor to sample in the neighborhood
+  unsigned int sampleSize;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopBitNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopBitNeighbor.h
new file mode 100644
index 000000000..30657ec44
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopBitNeighbor.h
@@ -0,0 +1,114 @@
+/*
+  <moPopBitNeighbor.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moPopBitNeighbor_h
+#define _moPopBitNeighbor_h
+
+#include <eoPop.h>
+#include <ga/eoBit.h>
+#include <problems/bitString/moPopSol.h>
+#include <neighborhood/moIndexNeighbor.h>
+
+/**
+ * Neighbor related to a vector of Bit
+ */
+template< class Fitness >
+class moPopBitNeighbor : public moIndexNeighbor< moPopSol<eoBit<Fitness> > >
+{
+public:
+  typedef moPopSol<eoBit<Fitness> > EOT ;
+  typedef eoBit<Fitness> SUBEOT;
+
+  using moIndexNeighbor<EOT>::fitness;
+  using moIndexNeighbor<EOT>::key;
+
+  /**
+   * move the solution
+   * @param _solution the solution to move
+   */
+  virtual void move(EOT & _solution) {
+    if(_solution[0].size()>0){
+      unsigned size=_solution[0].size();
+      unsigned s = key/size;
+      unsigned b = key%size;
+      _solution[s][b] = !_solution[s][b];
+      _solution[s].fitness(subfit);
+      _solution.invalidate();
+    }
+  }
+
+  void setSubFit(Fitness _subfit){
+    subfit=_subfit;
+  }
+
+  /**
+   * return the class name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moPopBitNeighbor";
+  }
+
+  /**
+   * Read object.\
+   * Calls base class, just in case that one had something to do.
+   * The read and print methods should be compatible and have the same format.
+   * In principle, format is "plain": they just print a number
+   * @param _is a std::istream.
+   * @throw runtime_std::exception If a valid object can't be read.
+   */
+  virtual void readFrom(std::istream& _is) {
+    std::string fitness_str;
+    int pos = _is.tellg();
+    _is >> fitness_str;
+    if (fitness_str == "INVALID") {
+      throw std::runtime_error("invalid fitness");
+    }
+    else {
+      Fitness repFit ;
+      _is.seekg(pos);
+      _is >> repFit;
+      _is >> key;
+      fitness(repFit);
+    }
+  }
+
+  /**
+   * Write object. Called printOn since it prints the object _on_ a stream.
+   * @param _os A std::ostream.
+   */
+  virtual void printOn(std::ostream& _os) const {
+    _os << fitness() << ' ' << key << std::endl;
+  }
+
+private:
+  Fitness subfit;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopBitsNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopBitsNeighbor.h
new file mode 100644
index 000000000..2576e2f56
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopBitsNeighbor.h
@@ -0,0 +1,199 @@
+/*
+  <moPopBitsNeighbor.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moPopBitsNeighbor_h
+#define _moPopBitsNeighbor_h
+
+#include <eoPop.h>
+#include <problems/bitString/moPopSol.h>
+#include <neighborhood/moNeighbor.h>
+
+/**
+ * Bits neighbor: apply a bit flip on several solution in the set-solution
+ */
+template< class EOT >
+class moPopBitsNeighbor : public moNeighbor<EOT>
+{
+public:
+  typedef typename EOT::SUBEOT SUBEOT ;
+  typedef typename SUBEOT::Fitness SUBFitness;
+
+  using moNeighbor<EOT>::fitness;
+
+  /**
+   * Empty Constructor
+   */
+  moPopBitsNeighbor() : moNeighbor<EOT>() {
+  }
+
+  /**
+   * Copy Constructor
+   * @param _neighbor to copy
+   */
+  moPopBitsNeighbor(const moPopBitsNeighbor<EOT>& _neighbor) {
+    fitness(_neighbor.fitness());
+
+    mutate.resize( _neighbor.mutate.size() );
+
+    for(unsigned int i = 0; i < mutate.size(); i++)
+      mutate[i] = _neighbor.mutate[i];
+
+    bits.resize( _neighbor.bits.size() );
+
+    for(unsigned int i = 0; i < bits.size(); i++)
+      bits[i] = _neighbor.bits[i];
+
+    fitSol.resize( _neighbor.fitSol.size() );
+
+    for(unsigned int i = 0; i < fitSol.size(); i++)
+      fitSol[i] = _neighbor.fitSol[i];
+  }
+
+  /**
+   * Assignment operator
+   * @param _neighbor the neighbor to assign
+   * @return a neighbor equal to the other
+   */
+  virtual moPopBitsNeighbor<EOT>& operator=(const moPopBitsNeighbor<EOT>& _neighbor) {
+    fitness(_neighbor.fitness());
+
+    mutate.resize( _neighbor.mutate.size() );
+
+    for(unsigned int i = 0; i < mutate.size(); i++)
+      mutate[i] = _neighbor.mutate[i];
+
+    bits.resize( _neighbor.bits.size() );
+
+    for(unsigned int i = 0; i < bits.size(); i++)
+      bits[i] = _neighbor.bits[i];
+
+    fitSol.resize( _neighbor.fitSol.size() );
+
+    for(unsigned int i = 0; i < fitSol.size(); i++)
+      fitSol[i] = _neighbor.fitSol[i];
+
+    return (*this);
+  }
+
+  /**
+   * Move the solution according to the information of this neighbor
+   * @param _solution the solution to move
+   */
+  virtual void move(EOT & _solution) {
+    if (_solution.size() > 0) {
+
+      for(unsigned i = 0; i < mutate.size(); i++)
+	if (mutate[i]) {
+	  _solution[i][ bits[i] ] = !_solution[i][ bits[i] ] ;
+	  _solution[i].fitness( fitSol[i] );
+	}
+
+      _solution.invalidate();
+    }
+  }
+
+  /**
+   * return the class name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moPopBitsNeighbor";
+  }
+
+  /**
+   * Read object.\
+   * Calls base class, just in case that one had something to do.
+   * The read and print methods should be compatible and have the same format.
+   * In principle, format is "plain": they just print a number
+   * @param _is a std::istream.
+   * @throw runtime_std::exception If a valid object can't be read.
+   */
+  virtual void readFrom(std::istream& _is) {
+    std::string fitness_str;
+    int pos = _is.tellg();
+    _is >> fitness_str;
+    if (fitness_str == "INVALID") {
+      throw std::runtime_error("invalid fitness");
+    }
+    else {
+      typename EOT::Fitness repFit ;
+      _is.seekg(pos);
+      _is >> repFit;
+
+      fitness(repFit);
+
+      unsigned int s ;
+      _is >> s;
+
+      mutate.resize(s);
+      bits.resize(s);
+      fitSol.resize(s);
+
+      bool m;
+      unsigned int b;
+      SUBFitness f;
+
+      for(unsigned i = 0; i < s; i++) {
+	_is >> m;
+	_is >> b;
+	_is >> f;
+
+	mutate[i] = m;
+	bits[i]   = b;
+	fitSol[i] = f;
+      }
+    }
+  }
+
+  /**
+   * Write object. Called printOn since it prints the object _on_ a stream.
+   * @param _os A std::ostream.
+   */
+  virtual void printOn(std::ostream& _os) const {
+    _os << fitness() ;
+
+    _os << ' ' << mutate.size();
+
+    for(unsigned int i = 0; i < mutate.size(); i++) 
+      _os << ' ' << mutate[i] << ' ' << bits[i] << ' ' << fitSol[i];
+
+    _os << std::endl;
+  }
+
+  // Information on the bitflip on each solution: true=bit flip
+  vector<bool> mutate;
+
+  // Information on the bit which is flipped
+  vector<unsigned int> bits;
+
+  // fitness of the mutated solutions
+  vector<SUBFitness> fitSol;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopBitsRndNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopBitsRndNeighborhood.h
new file mode 100644
index 000000000..6b95d48f0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopBitsRndNeighborhood.h
@@ -0,0 +1,136 @@
+/*
+  <moPopBitsRndNeighborhood.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 _moPopBitsRndNeighborhood_h
+#define _moPopBitsRndNeighborhood_h
+
+#include <neighborhood/moRndNeighborhood.h>
+#include <utils/eoRNG.h>
+
+/**
+ * A Bits neighborhood with one random bit flip on random solutions
+ */
+template< class Neighbor >
+class moPopBitsRndNeighborhood : public moRndNeighborhood<Neighbor>
+{
+public:
+
+  /**
+   * Define type of a solution corresponding to Neighbor
+   */
+  typedef typename Neighbor::EOT EOT;
+
+  /**
+   * Define type of a sub-solution which compose the population
+   */
+  typedef typename EOT::SUBEOT SUBEOT;
+
+  /**
+   * Constructor
+   * @param _rate mutation rate
+   */
+  moPopBitsRndNeighborhood(double _rate): moRndNeighborhood<Neighbor>(), mutationRate(_rate) {}
+
+  /**
+   * Test if it exist a neighbor
+   * @param _solution the solution to explore
+   * @return true if the neighborhood was not empty: the population size is at least 1
+   */
+  virtual bool hasNeighbor(EOT& _solution) {
+    return _solution.size() > 0;
+  }
+  
+  /**
+   * Initialization of the neighborhood: 
+   * apply one bit flip on several solutions according to the mutation rate
+   * @param _solution the solution to explore (population of solutions)
+   * @param _neighbor the first neighbor
+   */
+  virtual void init(EOT & _solution, Neighbor & _neighbor) {
+    unsigned int popSize = _solution.size();
+    unsigned int length  = _solution[0].size();
+
+    _neighbor.mutate.resize(popSize);
+    _neighbor.bits.resize(popSize);
+    _neighbor.fitSol.resize(popSize);
+    
+    for(unsigned int i = 0; i < popSize; i++) {
+      _neighbor.mutate[i] = rng.uniform() < mutationRate;
+
+      if (_neighbor.mutate[i]) 
+	_neighbor.bits[i] = rng.random(length);
+    }
+  }
+  
+  /**
+   * Give the next neighbor
+   * apply one bit flip on several solutions according to the mutation rate
+   * @param _solution the solution to explore (population of solutions)
+   * @param _neighbor the next neighbor which is "random"
+   */
+  virtual void next(EOT & _solution, Neighbor & _neighbor) {
+    unsigned int popSize = _solution.size();
+    unsigned int length  = _solution[0].size();
+
+    for(unsigned int i = 0; i < popSize; i++) {
+      _neighbor.mutate[i] = rng.uniform() < mutationRate;
+
+      if (_neighbor.mutate[i]) 
+	_neighbor.bits[i] = rng.random(length);
+    }
+  }
+  
+  /**
+   * Test if all neighbors are explored or not,if false, there is no neighbor left to explore
+   * @param _solution the solution to explore
+   * @return true if there is again a neighbor to explore: population size larger or equals than 1
+   */
+  virtual bool cont(EOT & _solution) {
+    return _solution.size() > 0;
+  }
+  
+  /**
+   * Return the class Name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moPopBitsRndNeighborhood";
+  }
+
+private:
+  //mutation rate
+  double mutationRate;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopSol.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopSol.h
new file mode 100644
index 000000000..4ffc7bceb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopSol.h
@@ -0,0 +1,62 @@
+/*
+<moPopSol.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moPopSol_h
+#define _moPopSol_h
+
+#include <EO.h>
+#include <eoPop.h>
+
+template <class EOT>
+class moPopSol : public EO<double>, public std::vector<EOT>{
+public:
+  typedef EOT SUBEOT; // public type of the solution
+
+  typedef typename EO<double>::Fitness Fitness;
+  using EO<double>::invalidate;
+  
+  moPopSol(): EO<double>() {
+  }
+
+  virtual void printOn(std::ostream& _os) const
+  {
+    if (this->invalid()) {
+      _os << (*this).size() << " " << "INVALID" << '\n';
+      for(unsigned int i=0; i<(*this).size(); i++)
+	_os << (*this).operator[](i) << std::endl;
+    } else {
+      _os << (*this).size() << " " << (*this).fitness() << '\n';
+      for(unsigned int i=0; i<(*this).size(); i++)
+	_os << (*this).operator[](i) << std::endl;
+    }
+  }
+  
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopSolInit.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopSolInit.h
new file mode 100644
index 000000000..6e246cba1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopSolInit.h
@@ -0,0 +1,68 @@
+/*
+<moPopSolInit.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moPopSolInit_h
+#define _moPopSolInit_h
+
+#include <problems/bitString/moPopSol.h>
+#include <eoInit.h>
+
+template <class EOT>
+class moPopSolInit: public eoInit<EOT> {
+public:
+  typedef typename EOT::SUBEOT SUBEOT;
+
+  /**
+   * Default constructor
+   *
+   * @param _rnd initializer of a solution
+   * @param _popSize population size of the solution-set
+   */
+  moPopSolInit(eoInit<SUBEOT> & _rnd, unsigned int _popSize) : rnd(_rnd), popSize(_popSize){}
+
+  void operator()(EOT & _sol) {
+    SUBEOT tmp;
+    
+    _sol.clear();
+
+    for(unsigned int i = 0; i < popSize; i++){
+      rnd(tmp);
+      _sol.push_back(tmp);
+    }
+
+    _sol.invalidate();
+  }
+
+private:
+  eoInit<SUBEOT>& rnd;
+  unsigned int popSize;
+  
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopSolNonDomInit.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopSolNonDomInit.h
new file mode 100644
index 000000000..189d8c981
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopSolNonDomInit.h
@@ -0,0 +1,79 @@
+/*
+<moPopSolNonDomInit.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moPopSolNonDomInit_h
+#define _moPopSolNonDomInit_h
+
+#include <problems/bitString/moPopSol.h>
+#include <eoInit.h>
+#include <archive/moeoUnboundedArchive.h>
+
+template <class EOT>
+class moPopSolNonDomInit: public eoInit<EOT> {
+public:
+  typedef typename EOT::SUBEOT SUBEOT;
+
+  /**
+   * Default constructor
+   *
+   * @param _rnd initializer of a solution
+   * @param _popSize population size of the solution-set
+   */
+  moPopSolNonDomInit(eoInit<SUBEOT> & _rnd, eoEvalFunc<SUBEOT> & _eval, unsigned int _popSize) : rnd(_rnd), eval(_eval), popSize(_popSize){}
+
+  void operator()(EOT & _sol) {
+    SUBEOT tmp;
+    
+    _sol.clear();
+
+    archive.clear();
+
+    while (archive.size() < popSize) {
+      rnd(tmp);
+      eval(tmp);
+      archive(tmp);
+    }
+
+    for(unsigned int i = 0; i < popSize; i++){
+      _sol.push_back(archive[i]);
+    }
+
+    _sol.invalidate();
+  }
+
+private:
+  eoInit<SUBEOT>& rnd;
+  eoEvalFunc<SUBEOT> & eval;
+  unsigned int popSize;
+  
+  moeoUnboundedArchive<SUBEOT> archive;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopXoverNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopXoverNeighbor.h
new file mode 100644
index 000000000..5971e410e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopXoverNeighbor.h
@@ -0,0 +1,162 @@
+/*
+  <moPopXoverNeighbor.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  This software is governed by the CeCILL license under French law and
+  abiding by the rules of distribution of free software.  You can  ue,
+  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".
+
+  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 _moPopXoverNeighbor_h
+#define _moPopXoverNeighbor_h
+
+#include <eoPop.h>
+#include <problems/bitString/moPopSol.h>
+#include <neighborhood/moNeighbor.h>
+
+/**
+ * Crossover neighbor: apply one crossover operator between 2 random solutions of the population 
+ */
+template< class EOT >
+class moPopXoverNeighbor : public moNeighbor<EOT>
+{
+public:
+  typedef typename EOT::SUBEOT SUBEOT ;
+
+  using moNeighbor<EOT>::fitness;
+
+  /**
+   * Move the solution according to the information of this neighbor
+   * @param _solution the solution to move
+   */
+  virtual void move(EOT & _solution) {
+    if (_solution.size() > 0) {
+      _solution[i1] = sol1;
+      _solution[i2] = sol2;
+
+      _solution.invalidate();
+    }
+  }
+
+  /**
+   * Set the index of the solutions on which the crossover is applied
+   *
+   * @param _i1 index of the first solution
+   * @param _i2 index of the second solution
+   */
+  void setIndexes(unsigned int _i1, unsigned int _i2){
+    i1 = _i1;
+    i2 = _i2;
+  }
+
+  /**
+   * Give the variable on the first solution 
+   *
+   * @return first solution
+   */
+  SUBEOT& solution1() {
+    return sol1;
+  }
+ 
+  /**
+   * Give the variable on the second solution 
+   *
+   * @return second solution
+   */
+  SUBEOT& solution2() {
+    return sol2;
+  }
+ 
+  /**
+   * Give the index in the population of the first solution 
+   *
+   * @return index of the first solution
+   */
+  unsigned int index1() {
+    return i1;
+  }
+ 
+  /**
+   * Give the index in the population of the second solution 
+   *
+   * @return index of the second solution
+   */
+  unsigned int index2() {
+    return i2;
+  }
+ 
+  /**
+   * return the class name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moPopXoverNeighbor";
+  }
+
+  /**
+   * Read object.\
+   * Calls base class, just in case that one had something to do.
+   * The read and print methods should be compatible and have the same format.
+   * In principle, format is "plain": they just print a number
+   * @param _is a std::istream.
+   * @throw runtime_std::exception If a valid object can't be read.
+   */
+  virtual void readFrom(std::istream& _is) {
+    std::string fitness_str;
+    int pos = _is.tellg();
+    _is >> fitness_str;
+    if (fitness_str == "INVALID") {
+      throw std::runtime_error("invalid fitness");
+    }
+    else {
+      typename EOT::Fitness repFit ;
+      _is.seekg(pos);
+      _is >> repFit;
+
+      _is >> i1;
+      _is >> i2;
+
+      _is >> sol1;
+      _is >> sol2;
+
+      fitness(repFit);
+    }
+  }
+
+  /**
+   * Write object. Called printOn since it prints the object _on_ a stream.
+   * @param _os A std::ostream.
+   */
+  virtual void printOn(std::ostream& _os) const {
+    _os << fitness() << ' ' << i1 << ' ' << i2 << ' ' << sol1 << ' ' << sol2 << std::endl;
+  }
+
+private:
+  // the two solutions which are the results of the crossover operator
+  SUBEOT sol1, sol2;
+
+  // index of the two solutions
+  unsigned int i1, i2;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopXoverRndNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopXoverRndNeighborhood.h
new file mode 100644
index 000000000..5f216ff6d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/bitString/moPopXoverRndNeighborhood.h
@@ -0,0 +1,145 @@
+/*
+  <moPopXoverRndNeighborhood.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 _moPopXoverRndNeighborhood_h
+#define _moPopXoverRndNeighborhood_h
+
+#include <neighborhood/moRndNeighborhood.h>
+#include <eoOp.h>
+#include <utils/eoRNG.h>
+
+/**
+ * A Xover neighborhood with random crossover between random solutions
+ */
+template< class Neighbor >
+class moPopXoverRndNeighborhood : public moRndNeighborhood<Neighbor>
+{
+public:
+
+  /**
+   * Define type of a solution corresponding to Neighbor
+   */
+  typedef typename Neighbor::EOT EOT;
+
+  /**
+   * Define type of a sub-solution which compose the population
+   */
+  typedef typename EOT::SUBEOT SUBEOT;
+
+  /**
+   * Constructor
+   * @param _crossover the crossover operator
+   * @param _maxNeighbor maximum neighbors to explore in the neighborhood
+   */
+  moPopXoverRndNeighborhood(eoQuadOp<SUBEOT> & _crossover, unsigned int _maxNeighbor = 0): moRndNeighborhood<Neighbor>(), crossover(_crossover), maxNeighbor(_maxNeighbor) {}
+
+  /**
+   * Test if it exist a neighbor
+   * @param _solution the solution to explore
+   * @return true if the neighborhood was not empty: the opulation soze is at least 2
+   */
+  virtual bool hasNeighbor(EOT& _solution) {
+    return _solution.size() > 1;
+  }
+  
+  /**
+   * Initialization of the neighborhood: 
+   * apply a ones the crossover operato between random solutions
+   * @param _solution the solution to explore (population of solutions)
+   * @param _neighbor the first neighbor
+   */
+  virtual void init(EOT & _solution, Neighbor & _neighbor) {
+    next(_solution, _neighbor);
+
+    nbNeighbor = 0;
+  }
+  
+  /**
+   * Give the next neighbor
+   * apply a ones the crossover operato between random solutions
+   * @param _solution the solution to explore (population of solutions)
+   * @param _neighbor the next neighbor which is "random"
+   */
+  virtual void next(EOT & _solution, Neighbor & _neighbor) {
+    unsigned int popSize = _solution.size();
+
+    // random solutions in the population
+    unsigned int i1, i2;
+
+    i1 = rng.random(popSize);
+    i2 = rng.random(popSize);
+
+    while (i2 == i1)
+      i2 = rng.random(popSize);
+
+    _neighbor.setIndexes(i1, i2);
+
+    // copy the solutions
+    _neighbor.solution1() = _solution[i1];
+    _neighbor.solution2() = _solution[i2];
+
+    // apply the crossover
+    crossover(_neighbor.solution1(), _neighbor.solution2());
+
+    // increase the number of neighbor explored
+    nbNeighbor++;
+  }
+  
+  /**
+   * Test if all neighbors are explored or not,if false, there is no neighbor left to explore
+   * @param _solution the solution to explore
+   * @return true if there is again a neighbor to explore: population size larger or equals than 2
+   */
+  virtual bool cont(EOT & _solution) {
+    if (maxNeighbor != 0)
+      return (_solution.size() > 1) && (nbNeighbor < maxNeighbor);
+    else
+      return _solution.size() > 1;
+  }
+  
+  /**
+   * Return the class Name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+    return "moPopXoverRndNeighborhood";
+  }
+  
+private:
+  eoQuadOp<SUBEOT> & crossover;
+  unsigned int maxNeighbor;
+  unsigned int nbNeighbor;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moMaxSATincrEval.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moMaxSATincrEval.h
new file mode 100644
index 000000000..69dfbdb2e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moMaxSATincrEval.h
@@ -0,0 +1,121 @@
+/*
+<moMaxSATincrEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moMaxSATincrEval_h
+#define _moMaxSATincrEval_h
+
+#include <eval/moEval.h>
+#include <eval/maxSATeval.h>
+
+/**
+ * Incremental evaluation Function for the max SAT problem
+ */
+template <class Neighbor>
+class moMaxSATincrEval : public moEval <Neighbor> {
+public :
+    typedef typename Neighbor::EOT EOT;
+
+    moMaxSATincrEval(MaxSATeval<EOT> & _fulleval) : fulleval(_fulleval) {
+        nbClauses = _fulleval.nbClauses;
+        nbVar     = _fulleval.nbVar;
+
+        clauses   =  _fulleval.clauses;
+        variables = _fulleval.variables;
+    }
+
+    /**
+     * incremental evaluation of the neighbor for the max SAT problem
+     * @param _solution the solution (of type bit string) to move
+     * @param _neighbor the neighbor (of type moBitNeigbor) to consider
+     */
+    virtual void operator()(EOT & _solution, Neighbor & _neighbor) {
+        // the difference of fitness
+        int delta = 0;
+
+        // the flipped bit
+        unsigned int bit = _neighbor.index();
+
+        // clauses which can be modified by the flipped bit
+        const std::vector<int> & modifiedClauses = variables[bit + 1] ; // remember that the variables start at index 1 and not 0
+        unsigned int size = modifiedClauses.size();
+
+        int nc;
+        bool litt;
+
+        for (unsigned int k = 0; k < size; k++) {
+            // number of the clause
+            nc = modifiedClauses[k];
+
+            // negative means that the not(variable) is in the clause
+            if (nc < 0) {
+                nc = - nc;
+                litt = !_solution[bit];
+            } else
+                litt = _solution[bit];
+
+            if (litt) {
+                // the litteral was true and becomes false
+                _solution[bit] = !_solution[bit];
+
+                if (!fulleval.clauseEval(nc, _solution))
+                    // the clause was true and becomes false
+                    delta--;
+
+                _solution[bit] = !_solution[bit];
+            } else {
+                // the litteral was false and becomes true
+                if (!fulleval.clauseEval(nc, _solution))
+                    // the clause was false and becomes true
+                    delta++;
+            }
+        }
+
+        _neighbor.fitness(_solution.fitness() + delta);
+    }
+
+protected:
+    // number of variables
+    unsigned int nbVar;
+    // number of clauses
+    unsigned int nbClauses;
+
+    // list of clauses:
+    //   each clause has the number of the variable (from 1 to nbVar)
+    //   when the value, litteral = not(variable)
+    std::vector<int> * clauses;
+
+    // list of variables:
+    //   for each variable, the list of clauses
+    std::vector<int> * variables;
+
+    //full eval of the max SAT
+    MaxSATeval<EOT> & fulleval;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moOneMaxIncrEval.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moOneMaxIncrEval.h
new file mode 100644
index 000000000..c97b096e2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moOneMaxIncrEval.h
@@ -0,0 +1,58 @@
+/*
+<moOneMaxIncrEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moOneMaxIncrEval_H
+#define _moOneMaxIncrEval_H
+
+#include <eval/moEval.h>
+
+/**
+ * Incremental evaluation Function for the OneMax problem
+ */
+template< class Neighbor >
+class moOneMaxIncrEval : public moEval<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /*
+    * incremental evaluation of the neighbor for the oneMax problem
+    * @param _solution the solution to move (bit string)
+    * @param _neighbor the neighbor to consider (of type moBitNeigbor)
+    */
+    virtual void operator()(EOT & _solution, Neighbor & _neighbor) {
+        if (_solution[_neighbor.index()] == 0)
+            _neighbor.fitness(_solution.fitness() + 1);
+        else
+            _neighbor.fitness(_solution.fitness() - 1);
+    }
+};
+
+#endif
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moPopBitEval.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moPopBitEval.h
new file mode 100644
index 000000000..d856bfd00
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moPopBitEval.h
@@ -0,0 +1,109 @@
+/*
+  <moPopBitEval.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moPopBitEval_H
+#define moPopBitEval_H
+
+#include <eoFunctor.h>
+#include <eval/moEval.h>
+
+/**
+ * Class to compute the fitness of the solution-set after mutation of one bit
+ */
+template<class Neighbor>
+class moPopBitEval : public moEval<Neighbor>
+{
+public:
+  typedef typename Neighbor::EOT EOT;
+  typedef typename Neighbor::SUBEOT SUBEOT; // type of the solution
+
+  typedef typename SUBEOT::Fitness Fitness; // fitness type of the solution
+
+  /**
+   * Default constructor
+   *
+   * @param _eval evaluation function of the solution
+   * @param _p exponent of the p-norm to compute the fitness of the solution-set 
+   */
+  moPopBitEval(eoEvalFunc<SUBEOT>& _eval, unsigned int _p):eval(_eval), p(_p){
+
+  }
+
+  /**
+   * Compute the fitness of the neighbor after one bit mutation
+   *
+   * @param _sol the solution-set
+   * @param _n the neighbor which is supposed to be indexed
+   */
+  void operator()(EOT& _sol, Neighbor& _n){
+    if(_sol[0].size()>0) {
+      // index of the solution and the bit
+      unsigned int size = _sol[0].size();
+      unsigned int s    = _n.index() / size; // solution index
+      unsigned int b    = _n.index() % size; // bit index
+
+      // flip the right bit
+      _sol[s][b] = !_sol[s][b];
+
+      // compute and save the fitness of the solution s
+      fitOfSol = _sol[s].fitness();
+
+      _sol[s].invalidate();
+      eval(_sol[s]);
+
+      _n.setSubFit(_sol[s].fitness());
+
+      // compute the fitness of the solution-set
+      double fit = 0;
+      for (unsigned int i = 0; i < _sol.size(); i++) 
+	fit += pow((double) _sol[i].fitness(), (int) p);
+      
+      fit = pow((double) fit, (double)1/p);
+
+      _n.fitness(fit);
+
+      // come back to the initial solution
+      _sol[s][b] = !_sol[s][b];
+      _sol[s].fitness(fitOfSol);
+    }
+  }
+
+private:
+  eoEvalFunc<SUBEOT> & eval;
+  unsigned int p;
+  Fitness fitOfSol;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moPopBitsEval.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moPopBitsEval.h
new file mode 100644
index 000000000..2c079ca66
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moPopBitsEval.h
@@ -0,0 +1,109 @@
+/*
+  <moPopBitsEval.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moPopBitsEval_H
+#define moPopBitsEval_H
+
+#include <eoFunctor.h>
+#include <eval/moEval.h>
+
+/**
+ * Class to compute the fitness of the solution-set after one bit flip of several solutions
+ */
+template<class Neighbor>
+class moPopBitsEval : public moEval<Neighbor>
+{
+public:
+  typedef typename Neighbor::EOT EOT;
+  typedef typename Neighbor::SUBEOT SUBEOT; // type of the solution
+
+  typedef typename SUBEOT::Fitness SUBFitness; // fitness type of the solution
+
+  /**
+   * Default constructor
+   *
+   * @param _eval evaluation function of the solution
+   * @param _p exponent of the p-norm to compute the fitness of the solution-set 
+   */
+  moPopBitsEval(eoEvalFunc<SUBEOT>& _eval, unsigned int _p) : eval(_eval), p(_p) {
+  }
+
+  /**
+   * Compute the fitness of the neighbor after the bit flip mutations
+   *
+   * @param _sol the solution-set
+   * @param _n the neighbor which is supposed to be a "bits" neighbor
+   */
+  void operator()(EOT& _sol, Neighbor& _n) {
+    double fit = 0;
+
+    for(unsigned int i = 0; i < _sol.size(); i++) {
+      if (_n.mutate[i]) {
+	// save the fitness of the solution i
+	SUBFitness f = _sol[i].fitness();
+	
+	// modify the solution
+	_sol[i][ _n.bits[i] ] = !_sol[i][ _n.bits[i] ];
+	_sol[i].invalidate();
+
+	// evaluation of the solution
+	eval(_sol[i]);
+	
+	// save the fitness in the neighbor
+	_n.fitSol[i] = _sol[i].fitness();
+	
+	// compute the fitness of the solution-set
+	fit += pow((double) _sol[i].fitness(), (int) p);
+	
+	// come back to the fitness of the initial solution
+	_sol[i].fitness(f);	
+	_sol[i][ _n.bits[i] ] = !_sol[i][ _n.bits[i] ];
+      } else 
+	// compute the fitness of the solution-set
+	fit += pow((double) _sol[i].fitness(), (int) p);
+	
+    }
+
+    fit = pow((double) fit, (double)1/p);
+	
+    _n.fitness(fit);
+  }
+
+private:
+  eoEvalFunc<SUBEOT> & eval;
+  unsigned int p;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moPopXoverEval.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moPopXoverEval.h
new file mode 100644
index 000000000..04fd8db30
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moPopXoverEval.h
@@ -0,0 +1,106 @@
+/*
+  <moPopXoverEval.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moPopXoverEval_H
+#define moPopXoverEval_H
+
+#include <eoFunctor.h>
+#include <eval/moEval.h>
+
+/**
+ * Class to compute the fitness of the solution-set after the crossover
+ */
+template<class Neighbor>
+class moPopXoverEval : public moEval<Neighbor>
+{
+public:
+  typedef typename Neighbor::EOT EOT;
+  typedef typename Neighbor::SUBEOT SUBEOT; // type of the solution
+
+  typedef typename SUBEOT::Fitness Fitness; // fitness type of the solution
+
+  /**
+   * Default constructor
+   *
+   * @param _eval evaluation function of the solution
+   * @param _p exponent of the p-norm to compute the fitness of the solution-set 
+   */
+  moPopXoverEval(eoEvalFunc<SUBEOT>& _eval, unsigned int _p) : eval(_eval), p(_p) {
+  }
+
+  /**
+   * Compute the fitness of the neighbor after the crossover
+   *
+   * @param _sol the solution-set
+   * @param _n the neighbor which is supposed to be a "crossover" neighbor
+   */
+  void operator()(EOT& _sol, Neighbor& _n){
+    if (_sol[0].size() > 0) {
+      // index of the solutions
+      unsigned int i1 = _n.index1();
+      unsigned int i2 = _n.index2();
+
+      // evaluation of the solutions which are moved
+      eval(_n.solution1());
+      eval(_n.solution2());
+
+      // save the fitness of the solution i1 and i2
+      Fitness f1 = _sol[i1].fitness();
+      Fitness f2 = _sol[i2].fitness();
+
+      _sol[i1].fitness(_n.solution1().fitness());
+      _sol[i2].fitness(_n.solution2().fitness());
+
+      // compute the fitness of the solution-set
+      double fit = 0;
+      for (unsigned int i = 0; i < _sol.size(); i++) 
+	fit += pow((double) _sol[i].fitness(), (int) p);
+      
+      fit = pow((double) fit, (double)1/p);
+
+      _n.fitness(fit);
+
+      // come back to the fitness of the initial solution
+      _sol[i1].fitness(f1);
+      _sol[i2].fitness(f2);
+    }
+  }
+
+private:
+  eoEvalFunc<SUBEOT> & eval;
+  unsigned int p;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moQAPIncrEval.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moQAPIncrEval.h
new file mode 100644
index 000000000..3fd529a7f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moQAPIncrEval.h
@@ -0,0 +1,92 @@
+/*
+<moQAPIncrEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moQAPIncrEval_H
+#define _moQAPIncrEval_H
+
+#include <eval/moEval.h>
+#include <eval/qapEval.h>
+
+/**
+ * Incremental evaluation Function for the QAP problem
+ */
+template< class Neighbor >
+class moQAPIncrEval : public moEval<Neighbor>
+{
+public:
+  typedef typename Neighbor::EOT EOT;
+  
+  /*
+   * default constructor
+   * @param _qapEval full evaluation of the QAP problem
+   */
+  moQAPIncrEval(QAPeval<EOT> & _qapEval) {
+    n = _qapEval.getNbVar();
+    A = _qapEval.getA();
+    B = _qapEval.getB();
+  }
+
+  /*
+   * incremental evaluation of the neighbor for the QAP problem
+   * @param _solution the solution to move (permutation)
+   * @param _neighbor the neighbor to consider (of type moSwapNeigbor)
+   */
+  virtual void operator()(EOT & _solution, Neighbor & _neighbor) {
+    int d; 
+    int k;
+    
+    unsigned i, j;
+
+    _neighbor.getIndices(n, i, j);
+
+    d = (A[i][i]-A[j][j])*(B[_solution[j]][_solution[j]]-B[_solution[i]][_solution[i]]) +
+      (A[i][j]-A[j][i])*(B[_solution[j]][_solution[i]]-B[_solution[i]][_solution[j]]);
+    
+    for (k = 0; k < n; k++) 
+      if (k != i && k != j)
+	d = d + (A[k][i]-A[k][j])*(B[_solution[k]][_solution[j]]-B[_solution[k]][_solution[i]]) +
+	  (A[i][k]-A[j][k])*(B[_solution[j]][_solution[k]]-B[_solution[i]][_solution[k]]);
+    
+    _neighbor.fitness(_solution.fitness() + d);
+  }
+
+private:
+  // number of variables
+  int n;
+  
+  // matrix A
+  int ** A;
+  
+  // matrix B
+  int ** B;
+  
+};
+
+#endif
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moRoyalRoadIncrEval.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moRoyalRoadIncrEval.h
new file mode 100644
index 000000000..3296ab25f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moRoyalRoadIncrEval.h
@@ -0,0 +1,88 @@
+/*
+<moRoyalRoadIncrEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moRoyalRoadIncrEval_H
+#define _moRoyalRoadIncrEval_H
+
+#include <eval/moEval.h>
+#include <eval/royalRoadEval.h>
+
+/**
+ * Incremental evaluation Function for the Royal Road problem
+ */
+template< class Neighbor >
+class moRoyalRoadIncrEval : public moEval<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT;
+
+    /**
+     * Constructor
+     * @param _rr full evaluation of the Royal Road (to have the same block size)
+     */
+    moRoyalRoadIncrEval(RoyalRoadEval<EOT> & _rr) : k(_rr.blockSize()) {}
+
+    /**
+     * incremental evaluation of the neighbor for the Royal Road problem
+     * @param _solution the solution to move (bit string)
+     * @param _neighbor the neighbor to consider (of type moBitNeigbor)
+     */
+    virtual void operator()(EOT & _solution, Neighbor & _neighbor) {
+        // which block can be changed?
+        unsigned int n = _neighbor.index() / k;
+
+        // complete block?
+        unsigned int offset = n * k;
+
+        unsigned int j = 0;
+        while (j < k && _solution[offset + j]) j++;
+
+        if (j == k) // the block is complete, so the fitness decreases from one
+            _neighbor.fitness(_solution.fitness() - 1);
+        else {
+            if ((_solution[_neighbor.index()] == 0) && (offset + j == _neighbor.index())) { // can the block be filled?
+                j++; // next bit
+                while ( j < k && _solution[offset + j]) j++;
+
+                if (j == k) // the block can be filled, so the fitness increases from one
+                    _neighbor.fitness(_solution.fitness() + 1);
+                else
+                    _neighbor.fitness(_solution.fitness());
+            } else
+                _neighbor.fitness(_solution.fitness());
+        }
+    }
+
+protected:
+    // size of the blocks
+    unsigned int k;
+};
+
+#endif
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moUBQPSimpleIncrEval.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moUBQPSimpleIncrEval.h
new file mode 100644
index 000000000..78e6be0f5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/moUBQPSimpleIncrEval.h
@@ -0,0 +1,108 @@
+/*
+<moUBQPSimpleIncrEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moUBQPSimpleIncrEval_H
+#define _moUBQPSimpleIncrEval_H
+
+#include <eval/moEval.h>
+#include <eval/ubqpEval.h>
+
+/**
+ * Incremental evaluation Function for the UBQPSimple problem
+ */
+template< class Neighbor >
+class moUBQPSimpleIncrEval : public moEval<Neighbor>
+{
+public:
+  typedef typename Neighbor::EOT EOT;
+  
+  /*
+   * default constructor
+   * @param _ubqpEval full evaluation of the UBQP problem
+   */
+  moUBQPSimpleIncrEval(UbqpEval<EOT> & _ubqpEval) {
+    n = _ubqpEval.getNbVar();
+    Q = _ubqpEval.getQ();
+  }
+
+  /*
+   * Incremental evaluation of the neighbor for the UBQP problem (linear time complexity)
+   * @param _solution the solution to move (bit string)
+   * @param _neighbor the neighbor to consider (of type moBitNeighbor)
+   */
+  virtual void operator()(EOT & _solution, Neighbor & _neighbor) {
+    unsigned int i = _neighbor.index();
+    unsigned int j;
+
+    int d = Q[i][i]; 
+
+    for(j = 0; j < i; j++)
+      if (_solution[j] == 1)
+	d += Q[i][j];
+
+    for(j = i+1; j < n; j++)
+      if (_solution[j] == 1)
+	d += Q[j][i];
+
+    if (_solution[i] == 0)
+      _neighbor.fitness(_solution.fitness() + d);
+    else
+      _neighbor.fitness(_solution.fitness() - d);
+
+  }
+
+  /*
+   * to get the matrix Q
+   *
+   * @return matrix Q
+   */
+  int** getQ() {
+    return Q;
+  }
+
+  /*
+   * to get the number of variable (bit string length)
+   *
+   * @return bit string length
+   */
+  int getNbVar() {
+    return n;
+  }
+
+private:
+  // number of variables
+  int n;
+  
+  // matrix Q (supposed to be in lower triangular form)
+  int ** Q;
+    
+};
+
+#endif
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/oneMaxFullEval.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/oneMaxFullEval.h
new file mode 100644
index 000000000..37fec1433
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/eval/oneMaxFullEval.h
@@ -0,0 +1,55 @@
+/*
+<oneMaxFullEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _oneMaxFullEval_h
+#define _oneMaxFullEval_h
+
+#include <eoEvalFunc.h>
+
+/**
+ * Fitness function (full evaluation) for the OneMax problem
+ */
+template< class EOT >
+class oneMaxFullEval : public eoEvalFunc<EOT>
+{
+public:
+
+    /**
+     * Count the number of 1 in a bitString
+     * @param _sol the solution to evaluate
+     */
+    void operator() (EOT& _sol) {
+        unsigned int sum = 0;
+        for (unsigned int i = 0; i < _sol.size(); i++)
+            sum += _sol[i];
+        _sol.fitness(sum);
+    }
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moIndexedSwapNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moIndexedSwapNeighbor.h
new file mode 100644
index 000000000..0b503ca35
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moIndexedSwapNeighbor.h
@@ -0,0 +1,99 @@
+/*
+<moIndexedSwapNeighbor.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moIndexedSwapNeighbor_h
+#define _moIndexedSwapNeighbor_h
+
+#include <neighborhood/moBackableNeighbor.h>
+#include <neighborhood/moIndexNeighbor.h>
+
+/**
+ * Indexed Swap Neighbor: the position of the swap are computed according to the index
+ */
+template <class EOT, class Fitness=typename EOT::Fitness>
+class moIndexedSwapNeighbor: public moBackableNeighbor<EOT, Fitness>, public moIndexNeighbor<EOT>
+{
+public:
+
+  using moBackableNeighbor<EOT>::fitness;
+  using moIndexNeighbor<EOT>::key;
+  
+  /**
+   * Apply the swap
+   * @param _solution the solution to move
+   */
+  virtual void move(EOT& _solution) {
+    unsigned int tmp;
+    unsigned i, j;
+
+    this->getIndices(_solution.size(), i, j);
+
+    tmp          = _solution[i];
+    _solution[i] = _solution[j];
+    _solution[j] = tmp;
+
+    _solution.invalidate();
+  }
+  
+  /**
+   * Return the class Name
+   * @return the class name as a std::string
+   */
+  virtual std::string className() const {
+      return "moIndexedSwapNeighbor";
+  }
+
+  /**
+   * apply the swap to restore the solution (use by moFullEvalByModif)
+   * @param _solution the solution to move back
+   */
+  virtual void moveBack(EOT& _solution) {
+
+	  move(_solution);
+  }
+  
+  /**
+   * Get the two indexes of the swap
+   * @param N size of the permutation
+   * @param _first first index
+   * @param _second second index
+   */
+  void getIndices(unsigned N, unsigned int & _first, unsigned int & _second) {
+    unsigned int n = (unsigned int) ( (1 + sqrt(1 + 8 * key)) / 2);
+
+    _first  = key - (n - 1) * n / 2;
+    _second = N - 1  - (n - 1 - _first);
+  }
+
+
+    
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moShiftNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moShiftNeighbor.h
new file mode 100644
index 000000000..88d48301d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moShiftNeighbor.h
@@ -0,0 +1,115 @@
+/*
+<moShiftNeighbor.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moShiftNeighbor_h
+#define _moShiftNeighbor_h
+
+#include <neighborhood/moIndexNeighbor.h>
+
+/**
+ * Indexed Shift Neighbor
+ */
+template <class EOT, class Fitness=typename EOT::Fitness>
+class moShiftNeighbor: public moIndexNeighbor<EOT, Fitness>
+{
+public:
+
+    using moIndexNeighbor<EOT, Fitness>::key;
+
+    /**
+     * Apply move on a solution regarding a key
+     * @param _sol the solution to move
+     */
+    virtual void move(EOT & _sol) {
+        unsigned int tmp ;
+        size=_sol.size();
+        translate(key+1);
+        // keep the first component to change
+        tmp = _sol[first];
+        // shift
+        if (first < second) {
+            for (unsigned int i=first; i<second-1; i++)
+                _sol[i] = _sol[i+1];
+            // shift the first component
+            _sol[second-1] = tmp;
+        }
+        else {  /* first > second*/
+            for (unsigned int i=first; i>second; i--)
+                _sol[i] = _sol[i-1];
+            // shift the first component
+            _sol[second] = tmp;
+        }
+        _sol.invalidate();
+    }
+
+    /**
+     * fix two indexes regarding a key
+     * @param _key the key allowing to compute the two indexes for the shift
+     */
+    void translate(unsigned int _key) {
+        int step;
+        int val = _key;
+        int tmpSize = size * (size-1) / 2;
+        // moves from left to right
+        if (val <= tmpSize) {
+            step = size - 1;
+            first = 0;
+            while ((val - step) > 0) {
+                val = val - step;
+                step--;
+                first++;
+            }
+            second = first + val + 1;
+        }
+        // moves from right to left (equivalent moves are avoided)
+        else {  /* val > tmpSize */
+            val = val - tmpSize;
+            step = size - 2;
+            second = 0;
+            while ((val - step) > 0) {
+                val = val - step;
+                step--;
+                second++;
+            }
+            first = second + val + 1;
+        }
+    }
+
+    void print() {
+        std::cout << key << ": [" << first << ", " << second << "] -> " << (*this).fitness() << std::endl;
+    }
+
+private:
+    unsigned int first;
+    unsigned int second;
+    unsigned int size;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moSwapNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moSwapNeighbor.h
new file mode 100644
index 000000000..55dfcbe8d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moSwapNeighbor.h
@@ -0,0 +1,105 @@
+/*
+ <moSwapNeighbor.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 _moSwapNeighbor_h
+#define _moSwapNeighbor_h
+
+#include <neighborhood/moBackableNeighbor.h>
+
+/**
+ * Swap Neighbor
+ */
+template<class EOT, class Fitness = typename EOT::Fitness>
+class moSwapNeighbor: public moBackableNeighbor<EOT, Fitness> {
+public:
+
+	/**
+	 * Apply the swap
+	 * @param _solution the solution to move
+	 */
+	virtual void move(EOT& _solution) {
+		EOT tmp(1);
+		tmp[0] = _solution[indices.first];
+		_solution[indices.first] = _solution[indices.second];
+		_solution[indices.second] = tmp[0];
+		_solution.invalidate();
+	}
+
+	/**
+	 * apply the swap to restore the solution (use by moFullEvalByModif)
+	 * @param _solution the solution to move back
+	 */
+	virtual void moveBack(EOT& _solution) {
+		move(_solution);
+	}
+
+	/**
+	 * Setter to fix the two indexes to swap
+	 * @param _first first index
+	 * @param _second second index
+	 */
+	void setIndices(unsigned int _first, unsigned int _second) {
+		indices.first = _first;
+		indices.second = _second;
+	}
+
+	/**
+	 * Get the two indexes to swap
+	 * @param _first first index
+	 * @param _second second index
+	 */
+	void getIndices(unsigned int & _first, unsigned int & _second) {
+		_first = indices.first;
+		_second = indices.second;
+	}
+
+	/**
+	 * @param _neighbor a neighbor
+	 * @return if _neighbor and this one are equals
+	 */
+	virtual bool equals(moSwapNeighbor<EOT,Fitness>& _neighbor) {
+		unsigned f, s;
+		_neighbor.getIndices(f, s);
+		return (((indices.first == f) && (indices.second == s)) || ((indices.first == s) && (indices.second == f)));
+	}
+
+	/**
+	 * Print the Neighbor
+	 */
+	void print() {
+		std::cout << "[" << indices.first << ", " << indices.second << "] -> "
+				<< (*this).fitness() << std::endl;
+	}
+
+private:
+	std::pair<unsigned int, unsigned int> indices;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moSwapNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moSwapNeighborhood.h
new file mode 100644
index 000000000..8354337e6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moSwapNeighborhood.h
@@ -0,0 +1,100 @@
+/*
+<moSwapNeighborhood.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moSwapNeighborhood_h
+#define _moSwapNeighborhood_h
+
+#include <problems/permutation/moSwapNeighbor.h>
+#include <neighborhood/moNeighborhood.h>
+
+/**
+ * Swap Neighborhood
+ */
+template <class EOT, class Fitness=typename EOT::Fitness>
+class moSwapNeighborhood : public moNeighborhood<moSwapNeighbor<EOT, Fitness> >
+{
+public:
+    typedef moSwapNeighbor<EOT, Fitness> Neighbor;
+
+    /**
+     * @return true if there is at least an available neighbor
+     */
+    virtual bool hasNeighbor(EOT& _solution) {
+        return (_solution.size() > 1);
+    };
+
+    /**
+     * Initialization of the neighborhood
+     * @param _solution the solution to explore
+     * @param _current the first neighbor
+     */
+    virtual void init(EOT& _solution, Neighbor& _current) {
+        indices.first=0;
+        indices.second=1;
+        _current.setIndices(0,1);
+    }
+
+    /**
+     * Give the next neighbor
+     * @param _solution the solution to explore
+     * @param _current the next neighbor
+     */
+    virtual void next(EOT& _solution, Neighbor& _current) {
+        if (indices.second==_solution.size()-1) {
+            indices.first++;
+            indices.second=indices.first+1;
+        }
+        else
+            indices.second++;
+        _current.setIndices(indices.first, indices.second);
+    }
+
+    /**
+     * Test if there is again a neighbor
+     * @param _solution the solution to explore
+     * @return true if there is again a neighbor not explored
+     */
+    virtual bool cont(EOT& _solution) {
+        return !((indices.first == (_solution.size()-2)) && (indices.second == (_solution.size()-1)));
+    }
+
+    /**
+     * Return the class Name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moSwapNeighborhood";
+    }
+
+private:
+    std::pair<unsigned int, unsigned int> indices;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moTwoOptExNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moTwoOptExNeighbor.h
new file mode 100755
index 000000000..ed7198574
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moTwoOptExNeighbor.h
@@ -0,0 +1,104 @@
+/*
+ <moTwoOptExNeighbor.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+ 
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+ 
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+ 
+ 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 _moTwoOptExNeighbor_h
+#define _moTwoOptExNeighbor_h
+
+#include <neighborhood/moBackableNeighbor.h>
+
+/**
+ * Two-opt exchange neighbor
+ */
+template<class EOT, class Fitness = typename EOT::Fitness>
+class moTwoOptExNeighbor: public moBackableNeighbor<EOT, Fitness> {
+public:
+	
+	/**
+	 * Apply the move
+	 * @param _solution the solution to move
+	 */
+	virtual void move(EOT& _solution) {
+		unsigned int stop = (indices.second - indices.first + 1) / 2;
+		for (unsigned int i=0; i<stop; i++) {
+			std::swap(_solution[indices.first + i], _solution[indices.second - i]);
+		}
+		_solution.invalidate();
+	}
+
+	/**
+	 * apply the move to restore the solution (use by moFullEvalByModif)
+	 * @param _solution the solution to move back
+	 */
+	virtual void moveBack(EOT& _solution) {
+		move(_solution);
+	}
+
+	/**
+	 * Setter to fix the two indexes to move
+	 * @param _first first index
+	 * @param _second second index
+	 */
+	void setIndices(unsigned int _first, unsigned int _second) {
+		indices.first = _first;
+		indices.second = _second;
+	}
+
+	/**
+	 * Get the two indexes to move
+	 * @param _first first index
+	 * @param _second second index
+	 */
+	void getIndices(unsigned int & _first, unsigned int & _second) {
+		_first = indices.first;
+		_second = indices.second;
+	}
+
+	/**
+	 * @param _neighbor a neighbor
+	 * @return if _neighbor and this one are equals
+	 */
+	virtual bool equals(moTwoOptExNeighbor<EOT,Fitness> & _neighbor) {
+		unsigned f, s;
+		_neighbor.getIndices(f, s);
+		return ((indices.first == f) && (indices.second == s) || (indices.first == s) && (indices.second == f));
+	}
+
+	/**
+	 * Print the neighbor
+	 */
+	void print() {
+		std::cout << "[" << indices.first << ", " << indices.second << "] -> " << (*this).fitness() << std::endl;
+	}
+
+private:
+	std::pair<unsigned int, unsigned int> indices;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moTwoOptExNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moTwoOptExNeighborhood.h
new file mode 100755
index 000000000..9723946bb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/problems/permutation/moTwoOptExNeighborhood.h
@@ -0,0 +1,103 @@
+/*
+ <moTwoOptExNeighborhood.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+ 
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+ 
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+ 
+ 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 _moTwoOptExNeighborhood_h
+#define _moTwoOptExNeighborhood_h
+
+#include <problems/permutation/moTwoOptExNeighbor.h>
+#include <neighborhood/moNeighborhood.h>
+
+#include <neighborhood/moIndexNeighborhood.h>
+
+/**
+ * Two-opt exchange neighborhood
+ */
+
+template <class EOT, class Fitness=typename EOT::Fitness>
+class moTwoOptExNeighborhood : public moNeighborhood< moTwoOptExNeighbor<EOT,Fitness> >
+{
+public:
+    typedef moTwoOptExNeighbor<EOT, Fitness> Neighbor;
+
+    /**
+     * @return true if there is at least an available neighbor
+     */
+    virtual bool hasNeighbor(EOT& _solution) {
+        return (_solution.size() > 1);
+    };
+
+    /**
+     * Initialization of the neighborhood
+     * @param _solution the solution to explore
+     * @param _current the first neighbor
+     */
+    virtual void init(EOT& _solution, Neighbor& _current) {
+        indices.first=0;
+        indices.second=1;
+        _current.setIndices(0,1);
+    }
+
+    /**
+     * Give the next neighbor
+     * @param _solution the solution to explore
+     * @param _current the next neighbor
+     */
+    virtual void next(EOT& _solution, Neighbor& _current) {
+        if (indices.second==_solution.size()-1) {
+            indices.first++;
+            indices.second=indices.first+1;
+        }
+        else
+            indices.second++;
+        _current.setIndices(indices.first, indices.second);
+    }
+
+    /**
+     * Test if there is again a neighbor
+     * @param _solution the solution to explore
+     * @return true if there is again a neighbor not explored
+     */
+    virtual bool cont(EOT& _solution) {
+        return !((indices.first == (_solution.size()-2)) && (indices.second == (_solution.size()-1)));
+    }
+
+    /**
+     * Return the class Name
+     * @return the class name as a std::string
+     */
+    virtual std::string className() const {
+        return "moTwoOptExNeighborhood";
+    }
+
+private:
+    std::pair<unsigned int, unsigned int> indices;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moAdaptiveWalkSampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moAdaptiveWalkSampling.h
new file mode 100644
index 000000000..72101dfcb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moAdaptiveWalkSampling.h
@@ -0,0 +1,110 @@
+/*
+  <moAdaptiveWalkSampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moAdaptiveWalkSampling_h
+#define moAdaptiveWalkSampling_h
+
+#include <eoInit.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+#include <continuator/moCheckpoint.h>
+#include <perturb/moLocalSearchInit.h>
+#include <algo/moRandomSearch.h>
+#include <algo/moFirstImprHC.h>
+#include <continuator/moSolutionStat.h>
+#include <continuator/moMinusOneCounterStat.h>
+#include <continuator/moStatFromStat.h>
+#include <sampling/moSampling.h>
+
+/**
+ * To compute the length and final solution of an adaptive walk:
+ *   Perform a first improvement Hill-climber based on the neighborhood (adaptive walk),
+ *   The lengths of HC are collected and the final solution which are local optima
+ *   The adaptive walk is repeated several times
+ *
+ */
+template <class Neighbor>
+class moAdaptiveWalkSampling : public moSampling<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    using moSampling<Neighbor>::localSearch;
+
+    /**
+     * Constructor
+     * @param _init initialisation method of the solution
+     * @param _neighborhood neighborhood giving neighbor in random order
+     * @param _fullEval a full evaluation function
+     * @param _eval an incremental evaluation of neighbors
+     * @param _nbAdaptWalk Number of adaptive walks
+     */
+    moAdaptiveWalkSampling(eoInit<EOT> & _init,
+                          moNeighborhood<Neighbor> & _neighborhood,
+                          eoEvalFunc<EOT>& _fullEval,
+                          moEval<Neighbor>& _eval,
+                          unsigned int _nbAdaptWalk) :
+            moSampling<Neighbor>(initHC, * new moRandomSearch<Neighbor>(initHC, _fullEval, _nbAdaptWalk), copyStat),
+            copyStat(lengthStat),
+            checkpoint(trueCont),
+	    hc(_neighborhood, _fullEval, _eval, checkpoint),
+            initHC(_init, hc)
+    {
+        // to count the number of step in the HC
+        checkpoint.add(lengthStat);
+
+        // add the solution into statistics
+        add(solStat);
+    }
+
+    /**
+     * Destructor
+     */
+    ~moAdaptiveWalkSampling() {
+        // delete the pointer on the local search which has been constructed in the constructor
+        delete localSearch;
+    }
+
+protected:
+    moSolutionStat<EOT> solStat;
+    moMinusOneCounterStat<EOT> lengthStat;
+    moTrueContinuator<Neighbor> trueCont;
+    moStatFromStat<EOT, unsigned int> copyStat;
+    moCheckpoint<Neighbor> checkpoint;
+    moFirstImprHC<Neighbor> hc;
+    moLocalSearchInit<Neighbor> initHC;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moAutocorrelationSampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moAutocorrelationSampling.h
new file mode 100644
index 000000000..3dbeaf954
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moAutocorrelationSampling.h
@@ -0,0 +1,89 @@
+/*
+  <moAutocorrelationSampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moAutocorrelationSampling_h
+#define moAutocorrelationSampling_h
+
+#include <eoInit.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+#include <algo/moRandomWalk.h>
+#include <continuator/moFitnessStat.h>
+#include <sampling/moSampling.h>
+
+/**
+ * To compute the autocorrelation function:
+ *   Perform a random walk based on the neighborhood,
+ *   The fitness values of solutions are collected during the random walk
+ *   The autocorrelation can be computed from the serie of fitness values
+ *
+ */
+template <class Neighbor>
+class moAutocorrelationSampling : public moSampling<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    using moSampling<Neighbor>::localSearch;
+
+    /**
+     * Constructor
+     * @param _init initialisation method of the solution
+     * @param _neighborhood neighborhood giving neighbor in random order
+     * @param _fullEval Fitness function, full evaluation function
+     * @param _eval neighbor evaluation, incremental evaluation function
+     * @param _nbStep Number of steps of the random walk
+     */
+    moAutocorrelationSampling(eoInit<EOT> & _init,
+                              moNeighborhood<Neighbor> & _neighborhood,
+                              eoEvalFunc<EOT>& _fullEval,
+                              moEval<Neighbor>& _eval,
+                              unsigned int _nbStep) :
+            moSampling<Neighbor>(_init, * new moRandomWalk<Neighbor>(_neighborhood, _fullEval, _eval, _nbStep), fitnessStat) {}
+
+    /**
+     * Destructor
+     */
+    ~moAutocorrelationSampling() {
+        // delete the pointer on the local search which has been constructed in the constructor
+        delete localSearch;
+    }
+
+protected:
+    moFitnessStat<EOT> fitnessStat;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moDensityOfStatesSampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moDensityOfStatesSampling.h
new file mode 100644
index 000000000..571f546de
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moDensityOfStatesSampling.h
@@ -0,0 +1,83 @@
+/*
+  <moDensityOfStatesSampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moDensityOfStatesSampling_h
+#define moDensityOfStatesSampling_h
+
+#include <eoInit.h>
+#include <eoEvalFunc.h>
+#include <algo/moRandomSearch.h>
+#include <continuator/moFitnessStat.h>
+#include <sampling/moSampling.h>
+
+/**
+ * To compute the density of states:
+ *   Sample the fitness of random solution in the search space
+ *   The fitness values of solutions are collected during the random search
+ *
+ */
+template <class Neighbor>
+class moDensityOfStatesSampling : public moSampling<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    using moSampling<Neighbor>::localSearch;
+
+    /**
+     * Constructor
+     * @param _init initialisation method of the solution
+     * @param _fullEval Fitness function, full evaluation function
+     * @param _nbSol Number of solutions in the sample
+     */
+    moDensityOfStatesSampling(eoInit<EOT> & _init,
+                              eoEvalFunc<EOT>& _fullEval,
+                              unsigned int _nbSol) :
+            moSampling<Neighbor>(_init, * new moRandomSearch<Neighbor>(_init, _fullEval, _nbSol), fitnessStat) {}
+
+    /**
+     * default destructor
+     */
+    ~moDensityOfStatesSampling() {
+        // delete the pointer on the local search which has been constructed in the constructor
+        delete localSearch;
+    }
+
+protected:
+    moFitnessStat<EOT> fitnessStat;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moFDCsampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moFDCsampling.h
new file mode 100644
index 000000000..22a224759
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moFDCsampling.h
@@ -0,0 +1,95 @@
+/*
+  <moFDCsampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moFDCsampling_h
+#define moFDCsampling_h
+
+#include <eoInit.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+#include <algo/moRandomSearch.h>
+#include <continuator/moFitnessStat.h>
+#include <utils/eoDistance.h>
+#include <continuator/moDistanceStat.h>
+#include <sampling/moSampling.h>
+
+/**
+ * To compute the fitness distance correlation:
+ *   Sample the fitness and the distance from a particular solution of random solution in the search space
+ *   The fitness values and distances of solutions are collected during the random search
+ *   Then the correlation between the fitness and the distance can be computed
+ *
+ */
+template <class Neighbor>
+class moFDCsampling : public moSampling<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    using moSampling<Neighbor>::localSearch;
+
+    /**
+     * Constructor
+     * @param _init initialisation method of the solution
+     * @param _fullEval a full evaluation function
+     * @param _dist the distance function between solution
+     * @param _refSol the reference solution to compute the distance (think of global optimum when possible)
+     * @param _nbSol Number of solutions of the sample
+     */
+    moFDCsampling(eoInit<EOT> & _init,
+                  eoEvalFunc<EOT>& _fullEval,
+                  eoDistance<EOT>& _dist,
+                  EOT& _refSol,
+                  unsigned int _nbSol) :
+            moSampling<Neighbor>(_init, * new moRandomSearch<Neighbor>(_init, _fullEval, _nbSol), fitnessStat),
+            distStat(_dist, _refSol)
+    {
+        add(distStat);
+    }
+
+    /**
+     * Destructor
+     */
+    ~moFDCsampling() {
+        // delete the pointer on the local search which has been constructed in the constructor
+        delete localSearch;
+    }
+
+protected:
+    moFitnessStat<EOT> fitnessStat;
+    moDistanceStat<EOT> distStat;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moFitnessCloudSampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moFitnessCloudSampling.h
new file mode 100644
index 000000000..15817555a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moFitnessCloudSampling.h
@@ -0,0 +1,100 @@
+/*
+  <moFitnessCloudSampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moFitnessCloudSampling_h
+#define moFitnessCloudSampling_h
+
+#include <eoInit.h>
+#include <neighborhood/moNeighborhood.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+#include <algo/moDummyLS.h>
+#include <continuator/moFitnessStat.h>
+#include <continuator/moNeighborFitnessStat.h>
+#include <sampling/moSampling.h>
+
+/**
+ * To compute an estimation of the fitness cloud,
+ *   i.e. the scatter plot of solution fitness versus neighbor fitness:
+ *
+ * This class do nothing. See others mo(...)FitnessCloudSampling classes
+ * with different fitness sampling methods
+ */
+template <class Neighbor>
+class moFitnessCloudSampling : public moSampling<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    using moSampling<Neighbor>::localSearch;
+
+    /**
+     * Constructor
+     * @param _init initialisation method of the solution
+     * @param _neighborhood neighborhood to get a neighbor
+     * @param _fullEval Fitness function, full evaluation function
+     * @param _eval neighbor evaluation, incremental evaluation function
+     * @param _nbSol Number of solutions in the sample
+     */
+    moFitnessCloudSampling(eoInit<EOT> & _init,
+                           moNeighborhood<Neighbor> & _neighborhood,
+                           eoEvalFunc<EOT>& _fullEval,
+                           moEval<Neighbor>& _eval,
+                           unsigned int _nbSol) :
+            moSampling<Neighbor>(_init, * new moDummyLS<Neighbor>(_fullEval), fitnessStat),
+            neighborhood(_neighborhood),
+            fullEval(_fullEval),
+            eval(_eval),
+            nbSol(_nbSol)
+    {}
+
+    /**
+     * default destructor
+     */
+    ~moFitnessCloudSampling() {
+        // delete the pointer on the local search which has been constructed in the constructor
+        delete localSearch;
+    }
+
+protected:
+    moNeighborhood<Neighbor> & neighborhood;
+    eoEvalFunc<EOT>& fullEval;
+    moEval<Neighbor>& eval;
+    unsigned int nbSol;
+    moFitnessStat<EOT> fitnessStat;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moHillClimberSampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moHillClimberSampling.h
new file mode 100644
index 000000000..e3e277bf7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moHillClimberSampling.h
@@ -0,0 +1,110 @@
+/*
+  <moHillClimberSampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moHillClimberSampling_h
+#define moHillClimberSampling_h
+
+#include <eoInit.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+#include <continuator/moCheckpoint.h>
+#include <perturb/moLocalSearchInit.h>
+#include <algo/moRandomSearch.h>
+#include <algo/moSimpleHC.h>
+#include <continuator/moSolutionStat.h>
+#include <continuator/moMinusOneCounterStat.h>
+#include <continuator/moStatFromStat.h>
+#include <sampling/moSampling.h>
+
+/**
+ * To compute the length and final solution of an adaptive walk:
+ *   Perform a simple Hill-climber based on the neighborhood (gradiant walk, the whole neighborhood is visited),
+ *   The lengths of HC are collected and the final solution which are local optima
+ *   The adaptive walk is repeated several times
+ *
+ */
+template <class Neighbor>
+class moHillClimberSampling : public moSampling<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    using moSampling<Neighbor>::localSearch;
+
+    /**
+     * Constructor
+     * @param _init initialisation method of the solution
+     * @param _neighborhood neighborhood giving neighbor in random order
+     * @param _fullEval a full evaluation function
+     * @param _eval an incremental evaluation of neighbors
+     * @param _nbAdaptWalk Number of adaptive walks
+     */
+    moHillClimberSampling(eoInit<EOT> & _init,
+                          moNeighborhood<Neighbor> & _neighborhood,
+                          eoEvalFunc<EOT>& _fullEval,
+                          moEval<Neighbor>& _eval,
+                          unsigned int _nbAdaptWalk) :
+            moSampling<Neighbor>(initHC, * new moRandomSearch<Neighbor>(initHC, _fullEval, _nbAdaptWalk), copyStat),
+            copyStat(lengthStat),
+            checkpoint(trueCont),
+            hc(_neighborhood, _fullEval, _eval, checkpoint),
+            initHC(_init, hc)
+    {
+        // to count the number of step in the HC
+        checkpoint.add(lengthStat);
+
+        // add the solution into statistics
+        add(solStat);
+    }
+
+    /**
+     * Destructor
+     */
+    ~moHillClimberSampling() {
+        // delete the pointer on the local search which has been constructed in the constructor
+        delete localSearch;
+    }
+
+protected:
+    moSolutionStat<EOT> solStat;
+    moMinusOneCounterStat<EOT> lengthStat;
+    moTrueContinuator<Neighbor> trueCont;
+    moStatFromStat<EOT, unsigned int> copyStat;
+    moCheckpoint<Neighbor> checkpoint;
+    moSimpleHC<Neighbor> hc;
+    moLocalSearchInit<Neighbor> initHC;
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moMHBestFitnessCloudSampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moMHBestFitnessCloudSampling.h
new file mode 100644
index 000000000..d68044498
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moMHBestFitnessCloudSampling.h
@@ -0,0 +1,113 @@
+/*
+  <moMHBestFitnessCloudSampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moMHBestFitnessCloudSampling_h
+#define moMHBestFitnessCloudSampling_h
+
+#include <eoInit.h>
+#include <neighborhood/moNeighborhood.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+#include <algo/moMetropolisHasting.h>
+#include <continuator/moNeighborBestStat.h>
+#include <sampling/moFitnessCloudSampling.h>
+
+/**
+ * To compute an estimation of the fitness cloud,
+ *   i.e. the scatter plot of solution fitness versus neighbor fitness:
+ *
+ *   Here solution are sampled with Metropolis-Hasting method
+ *
+ *   Sample the fitness of solutions from Metropolis-Hasting sampling
+ *   and the best fitness of k random neighbor
+ *
+ *   The values are collected during the Metropolis-Hasting walk
+ *
+ */
+template <class Neighbor>
+class moMHBestFitnessCloudSampling : public moFitnessCloudSampling<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    using moSampling<Neighbor>::localSearch;
+    using moSampling<Neighbor>::checkpoint;
+    using moSampling<Neighbor>::monitorVec;
+    using moSampling<Neighbor>::continuator;
+    using moFitnessCloudSampling<Neighbor>::fitnessStat;
+
+    /**
+     * Constructor
+     * @param _init initialisation method of the solution
+     * @param _neighborhood neighborhood to get one random neighbor (supposed to be random neighborhood)
+     * @param _fullEval Fitness function, full evaluation function
+     * @param _eval neighbor evaluation, incremental evaluation function
+     * @param _nbStep Number of step of the MH sampling
+     */
+    moMHBestFitnessCloudSampling(eoInit<EOT> & _init,
+                                 moNeighborhood<Neighbor> & _neighborhood,
+                                 eoEvalFunc<EOT>& _fullEval,
+                                 moEval<Neighbor>& _eval,
+                                 unsigned int _nbStep) :
+            moFitnessCloudSampling<Neighbor>(_init, _neighborhood, _fullEval, _eval, _nbStep),
+            neighborBestStat(_neighborhood, _eval)
+    {
+        // delete the dummy local search
+        delete localSearch;
+
+        // Metropolis-Hasting sampling
+        localSearch = new moMetropolisHasting<Neighbor>(_neighborhood, _fullEval, _eval, _nbStep);
+
+        // delete the checkpoint with the wrong continuator
+        delete checkpoint;
+
+        // set the continuator
+        continuator = localSearch->getContinuator();
+
+        // re-construction of the checkpoint
+        checkpoint = new moCheckpoint<Neighbor>(*continuator);
+        checkpoint->add(fitnessStat);
+        checkpoint->add(*monitorVec[0]);
+
+        // one random neighbor
+        add(neighborBestStat);
+    }
+
+protected:
+    moNeighborBestStat< Neighbor > neighborBestStat;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moMHRndFitnessCloudSampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moMHRndFitnessCloudSampling.h
new file mode 100644
index 000000000..f72d6ff42
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moMHRndFitnessCloudSampling.h
@@ -0,0 +1,113 @@
+/*
+  <moMHRndFitnessCloudSampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moMHRndFitnessCloudSampling_h
+#define moMHRndFitnessCloudSampling_h
+
+#include <eoInit.h>
+#include <neighborhood/moNeighborhood.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+#include <algo/moMetropolisHasting.h>
+#include <continuator/moNeighborFitnessStat.h>
+#include <sampling/moFitnessCloudSampling.h>
+
+/**
+ * To compute an estimation of the fitness cloud,
+ *   i.e. the scatter plot of solution fitness versus neighbor fitness:
+ *
+ *   Here solution are sampled with Metropolis-Hasting method
+ *
+ *   Sample the fitness of solutions from Metropolis-Hasting sampling
+ *   and the fitness of one random neighbor
+ *
+ *   The values are collected during the Metropolis-Hasting walk
+ *
+ */
+template <class Neighbor>
+class moMHRndFitnessCloudSampling : public moFitnessCloudSampling<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    using moSampling<Neighbor>::localSearch;
+    using moSampling<Neighbor>::checkpoint;
+    using moSampling<Neighbor>::monitorVec;
+    using moSampling<Neighbor>::continuator;
+    using moFitnessCloudSampling<Neighbor>::fitnessStat;
+
+    /**
+     * Constructor
+     * @param _init initialisation method of the solution
+     * @param _neighborhood neighborhood to get one random neighbor (supposed to be random neighborhood)
+     * @param _fullEval Fitness function, full evaluation function
+     * @param _eval neighbor evaluation, incremental evaluation function
+     * @param _nbStep Number of step of the MH sampling
+     */
+    moMHRndFitnessCloudSampling(eoInit<EOT> & _init,
+                                moNeighborhood<Neighbor> & _neighborhood,
+                                eoEvalFunc<EOT>& _fullEval,
+                                moEval<Neighbor>& _eval,
+                                unsigned int _nbStep) :
+            moFitnessCloudSampling<Neighbor>(_init, _neighborhood, _fullEval, _eval, _nbStep),
+            neighborFitnessStat(_neighborhood, _eval)
+    {
+        // delete the dummy local search
+        delete localSearch;
+
+        // Metropolis-Hasting sampling
+        localSearch = new moMetropolisHasting<Neighbor>(_neighborhood, _fullEval, _eval, _nbStep);
+
+        // delete the checkpoint with the wrong continuator
+        delete checkpoint;
+
+        // set the continuator
+        continuator = localSearch->getContinuator();
+
+        // re-construction of the checkpoint
+        checkpoint = new moCheckpoint<Neighbor>(*continuator);
+        checkpoint->add(fitnessStat);
+        checkpoint->add(*monitorVec[0]);
+
+        // one random neighbor
+        add(neighborFitnessStat);
+    }
+
+protected:
+    moNeighborFitnessStat< Neighbor > neighborFitnessStat;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moNeutralDegreeSampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moNeutralDegreeSampling.h
new file mode 100644
index 000000000..bc7386ba2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moNeutralDegreeSampling.h
@@ -0,0 +1,125 @@
+/*
+  <moNeutralDegreeSampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moNeutralDegreeSampling_h
+#define moNeutralDegreeSampling_h
+
+#include <eoInit.h>
+#include <neighborhood/moNeighborhood.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+#include <algo/moRandomSearch.h>
+#include <continuator/moFitnessStat.h>
+#include <continuator/moNeighborhoodStat.h>
+#include <continuator/moNeutralDegreeNeighborStat.h>
+#include <sampling/moSampling.h>
+
+/**
+ * To compute the neutral degree:
+ *   Sample the fitness of random solution in the search space (1er information)
+ *   and sample the neutral degree (2nd information), i.e. the number of neighbor solutions with the same fitness value
+ *   The values are collected during the random search
+ *
+ */
+template <class Neighbor>
+class moNeutralDegreeSampling : public moSampling<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    using moSampling<Neighbor>::localSearch;
+
+    /**
+     * Constructor
+     * @param _init initialisation method of the solution
+     * @param _neighborhood neighborhood to compute the neutral degree
+     * @param _fullEval Fitness function, full evaluation function
+     * @param _eval neighbor evaluation, incremental evaluation function
+     * @param _nbSol Number of solutions in the sample
+     */
+    moNeutralDegreeSampling(eoInit<EOT> & _init,
+                            moNeighborhood<Neighbor> & _neighborhood,
+                            eoEvalFunc<EOT>& _fullEval,
+                            moEval<Neighbor>& _eval,
+                            unsigned int _nbSol) :
+            moSampling<Neighbor>(_init, * new moRandomSearch<Neighbor>(_init, _fullEval, _nbSol), fitnessStat),
+            neighborhoodStat(_neighborhood, _eval),
+            ndStat(neighborhoodStat)
+    {
+        add(neighborhoodStat, false);
+        add(ndStat);
+    }
+
+    /**
+     * Constructor with comparators
+     * @param _init initialisation method of the solution
+     * @param _neighborhood neighborhood to compute the neutral degree
+     * @param _fullEval Fitness function, full evaluation function
+     * @param _eval neighbor evaluation, incremental evaluation function
+     * @param _neighborComparator a neighbor Comparator
+     * @param _solNeighborComparator a comparator between a solution and a neighbor
+     * @param _nbSol Number of solutions in the sample
+     */
+    moNeutralDegreeSampling(eoInit<EOT> & _init,
+                            moNeighborhood<Neighbor> & _neighborhood,
+                            eoEvalFunc<EOT>& _fullEval,
+                            moEval<Neighbor>& _eval,
+                            moNeighborComparator<Neighbor>& _neighborComparator,
+                            moSolNeighborComparator<Neighbor>& _solNeighborComparator,
+                            unsigned int _nbSol) :
+            moSampling<Neighbor>(_init, * new moRandomSearch<Neighbor>(_init, _fullEval, _nbSol), fitnessStat),
+            neighborhoodStat(_neighborhood, _eval, _neighborComparator, _solNeighborComparator),
+            ndStat(neighborhoodStat)
+    {
+        add(neighborhoodStat, false);
+        add(ndStat);
+    }
+
+    /**
+     * default destructor
+     */
+    ~moNeutralDegreeSampling() {
+        // delete the pointer on the local search which has been constructed in the constructor
+        delete localSearch;
+    }
+
+protected:
+    moFitnessStat<EOT> fitnessStat;
+    moNeighborhoodStat< Neighbor > neighborhoodStat;
+    moNeutralDegreeNeighborStat< Neighbor > ndStat;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moNeutralWalkSampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moNeutralWalkSampling.h
new file mode 100644
index 000000000..258792fe0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moNeutralWalkSampling.h
@@ -0,0 +1,148 @@
+/*
+  <moNeutralWalkSampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moNeutralWalkSampling_h
+#define moNeutralWalkSampling_h
+
+#include <eoInit.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+#include <algo/moRandomNeutralWalk.h>
+#include <sampling/moSampling.h>
+#include <perturb/moSolInit.h>
+#include <continuator/moSolutionStat.h>
+#include <utils/eoDistance.h>
+#include <continuator/moDistanceStat.h>
+#include <continuator/moNeighborhoodStat.h>
+#include <continuator/moMaxNeighborStat.h>
+#include <continuator/moMinNeighborStat.h>
+#include <continuator/moAverageFitnessNeighborStat.h>
+#include <continuator/moStdFitnessNeighborStat.h>
+#include <continuator/moSizeNeighborStat.h>
+#include <continuator/moNbInfNeighborStat.h>
+#include <continuator/moNbSupNeighborStat.h>
+#include <continuator/moNeutralDegreeNeighborStat.h>
+
+/**
+ * To explore the evolvability of solutions in a neutral networks:
+ *   Perform a random neutral walk based on the neighborhood,
+ *   The measures of evolvability of solutions are collected during the random neutral walk
+ *   The distribution and autocorrelation can be computed from the serie of values
+ *
+ *    Informations collected:
+ *         - the current solution of the walk
+ *         - the distance from the starting solution
+ *         - the minimal fitness in the neighborhood
+ *         - the average fitness
+ *         - the standard deviation of the fitness
+ *         - the maximal fitness
+ *         - the size of the neighborhood
+ *         - the number of neighbors with lower fitness
+ *         - the number of neighbors with equal fitness (neutral degree)
+ *         - the number of neighbors with higher fitness
+ */
+template <class Neighbor>
+class moNeutralWalkSampling : public moSampling<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    using moSampling<Neighbor>::localSearch;
+
+    /**
+     * Constructor
+     * @param _initSol the first solution of the walk
+     * @param _neighborhood neighborhood giving neighbor in random order
+     * @param _fullEval Fitness function, full evaluation function
+     * @param _eval neighbor evaluation, incremental evaluation function
+     * @param _distance component to measure the distance from the initial solution
+     * @param _nbStep Number of steps of the random walk
+     */
+    moNeutralWalkSampling(EOT & _initSol,
+                          moNeighborhood<Neighbor> & _neighborhood,
+                          eoEvalFunc<EOT>& _fullEval,
+                          moEval<Neighbor>& _eval,
+                          eoDistance<EOT> & _distance,
+                          unsigned int _nbStep) :
+            moSampling<Neighbor>(init, * new moRandomNeutralWalk<Neighbor>(_neighborhood, _fullEval, _eval, _nbStep), solutionStat),
+            init(_initSol),
+            distStat(_distance, _initSol),
+            neighborhoodStat(_neighborhood, _eval),
+            minStat(neighborhoodStat),
+            averageStat(neighborhoodStat),
+            stdStat(neighborhoodStat),
+            maxStat(neighborhoodStat),
+            nbSupStat(neighborhoodStat),
+            nbInfStat(neighborhoodStat),
+            sizeStat(neighborhoodStat),
+            ndStat(neighborhoodStat)
+    {
+        add(neighborhoodStat, false);
+        add(distStat);
+        add(minStat);
+        add(averageStat);
+        add(stdStat);
+        add(maxStat);
+        add(sizeStat);
+        add(nbInfStat);
+        add(ndStat);
+        add(nbSupStat);
+    }
+
+    /**
+     * default destructor
+     */
+    ~moNeutralWalkSampling() {
+        // delete the pointer on the local search which has been constructed in the constructor
+        delete localSearch;
+    }
+
+protected:
+    moSolInit<EOT> init;
+    moSolutionStat<EOT> solutionStat;
+    moDistanceStat<EOT> distStat;
+    moNeighborhoodStat< Neighbor > neighborhoodStat;
+    moMinNeighborStat< Neighbor > minStat;
+    moAverageFitnessNeighborStat< Neighbor > averageStat;
+    moStdFitnessNeighborStat< Neighbor > stdStat;
+    moMaxNeighborStat< Neighbor > maxStat;
+    moNbSupNeighborStat< Neighbor > nbSupStat;
+    moNbInfNeighborStat< Neighbor > nbInfStat;
+    moSizeNeighborStat< Neighbor > sizeStat;
+    moNeutralDegreeNeighborStat< Neighbor > ndStat;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moRndBestFitnessCloudSampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moRndBestFitnessCloudSampling.h
new file mode 100644
index 000000000..12826c512
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moRndBestFitnessCloudSampling.h
@@ -0,0 +1,111 @@
+/*
+  <moRndBestFitnessCloudSampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moRndBestFitnessCloudSampling_h
+#define moRndBestFitnessCloudSampling_h
+
+#include <eoInit.h>
+#include <neighborhood/moNeighborhood.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+#include <algo/moRandomSearch.h>
+#include <continuator/moNeighborBestStat.h>
+#include <sampling/moFitnessCloudSampling.h>
+
+/**
+ * To compute an estimation of the fitness cloud,
+ *   i.e. the scatter plot of solution fitness versus neighbor fitness:
+ *
+ *   Sample the fitness of random solution in the search space
+ *   and the best fitness of k random neighbor
+ *
+ *   The values are collected during the random search
+ *
+ */
+template <class Neighbor>
+class moRndBestFitnessCloudSampling : public moFitnessCloudSampling<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    using moSampling<Neighbor>::localSearch;
+    using moSampling<Neighbor>::checkpoint;
+    using moSampling<Neighbor>::monitorVec;
+    using moSampling<Neighbor>::continuator;
+    using moFitnessCloudSampling<Neighbor>::fitnessStat;
+
+    /**
+     * Constructor
+     * @param _init initialisation method of the solution
+     * @param _neighborhood neighborhood to get one random neighbor (supposed to be random neighborhood)
+     * @param _fullEval Fitness function, full evaluation function
+     * @param _eval neighbor evaluation, incremental evaluation function
+     * @param _nbSol Number of solutions in the sample
+     */
+    moRndBestFitnessCloudSampling(eoInit<EOT> & _init,
+                                  moNeighborhood<Neighbor> & _neighborhood,
+                                  eoEvalFunc<EOT>& _fullEval,
+                                  moEval<Neighbor>& _eval,
+                                  unsigned int _nbSol) :
+            moFitnessCloudSampling<Neighbor>(_init, _neighborhood, _fullEval, _eval, _nbSol),
+            neighborBestStat(_neighborhood, _eval)
+    {
+        // delete the dummy local search
+        delete localSearch;
+
+        // random sampling
+        localSearch = new moRandomSearch<Neighbor>(_init, _fullEval, _nbSol);
+
+        // delete the checkpoint with the wrong continuator
+        delete checkpoint;
+
+        // set the continuator
+        continuator = localSearch->getContinuator();
+
+        // re-construction of the checkpoint
+        checkpoint = new moCheckpoint<Neighbor>(*continuator);
+        checkpoint->add(fitnessStat);
+        checkpoint->add(*monitorVec[0]);
+
+        // one random neighbor
+        add(neighborBestStat);
+    }
+
+protected:
+    moNeighborBestStat< Neighbor > neighborBestStat;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moRndRndFitnessCloudSampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moRndRndFitnessCloudSampling.h
new file mode 100644
index 000000000..ab778d69d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moRndRndFitnessCloudSampling.h
@@ -0,0 +1,111 @@
+/*
+  <moRndRndFitnessCloudSampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moRndRndFitnessCloudSampling_h
+#define moRndRndFitnessCloudSampling_h
+
+#include <eoInit.h>
+#include <neighborhood/moNeighborhood.h>
+#include <eval/moEval.h>
+#include <eoEvalFunc.h>
+#include <algo/moRandomSearch.h>
+#include <continuator/moNeighborFitnessStat.h>
+#include <sampling/moFitnessCloudSampling.h>
+
+/**
+ * To compute an estimation of the fitness cloud,
+ *   i.e. the scatter plot of solution fitness versus neighbor fitness:
+ *
+ *   Sample the fitness of random solution in the search space
+ *   and the fitness of one random neighbor
+ *
+ *   The values are collected during the random search
+ *
+ */
+template <class Neighbor>
+class moRndRndFitnessCloudSampling : public moFitnessCloudSampling<Neighbor>
+{
+public:
+    typedef typename Neighbor::EOT EOT ;
+
+    using moSampling<Neighbor>::localSearch;
+    using moSampling<Neighbor>::checkpoint;
+    using moSampling<Neighbor>::monitorVec;
+    using moSampling<Neighbor>::continuator;
+    using moFitnessCloudSampling<Neighbor>::fitnessStat;
+
+    /**
+     * Constructor
+     * @param _init initialisation method of the solution
+     * @param _neighborhood neighborhood to get one random neighbor (supposed to be random neighborhood)
+     * @param _fullEval Fitness function, full evaluation function
+     * @param _eval neighbor evaluation, incremental evaluation function
+     * @param _nbSol Number of solutions in the sample
+     */
+    moRndRndFitnessCloudSampling(eoInit<EOT> & _init,
+                                 moNeighborhood<Neighbor> & _neighborhood,
+                                 eoEvalFunc<EOT>& _fullEval,
+                                 moEval<Neighbor>& _eval,
+                                 unsigned int _nbSol) :
+            moFitnessCloudSampling<Neighbor>(_init, _neighborhood, _fullEval, _eval, _nbSol),
+            neighborFitnessStat(_neighborhood, _eval)
+    {
+        // delete the dummy local search
+        delete localSearch;
+
+        // random sampling
+        localSearch = new moRandomSearch<Neighbor>(_init, _fullEval, _nbSol);
+
+        // delete the checkpoint with the wrong continuator
+        delete checkpoint;
+
+        // set the continuator
+        continuator = localSearch->getContinuator();
+
+        // re-construction of the checkpoint
+        checkpoint = new moCheckpoint<Neighbor>(*continuator);
+        checkpoint->add(fitnessStat);
+        checkpoint->add(*monitorVec[0]);
+
+        // one random neighbor
+        add(neighborFitnessStat);
+    }
+
+protected:
+    moNeighborFitnessStat< Neighbor > neighborFitnessStat;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moSampling.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moSampling.h
new file mode 100644
index 000000000..b118b9d48
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moSampling.h
@@ -0,0 +1,239 @@
+/*
+  <moSampling.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moSampling_h
+#define moSampling_h
+
+#include <vector>
+#include <fstream>
+#include <iostream>
+#include <sstream>
+#include <cstdlib>
+#include <eoFunctor.h>
+#include <utils/eoMonitor.h>
+#include <continuator/moStat.h>
+#include <continuator/moCheckpoint.h>
+#include <continuator/moVectorMonitor.h>
+#include <algo/moLocalSearch.h>
+#include <eoInit.h>
+
+
+/**
+ * To sample the search space:
+ * A local search is used to sample the search space
+ * Some statistics are computed at each step of the local search
+ *
+ * Can be used to study the fitness landscape
+ */
+template <class Neighbor>
+class moSampling : public eoF<void>
+{
+public:
+	typedef typename Neighbor::EOT EOT ;
+
+	/**
+	 * Constructor
+	 * @param _init initialisation method of the solution
+	 * @param _localSearch  local search to sample the search space
+	 * @param _stat statistic to compute during the search
+	 * @param _monitoring the statistic is saved into the monitor if true
+	 */
+	template <class ValueType>
+	moSampling(eoInit<EOT> & _init, moLocalSearch<Neighbor> & _localSearch, moStat<EOT,ValueType> & _stat, bool _monitoring = true) : init(_init), localSearch(&_localSearch), continuator(_localSearch.getContinuator())
+	{
+		checkpoint = new moCheckpoint<Neighbor>(*continuator);
+		add(_stat, _monitoring);
+		// precision of the output by default
+		precisionOutput = std::cout.precision();
+	}
+
+	/**
+	 * default destructor
+	 */
+	~moSampling() {
+		// delete all monitors
+		for (unsigned i = 0; i < monitorVec.size(); i++)
+			delete monitorVec[i];
+
+		// delete the checkpoint
+		delete checkpoint ;
+	}
+
+	/**
+	 * Add a statistic
+	 * @param _stat another statistic to compute during the search
+	 * @param _monitoring the statistic is saved into the monitor if true
+	 */
+	template< class ValueType >
+	void add(moStat<EOT, ValueType> & _stat, bool _monitoring = true) {
+		checkpoint->add(_stat);
+
+		if (_monitoring) {
+			moVectorMonitor<EOT> * monitor = new moVectorMonitor<EOT>(_stat);
+			monitorVec.push_back(monitor);
+			checkpoint->add(*monitor);
+		}
+	}
+
+	/**
+	 * To sample the search and get the statistics which are stored in the moVectorMonitor vector
+	 */
+	void operator()(void) {
+		// clear all statistic vectors
+		for (unsigned i = 0; i < monitorVec.size(); i++)
+			monitorVec[i]->clear();
+
+		// change the checkpoint to compute the statistics
+		localSearch->setContinuator(*checkpoint);
+
+		// the initial solution
+		EOT solution;
+
+		// initialisation of the solution
+		init(solution);
+
+		// compute the sampling
+		(*localSearch)(solution);
+
+		// set back to initial continuator
+		localSearch->setContinuator(*continuator);
+	}
+
+	/**
+	 * to set the precision of the output file
+	 * @param _precision precision of the output (number of digit)
+	 */
+	void precision(unsigned int _precision) {
+	  precisionOutput = _precision;
+	}
+
+	/**
+	 * to export the vectors of values into one file
+	 * @param _filename file name
+	 * @param _delim delimiter between statistics
+	 * @param _openFile to specify if it writes at the following of the file
+	 */
+	void fileExport(std::string _filename, std::string _delim = " ", bool _openFile=false) {
+		// create file
+		std::ofstream os;
+
+		if(! _openFile)
+			os.open(_filename.c_str());
+
+		else
+			os.open(_filename.c_str(),std::ios::app);
+
+		if (!os) {
+			std::string str = "moSampling: Could not open " + _filename;
+			throw std::runtime_error(str);
+		}
+
+		// set the precision of the output
+		os.precision(precisionOutput);
+		for (unsigned int j = 0; j < monitorVec.size(); j++) 
+		  monitorVec[j]->precision(precisionOutput);
+
+		// all vector have the same size
+		unsigned vecSize = monitorVec[0]->size();
+
+		for (unsigned int i = 0; i < vecSize; i++) {
+			os << monitorVec[0]->getValue(i);
+
+			for (unsigned int j = 1; j < monitorVec.size(); j++) {
+				os << _delim.c_str() << monitorVec[j]->getValue(i);
+			}
+
+			os << std::endl ;
+		}
+
+	}
+
+	/**
+	 * to export one vector of values into a file
+	 * @param _col number of vector to print into file
+	 * @param _filename file name
+	 * @param _openFile to specify if it writes at the following of the file
+	 */
+	void fileExport(unsigned int _col, std::string _filename, bool _openFile=false) {
+		if (_col >= monitorVec.size()) {
+			std::string str = "moSampling: Could not export into file the vector. The index does not exists (too large)";
+			throw std::runtime_error(str);
+		}
+
+		monitorVec[_col]->precision(precisionOutput);
+		monitorVec[_col]->fileExport(_filename, _openFile);
+	}
+
+
+	/**
+	 * to get one vector of values
+	 * @param _numStat number of statistics to get (in the order of creation)
+	 * @return the vector of value (all values are converted in double)
+	 */
+	const std::vector<double> & getValues(unsigned int _numStat) {
+		return monitorVec[_numStat]->getValues();
+	}
+
+	/**
+	 * to get one vector of solutions values
+	 * @param _numStat number of statistics to get (in the order of creation)
+	 * @return the vector of value (all values are converted in double)
+	 */
+	const std::vector<EOT> & getSolutions(unsigned int _numStat) {
+		return monitorVec[_numStat]->getSolutions();
+	}
+
+	/**
+	 * @return name of the class
+	 */
+	virtual std::string className(void) const {
+		return "moSampling";
+	}
+
+protected:
+	eoInit<EOT> & init;
+	moLocalSearch<Neighbor> * localSearch;
+
+	moContinuator<Neighbor> * continuator;
+	moCheckpoint<Neighbor> * checkpoint;
+
+	std::vector< moVectorMonitor<EOT> *> monitorVec;
+
+  // precision of the output
+  unsigned int precisionOutput;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moStatistics.h b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moStatistics.h
new file mode 100644
index 000000000..7c74cbc16
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/src/sampling/moStatistics.h
@@ -0,0 +1,226 @@
+/*
+  <moStatistics.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+  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 moStatistics_h
+#define moStatistics_h
+
+#include <vector>
+#include <cmath>
+#include <utils/eoDistance.h>
+
+/**
+ * Tools to compute some basic statistics
+ *
+ *   Remember it is better to use some statistic tool like R, etc.
+ *   But it could be usefull to have here in paradisEO
+ */
+class moStatistics
+{
+public:
+    /**
+     * Default Constructor
+     */
+    moStatistics() { }
+
+    /**
+     * To compute min, max , average and standard deviation of a vector of double
+     *
+     * @param data vector of double
+     * @param min to compute
+     * @param max to compute
+     * @param avg average to compute
+     * @param std standard deviation to compute
+     */
+    void basic(const std::vector<double> & data,
+               double & min, double & max, double & avg, double & std) {
+
+        if (data.size() == 0) {
+            min = 0.0;
+            max = 0.0;
+            avg = 0.0;
+            std = 0.0;
+        } else {
+            unsigned int n = data.size();
+
+            min = data[0];
+            max = data[0];
+            avg = 0.0;
+            std = 0.0;
+
+            double d;
+            for (unsigned int i = 0; i < n; i++) {
+                d = data[i];
+                if (d < min)
+                    min = d;
+                if (max < d)
+                    max = d;
+                avg += d;
+                std += d * d;
+            }
+
+            avg /= n;
+
+            std = (std / n) - avg * avg ;
+            if (std > 0)
+                std = sqrt(std);
+        }
+    }
+
+    /**
+     * To compute the distance between solutions
+     *
+     * @param data vector of solutions
+     * @param distance method to compute the distance
+     * @param matrix matrix of distances between solutions
+     */
+    template <class EOT>
+    void distances(const std::vector<EOT> & data, eoDistance<EOT> & distance,
+                   std::vector< std::vector<double> > & matrix) {
+        if (data.size() == 0) {
+            matrix.resize(0);
+        } else {
+            unsigned int n = data.size();
+
+            matrix.resize(n);
+            for (unsigned i = 0; i < n; i++)
+                matrix[i].resize(n);
+
+            unsigned j;
+            for (unsigned i = 0; i < n; i++) {
+                matrix[i][i] = 0.0;
+                for (j = 0; j < i; j++) {
+                    matrix[i][j] = distance(data[i], data[j]);
+                    matrix[j][i] = matrix[i][j];
+                }
+            }
+        }
+    }
+
+    /**
+     * To compute the autocorrelation and partial autocorrelation
+     *
+     * @param data vector of double
+     * @param nbS number of correlation coefficients
+     * @param rho autocorrelation coefficients
+     * @param phi partial autocorrelation coefficients
+     */
+    void autocorrelation(const std::vector<double> & data, unsigned int nbS,
+                         std::vector<double> & rho, std::vector<double> & phi) {
+        if (data.size() == 0) {
+            rho.resize(0);
+            phi.resize(0);
+        } else {
+            unsigned int n = data.size();
+
+            std::vector<double> cov;
+            cov.resize(nbS+1);
+            //double cov[nbS+1];
+            std::vector<double> m;
+            m.resize(nbS+1);
+            //double m[nbS+1];
+            std::vector<double> sig;
+            sig.resize(nbS+1);
+            //double sig[nbS+1];
+
+            rho.resize(nbS+1);
+            phi.resize(nbS+1);
+            rho[0] = 1.0;
+            phi[0] = 1.0;
+
+            unsigned s, k;
+
+            for (s = 0; s <= nbS; s++) {
+                cov[s] = 0;
+                m[s]   = 0;
+                sig[s] = 0;
+            }
+
+            double m0, s0;
+            unsigned j;
+
+            k = 0;
+            s = nbS;
+            while (s > 0) {
+                while (k + s < n) {
+                    for (j = 0; j <= s; j++) {
+                        m[j]   += data[k+j];
+                        sig[j] += data[k+j] * data[k+j];
+                        cov[j] += data[k] * data[k+j];
+                    }
+                    k++;
+                }
+
+                m[s]  /= n - s;
+                sig[s] = sig[s] / (n - s) - m[s] * m[s];
+                if (sig[s] <= 0)
+                    sig[s] = 0;
+                else
+                    sig[s] = sqrt(sig[s]);
+                m0 = m[0] / (n - s);
+                s0 = sqrt(sig[0] / (n - s) - m0 * m0);
+                cov[s] = cov[s] / (n - s) - (m[0] / (n - s)) * m[s];
+                rho[s] = cov[s] / (sig[s] * s0);
+                s--;
+            }
+
+            std::vector< std::vector<double> > phi2;
+            phi2.resize(nbS+1);
+            for(unsigned int i=0; i<phi2.size(); i++)
+            	phi2[i].resize(nbS+1);
+            //double phi2[nbS+1][nbS+1];
+            double tmp1, tmp2;
+
+            phi2[1][1] = rho[1];
+            for (k = 2; k <= nbS; k++) {
+                tmp1 = 0;
+                tmp2 = 0;
+                for (j = 1; j < k; j++) {
+                    tmp1 += phi2[k-1][j] * rho[k-j];
+                    tmp2 += phi2[k-1][j] * rho[j];
+                }
+                phi2[k][k] = (rho[k] - tmp1) / (1 - tmp2);
+                for (j = 1; j < k; j++)
+                    phi2[k][j] = phi2[k-1][j] - phi2[k][k] * phi2[k-1][k-j];
+            }
+
+            for (j = 1; j <= nbS; j++)
+                phi[j] = phi2[j][j];
+
+        }
+    }
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/test/CMakeLists.txt
new file mode 100644
index 000000000..9683e9147
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/CMakeLists.txt
@@ -0,0 +1,146 @@
+###############################################################################
+##
+## CMakeLists file for ParadisEO-MO/test
+##
+###############################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${MO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${PROBLEMS_SRC_DIR})
+INCLUDE_DIRECTORIES(${CMAKE_CURRENT_SOURCE_DIR})
+
+######################################################################################
+
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib)
+
+######################################################################################
+
+######################################################################################
+### 3) Define your targets and link the librairies
+######################################################################################
+
+
+
+SET (TEST_LIST  
+        t-moAdaptiveWalkSampling
+		t-moNeighbor
+		t-moBitNeighbor
+		t-moOrderNeighborhood
+		t-moFullEvalByCopy
+		t-moFullEvalByModif
+		t-moNeighborComparator
+		t-moSolNeighborComparator
+		t-moTrueContinuator
+		t-moRndWithoutReplNeighborhood
+		t-moRndWithReplNeighborhood
+		t-moFitnessStat
+		t-moDistanceStat
+		t-moNeighborhoodStat
+		t-moCounterMonitorSaver
+		t-moSolutionStat
+		t-moCheckpoint
+		t-moDummyMemory
+		t-moSolVectorTabuList
+		t-moBestImprAspiration
+		t-moSimpleHCexplorer
+		t-moRandomBestHCexplorer
+		t-moNeutralHCexplorer
+		t-moFirstImprHCexplorer
+		t-moRandomWalkExplorer
+		t-moMetropolisHastingExplorer
+		t-moRandomNeutralWalkExplorer
+		t-moTSexplorer
+		t-moSolComparator
+		t-moDummyEval
+		t-moDummyNeighbor
+		t-moDummyNeighborhood
+		t-moSimpleCoolingSchedule
+		t-moAlwaysAcceptCrit
+		t-moBetterAcceptCrit
+		t-moCountMoveMemory
+		t-moMonOpPerturb
+		t-moRestartPerturb
+		t-moNeighborhoodPerturb
+		t-moSAexplorer
+		t-moSA
+		t-moLocalSearch
+		t-moILSexplorer
+		t-moSimpleHC
+		t-moFirstImprHC
+		t-moRandomBestHC
+		t-moNeighborVectorTabuList
+		t-moMonOpDiversification
+		t-moTS
+		t-moILS
+		t-moDummyLS
+		t-moRandomSearch
+		t-moMetropolisHasting
+		t-moNeutralHC
+		t-moRandomWalk
+		t-moRandomNeutralWalk
+		t-moIterContinuator
+		t-moFitContinuator
+		t-moCombinedContinuator
+		t-moFullEvalContinuator
+		t-moNeighborEvalContinuator
+		t-moTimeContinuator
+		t-moDummyExplorer
+		t-moLocalSearchInit
+		t-moSolInit
+		t-moEvalCounter
+		t-moNeighborBestStat
+		t-moCounterStat
+		t-moMinusOneCounterStat
+		t-moVectorMonitor
+		t-moRandomSearchExplorer
+		t-moSampling
+		t-moDensityOfStatesSampling
+		t-moAutocorrelationSampling
+		t-moHillClimberSampling
+		t-moFDCsampling
+		t-moNeutralDegreeSampling
+		t-moFitnessCloudSampling
+		t-moNeutralWalkSampling
+		t-moStatistics
+		t-moNeighborhoodSizeUtils
+		t-moXChangeNeighbor
+		t-moXSwapNeighbor
+		t-moXBitFlippingNeighbor
+		t-moXChangeNeighborhood
+		t-moIndexedVectorTabuList
+		t-moRndIndexedVectorTabuList
+		t-moDynSpanCoolingSchedule
+		)
+				
+FOREACH (test ${TEST_LIST})
+	  SET ("T_${test}_SOURCES" "${test}.cpp")
+ENDFOREACH (test)
+
+
+IF(ENABLE_CMAKE_TESTING)
+	
+	# Add the tests
+	FOREACH (test ${TEST_LIST})
+		  ADD_EXECUTABLE(${test} ${T_${test}_SOURCES}) 
+		  ADD_TEST(${test} ${test}) 
+	ENDFOREACH (test)
+	
+	# Link the librairies
+	FOREACH (test ${TEST_LIST})
+	 	TARGET_LINK_LIBRARIES(${test} ga es eoutils eo)
+	ENDFOREACH (test)
+	
+ENDIF(ENABLE_CMAKE_TESTING)
+
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/moTestClass.h b/tags/paradiseo1.4-beta/paradiseo-mo/test/moTestClass.h
new file mode 100644
index 000000000..4ca3f10ec
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/moTestClass.h
@@ -0,0 +1,278 @@
+/*
+ <moTestClass.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+ 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 _moTestClass_h
+#define _moTestClass_h
+
+#include <EO.h>
+#include <eoEvalFunc.h>
+#include <neighborhood/moNeighbor.h>
+#include <neighborhood/moBackableNeighbor.h>
+#include <neighborhood/moNeighborhood.h>
+#include <neighborhood/moRndNeighborhood.h>
+#include <eval/moEval.h>
+
+#include <ga/eoBit.h>
+#include <eoScalarFitness.h>
+#include <neighborhood/moOrderNeighborhood.h>
+#include <problems/bitString/moBitNeighbor.h>
+#include <neighborhood/moIndexNeighbor.h>
+
+#include <utils/eoMonitor.h>
+#include <utils/eoUpdater.h>
+
+#include <eoInit.h>
+#include <neighborhood/moXChangeNeighbor.h>
+
+typedef eoBit<eoMinimizingFitness> bitVector;
+typedef moBitNeighbor<eoMinimizingFitness> bitNeighbor;
+
+class moDummyRndNeighborhood: public moOrderNeighborhood<bitNeighbor> ,
+		public moRndNeighborhood<bitNeighbor> {
+public:
+	moDummyRndNeighborhood(unsigned int a) :
+		moOrderNeighborhood<bitNeighbor> (a) {
+	}
+};
+
+typedef moDummyRndNeighborhood bitNeighborhood;
+
+typedef EO<int> Solution;
+
+class moDummyNeighborTest: public moNeighbor<Solution> {
+public:
+	virtual void move(Solution & _solution) {
+	}
+};
+
+class moDummyBackableNeighbor: public moBackableNeighbor<Solution> {
+public:
+	virtual void move(Solution & _solution) {
+	}
+	virtual void moveBack(Solution & _solution) {
+	}
+};
+
+template < class EOT>
+class XChangeNeighborDummy: public moXChangeNeighbor<EOT> {
+public:
+
+	XChangeNeighborDummy() :
+		moXChangeNeighbor<EOT> () {
+
+	}
+
+	/**
+	 * Constructor
+	 * @param _xChange the number of x-change to do
+	 */
+
+	XChangeNeighborDummy(unsigned int _xChange) :
+		moXChangeNeighbor<EOT> (_xChange) {
+	}
+	/**
+	 * Move a solution
+	 * @param _solution the related solution
+	 */
+	void move(EOT & _solution) {
+
+	}
+};
+
+class moDummyNeighborhoodTest: public moNeighborhood<moDummyNeighborTest> {
+public:
+	typedef moDummyNeighborTest Neighbor;
+
+	moDummyNeighborhoodTest() :
+		i(0), j(0) {
+	}
+
+	virtual bool hasNeighbor(EOT & _solution) {
+		bool res;
+		if (i % 3 == 0 || i == 1)
+			res = false;
+		else
+			res = true;
+		i++;
+		return res;
+	}
+	virtual void init(EOT & _solution, Neighbor & _current) {
+	}
+	virtual void next(EOT & _solution, Neighbor & _current) {
+	}
+	virtual bool cont(EOT & _solution) {
+		j++;
+		return (j % 10 != 0);
+	}
+
+private:
+	int i, j;
+};
+
+class moDummyEvalTest: public eoEvalFunc<Solution> {
+public:
+	void operator()(Solution& _sol) {
+		if (_sol.invalid())
+			_sol.fitness(100);
+		else
+			_sol.fitness(_sol.fitness() + 50);
+	}
+};
+
+class evalOneMax: public moEval<bitNeighbor> {
+private:
+	unsigned size;
+
+public:
+	evalOneMax(unsigned _size) :
+		size(_size) {
+	}
+	;
+
+	~evalOneMax(void) {
+	}
+	;
+
+	void operator()(bitVector& _sol, bitNeighbor& _n) {
+		unsigned int fit = _sol.fitness();
+		if (_sol[_n.index()])
+			fit--;
+		else
+			fit++;
+		_n.fitness(fit);
+	}
+};
+
+class dummyEvalOneMax: public moEval<bitNeighbor> {
+private:
+	unsigned size;
+
+public:
+	dummyEvalOneMax(unsigned _size) :
+		size(_size) {
+	}
+	;
+
+	~dummyEvalOneMax(void) {
+	}
+	;
+
+	void operator()(bitVector& _sol, bitNeighbor& _n) {
+		unsigned int fit = _sol.fitness();
+		_n.fitness(fit);
+	}
+};
+
+class monitor1: public eoMonitor {
+public:
+
+	monitor1(unsigned int& _a) :
+		a(_a) {
+	}
+
+	eoMonitor& operator()() {
+		a++;
+		return *this;
+	}
+
+	void lastCall() {
+		a++;
+	}
+
+private:
+	unsigned int& a;
+};
+
+class monitor2: public eoMonitor {
+public:
+
+	monitor2(unsigned int& _a) :
+		a(_a) {
+	}
+
+	eoMonitor& operator()() {
+		a++;
+		return *this;
+	}
+
+	void lastCall() {
+		a++;
+	}
+
+private:
+	unsigned int& a;
+};
+
+class updater1: public eoUpdater {
+public:
+	updater1(unsigned int& _a) :
+		a(_a) {
+	}
+
+	void operator()() {
+		a++;
+	}
+
+	void lastCall() {
+		a++;
+	}
+
+private:
+	unsigned int& a;
+};
+
+class dummyInit: public eoInit<bitVector> {
+public:
+	void operator()(bitVector& sol) {
+	}
+};
+
+class dummyInit2: public eoInit<bitVector> {
+
+public:
+	dummyInit2(unsigned int _size) :
+		size(_size) {
+	}
+
+	void operator()(bitVector& sol) {
+		sol.resize(0);
+		for (unsigned int i = 0; i < size; i++)
+			sol.push_back(true);
+	}
+
+private:
+	unsigned int size;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moAdaptiveWalkSampling.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moAdaptiveWalkSampling.cpp
new file mode 100755
index 000000000..586624246
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moAdaptiveWalkSampling.cpp
@@ -0,0 +1,77 @@
+/*
+<t-moAdaptiveWalkSampling.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Boufaras Karima
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <sampling/moAdaptiveWalkSampling.h>
+#include "moTestClass.h"
+#include <algo/moFirstImprHC.h>
+#include <eval/oneMaxEval.h>
+#include <continuator/moSolutionStat.h>
+#include <continuator/moCounterStat.h>
+#include <continuator/moIterContinuator.h>
+
+int main() {
+
+    std::cout << "[t-moAdaptiveWalkSampling] => START" << std::endl;
+
+    bitNeighborhood nh(5);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(5);
+    dummyInit2 init(5);
+    moIterContinuator<bitNeighbor> cont(2);
+
+    moAdaptiveWalkSampling<bitNeighbor> test(init,nh,fullEval,eval,3);
+    moCounterStat<bitVector> stat2;
+    test.add(stat2);
+
+    test();
+
+    std::vector<double> res;
+    std::vector<bitVector> res2;
+    res = test.getValues(1);
+    res2= test.getSolutions(0);
+
+    for (unsigned int i=0; i<res2.size(); i++)
+        assert(res2[i].fitness()==5-i);
+
+    for (unsigned int i=0; i<res.size(); i++)
+        assert(res[i]==i);
+
+    test.fileExport("outputTestAdaptativeWalkSampling1");
+    test.fileExport(1, "outputTestAdaptativeWalkSampling2");
+
+
+    std::cout << "[t-moAdaptiveWalkSampling] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moAlwaysAcceptCrit.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moAlwaysAcceptCrit.cpp
new file mode 100644
index 000000000..ab50c5f10
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moAlwaysAcceptCrit.cpp
@@ -0,0 +1,51 @@
+/*
+<t-moAlwaysAcceptCrit.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <acceptCrit/moAlwaysAcceptCrit.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moAlwaysAcceptCrit] => START" << std::endl;
+
+    bitVector sol1, sol2;
+
+    moAlwaysAcceptCrit<bitNeighbor> test;
+
+    assert(test(sol1,sol2));
+
+    std::cout << "[t-moAlwaysAcceptCrit] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moAutocorrelationSampling.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moAutocorrelationSampling.cpp
new file mode 100644
index 000000000..77733bbd2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moAutocorrelationSampling.cpp
@@ -0,0 +1,58 @@
+/*
+<t-moAutocorrelationSampling.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <sampling/moAutocorrelationSampling.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+
+int main() {
+
+    std::cout << "[t-moAutocorrelationSampling] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+    dummyInit2 init(4);
+
+    moAutocorrelationSampling<bitNeighbor> test(init, nh, fullEval, eval, 3);
+
+    test();
+
+    test.fileExport("outputTestAutocorrelationSampling");
+
+
+    std::cout << "[t-moAutocorrelationSampling] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moBestImprAspiration.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moBestImprAspiration.cpp
new file mode 100644
index 000000000..cd2de284d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moBestImprAspiration.cpp
@@ -0,0 +1,78 @@
+/*
+<t-moBestImprAspiration.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <memory/moBestImprAspiration.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moBestImprAspiration] => START" << std::endl;
+
+    moBestImprAspiration<bitNeighbor> test;
+    eoBit<eoMinimizingFitness> sol1(4);
+    eoBit<eoMinimizingFitness> sol2(4);
+    eoBit<eoMinimizingFitness> sol3(4);
+    eoBit<eoMinimizingFitness> sol4(4);
+    bitNeighbor n1;
+    bitNeighbor n2;
+    bitNeighbor n3;
+    bitNeighbor n4;
+
+    sol3[0]=true;
+    sol4[3]=true;
+
+    sol1.fitness(4);
+    sol2.fitness(5);
+    sol3.fitness(3);
+    sol4.fitness(3);
+    n1.fitness(4);
+    n2.fitness(5);
+    n3.fitness(3);
+    n4.fitness(3);
+
+
+    //verification qu'on update bien le best so far quand il faut
+    test.init(sol1);
+    assert(test.getBest()==sol1);
+    assert(!test(sol2,n2));
+    assert(test(sol3,n3));
+    test.update(sol3,n3);
+    assert(test.getBest()==sol3);
+    assert(!test(sol4,n4));
+    test.update(sol4,n4);
+    assert(test.getBest()==sol3);
+
+    std::cout << "[t-moBestImprAspiration] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moBetterAcceptCrit.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moBetterAcceptCrit.cpp
new file mode 100644
index 000000000..acd528598
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moBetterAcceptCrit.cpp
@@ -0,0 +1,61 @@
+/*
+<t-moBetterAcceptCrit.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <comparator/moSolComparator.h>
+#include <acceptCrit/moBetterAcceptCrit.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moBetterAcceptCrit] => START" << std::endl;
+
+    bitVector sol1, sol2, sol3;
+
+    sol1.fitness(2);
+    sol2.fitness(3);
+    sol3.fitness(3);
+
+    moSolComparator<bitVector> comparator;
+
+    moBetterAcceptCrit<bitNeighbor> test(comparator);
+
+    assert(test(sol2, sol1));
+    assert(!test(sol1, sol2));
+    assert(!test(sol2, sol3));
+
+
+    std::cout << "[t-moBetterAcceptCrit] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moBitNeighbor.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moBitNeighbor.cpp
new file mode 100644
index 000000000..71ac6bca7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moBitNeighbor.cpp
@@ -0,0 +1,85 @@
+/*
+  <t-moBitNeighborh.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 <problems/bitString/moBitNeighbor.h>
+
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moBitNeighbor] => START" << std::endl;
+
+    //init sol
+    eoBit<int> sol;
+    sol.push_back(true);
+    sol.push_back(false);
+    sol.push_back(true);
+
+    //verif du constructeur vide
+    moBitNeighbor<int> test1;
+    assert(test1.index()==0);
+
+    //verif du setter d'index et du constructeur de copy
+    test1.index(6);
+    test1.fitness(2);
+    moBitNeighbor<int> test2(test1);
+    assert(test2.index()==6);
+    assert(test2.fitness()==2);
+
+    //verif du getter
+    assert(test1.index()==6);
+
+    //verif de l'operateur=
+    test1.fitness(8);
+    test1.index(2);
+    test2=test1;
+    assert(test2.fitness()==8);
+    assert(test2.index()==2);
+
+    //verif de move
+    test2.move(sol);
+    assert(!sol[2]);
+
+    //verif de moveBack
+    test2.moveBack(sol);
+    assert(sol[2]);
+
+    test1.printOn(std::cout);
+    test2.printOn(std::cout);
+
+    assert(test1.className()=="moBitNeighbor");
+    std::cout << "[t-moBitNeighbor] => OK" << std::endl;
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCheckpoint.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCheckpoint.cpp
new file mode 100644
index 000000000..e080b9a7b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCheckpoint.cpp
@@ -0,0 +1,122 @@
+/*
+<t-moCheckpoint.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <continuator/moCheckpoint.h>
+#include <continuator/moTrueContinuator.h>
+#include <continuator/moSolutionStat.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moCheckpoint] => START" << std::endl;
+
+    unsigned int a=2;
+    unsigned int b=15;
+    unsigned int c= 10;
+    unsigned int d= 47;
+
+    eoBit<eoMinimizingFitness> s(3);
+    s[0]=true;
+    s[1]=true;
+    s[2]=false;
+
+    s.fitness(17);
+
+
+    //verification que toutes les operateurs sont bien apellés
+    moSolutionStat< eoBit< eoMinimizingFitness > > stat;
+    updater1 up1(a);
+    updater1 up2(b);
+    monitor1 mon1(c);
+    monitor2 mon2(d);
+    moTrueContinuator< bitNeighbor > cont;
+
+    moCheckpoint< bitNeighbor > test1(cont);
+    moCheckpoint< bitNeighbor > test2(cont, 3);
+
+    test1.add(up1);
+    test1.add(up2);
+    test1.add(mon1);
+    test1.add(mon2);
+    test1.add(stat);
+
+    test2.add(up1);
+    test2.add(up2);
+    test2.add(mon1);
+    test2.add(mon2);
+    test2.add(stat);
+
+    test1.init(s);
+    test1(s);
+    assert(a==3 && b==16 && c==12 && d==49);
+    assert(stat.value()[0]);
+    assert(stat.value()[1]);
+    assert(!stat.value()[2]);
+    assert(stat.value().fitness()==17);
+
+    test1(s);
+    assert(a==4 && b==17 && c==13 && d==50);
+    assert(stat.value()[0]);
+    assert(stat.value()[1]);
+    assert(!stat.value()[2]);
+    assert(stat.value().fitness()==17);
+
+    s.fitness(4);
+
+    test2.init(s);
+    test2(s);
+    assert(a==5 && b==18 && c==15 && d==52);
+    assert(stat.value()[0]);
+    assert(stat.value()[1]);
+    assert(!stat.value()[2]);
+    assert(stat.value().fitness()==4);
+
+    s.fitness(6);
+    test2(s);
+    assert(stat.value().fitness()==4);
+    test2(s);
+    assert(stat.value().fitness()==6);
+    test2(s);
+    assert(stat.value().fitness()==6);
+
+    test1.lastCall(s);
+    assert(a==9 && b==22 && c==19 && d==56);
+    test2.lastCall(s);
+    assert(a==10 && b==23 && c==20 && d==57);
+
+    assert(test1.className()=="moCheckpoint");
+    std::cout << "[t-moCheckpoint] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCombinedContinuator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCombinedContinuator.cpp
new file mode 100644
index 000000000..7cbeb1229
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCombinedContinuator.cpp
@@ -0,0 +1,65 @@
+/*
+<t-moCombinedContinuator.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <continuator/moCombinedContinuator.h>
+#include <continuator/moIterContinuator.h>
+#include <continuator/moTrueContinuator.h>
+#include "moTestClass.h"
+
+
+int main() {
+
+    std::cout << "[t-moCombinedContinuator] => START" << std::endl;
+
+    moIterContinuator<moDummyNeighborTest> cont1(3, false);
+    moTrueContinuator<moDummyNeighborTest> cont2;
+
+    moCombinedContinuator<moDummyNeighborTest> test(cont2);
+    test.add(cont1);
+
+    Solution s;
+
+    test.init(s);
+    assert(test(s));
+    assert(test(s));
+    assert(!test(s));
+    test.init(s);
+    assert(test(s));
+    assert(test(s));
+    assert(!test(s));
+
+    std::cout << "[t-moCombinedContinuator] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCountMoveMemory.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCountMoveMemory.cpp
new file mode 100644
index 000000000..403970835
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCountMoveMemory.cpp
@@ -0,0 +1,91 @@
+/*
+<t-moCountMoveMemory.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <memory/moCountMoveMemory.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moCountMoveMemory] => START" << std::endl;
+
+    bitVector sol;
+    bitNeighbor n;
+
+
+    moCountMoveMemory<bitNeighbor> test;
+
+    test.init(sol);
+    assert(test.getNbMove()==0);
+    assert(test.getNbNoMove()==0);
+    assert(test.getCounter()==0);
+
+    test.add(sol,n);
+    assert(test.getNbMove()==1);
+    assert(test.getNbNoMove()==0);
+    assert(test.getCounter()==0);
+
+    test.add(sol,n);
+    assert(test.getNbMove()==2);
+    assert(test.getNbNoMove()==0);
+    assert(test.getCounter()==0);
+
+    test.update(sol,n);
+    assert(test.getNbMove()==2);
+    assert(test.getNbNoMove()==1);
+    assert(test.getCounter()==1);
+
+    test.add(sol,n);
+    assert(test.getNbMove()==3);
+    assert(test.getNbNoMove()==1);
+    assert(test.getCounter()==0);
+
+    test.update(sol,n);
+    assert(test.getNbMove()==3);
+    assert(test.getNbNoMove()==2);
+    assert(test.getCounter()==1);
+
+    test.update(sol,n);
+    assert(test.getNbMove()==3);
+    assert(test.getNbNoMove()==3);
+    assert(test.getCounter()==2);
+
+    test.clearMemory();
+    assert(test.getNbMove()==0);
+    assert(test.getNbNoMove()==0);
+    assert(test.getCounter()==0);
+
+    std::cout << "[t-moCountMoveMemory] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCounterMonitorSaver.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCounterMonitorSaver.cpp
new file mode 100644
index 000000000..2672be7f3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCounterMonitorSaver.cpp
@@ -0,0 +1,71 @@
+/*
+<t-moCounterMonitorSaver.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <continuator/moCounterMonitorSaver.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+
+int main() {
+
+    std::cout << "[t-moCounterMonitorSaver] => START" << std::endl;
+
+    unsigned int a=1;
+    unsigned int b=10;
+
+    monitor1 mon1(a);
+    monitor2 mon2(b);
+
+    moCounterMonitorSaver test(3, mon1);
+    test.add(mon2);
+
+    //on verifie qu'on apelle les moniteurs seulement tout les 3 itération
+
+    test();
+    assert(a==2 && b==11);
+    test();
+    assert(a==2 && b==11);
+    test();
+    assert(a==2 && b==11);
+    test();
+    assert(a==3 && b==12);
+
+    //test du lastCall
+    test.lastCall();
+    assert(a==4 && b==13);
+
+    assert(test.className()=="moCounterMonitorSaver");
+    std::cout << "[t-moCounterMonitorSaver] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCounterStat.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCounterStat.cpp
new file mode 100644
index 000000000..08ce62b8e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moCounterStat.cpp
@@ -0,0 +1,62 @@
+/*
+<t-moCounterStat.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <continuator/moCounterStat.h>
+
+int main() {
+
+    std::cout << "[t-moCounterStat] => START" << std::endl;
+
+    moCounterStat<int> test;
+
+    int a=3;
+
+    test.init(a);
+    assert(test.value()==0);
+    a=5;
+    test(a);
+    assert(test.value()==1);
+    a=-3;
+    test(a);
+    assert(test.value()==2);
+    a=-12;
+    test.init(a);
+    assert(test.value()==0);
+
+    assert(test.className()=="moCounterStat");
+
+    std::cout << "[t-moCounterStat] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDensityOfStatesSampling.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDensityOfStatesSampling.cpp
new file mode 100644
index 000000000..adc97bb27
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDensityOfStatesSampling.cpp
@@ -0,0 +1,54 @@
+/*
+<t-moDensityOfStatesSampling.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <sampling/moDensityOfStatesSampling.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+
+int main() {
+
+    std::cout << "[t-moDensityOfStatesSampling] => START" << std::endl;
+
+    oneMaxEval<bitVector> fullEval;
+    dummyInit2 init(4);
+
+    moDensityOfStatesSampling<bitNeighbor> test(init, fullEval, 3);
+    test();
+
+    test.fileExport("outputTestDensityOfState");
+
+    std::cout << "[t-moDensityOfStatesSampling] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDistanceStat.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDistanceStat.cpp
new file mode 100644
index 000000000..c14971756
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDistanceStat.cpp
@@ -0,0 +1,73 @@
+/*
+<t-moDistanceStat.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <problems/bitString/moBitNeighbor.h>
+#include <continuator/moDistanceStat.h>
+#include <utils/eoDistance.h>
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moDistanceStat] => START" << std::endl;
+
+    eoBit<int> sol1;
+    eoBit<int> sol2;
+    eoBit<int> sol3;
+    sol1.push_back(true);
+    sol1.push_back(false);
+    sol1.push_back(true);
+
+    sol2.push_back(true);
+    sol2.push_back(true);
+    sol2.push_back(false);
+
+    sol3.push_back(true);
+    sol3.push_back(true);
+    sol3.push_back(true);
+
+    //verification de la stat avec une distance de Hamming
+
+    eoHammingDistance< eoBit<int> > dist;
+
+    moDistanceStat< eoBit<int> > test(dist, sol1);
+
+    test(sol2);
+    assert(test.value()==2);
+    test(sol3);
+    assert(test.value()==1);
+
+    assert(test.className()=="moDistanceStat");
+    std::cout << "[t-moDistanceStat] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyEval.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyEval.cpp
new file mode 100644
index 000000000..5f618b4e5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyEval.cpp
@@ -0,0 +1,46 @@
+/*
+<t-moDummyEval.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+#include <eval/moDummyEval.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moDummyEval] => START" << std::endl;
+
+    moDummyEval<bitNeighbor> test;
+
+    std::cout << "[t-moDummyEval] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyExplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyExplorer.cpp
new file mode 100644
index 000000000..8a3791698
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyExplorer.cpp
@@ -0,0 +1,49 @@
+/*
+<t-moDummyExplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <explorer/moDummyExplorer.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moDummyExplorer] => START" << std::endl;
+
+    moDummyExplorer<bitNeighbor> test;
+
+    assert(test.className()=="moDummyExplorer");
+
+    std::cout << "[t-moDummyExplorer] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyLS.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyLS.cpp
new file mode 100644
index 000000000..c1204757f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyLS.cpp
@@ -0,0 +1,51 @@
+/*
+<t-moDummyLS.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moDummyLS.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+
+int main() {
+
+    std::cout << "[t-moDummyLS] => START" << std::endl;
+
+    oneMaxEval<bitVector> fullEval;
+    moDummyLS<bitNeighbor> test(fullEval);
+
+    assert(test.className()=="moDummyLS");
+
+    std::cout << "[t-moDummyLS] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyMemory.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyMemory.cpp
new file mode 100644
index 000000000..4dcda2bc1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyMemory.cpp
@@ -0,0 +1,63 @@
+/*
+<t-moDummyMemory.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <memory/moDummyIntensification.h>
+#include <memory/moDummyDiversification.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moDummyMemory] => START" << std::endl;
+
+    eoBit<eoMinimizingFitness> sol(4);
+    bitNeighbor n;
+    moDummyDiversification<bitNeighbor> test1;
+    test1.init(sol);
+    test1.add(sol, n);
+    test1.update(sol, n);
+    test1.clearMemory();
+    assert(!test1(sol));
+
+    moDummyIntensification<bitNeighbor> test2;
+    test2.init(sol);
+    test2.add(sol, n);
+    test2.update(sol, n);
+    test2.clearMemory();
+    assert(!test2(sol));
+
+
+    std::cout << "[t-moDummyMemory] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyNeighbor.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyNeighbor.cpp
new file mode 100644
index 000000000..cd60ddb01
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyNeighbor.cpp
@@ -0,0 +1,46 @@
+/*
+<t-moDummyNeighbor.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+#include <neighborhood/moDummyNeighbor.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moDummyNeighbor] => START" << std::endl;
+
+    moDummyNeighbor<bitVector> test;
+
+    std::cout << "[t-moDummyNeighbor] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyNeighborhood.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyNeighborhood.cpp
new file mode 100644
index 000000000..c38083873
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDummyNeighborhood.cpp
@@ -0,0 +1,56 @@
+/*
+<t-moDummyNeighborhood.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+#include <neighborhood/moDummyNeighbor.h>
+#include <neighborhood/moDummyNeighborhood.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moDummyNeighborhood] => START" << std::endl;
+
+    bitVector sol;
+    moDummyNeighbor<bitVector> n;
+
+    moDummyNeighborhood<moDummyNeighbor<bitVector> > test;
+
+    assert(!test.hasNeighbor(sol));
+    assert(!test.cont(sol));
+    test.init(sol,n);
+    test.next(sol,n);
+
+
+    std::cout << "[t-moDummyNeighborhood] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDynSpanCoolingSchedule.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDynSpanCoolingSchedule.cpp
new file mode 100755
index 000000000..7bef4ad59
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moDynSpanCoolingSchedule.cpp
@@ -0,0 +1,91 @@
+/*
+ <t-moDynSpanCoolingSchedule.cpp>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <coolingSchedule/moDynSpanCoolingSchedule.h>
+#include "moTestClass.h"
+
+int main() {
+
+	std::cout << "[t-moDynSpanCoolingSchedule] => START" << std::endl;
+
+	double temperature;
+
+	bitVector sol;
+
+	moDynSpanCoolingSchedule<bitVector> test(100, 0.1, 3, 2, 2);
+
+	temperature = test.init(sol);
+	assert(temperature == 100);
+
+	//temperature must not changed 2*
+	test.update(temperature, 0);
+	assert(temperature == 100);
+	assert(test(temperature));
+	test.update(temperature, 0);
+	assert(temperature == 100);
+	assert(test(temperature));
+
+	//then temperature must be /10
+	test.update(temperature, 0);
+	assert(temperature == 10);
+	assert(test(temperature));
+	test.update(temperature, 0);
+	assert(temperature == 10);
+	assert(test(temperature));
+	test.update(temperature, 0);
+	assert(temperature == 10);
+	assert(test(temperature));
+
+	test.update(temperature, 0);
+	assert(temperature == 1);
+	std::cout << "\n";
+	assert(test(temperature));
+	test.update(temperature, 0);
+	std::cout << "\n";
+	assert(temperature == 1);
+	assert(test(temperature));
+	test.update(temperature, 0);
+	std::cout << "\n";
+	assert(temperature == 1);
+	assert(test(temperature));
+
+	test.update(temperature, 0);
+	assert(temperature == 0.1);
+	assert(!test(temperature));
+
+
+	std::cout << "[t-moDynSpanCoolingSchedule] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moEvalCounter.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moEvalCounter.cpp
new file mode 100644
index 000000000..000a6d5ba
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moEvalCounter.cpp
@@ -0,0 +1,66 @@
+/*
+<t-moEvalCounter.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <eval/moEvalCounter.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moEvalCounter] => START" << std::endl;
+
+    evalOneMax eval(4);
+    bitVector sol;
+    sol.resize(4);
+    sol[0]=true;
+    sol[1]=false;
+    sol[2]=true;
+    sol[3]=true;
+    sol.fitness(3);
+    bitNeighbor n;
+    n.index(2);
+
+    moEvalCounter<bitNeighbor> test(eval);
+
+    test(sol,n);
+    assert(test.value()==1);
+    assert(n.fitness()==2);
+    n.index(1);
+    test(sol,n);
+    assert(test.value()==2);
+    assert(n.fitness()==4);
+
+    std::cout << "[t-moEvalCounter] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFDCsampling.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFDCsampling.cpp
new file mode 100644
index 000000000..34da40c43
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFDCsampling.cpp
@@ -0,0 +1,61 @@
+/*
+<t-moFDCsampling.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+
+#include <sampling/moFDCsampling.h>
+#include "moTestClass.h"
+#include <utils/eoDistance.h>
+#include <eval/oneMaxEval.h>
+
+int main() {
+
+    std::cout << "[t-moFDCsampling] => START" << std::endl;
+
+    oneMaxEval<bitVector> fullEval;
+    dummyInit2 init(4);
+    eoHammingDistance<bitVector> dist;
+    bitVector sol(4, false);
+    sol.fitness(0);
+
+
+    moFDCsampling<bitNeighbor> test(init, fullEval, dist, sol, 3);
+
+    test();
+
+    test.fileExport("outputTestFDCsampling");
+
+    std::cout << "[t-moFDCsampling] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFirstImprHC.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFirstImprHC.cpp
new file mode 100644
index 000000000..e92984567
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFirstImprHC.cpp
@@ -0,0 +1,64 @@
+/*
+<t-moFirstImprHC.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moFirstImprHC.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <continuator/moTrueContinuator.h>
+#include <comparator/moSolNeighborComparator.h>
+
+int main() {
+
+    std::cout << "[t-moFirstImprHC] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+
+    //test first constructor
+    moFirstImprHC<bitNeighbor> test1(nh, fullEval, eval);
+
+    //test second constructor
+    moTrueContinuator<bitNeighbor> cont;
+    moFirstImprHC<bitNeighbor> test2(nh, fullEval, eval, cont);
+
+    //test third constructor
+    moSolNeighborComparator<bitNeighbor> sncomp;
+    moNeighborComparator<bitNeighbor> ncomp;
+    moFirstImprHC<bitNeighbor> test3(nh, fullEval, eval, cont, ncomp, sncomp);
+
+    std::cout << "[t-moFirstImprHC] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFirstImprHCexplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFirstImprHCexplorer.cpp
new file mode 100644
index 000000000..d8b28c3f0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFirstImprHCexplorer.cpp
@@ -0,0 +1,93 @@
+/*
+<t-moFirstImprExplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <explorer/moFirstImprHCexplorer.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moFirstImprHCexplorer] => START" << std::endl;
+
+    //Instanciation
+    eoBit<eoMinimizingFitness> sol(4, true);
+    sol.fitness(4);
+    bitNeighborhood nh(4);
+    evalOneMax eval(4);
+    moNeighborComparator<bitNeighbor> ncomp;
+    moSolNeighborComparator<bitNeighbor> sncomp;
+
+    moFirstImprHCexplorer<bitNeighbor> test(nh, eval, ncomp, sncomp);
+
+    //on verifie qu'on améliore peut continuer à explorer tant qu'on améliore la solution
+
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==3);
+    assert(!sol[0]);
+    assert(test.isContinue(sol));
+
+
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==2);
+    assert(!sol[1]);
+    assert(test.isContinue(sol));
+
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==1);
+    assert(!sol[2]);
+    assert(test.isContinue(sol));
+
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==0);
+    assert(!sol[3]);
+    assert(test.isContinue(sol));
+
+    test(sol);
+    assert(!test.accept(sol));
+    assert(sol.fitness()==0);
+    assert(!test.isContinue(sol));
+
+    std::cout << "[t-moFirstImprHCexplorer] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFitContinuator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFitContinuator.cpp
new file mode 100644
index 000000000..34e686444
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFitContinuator.cpp
@@ -0,0 +1,61 @@
+/*
+<t-moFitContinuator.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <continuator/moFitContinuator.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moFitContinuator] => START" << std::endl;
+
+    moFitContinuator<bitNeighbor> test1(3);
+    moFitContinuator<moDummyNeighborTest> test2(5);
+
+    bitVector sol1;
+    Solution sol2;
+
+    sol1.fitness(4);
+    assert(test1(sol1));
+    sol1.fitness(3);
+    assert(!test1(sol1));
+
+    sol2.fitness(3);
+    assert(test2(sol2));
+    sol2.fitness(5);
+    assert(!test2(sol2));
+
+    std::cout << "[t-moFitContinuator] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFitnessCloudSampling.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFitnessCloudSampling.cpp
new file mode 100644
index 000000000..ae2392d5a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFitnessCloudSampling.cpp
@@ -0,0 +1,75 @@
+/*
+<t-moFitnessCloudSampling.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <sampling/moFitnessCloudSampling.h>
+#include <sampling/moRndRndFitnessCloudSampling.h>
+#include <sampling/moRndBestFitnessCloudSampling.h>
+#include <sampling/moMHRndFitnessCloudSampling.h>
+#include <sampling/moMHBestFitnessCloudSampling.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+
+
+int main() {
+
+    std::cout << "[t-moFitnessCloudSampling] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+    dummyInit2 init(4);
+
+    moFitnessCloudSampling<bitNeighbor> test1(init, nh, fullEval, eval, 3);
+
+    moRndRndFitnessCloudSampling<bitNeighbor> test2(init, nh, fullEval, eval, 3);
+
+    moRndBestFitnessCloudSampling<bitNeighbor> test3(init, nh, fullEval, eval, 3);
+
+    moMHRndFitnessCloudSampling<bitNeighbor> test4(init, nh, fullEval, eval, 3);
+
+    moMHBestFitnessCloudSampling<bitNeighbor> test5(init, nh, fullEval, eval, 3);
+
+    test1();
+    test2();
+    test3();
+    test4();
+    test5();
+
+    test1.fileExport("outputTestFitnessCloudSampling");
+
+
+    std::cout << "[t-moFitnessCloudSampling] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFitnessStat.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFitnessStat.cpp
new file mode 100644
index 000000000..f243d1e19
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFitnessStat.cpp
@@ -0,0 +1,57 @@
+/*
+<t-moFitnessStat.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <continuator/moFitnessStat.h>
+#include <problems/bitString/moBitNeighbor.h>
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moFitnessStat] => START" << std::endl;
+
+    eoBit<int> sol;
+
+    moFitnessStat< eoBit<int> > test;
+    sol.fitness(3);
+    test(sol);
+    assert(test.value()==3);
+
+    sol.fitness(12);
+    test(sol);
+    assert(test.value()==12);
+
+    assert(test.className()=="moFitnessStat");
+    std::cout << "[t-moFitnessStat] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFullEvalByCopy.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFullEvalByCopy.cpp
new file mode 100644
index 000000000..b487c6751
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFullEvalByCopy.cpp
@@ -0,0 +1,63 @@
+/*
+  <t-moFullEvalByCopy.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 "moTestClass.h"
+#include <eval/moFullEvalByCopy.h>
+
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    //Pas grand chose à faire: le gros du travail est fait par le voisin et l'eval
+
+    std::cout << "[t-moFullEvalByCopy] => START" << std::endl;
+
+    Solution sol;
+    moDummyNeighborTest neighbor;
+    moDummyEvalTest eval;
+
+    //verif constructor
+    moFullEvalByCopy<moDummyNeighborTest> test(eval);
+
+    sol.fitness(3);
+
+    //verif operator()
+    test(sol,neighbor);
+    assert(sol.fitness()==3);
+
+    std::cout << "[t-moFullEvalByCopy] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFullEvalByModif.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFullEvalByModif.cpp
new file mode 100644
index 000000000..b52813c37
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFullEvalByModif.cpp
@@ -0,0 +1,63 @@
+/*
+  <t-moFullEvalByModif.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 "moTestClass.h"
+#include <eval/moFullEvalByModif.h>
+
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    //Pas grand chose à faire: le gros du travail est fait par le voisin et l'eval
+
+    std::cout << "[t-moFullEvalByModif] => START" << std::endl;
+
+    Solution sol;
+    moDummyBackableNeighbor neighbor;
+    moDummyEvalTest eval;
+
+    //verif constructor
+    moFullEvalByModif<moDummyBackableNeighbor> test(eval);
+
+    sol.fitness(3);
+
+    //verif operator()
+    test(sol,neighbor);
+    assert(sol.fitness()==3);
+
+    std::cout << "[t-moFullEvalByModif] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFullEvalContinuator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFullEvalContinuator.cpp
new file mode 100644
index 000000000..78164608a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moFullEvalContinuator.cpp
@@ -0,0 +1,70 @@
+/*
+<t-moFullEvalContinuator.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <continuator/moFullEvalContinuator.h>
+#include <eval/oneMaxEval.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moFullEvalContinuator] => START" << std::endl;
+
+    oneMaxEval<bitVector> fullEval;
+    eoEvalFuncCounter<bitVector> evalCount(fullEval);
+    moFullEvalContinuator<bitNeighbor> test(evalCount, 3);
+
+    bitVector sol;
+    sol.push_back(1);
+
+
+    test.init(sol);
+    evalCount(sol);
+    sol.invalidate();
+    assert(test.value()==1);
+    evalCount(sol);
+    sol.invalidate();
+    assert(test.value()==2);
+    assert(test(sol));
+    evalCount(sol);
+    sol.invalidate();
+    assert(test.value()==3);
+    assert(!test(sol));
+    test.init(sol);
+    assert(test.value()==0);
+    assert(test(sol));
+
+    std::cout << "[t-moFullEvalContinuator] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moHillClimberSampling.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moHillClimberSampling.cpp
new file mode 100644
index 000000000..0dcb6d950
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moHillClimberSampling.cpp
@@ -0,0 +1,57 @@
+/*
+<t-moHillClimberSampling.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <sampling/moHillClimberSampling.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+
+int main() {
+
+    std::cout << "[t-moHillClimberSampling] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+    dummyInit2 init(4);
+
+    moHillClimberSampling<bitNeighbor> test(init, nh, fullEval, eval, 3);
+
+    test();
+
+    test.fileExport("outputTestHillClimberSampling");
+
+    std::cout << "[t-moHillClimberSampling] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moILS.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moILS.cpp
new file mode 100644
index 000000000..42f7b3f36
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moILS.cpp
@@ -0,0 +1,79 @@
+/*
+<t-moILS.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moTS.h>
+#include <algo/moILS.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <continuator/moTrueContinuator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <comparator/moNeighborComparator.h>
+#include <memory/moSolVectorTabuList.h>
+#include <neighborhood/moDummyNeighbor.h>
+
+class dummyMonOp: public eoMonOp<bitVector> {
+public:
+    bool operator()(bitVector&) {
+        return false;
+    }
+};
+
+int main() {
+
+    std::cout << "[t-moILS] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+
+    moTS<bitNeighbor> ts(nh, fullEval, eval, 1, 7);
+
+    dummyMonOp op;
+
+    //basic constructor
+    moILS<bitNeighbor> test1(ts, fullEval, op, 3);
+
+    //simple constructor
+    moTrueContinuator<moDummyNeighbor<bitVector> > cont;
+    moILS<bitNeighbor> test2(ts, fullEval, op, cont);
+
+    //general constructor
+    moMonOpPerturb<bitNeighbor> perturb(op, fullEval);
+    moAlwaysAcceptCrit<bitNeighbor> accept;
+    moILS<bitNeighbor> test3(ts, fullEval, cont, perturb, accept);
+
+    std::cout << "[t-moILS] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moILSexplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moILSexplorer.cpp
new file mode 100644
index 000000000..ae86ac87c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moILSexplorer.cpp
@@ -0,0 +1,98 @@
+/*
+ <t-moILSexplorer.cpp>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moSimpleHC.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <coolingSchedule/moSimpleCoolingSchedule.h>
+#include <continuator/moTrueContinuator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <explorer/moILSexplorer.h>
+#include <perturb/moMonOpPerturb.h>
+#include <acceptCrit/moAlwaysAcceptCrit.h>
+
+class dummyMonOp: public eoMonOp<bitVector> {
+
+	bool operator()(bitVector& _sol) {
+		_sol[0] = !_sol[0];
+		return true;
+	}
+
+};
+
+int main() {
+
+	std::cout << "[t-moILSexplorer] => START" << std::endl;
+	bitNeighborhood nh(4);
+	oneMaxEval<bitVector> fullEval;
+	evalOneMax eval(4);
+
+	bitVector sol(4, true);
+	fullEval(sol);
+
+	//test first constructor
+	moSimpleHC<bitNeighbor> ls(nh, fullEval, eval);
+
+	dummyMonOp op;
+	moMonOpPerturb<bitNeighbor> perturb(op, fullEval);
+
+	moAlwaysAcceptCrit<bitNeighbor> accept;
+
+	moILSexplorer<bitNeighbor, bitNeighbor> test(ls, perturb, accept);
+
+	assert(test.className() == "moILSexplorer");
+	assert(test.isContinue(sol));
+	assert(test.accept(sol));
+
+	test.initParam(sol);
+	test.moveApplied(true);
+	test.updateParam(sol);
+	test.moveApplied(false);
+	test.updateParam(sol);
+	test.terminate(sol);
+
+	test.initParam(sol);
+	test(sol);
+	test.move(sol);
+
+	for (unsigned int i = 0; i < sol.size(); i++)
+		assert(!sol[i]);
+	assert(sol.fitness() == 0);
+
+	test(sol);
+
+	std::cout << "[t-moILSexplorer] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moIndexedVectorTabuList.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moIndexedVectorTabuList.cpp
new file mode 100755
index 000000000..d29b3bc3e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moIndexedVectorTabuList.cpp
@@ -0,0 +1,95 @@
+/*
+ <t-moIndexedVectorTabuList.cpp>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 <memory/moIndexedVectorTabuList.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+	std::cout << "[t-moIndexedVectorTabuList] => START" << std::endl;
+
+	moIndexedVectorTabuList<bitNeighbor> test(4, 1);
+	bitNeighbor n1;
+	bitNeighbor n2;
+	bitNeighbor n3;
+	bitNeighbor n4;
+	n1.index(0);
+	n2.index(1);
+	n3.index(2);
+	n4.index(3);
+
+	eoBit<eoMinimizingFitness> sol1(4, true);
+	eoBit<eoMinimizingFitness> sol2(4, true);
+	sol2[0]=false;
+
+	//init
+	test.init(sol1);
+
+	//ajout d'un voisin tabu
+	test.add(sol1, n1);
+
+	//verification des voisins
+	assert(test.check(sol1, n1));
+	assert(!test.check(sol1, n2));
+	assert(!test.check(sol1, n3));
+	assert(!test.check(sol1, n4));
+
+	assert(test.check(sol2, n1));
+	assert(!test.check(sol2, n2));
+	assert(!test.check(sol2, n3));
+	assert(!test.check(sol2, n4));
+
+	test.update(sol1, n1);
+	test.add(sol1, n2);
+	test.add(sol1, n3);
+	test.add(sol1, n4);
+
+	assert(!test.check(sol1, n1));
+	assert(test.check(sol1, n2));
+	assert(test.check(sol1, n3));
+	assert(test.check(sol1, n4));
+
+	test.update(sol1, n2);
+	test.update(sol1, n3);
+	test.update(sol1, n4);
+
+	assert(!test.check(sol1, n2));
+	assert(!test.check(sol1, n3));
+	assert(!test.check(sol1, n4));
+
+
+	std::cout << "[t-moIndexedVectorTabuList] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moIterContinuator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moIterContinuator.cpp
new file mode 100644
index 000000000..871ffeb90
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moIterContinuator.cpp
@@ -0,0 +1,61 @@
+/*
+<t-moIterContinuator.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <continuator/moIterContinuator.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moIterContinuator] => START" << std::endl;
+
+    moIterContinuator<moDummyNeighborTest> test(3, false);
+    moIterContinuator<moDummyNeighborTest> test2(3);
+    Solution s;
+
+    test.init(s);
+    assert(test.value()==0);
+    assert(test(s));
+    assert(test.value()==1);
+    assert(test(s));
+    assert(test.value()==2);
+    assert(!test(s));
+    assert(test.value()==3);
+    test.init(s);
+    assert(test.value()==0);
+
+
+    std::cout << "[t-moIterContinuator] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moLocalSearch.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moLocalSearch.cpp
new file mode 100644
index 000000000..4d3f3753d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moLocalSearch.cpp
@@ -0,0 +1,70 @@
+/*
+<t-moLocalSearch.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+#include <algo/moLocalSearch.h>
+#include <explorer/moSimpleHCexplorer.h>
+#include <continuator/moTrueContinuator.h>
+#include <eval/oneMaxEval.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <comparator/moNeighborComparator.h>
+
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moLocalSearch] => START" << std::endl;
+
+
+
+    bitNeighborhood nh(8);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(8);
+    moTrueContinuator<bitNeighbor> cont;
+    moSolNeighborComparator<bitNeighbor> sncomp;
+    moNeighborComparator<bitNeighbor> ncomp;
+    moSimpleHCexplorer<bitNeighbor> explorer(nh, eval, ncomp, sncomp);
+    moLocalSearch<bitNeighbor> test(explorer, cont, fullEval);
+
+    bitVector sol(8, true);
+
+    test(sol);
+
+    assert(sol.fitness()==0);
+    for (unsigned int i=0; i<sol.size(); i++)
+        assert(!sol[i]);
+
+
+    std::cout << "[t-moLocalSearch] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moLocalSearchInit.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moLocalSearchInit.cpp
new file mode 100644
index 000000000..1f23c8724
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moLocalSearchInit.cpp
@@ -0,0 +1,58 @@
+/*
+<t-moLocalSearchInit.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <perturb/moLocalSearchInit.h>
+#include <algo/moDummyLS.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+
+
+int main() {
+
+    std::cout << "[t-moLocalSearchInit] => START" << std::endl;
+
+    oneMaxEval<bitVector> fullEval;
+    moDummyLS<bitNeighbor> ls(fullEval);
+    dummyInit init;
+    bitVector sol;
+    sol.fitness(0);
+
+    moLocalSearchInit<bitNeighbor> test(init, ls);
+
+    test(sol);
+
+    std::cout << "[t-moLocalSearchInit] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMetropolisHasting.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMetropolisHasting.cpp
new file mode 100644
index 000000000..638c64bd8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMetropolisHasting.cpp
@@ -0,0 +1,65 @@
+/*
+<t-moMetropolisHasting.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moMetropolisHasting.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <continuator/moTrueContinuator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <comparator/moNeighborComparator.h>
+
+int main() {
+
+    std::cout << "[t-moMetropolisHasting] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+    moTrueContinuator<bitNeighbor> cont;
+    moSolNeighborComparator<bitNeighbor> sncomp;
+    moNeighborComparator<bitNeighbor> ncomp;
+
+    //test du 1er constructeur
+    moMetropolisHasting<bitNeighbor> test1(nh, fullEval, eval, 3);
+
+    //test du 2eme constructeur
+    moMetropolisHasting<bitNeighbor> test2(nh, fullEval, eval, 3, cont);
+
+    //test du 3eme constructeur
+    moMetropolisHasting<bitNeighbor> test3(nh, fullEval, eval, 3, cont, ncomp, sncomp);
+
+    std::cout << "[t-moMetropolisHasting] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMetropolisHastingExplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMetropolisHastingExplorer.cpp
new file mode 100644
index 000000000..6214465a1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMetropolisHastingExplorer.cpp
@@ -0,0 +1,97 @@
+/*
+<t-moMetropolisHastingExplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <explorer/moMetropolisHastingExplorer.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moMetropolisHastingExplorer] => START" << std::endl;
+
+    //Instanciation
+    eoBit<eoMinimizingFitness> sol(4, true);
+    sol.fitness(4);
+    bitNeighborhood nh(4);
+    evalOneMax eval(4);
+    moNeighborComparator<bitNeighbor> ncomp;
+    moSolNeighborComparator<bitNeighbor> sncomp;
+
+    moMetropolisHastingExplorer<bitNeighbor> test(nh, eval, ncomp, sncomp, 3);
+
+    //test de l'acceptation d'un voisin améliorant
+    test.initParam(sol);
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==3);
+    test.updateParam(sol);
+    assert(test.isContinue(sol));
+
+    unsigned int oui=0, non=0;
+
+    //test de l'acceptation d'un voisin non améliorant
+    for (unsigned int i=0; i<1000; i++) {
+        test(sol);
+        if (test.accept(sol))
+            oui++;
+        else
+            non++;
+    }
+    std::cout << "Attention test en fonction d'une proba \"p\" uniforme dans [0,1] , oui si p < 3/4, non sinon -> resultat sur 1000 essai" << std::endl;
+    std::cout << "oui: " << oui << std::endl;
+    std::cout << "non: " << non << std::endl;
+
+    assert(oui > 700 && oui < 800); //verification grossiere
+
+    //test du critere d'arret
+    test.updateParam(sol);
+    assert(test.isContinue(sol));
+    test.updateParam(sol);
+    assert(!test.isContinue(sol));
+
+    //test de l'acceptation d'un voisin
+    sol[0]=false;
+    sol[1]=false;
+    sol[2]=false;
+    sol[3]=false;
+    sol.fitness(0);
+
+    test.initParam(sol);
+    test(sol);
+    assert(!test.accept(sol));
+
+    std::cout << "[t-moMetropolisHastingExplorer] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMinusOneCounterStat.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMinusOneCounterStat.cpp
new file mode 100644
index 000000000..567d610bd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMinusOneCounterStat.cpp
@@ -0,0 +1,64 @@
+/*
+<t-moMinusOneCounterStat.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <continuator/moMinusOneCounterStat.h>
+
+int main() {
+
+    std::cout << "[t-moMinusOneCounterStat] => START" << std::endl;
+
+    moMinusOneCounterStat<int> test;
+
+    int a=3;
+
+    test.init(a);
+    assert(test.value()==0);
+    a=5;
+    test(a);
+    assert(test.value()==0);
+    a=-3;
+    test(a);
+    assert(test.value()==1);
+    a=-12;
+    test(a);
+    assert(test.value()==2);
+    test.init(a);
+    assert(test.value()==0);
+
+    assert(test.className()=="moMinusOneCounterStat");
+
+    std::cout << "[t-moMinusOneCounterStat] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMonOpDiversification.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMonOpDiversification.cpp
new file mode 100644
index 000000000..6c83ec08b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMonOpDiversification.cpp
@@ -0,0 +1,74 @@
+/*
+<t-moMonOpDiversification.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <eoOp.h>
+
+#include <memory/moMonOpDiversification.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+
+
+class dummyMonOp: public eoMonOp<bitVector> {
+
+    bool operator()(bitVector& _sol) {
+        _sol[0]=!_sol[0];
+        return true;
+    }
+
+};
+
+int main() {
+
+    std::cout << "[t-moMonOpDiversification] => START" << std::endl;
+
+    dummyMonOp op;
+    oneMaxEval<bitVector> eval;
+
+    bitVector sol;
+    sol.push_back(1);
+    sol.push_back(0);
+    sol.push_back(1);
+
+    sol.fitness(5);
+
+    moMonOpDiversification<bitNeighbor> test(op, eval);
+
+    test(sol);
+
+    assert(sol.fitness()==1);
+
+    std::cout << "[t-moMonOpDiversification] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMonOpPerturb.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMonOpPerturb.cpp
new file mode 100644
index 000000000..c56394674
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moMonOpPerturb.cpp
@@ -0,0 +1,74 @@
+/*
+<t-moMonOpPerturb.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+#include <eoOp.h>
+
+#include <perturb/moMonOpPerturb.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+
+
+class dummyMonOp: public eoMonOp<bitVector> {
+
+    bool operator()(bitVector& _sol) {
+        _sol[0]=!_sol[0];
+        return true;
+    }
+
+};
+
+int main() {
+
+    std::cout << "[t-moMonOpPerturb] => START" << std::endl;
+
+    dummyMonOp op;
+    oneMaxEval<bitVector> eval;
+
+    bitVector sol;
+    sol.push_back(1);
+    sol.push_back(0);
+    sol.push_back(1);
+
+    sol.fitness(5);
+
+    moMonOpPerturb<bitNeighbor> test(op, eval);
+
+    test(sol);
+
+    assert(sol.fitness()==1);
+
+
+    std::cout << "[t-moMonOpPerturb] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighbor.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighbor.cpp
new file mode 100644
index 000000000..ddf324941
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighbor.cpp
@@ -0,0 +1,64 @@
+/*
+  <t-moNeighbor.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 "moTestClass.h"
+
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moNeighbor] => START" << std::endl;
+
+    //test constructor
+    moDummyNeighborTest test1, test2;
+
+    test1.fitness(3);
+    //test operateur d'affectation
+    test2=test1;
+    assert(test1.fitness()==test2.fitness());
+
+    //test operateur de copy
+    moDummyNeighborTest test3(test1);
+    assert(test1.fitness()==test3.fitness());
+
+    test1.printOn(std::cout);
+    test2.printOn(std::cout);
+    test3.printOn(std::cout);
+
+    assert(test1.className()=="moNeighbor");
+    std::cout << "[t-moNeighbor] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborBestStat.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborBestStat.cpp
new file mode 100644
index 000000000..f35f74cdb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborBestStat.cpp
@@ -0,0 +1,74 @@
+/*
+<t-moNeighborBestStat.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <continuator/moNeighborBestStat.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moNeighborBestStat] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    bitNeighborhood emptyNH(0);
+    evalOneMax eval(4);
+    moSolNeighborComparator<bitNeighbor> sncomp;
+    moNeighborComparator<bitNeighbor> ncomp;
+
+    moNeighborBestStat<bitNeighbor> test1(nh, eval, ncomp, sncomp, 1);
+    moNeighborBestStat<bitNeighbor> test2(nh, eval);
+    moNeighborBestStat<bitNeighbor> test3(emptyNH, eval);
+
+    bitVector sol(4, true);
+    sol.fitness(4);
+
+    test1.init(sol);
+    assert(test1.value()==3);
+
+    sol[0]=false;
+    sol.fitness(3);
+    test1(sol);
+    assert(test1.value()==4);
+
+    test2(sol);
+    assert(test2.value()==2);
+
+    test3(sol);
+    assert(test3.value()==int());
+
+    assert(test1.className()=="moNeighborBestStat");
+
+    std::cout << "[t-moNeighborBestStat] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborComparator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborComparator.cpp
new file mode 100644
index 000000000..cbdb3e4df
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborComparator.cpp
@@ -0,0 +1,68 @@
+/*
+  <t-moNeighborComparator.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 <problems/bitString/moBitNeighbor.h>
+#include <comparator/moNeighborComparator.h>
+#include <ga/eoBit.h>
+#include <eoScalarFitness.h>
+
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moNeighborComparator] => START" << std::endl;
+
+
+    moBitNeighbor<eoMinimizingFitness> neighbor1;
+    moBitNeighbor<eoMinimizingFitness> neighbor2;
+
+    moNeighborComparator< moBitNeighbor<eoMinimizingFitness> > test;
+
+    neighbor1.fitness(3);
+    neighbor2.fitness(2);
+    //test with a minimizing fitness neighbor2 must be better than neighbor1 and reversly
+    assert(test(neighbor1, neighbor2));
+    assert(!test(neighbor2, neighbor1));
+
+    //test equals
+    assert(!test.equals(neighbor1,neighbor2));
+
+    neighbor2.fitness(3);
+    assert(test.equals(neighbor1,neighbor2));
+
+    assert(test.className()=="moNeighborComparator");
+    std::cout << "[t-moNeighborComparator] => OK" << std::endl;
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborEvalContinuator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborEvalContinuator.cpp
new file mode 100644
index 000000000..b2671786d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborEvalContinuator.cpp
@@ -0,0 +1,69 @@
+/*
+<t-moNeighborEvalContinuator.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <continuator/moNeighborEvalContinuator.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moNeighborEvalContinuator] => START" << std::endl;
+
+    evalOneMax moEval(2);
+    moEvalCounter<bitNeighbor> evalCount(moEval);
+    moNeighborEvalContinuator<bitNeighbor> test(evalCount, 3);
+
+    bitVector sol;
+    sol.push_back(true);
+    sol.push_back(false);
+
+    bitNeighbor n;
+    sol.fitness(1);
+
+    test.init(sol);
+    evalCount(sol,n);
+    assert(test.value()==1);
+    evalCount(sol,n);
+    assert(test.value()==2);
+    assert(test(sol));
+    evalCount(sol,n);
+    assert(test.value()==3);
+    assert(!test(sol));
+    test.init(sol);
+    assert(test.value()==0);
+    assert(test(sol));
+
+    std::cout << "[t-moNeighborEvalContinuator] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborFitnessStat.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborFitnessStat.cpp
new file mode 100644
index 000000000..a85408c09
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborFitnessStat.cpp
@@ -0,0 +1,66 @@
+/*
+<t-moNeighborFitnessStat.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <continuator/moNeighborFitnessStat.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moNeighborFitnessStat] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    bitNeighborhood nh2(0);
+    evalOneMax eval(4);
+
+    moNeighborFitnessStat<bitNeighbor> test(nh, eval);
+    moNeighborFitnessStat<bitNeighbor> test2(nh2, eval);
+
+    bitVector sol(4, true);
+    sol.fitness(4);
+    test.init(sol);
+    assert(test.value()==3);
+    test(sol);
+    assert(test.value()==3);
+
+    test2.init(sol);
+    sol.fitness(3);
+    test2(sol);
+    assert(test2.value()==int());
+
+    assert(test.className()=="moNeighborFitnessStat");
+
+    std::cout << "[t-moNeighborFitnessStat] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborVectorTabuList.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborVectorTabuList.cpp
new file mode 100644
index 000000000..097966002
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborVectorTabuList.cpp
@@ -0,0 +1,104 @@
+/*
+<t-moNeighborVectorTabuList.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <memory/moNeighborVectorTabuList.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moNeighborVectorTabuList] => START" << std::endl;
+
+    //tabu list of size 2 (neighbor are always tabu)
+    moNeighborVectorTabuList<bitNeighbor> test(2,0);
+
+
+    bitVector sol(4,true);
+    sol.fitness(0);
+    bitNeighbor n1;
+    bitNeighbor n2;
+    bitNeighbor n3;
+    bitNeighbor n4;
+    n1.index(0);
+    n2.index(1);
+    n3.index(2);
+    n4.index(3);
+
+    //n1 must be tabu
+    test.add(sol, n1);
+    assert(test.check(sol, n1));
+    assert(!test.check(sol, n2));
+    assert(!test.check(sol, n3));
+    assert(!test.check(sol, n4));
+
+    //n1 and n2 must be tabu
+    test.add(sol, n2);
+    assert(test.check(sol, n1));
+    assert(test.check(sol, n2));
+    assert(!test.check(sol, n3));
+    assert(!test.check(sol, n4));
+
+    //n3 is added, so it replace n1 -> n2 and n3 must be tabu
+    test.add(sol, n3);
+    assert(!test.check(sol, n1));
+    assert(test.check(sol, n2));
+    assert(test.check(sol, n3));
+    assert(!test.check(sol, n4));
+
+    //clear tabu list all neighbor must not be tabu
+    test.init(sol);
+    assert(!test.check(sol, n1));
+    assert(!test.check(sol, n2));
+    assert(!test.check(sol, n3));
+    assert(!test.check(sol, n4));
+
+    //tabu list of size 2 (neighbor are tabu during 2 iterations)
+    moNeighborVectorTabuList<bitNeighbor> test2(2,2);
+
+    test2.add(sol, n1);
+    assert(test2.check(sol, n1));
+    test2.update(sol, n3);
+    test2.add(sol,n2);
+    assert(test2.check(sol, n1));
+    assert(test2.check(sol, n2));
+    test2.update(sol, n3);
+    assert(!test2.check(sol, n1));
+    assert(test2.check(sol, n2));
+    test2.update(sol, n4);
+    assert(!test2.check(sol, n1));
+    assert(!test2.check(sol, n2));
+
+    std::cout << "[t-moNeighborVectorTabuList] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborhoodPerturb.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborhoodPerturb.cpp
new file mode 100644
index 000000000..70a0fb214
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborhoodPerturb.cpp
@@ -0,0 +1,91 @@
+/*
+<t-moNeighborhoodPerturb.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include "moTestClass.h"
+
+#include <perturb/moNeighborhoodPerturb.h>
+#include <eval/oneMaxEval.h>
+#include <eval/moFullEvalByCopy.h>
+
+typedef moOrderNeighborhood<bitNeighbor> Neighborhood;
+
+int main() {
+
+    std::cout << "[t-moNeighborhoodPerturb] => START" << std::endl;
+
+    oneMaxEval<bitVector> eval;
+
+    moFullEvalByCopy<bitNeighbor> moeval(eval);
+
+    bitVector sol;
+    sol.resize(3);
+    sol[0]=0;
+    sol[1]=0;
+    sol[2]=0;
+
+    sol.fitness(0);
+
+    Neighborhood nh(3);
+
+    bitNeighbor n;
+
+    moNeighborhoodPerturb<bitNeighbor, bitNeighbor> test(nh, moeval);
+
+    //test update
+    test.init(sol);
+    test(sol);
+    assert(sol[0]==1 && sol[1]==0 && sol[2]==0);
+    test.update(sol, n);
+    test(sol);
+    assert(sol[0]==1 && sol[1]==1 && sol[2]==0);
+    test.update(sol, n);
+    test(sol);
+    assert(sol[0]==1 && sol[1]==1 && sol[2]==1);
+    test.update(sol, n);
+    test(sol);
+    assert(sol[0]==0 && sol[1]==1 && sol[2]==1);
+
+    //test add
+
+    test.add(sol, n);
+    test(sol);
+    assert(sol[0]==1 && sol[1]==1 && sol[2]==1);
+
+    test.clearMemory();
+
+
+    std::cout << "[t-moNeighborhoodPerturb] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborhoodSizeUtils.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborhoodSizeUtils.cpp
new file mode 100755
index 000000000..67c36bf91
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborhoodSizeUtils.cpp
@@ -0,0 +1,57 @@
+/*
+ <t-moNeighborhoodSizeUtils.cpp>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <neighborhood/moNeighborhoodSizeUtils.h>
+
+int main() {
+
+	std::cout << "[t-moNeighborhoodSizeUtils] => START" << std::endl;
+
+	//test factorial
+	int fact;
+	fact = factorial(5);
+	assert(fact == (5 * 4 * 3 * 2 * 1));
+
+	//test Size of Mapping
+	int sizeMap = sizeMapping(5, 1);
+	assert(sizeMap == 5);
+
+	sizeMap = sizeMapping(5, 2);
+	assert(sizeMap == 10);
+
+	sizeMap = sizeMapping(6, 3);
+	assert(sizeMap == 20);
+
+	std::cout << "[t-moNeighborhoodSizeUtils] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborhoodStat.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborhoodStat.cpp
new file mode 100644
index 000000000..f34320c74
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeighborhoodStat.cpp
@@ -0,0 +1,172 @@
+/*
+<t-moNeighborhoodStat.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <continuator/moNeighborhoodStat.h>
+#include <continuator/moMaxNeighborStat.h>
+#include <continuator/moMinNeighborStat.h>
+#include <continuator/moNbInfNeighborStat.h>
+#include <continuator/moNbSupNeighborStat.h>
+#include <continuator/moNeutralDegreeNeighborStat.h>
+#include <continuator/moSecondMomentNeighborStat.h>
+#include <continuator/moSizeNeighborStat.h>
+#include <continuator/moAverageFitnessNeighborStat.h>
+#include <continuator/moStdFitnessNeighborStat.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+/*
+ * Tests all classes depending of moNeighborhoodStat.h
+ */
+int main() {
+
+    //test de moNeighborhoodStat.h
+    std::cout << "[t-moNeighborhoodStat] => START" << std::endl;
+
+    moNeighborComparator<bitNeighbor> neighborComp;
+    moSolNeighborComparator<bitNeighbor> solNeighborComp;
+    evalOneMax eval(10);
+
+    bitNeighborhood n(10);
+
+    bitVector sol;
+
+    sol.push_back(true);
+    sol.push_back(false);
+    sol.push_back(true);
+    sol.push_back(true);
+    sol.push_back(false);
+    sol.push_back(true);
+    sol.push_back(false);
+    sol.push_back(true);
+    sol.push_back(true);
+    sol.push_back(true);
+
+    sol.fitness(7);
+
+
+    moNeighborhoodStat<bitNeighbor> test(n, eval, neighborComp, solNeighborComp);
+
+    test(sol);
+
+    assert(test.getMin()==8);
+    assert(test.getMax()==6);
+    assert(test.getMean()==6.6);
+    double sd=test.getSD();
+    assert(sd>0.966 && sd<0.967);
+    assert(test.getSize()==10);
+    assert(test.getNbSup()==7);
+    assert(test.getNbInf()==3);
+    assert(test.getNbEqual()==0);
+
+    assert(test.className()=="moNeighborhoodStat");
+    std::cout << "[t-moNeighborhoodStat] => OK" << std::endl;
+
+    //test of moMaxNeighborStat.h
+    std::cout << "[t-moMaxNeighborStat] => START" << std::endl;
+    moMaxNeighborStat<bitNeighbor> test2(test);
+    test2(sol);
+    assert(test2.value()==6);
+    assert(test2.className()=="moMaxNeighborStat");
+    std::cout << "[t-moMaxNeighborStat] => OK" << std::endl;
+
+    //test of moMinNeighborStat.h
+    std::cout << "[t-moMinNeighborStat] => START" << std::endl;
+    moMinNeighborStat<bitNeighbor> test3(test);
+    test3(sol);
+    assert(test3.value()==8);
+    assert(test3.className()=="moMinNeighborStat");
+    std::cout << "[t-moMinNeighborStat] => OK" << std::endl;
+
+    //test of moNbInfNeighborStat.h
+    std::cout << "[t-moNbInfNeighborStat] => START" << std::endl;
+    moNbInfNeighborStat<bitNeighbor> test4(test);
+    test4(sol);
+    assert(test4.value()==3);
+    assert(test4.className()=="moNbInfNeighborStat");
+    std::cout << "[t-moNbInfNeighborStat] => OK" << std::endl;
+
+    //test of moNbSupNeighborStat.h
+    std::cout << "[t-moNbSupNeighborStat] => START" << std::endl;
+    moNbSupNeighborStat<bitNeighbor> test5(test);
+    test5(sol);
+    assert(test5.value()==7);
+    assert(test5.className()=="moNbSupNeighborStat");
+    std::cout << "[t-moNbSupNeighborStat] => OK" << std::endl;
+
+    //test of moNeutralDegreeNeighborStat.h
+    std::cout << "[t-moNeutralDegreeNeighborStat] => START" << std::endl;
+    moNeutralDegreeNeighborStat<bitNeighbor> test6(test);
+    test6(sol);
+    assert(test6.value()==0);
+    assert(test6.className()=="moNeutralDegreeNeighborStat");
+    std::cout << "[t-moNeutralDegreeNeighborStat] => OK" << std::endl;
+
+    //test of moSecondMomentNeighborStat.h
+    std::cout << "[t-moSecondMomentNeighborStat] => START" << std::endl;
+    moSecondMomentNeighborStat<bitNeighbor> test7(test);
+    test7.init(sol);
+    test7(sol);
+    assert(test7.value().first==6.6);
+    assert(test7.value().second > 0.966 && test7.value().second < 0.967);
+    assert(test7.className()=="moSecondMomentNeighborStat");
+    std::cout << "[t-moSecondMomentNeighborStat] => OK" << std::endl;
+
+    //test of moSizeNeighborStat.h
+    std::cout << "[t-moSizeNeighborStat] => START" << std::endl;
+    moSizeNeighborStat<bitNeighbor> test8(test);
+    test8(sol);
+    assert(test8.value()==10);
+    assert(test8.className()=="moSizeNeighborStat");
+    std::cout << "[t-moSizeNeighborStat] => OK" << std::endl;
+
+    //test of moAverageFitnessNeighborStat.h
+    std::cout << "[t-moAverageFitnessNeighborStat] => START" << std::endl;
+    moAverageFitnessNeighborStat<bitNeighbor> test9(test);
+    test9(sol);
+    assert(test9.value()==6.6);
+    assert(test9.className()=="moAverageFitnessNeighborStat");
+    std::cout << "[t-moAverageFitnessNeighborStat] => OK" << std::endl;
+
+    //test of moStdFitnessNeighborStat.h
+    std::cout << "[t-moStdFitnessNeighborStat] => START" << std::endl;
+    moStdFitnessNeighborStat<bitNeighbor> test10(test);
+    test10(sol);
+    assert(test10.value()> 0.966 && test10.value() < 0.967);
+    assert(test10.className()=="moStdFitnessNeighborStat");
+    std::cout << "[t-moStdFitnessNeighborStat] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeutralDegreeSampling.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeutralDegreeSampling.cpp
new file mode 100644
index 000000000..d48158e0d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeutralDegreeSampling.cpp
@@ -0,0 +1,64 @@
+/*
+<t-moNeutralDegreeSampling.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <sampling/moNeutralDegreeSampling.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <comparator/moNeighborComparator.h>
+
+
+int main() {
+
+    std::cout << "[t-moNeutralDegreeSampling] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+    dummyInit2 init(4);
+
+    moSolNeighborComparator<bitNeighbor> sncomp;
+    moNeighborComparator<bitNeighbor> ncomp;
+
+    moNeutralDegreeSampling<bitNeighbor> test1(init, nh, fullEval, eval, 3);
+    moNeutralDegreeSampling<bitNeighbor> test2(init, nh, fullEval, eval, ncomp, sncomp, 3);
+
+    test1();
+
+    test1.fileExport("outputNeutralDegreeSampling");
+
+    std::cout << "[t-moNeutralDegreeSampling] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeutralHC.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeutralHC.cpp
new file mode 100644
index 000000000..84b141d65
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeutralHC.cpp
@@ -0,0 +1,65 @@
+/*
+<t-moNeutralHC.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moNeutralHC.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <continuator/moTrueContinuator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <comparator/moNeighborComparator.h>
+
+int main() {
+
+    std::cout << "[t-moNeutralHC] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+    moTrueContinuator<bitNeighbor> cont;
+    moSolNeighborComparator<bitNeighbor> sncomp;
+    moNeighborComparator<bitNeighbor> ncomp;
+
+    //test du 1er constructeur
+    moNeutralHC<bitNeighbor> test1(nh, fullEval, eval, 3);
+
+    //test du 2eme constructeur
+    moNeutralHC<bitNeighbor> test2(nh, fullEval, eval, 3, cont);
+
+    //test du 3eme constructeur
+    moNeutralHC<bitNeighbor> test3(nh, fullEval, eval, 3, cont, ncomp, sncomp);
+
+    std::cout << "[t-moNeutralHC] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeutralHCexplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeutralHCexplorer.cpp
new file mode 100644
index 000000000..f0a69e4f0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeutralHCexplorer.cpp
@@ -0,0 +1,92 @@
+/*
+<t-moNeutralHCexplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <explorer/moNeutralHCexplorer.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moNeutralHCexplorer] => START" << std::endl;
+
+    //Instanciation
+    eoBit<eoMinimizingFitness> sol(4, true);
+    sol.fitness(4);
+    bitNeighborhood nh(4);
+    evalOneMax eval(4);
+    moNeighborComparator<bitNeighbor> ncomp;
+    moSolNeighborComparator<bitNeighbor> sncomp;
+
+    moNeutralHCexplorer<bitNeighbor> test(nh, eval, ncomp, sncomp,3);
+
+    //on verifie qu'on ameliore bien la solution et que l'exploration dure 3 itérations
+
+    test.initParam(sol);
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==3);
+    test.updateParam(sol);
+    assert(test.isContinue(sol));
+
+    //les affichages permettent de voir qu'on prend pas toujours les mm voisins(lancer plusieurs fois l'exe)
+    std::cout << sol << std::endl;
+
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==2);
+    test.updateParam(sol);
+    assert(test.isContinue(sol));
+
+
+    std::cout << sol << std::endl;
+
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==1);
+    test.updateParam(sol);
+    assert(!test.isContinue(sol));
+
+
+    std::cout << sol << std::endl;
+
+
+
+    std::cout << "[t-moNeutralHCexplorer] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeutralWalkSampling.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeutralWalkSampling.cpp
new file mode 100644
index 000000000..6faf66508
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moNeutralWalkSampling.cpp
@@ -0,0 +1,62 @@
+/*
+<t-moNeutralWalkSampling.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+
+#include <sampling/moNeutralWalkSampling.h>
+#include "moTestClass.h"
+#include <utils/eoDistance.h>
+#include <eval/oneMaxEval.h>
+
+int main() {
+
+    std::cout << "[t-moNeutralWalkSampling] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+    dummyInit2 init(4);
+    bitVector sol(4, true);
+    sol.fitness(4);
+    eoHammingDistance<bitVector> dist;
+
+    moNeutralWalkSampling<bitNeighbor> test(sol, nh, fullEval, eval, dist, 3);
+
+    test();
+
+    test.fileExport("outputTestNeutralWalkSampling");
+
+    std::cout << "[t-moNeutralWalkSampling] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moOrderNeighborhood.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moOrderNeighborhood.cpp
new file mode 100644
index 000000000..a95a5238d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moOrderNeighborhood.cpp
@@ -0,0 +1,80 @@
+/*
+  <t-moOrderNeighborhood.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 <neighborhood/moOrderNeighborhood.h>
+#include <problems/bitString/moBitNeighbor.h>
+#include <ga/eoBit.h>
+
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moOrderNeighborhood] => START" << std::endl;
+
+    //init sol
+    eoBit<int> sol;
+    sol.push_back(true);
+    sol.push_back(false);
+    sol.push_back(true);
+
+    moBitNeighbor<int> neighbor;
+
+    //verif du constructeur vide
+    moOrderNeighborhood<moBitNeighbor<int> > test(3);
+    assert(test.position()==0);
+
+    //verif du hasneighbor
+    assert(test.hasNeighbor(sol));
+
+    //verif de init
+    test.init(sol, neighbor);
+    assert(neighbor.index()==0);
+    assert(test.position()==0);
+
+    //verif du next
+    test.next(sol, neighbor);
+    assert(neighbor.index()==1);
+    assert(test.position()==1);
+
+    //verif du cont
+    assert(test.cont(sol));
+    test.next(sol, neighbor);
+    assert(!test.cont(sol));
+
+    assert(test.className()=="moOrderNeighborhood");
+
+    std::cout << "[t-moOrderNeighborhood] => OK" << std::endl;
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomBestHC.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomBestHC.cpp
new file mode 100644
index 000000000..7f2201629
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomBestHC.cpp
@@ -0,0 +1,64 @@
+/*
+<t-moRandomBestHC.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moRandomBestHC.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <continuator/moTrueContinuator.h>
+#include <comparator/moSolNeighborComparator.h>
+
+int main() {
+
+    std::cout << "[t-moRandomBestHC] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+
+    //test first constructor
+    moRandomBestHC<bitNeighbor> test1(nh, fullEval, eval);
+
+    //test second constructor
+    moTrueContinuator<bitNeighbor> cont;
+    moRandomBestHC<bitNeighbor> test2(nh, fullEval, eval, cont);
+
+    //test third constructor
+    moSolNeighborComparator<bitNeighbor> sncomp;
+    moNeighborComparator<bitNeighbor> ncomp;
+    moRandomBestHC<bitNeighbor> test3(nh, fullEval, eval, cont, ncomp, sncomp);
+
+    std::cout << "[t-moRandomBestHC] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomBestHCexplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomBestHCexplorer.cpp
new file mode 100644
index 000000000..f050fc49e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomBestHCexplorer.cpp
@@ -0,0 +1,101 @@
+/*
+<t-moRandomBestHCExplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <explorer/moRandomBestHCexplorer.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moRandomBestHCexplorer] => START" << std::endl;
+
+    //instanciation
+    eoBit<eoMinimizingFitness> sol(4, true);
+    sol.fitness(4);
+    bitNeighborhood nh(4);
+    evalOneMax eval(4);
+    moNeighborComparator<bitNeighbor> ncomp;
+    moSolNeighborComparator<bitNeighbor> sncomp;
+
+    moRandomBestHCexplorer<bitNeighbor> test(nh, eval, ncomp, sncomp);
+
+    //test qu'on ameliore bien a chaque itération
+    test.initParam(sol);
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==3);
+    assert(test.isContinue(sol));
+    test.updateParam(sol);
+
+    //les affichages permettent de voir qu'on choisit pas toujours les mm voisins améliorant (lancer plusieurs fois l'exe)
+    std::cout << sol << std::endl;
+
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==2);
+    assert(test.isContinue(sol));
+    test.updateParam(sol);
+
+    std::cout << sol << std::endl;
+
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==1);
+    assert(test.isContinue(sol));
+    test.updateParam(sol);
+
+    std::cout << sol << std::endl;
+
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==0);
+    assert(test.isContinue(sol));
+    test.updateParam(sol);
+
+    test(sol);
+    assert(!test.accept(sol));
+    assert(sol.fitness()==0);
+    assert(!test.isContinue(sol));
+    test.updateParam(sol);
+
+
+    std::cout << "[t-moRandomBestHCexplorer] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomNeutralWalk.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomNeutralWalk.cpp
new file mode 100644
index 000000000..39eb158ee
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomNeutralWalk.cpp
@@ -0,0 +1,63 @@
+/*
+<t-moRandomNeutralWalk.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moRandomNeutralWalk.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <continuator/moTrueContinuator.h>
+#include <comparator/moSolNeighborComparator.h>
+
+int main() {
+
+    std::cout << "[t-moRandomNeutralWalk] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+    moTrueContinuator<bitNeighbor> cont;
+    moSolNeighborComparator<bitNeighbor> sncomp;
+
+    //test du 1er constructeur
+    moRandomNeutralWalk<bitNeighbor> test1(nh, fullEval, eval, 3);
+
+    //test du 2eme constructeur
+    moRandomNeutralWalk<bitNeighbor> test2(nh, fullEval, eval, 3, cont);
+
+    //test du 3eme constructeur
+    moRandomNeutralWalk<bitNeighbor> test3(nh, fullEval, eval, 3, cont, sncomp);
+
+    std::cout << "[t-moRandomNeutralWalk] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomNeutralWalkExplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomNeutralWalkExplorer.cpp
new file mode 100644
index 000000000..dd7d52247
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomNeutralWalkExplorer.cpp
@@ -0,0 +1,88 @@
+/*
+<t-moRandomNeutralWalkExplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <explorer/moRandomNeutralWalkExplorer.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moRandomNeutralWalkExplorer] => START" << std::endl;
+
+    eoBit<eoMinimizingFitness> sol(4, true);
+    sol.fitness(4);
+    bitNeighborhood nh(4);
+    evalOneMax eval(4);
+    dummyEvalOneMax eval2(4);
+    moSolNeighborComparator<bitNeighbor> sncomp;
+
+    //test avec la fonction d'eval classique
+    //on verifie qu'on ne trouve pas de voisin de mm fitness
+    moRandomNeutralWalkExplorer<bitNeighbor> test(nh, eval, sncomp, 3);
+
+    test.initParam(sol);
+    test(sol);
+    assert(!test.accept(sol));
+    assert(!test.isContinue(sol));
+
+    //test avec une fonction d'eval bidon qui renvoie toujours la mm fitness
+    //on peut donc verifier qu'on s'arette au bout des 3 itérations.
+    moRandomNeutralWalkExplorer<bitNeighbor> test2(nh, eval2, sncomp, 3);
+
+    sol.fitness(2);
+    test2.initParam(sol);
+    test2(sol);
+    assert(test2.accept(sol));
+    test2.move(sol);
+    assert(sol.fitness()==2);
+    test2.updateParam(sol);
+    assert(test2.isContinue(sol));
+
+    test2(sol);
+    assert(test2.accept(sol));
+    test2.move(sol);
+    assert(sol.fitness()==2);
+    test2.updateParam(sol);
+    assert(test2.isContinue(sol));
+
+    test2(sol);
+    assert(test2.accept(sol));
+    test2.move(sol);
+    assert(sol.fitness()==2);
+    test2.updateParam(sol);
+    assert(!test2.isContinue(sol));
+
+    std::cout << "[t-moRandomNeutralWalkExplorer] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomSearch.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomSearch.cpp
new file mode 100644
index 000000000..135689891
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomSearch.cpp
@@ -0,0 +1,57 @@
+/*
+<t-moRandomSearch.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moRandomSearch.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <continuator/moTrueContinuator.h>
+
+int main() {
+
+    std::cout << "[t-moRandomSearch] => START" << std::endl;
+
+    oneMaxEval<bitVector> fullEval;
+    dummyInit init;
+    moTrueContinuator<bitNeighbor> cont;
+    //test du 1er constructor
+    moRandomSearch<bitNeighbor> test1(init, fullEval, 3);
+    //test du 2e constructor
+    moRandomSearch<bitNeighbor> test2(init, fullEval, 3, cont);
+
+    assert(test1.className()=="moRandomSearch");
+
+    std::cout << "[t-moRandomSearch] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomSearchExplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomSearchExplorer.cpp
new file mode 100644
index 000000000..7dfbf19ce
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomSearchExplorer.cpp
@@ -0,0 +1,65 @@
+/*
+<t-moRandomSearchExplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <explorer/moRandomSearchExplorer.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+
+int main() {
+
+    std::cout << "[t-moRandomSearchExplorer] => START" << std::endl;
+
+    dummyInit init;
+    oneMaxEval<bitVector> eval;
+    bitVector sol(4, true);
+
+    moRandomSearchExplorer<bitNeighbor> test(init, eval, 2);
+
+    test.initParam(sol);
+    test(sol);
+    assert(sol.fitness()==4);
+    test.updateParam(sol);
+    assert(test.isContinue(sol));
+    test.updateParam(sol);
+    assert(!test.isContinue(sol));
+    test.initParam(sol);
+    assert(test.isContinue(sol));
+    test.terminate(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+
+    std::cout << "[t-moRandomSearchExplorer] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomWalk.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomWalk.cpp
new file mode 100644
index 000000000..4528f7623
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomWalk.cpp
@@ -0,0 +1,63 @@
+/*
+<t-moRandomWalk.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moRandomWalk.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <continuator/moTrueContinuator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <comparator/moNeighborComparator.h>
+
+int main() {
+
+    std::cout << "[t-moRandomWalk] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+    moTrueContinuator<bitNeighbor> cont;
+    moSolNeighborComparator<bitNeighbor> sncomp;
+    moNeighborComparator<bitNeighbor> ncomp;
+
+    //test du 1er constructeur
+    moRandomWalk<bitNeighbor> test1(nh, fullEval, eval, 3);
+
+    //test du 2eme constructeur
+    moRandomWalk<bitNeighbor> test2(nh, fullEval, eval, cont);
+
+
+    std::cout << "[t-moRandomWalk] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomWalkExplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomWalkExplorer.cpp
new file mode 100644
index 000000000..bd751b1e1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRandomWalkExplorer.cpp
@@ -0,0 +1,79 @@
+/*
+<t-moRandomWalkExplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <explorer/moRandomWalkExplorer.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moRandomWalkExplorer] => START" << std::endl;
+
+    eoBit<eoMinimizingFitness> sol(4, true);
+    sol.fitness(4);
+    bitNeighborhood nh(4);
+    evalOneMax eval(4);
+
+    //test avec un neighbordhood ordonné
+    //Du coup on verifie juste qu'on a bien une evolution de la solution et qu'on fait 3 pas avant d'arreter l'exploration
+    moRandomWalkExplorer<bitNeighbor> test(nh, eval);
+
+    test.initParam(sol);
+
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==3);
+    test.updateParam(sol);
+    assert(test.isContinue(sol));
+
+
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==4);
+    test.updateParam(sol);
+    assert(test.isContinue(sol));
+
+    test(sol);
+    assert(test.accept(sol));
+    test.move(sol);
+    assert(sol.fitness()==3);
+    assert(!sol[0]);
+    test.updateParam(sol);
+    assert(test.isContinue(sol));
+
+    std::cout << "[t-moRandomWalkExplorer] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRestartPerturb.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRestartPerturb.cpp
new file mode 100644
index 000000000..f301ceefb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRestartPerturb.cpp
@@ -0,0 +1,117 @@
+/*
+<t-moRestartPerturb.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <perturb/moRestartPerturb.h>
+#include <problems/permutation/moShiftNeighbor.h>
+#include <eval/queenEval.h>
+
+#include <eoInt.h>
+#include <eoInit.h>
+
+typedef eoInt<unsigned int> QUEEN;
+
+class dummyInit : public eoInit<QUEEN>
+{
+public:
+    dummyInit(unsigned int _size):size(_size) {}
+
+    void operator()(QUEEN& _sol) {
+        _sol.resize(0);
+        for (unsigned int i=0; i<size; i++)
+            _sol.push_back(i);
+        _sol.invalidate();
+    }
+
+
+private:
+    unsigned int size;
+
+};
+
+int main() {
+
+    std::cout << "[t-moRestartPerturb] => START" << std::endl;
+
+    QUEEN queen;
+    moShiftNeighbor<QUEEN> n;
+
+    dummyInit initializer(4);
+
+    queenEval<QUEEN> eval;
+
+    moRestartPerturb<moShiftNeighbor<QUEEN> > test(initializer, eval, 3);
+
+    queen.resize(4);
+    queen[0]=1;
+    queen[1]=2;
+    queen[2]=0;
+    queen[3]=3;
+
+    test.init(queen);
+
+    test(queen);
+    assert(queen[0]==1 && queen[1]==2 && queen[2]==0 && queen[3]==3);
+    test.update(queen,n); //first noMove
+    test(queen);
+    assert(queen[0]==1 && queen[1]==2 && queen[2]==0 && queen[3]==3);
+    test.update(queen,n); //second noMove
+    test(queen);
+    assert(queen[0]==1 && queen[1]==2 && queen[2]==0 && queen[3]==3);
+    test.update(queen,n); //third noMove
+    test(queen);//here the perturb should be called
+    assert(queen[0]==0 && queen[1]==1 && queen[2]==2 && queen[3]==3);
+
+    queen[0]=1;
+    queen[1]=2;
+    queen[2]=0;
+    queen[3]=3;
+
+    //Retry the same test to verify counter is been reinit to 0
+
+    test(queen);
+    assert(queen[0]==1 && queen[1]==2 && queen[2]==0 && queen[3]==3);
+    test.update(queen,n); //first noMove
+    test(queen);
+    assert(queen[0]==1 && queen[1]==2 && queen[2]==0 && queen[3]==3);
+    test.update(queen,n); //second noMove
+    test(queen);
+    assert(queen[0]==1 && queen[1]==2 && queen[2]==0 && queen[3]==3);
+    test.update(queen,n); //third noMove
+    test(queen); //here the perturb should be called
+    assert(queen[0]==0 && queen[1]==1 && queen[2]==2 && queen[3]==3);
+
+    std::cout << "[t-moRestartPerturb] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRndIndexedVectorTabuList.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRndIndexedVectorTabuList.cpp
new file mode 100755
index 000000000..5da55c117
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRndIndexedVectorTabuList.cpp
@@ -0,0 +1,77 @@
+/*
+ <t-moIndexedVectorTabuList.cpp>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 <memory/moRndIndexedVectorTabuList.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+	std::cout << "[t-moRndIndexedVectorTabuList] => START" << std::endl;
+	moRndIndexedVectorTabuList<bitNeighbor> test(4, 0,5);
+	bitNeighbor n1;
+	bitNeighbor n2;
+	bitNeighbor n3;
+	bitNeighbor n4;
+	n1.index(0);
+	n2.index(1);
+	n3.index(2);
+	n4.index(3);
+
+	eoBit<eoMinimizingFitness> sol1(4, true);
+	eoBit<eoMinimizingFitness> sol2(4, true);
+	sol2[0] = false;
+
+	//init
+	test.init(sol1);
+
+	//ajout d'un voisin tabu
+	test.add(sol1, n1);
+
+	//verification des voisins
+	assert(test.check(sol1, n1));
+	assert(!test.check(sol1, n2));
+	assert(!test.check(sol1, n3));
+	assert(!test.check(sol1, n4));
+
+	assert(test.check(sol2, n1));
+	assert(!test.check(sol2, n2));
+	assert(!test.check(sol2, n3));
+	assert(!test.check(sol2, n4));
+
+	test.update(sol1, n1);
+
+	std::cout << "[t-moRndIndexedVectorTabuList] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRndWithReplNeighborhood.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRndWithReplNeighborhood.cpp
new file mode 100644
index 000000000..d93f9bcdc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRndWithReplNeighborhood.cpp
@@ -0,0 +1,74 @@
+/*
+<t-moRndWithReplNeighborhood.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <neighborhood/moRndWithReplNeighborhood.h>
+
+#include "moTestClass.h"
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moRndWithReplNeighborhood] => START" << std::endl;
+
+    unsigned int a, b;
+    eoBit<int> sol;
+    moBitNeighbor<int> n;
+
+    moRndWithReplNeighborhood< moBitNeighbor<int> > test(3);
+    moRndWithReplNeighborhood< moBitNeighbor<int> > test2(0);
+
+    assert(test.hasNeighbor(sol));
+    assert(!test2.hasNeighbor(sol));
+
+    test.init(sol,n);
+
+    //on s'assure qu'on a bien toujours bien l'index 0, 1 ou 2 qui est renvoyé
+    for (unsigned int i=0; i<100; i++) {
+
+        a=n.index();
+        test.next(sol,n);
+        b=n.index();
+
+        assert(a==0 || a==1 || a==2);
+        assert(b==0 || b==1 || b==2);
+        assert(test.cont(sol));
+        assert(!test2.cont(sol));
+        assert(test.cont(sol));
+
+    }
+
+    assert(test.className()=="moRndWithReplNeighborhood");
+
+    std::cout << "[t-moRndWithReplNeighborhood] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRndWithoutReplNeighborhood.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRndWithoutReplNeighborhood.cpp
new file mode 100644
index 000000000..50f8afbe0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moRndWithoutReplNeighborhood.cpp
@@ -0,0 +1,75 @@
+/*
+<t-moRndWithoutReplNeighborhood.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <neighborhood/moRndWithoutReplNeighborhood.h>
+
+#include "moTestClass.h"
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moRndWithoutReplNeighborhood] => START" << std::endl;
+
+    unsigned int a, b, c;
+    eoBit<int> sol;
+    moBitNeighbor<int> n;
+
+    //instanciation
+    moRndWithoutReplNeighborhood< moBitNeighbor<int> > test(3);
+    moRndWithoutReplNeighborhood< moBitNeighbor<int> > test2(0);
+
+    //on verifie que test a bien des voisins et que test2 n'en a pas
+    assert(test.hasNeighbor(sol));
+    assert(!test2.hasNeighbor(sol));
+
+    //on recupere successivement les index
+    test.init(sol, n);
+    assert(test.cont(sol));
+    a=test.position();
+    test.next(sol, n);
+    assert(test.cont(sol));
+    b=test.position();
+    test.next(sol,n);
+    assert(!test.cont(sol));
+    c=test.position();
+
+    //on s'assure qu'on a bien 0, 1 et 2 (dans un ordre aléatoire)
+    assert(a==0 || b==0 || c==0);
+    assert(a==1 || b==1 || c==1);
+    assert(a==2 || b==2 || c==2);
+
+    assert(test.className()=="moRndWithoutReplNeighborhood");
+
+    std::cout << "[t-moRndWithoutReplNeighborhood] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSA.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSA.cpp
new file mode 100644
index 000000000..b1cdfeb67
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSA.cpp
@@ -0,0 +1,65 @@
+/*
+<t-moSA.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moSA.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <coolingSchedule/moSimpleCoolingSchedule.h>
+#include <continuator/moTrueContinuator.h>
+#include <comparator/moSolNeighborComparator.h>
+
+int main() {
+
+    std::cout << "[t-moSA] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+
+    //test first constructor
+    moSA<bitNeighbor> test1(nh, fullEval, eval);
+
+    //test second constructor
+    moSimpleCoolingSchedule<bitVector> cool(10, 0.9, 100, 0.01);
+    moSA<bitNeighbor> test2(nh, fullEval, eval, cool);
+
+    //test third constructor
+    moTrueContinuator<bitNeighbor> cont;
+    moSolNeighborComparator<bitNeighbor> comp;
+    moSA<bitNeighbor> test3(nh, fullEval, eval, cool, comp, cont);
+
+    std::cout << "[t-moSA] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSAexplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSAexplorer.cpp
new file mode 100644
index 000000000..4c619ff88
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSAexplorer.cpp
@@ -0,0 +1,87 @@
+/*
+<t-moSAexplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include "moTestClass.h"
+#include <explorer/moSAexplorer.h>
+#include <coolingSchedule/moSimpleCoolingSchedule.h>
+
+int main() {
+
+    std::cout << "[t-moSAexplorer] => START" << std::endl;
+
+    eoBit<eoMinimizingFitness> sol(4, true);
+    sol.fitness(4);
+    bitNeighborhood nh(4);
+    bitNeighborhood emptyNH(0);
+    evalOneMax eval(4);
+    moSolNeighborComparator<bitNeighbor> sncomp;
+    moSimpleCoolingSchedule<bitVector> cool(10,0.1,2,0.1);
+
+    moSAexplorer<bitNeighbor> test1(emptyNH, eval, sncomp, cool);
+    moSAexplorer<bitNeighbor> test2(nh, eval, sncomp, cool);
+
+    //test d'un voisinage vide
+    test1.initParam(sol);
+    test1(sol);
+    assert(!test1.accept(sol));
+    assert(test1.getTemperature()==10.0);
+
+    //test d'un voisinage "normal"
+    test2.initParam(sol);
+    test2(sol);
+    assert(test2.accept(sol));
+    test2.updateParam(sol);
+    assert(test2.isContinue(sol));
+    test2.move(sol);
+    assert(sol.fitness()==3);
+    unsigned int ok=0;
+    unsigned int ko=0;
+    for (unsigned int i=0; i<1000; i++) {
+        test2(sol);
+        if (test2.isContinue(sol))
+            test2.updateParam(sol);
+        if (test2.accept(sol))
+            ok++;
+        else
+            ko++;
+        test2.move(sol);
+    }
+    assert((ok>0) && (ko>0));
+
+
+
+    std::cout << "[t-moSAexplorer] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSampling.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSampling.cpp
new file mode 100644
index 000000000..3864be764
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSampling.cpp
@@ -0,0 +1,81 @@
+/*
+<t-moSampling.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <sampling/moSampling.h>
+#include "moTestClass.h"
+#include <algo/moFirstImprHC.h>
+#include <eval/oneMaxEval.h>
+#include <continuator/moSolutionStat.h>
+#include <continuator/moCounterStat.h>
+#include <continuator/moIterContinuator.h>
+
+int main() {
+
+    std::cout << "[t-moSampling] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+    dummyInit2 init(4);
+    moIterContinuator<bitNeighbor> cont(3);
+
+    moFirstImprHC<bitNeighbor> hc(nh, fullEval, eval, cont);
+    moSolutionStat<bitVector> stat1;
+    moCounterStat<bitVector> stat2;
+    moSampling<bitNeighbor> test(init, hc, stat1);
+
+    test.add(stat2);
+
+    test();
+
+    std::vector<double> res;
+    std::vector<bitVector> res2;
+    res = test.getValues(1);
+    res2= test.getSolutions(0);
+
+    for (unsigned int i=0; i<res2.size(); i++)
+        assert(res2[i].fitness()==4-i);
+
+    for (unsigned int i=0; i<res.size(); i++)
+        assert(res[i]==i);
+
+    test.fileExport("outputTestSampling1");
+    test.fileExport(1, "outputTestSampling2");
+
+    assert(test.className()=="moSampling");
+
+    std::cout << "[t-moSampling] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSimpleCoolingSchedule.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSimpleCoolingSchedule.cpp
new file mode 100644
index 000000000..b2f8cca17
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSimpleCoolingSchedule.cpp
@@ -0,0 +1,91 @@
+/*
+<t-moSimpleCoolingSchedule.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <coolingSchedule/moSimpleCoolingSchedule.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moSimpleCoolingSchedule] => START" << std::endl;
+
+    double temperature;
+
+    bitVector sol;
+
+    moSimpleCoolingSchedule<bitVector> test(100, 0.1, 2, 0.1);
+
+    temperature=test.init(sol);
+    assert(temperature==100);
+
+    //temperature must not changed 2*
+    test.update(temperature,0);
+    assert(temperature==100);
+    assert(test(temperature));
+    test.update(temperature,0);
+    assert(temperature==100);
+    assert(test(temperature));
+
+    //then temperature must be /10
+    test.update(temperature,0);
+    assert(temperature==10);
+    assert(test(temperature));
+    test.update(temperature,0);
+    assert(temperature==10);
+    assert(test(temperature));
+    test.update(temperature,0);
+    assert(temperature==10);
+    assert(test(temperature));
+
+    test.update(temperature,0);
+    assert(temperature == 1);
+    std::cout<< "\n";
+    assert(test(temperature));
+    test.update(temperature,0);
+    std::cout<< "\n";
+    assert(temperature==1);
+    assert(test(temperature));
+    test.update(temperature,0);
+    std::cout<< "\n";
+    assert(temperature==1);
+    assert(test(temperature));
+
+    test.update(temperature,0);
+    assert(temperature==0.1);
+    assert(!test(temperature));
+
+
+    std::cout << "[t-moSimpleCoolingSchedule] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSimpleHC.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSimpleHC.cpp
new file mode 100644
index 000000000..973e374a4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSimpleHC.cpp
@@ -0,0 +1,65 @@
+/*
+<t-moSimpleHC.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moSimpleHC.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <continuator/moTrueContinuator.h>
+#include <comparator/moSolNeighborComparator.h>
+
+
+int main() {
+
+    std::cout << "[t-moSimpleHC] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+
+    //test first constructor
+    moSimpleHC<bitNeighbor> test1(nh, fullEval, eval);
+
+    //test second constructor
+    moTrueContinuator<bitNeighbor> cont;
+    moSimpleHC<bitNeighbor> test2(nh, fullEval, eval, cont);
+
+    //test third constructor
+    moSolNeighborComparator<bitNeighbor> sncomp;
+    moNeighborComparator<bitNeighbor> ncomp;
+    moSimpleHC<bitNeighbor> test3(nh, fullEval, eval, cont, ncomp, sncomp);
+
+    std::cout << "[t-moSimpleHC] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSimpleHCexplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSimpleHCexplorer.cpp
new file mode 100644
index 000000000..9767ce600
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSimpleHCexplorer.cpp
@@ -0,0 +1,93 @@
+/*
+  <t-moSimpleHCexplorer.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 "moTestClass.h"
+#include <eval/moFullEvalByCopy.h>
+#include <explorer/moSimpleHCexplorer.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    //Pas grand chose à faire: le gros du travail est fait par le voisin et l'eval
+
+    std::cout << "[t-moSimpleHCexplorer] => START" << std::endl;
+
+    Solution sol;
+    moDummyNeighborTest neighbor;
+    moDummyEvalTest eval;
+    moDummyNeighborhoodTest nh;
+    moFullEvalByCopy<moDummyNeighborTest> fulleval(eval);
+    moNeighborComparator<moDummyNeighborTest> comp;
+    moSolNeighborComparator<moDummyNeighborTest> solNeighborComp;
+
+
+    //verif constructor
+    moSimpleHCexplorer<moDummyNeighborTest> test(nh, fulleval, comp, solNeighborComp);
+
+    //verif operator() et accept: le neigorhood est construit pour qu'on tombe dans les 3 cas suivants:
+    //hasNeighbor() retourne faux a l'entrée de l'operator() donc on doit pas continuer
+    sol.fitness(3);
+    test(sol);
+    test.accept(sol);
+    assert(!test.isContinue(sol));
+
+    //hasNeighbor() retourne faux a l'entrée de accept() donc on doit pas continuer
+    test(sol);
+    test.accept(sol);
+    assert(!test.isContinue(sol));
+
+    //hasNeighbor() retourne vrai et on ameliore la fitness donc on doit continuer
+    test(sol);
+    test.accept(sol);
+    assert(test.isContinue(sol));
+
+    //verif de move -> on affecte la fitness du best d'avant
+    test.move(sol);
+
+    //hasNeighbor() retourne vrai et on ameliore pas la fitness donc on doit pas continuer
+    test(sol);
+    test(sol);
+    test.accept(sol);
+    assert(!test.isContinue(sol));
+
+    assert(test.className()=="moSimpleHCexplorer");
+
+    std::cout << "[t-moSimpleHCexplorer] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolComparator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolComparator.cpp
new file mode 100644
index 000000000..086f6be13
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolComparator.cpp
@@ -0,0 +1,61 @@
+/*
+<t-moSolComparator.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <eoScalarFitness.h>
+#include <comparator/moSolComparator.h>
+#include <ga/eoBit.h>
+
+int main() {
+
+    std::cout << "[t-moSolComparator] => START" << std::endl;
+
+    eoBit<eoMinimizingFitness> sol1, sol2, sol3;
+
+    moSolComparator< eoBit<eoMinimizingFitness> > test;
+
+    sol1.fitness(3);
+    sol2.fitness(4);
+    sol3.fitness(4);
+
+    assert(!test(sol1,sol2));
+    assert(test(sol2,sol1));
+    assert(!test.equals(sol1,sol2));
+    assert(test.equals(sol2,sol3));
+
+    assert(test.className()=="moSolComparator");
+
+    std::cout << "[t-moSolComparator] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolInit.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolInit.cpp
new file mode 100644
index 000000000..ce8ef3cb7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolInit.cpp
@@ -0,0 +1,56 @@
+/*
+<t-moSolInit.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <perturb/moSolInit.h>
+
+int main() {
+
+    std::cout << "[t-moSolInit] => START" << std::endl;
+
+    int a=3;
+
+    int b=5;
+
+    moSolInit<int> test(a);
+
+    test(b);
+    assert(b==3);
+    a=4;
+    test(b);
+    assert(b==4);
+
+    std::cout << "[t-moSolInit] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolNeighborComparator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolNeighborComparator.cpp
new file mode 100644
index 000000000..b98996141
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolNeighborComparator.cpp
@@ -0,0 +1,72 @@
+/*
+  <t-moSolNeighborComparator.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 <problems/bitString/moBitNeighbor.h>
+#include <eoScalarFitness.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <ga/eoBit.h>
+
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moSolNeighborComparator] => START" << std::endl;
+
+    moBitNeighbor<eoMinimizingFitness> neighbor;
+    eoBit<eoMinimizingFitness> sol;
+
+    moSolNeighborComparator< moBitNeighbor<eoMinimizingFitness> > test;
+
+    neighbor.fitness(3);
+    sol.fitness(2);
+    //test with a minimizing fitness, neighbor must not be better than sol
+    assert(!test(sol, neighbor));
+
+    //reversly
+    neighbor.fitness(2);
+    sol.fitness(3);
+    assert(test(sol, neighbor));
+
+    //test equals
+    assert(!test.equals(sol, neighbor));
+
+    neighbor.fitness(3);
+    assert(test.equals(sol, neighbor));
+
+    assert(test.className()=="moSolNeighborComparator");
+
+    std::cout << "[t-moSolNeighborComparator] => OK" << std::endl;
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolVectorTabuList.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolVectorTabuList.cpp
new file mode 100644
index 000000000..cf883d369
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolVectorTabuList.cpp
@@ -0,0 +1,154 @@
+/*
+<t-moSolVectorTabuList.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <memory/moSolVectorTabuList.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moSolVectorTabuList] => START" << std::endl;
+
+    //test without countdown
+    moSolVectorTabuList<bitNeighbor> test(2,0);
+    bitNeighbor n1;
+    bitNeighbor n2;
+    bitNeighbor n3;
+    bitNeighbor n4;
+    n1.index(0);
+    n2.index(1);
+    n3.index(2);
+    n4.index(3);
+
+    eoBit<eoMinimizingFitness> sol1(4, true);
+    eoBit<eoMinimizingFitness> sol2(4, true);
+    eoBit<eoMinimizingFitness> sol3(4, true);
+    eoBit<eoMinimizingFitness> sol4(4, true);
+
+    sol2[0]=false;
+    sol3[1]=false;
+    sol4[0]=false;
+    sol4[1]=false;
+
+    //init
+    test.init(sol1);
+
+    //ajout d'une sol tabu
+    test.add(sol1,n1);
+
+    //verification des voisins de chaques sol
+    assert(test.check(sol2,n1));
+    assert(!test.check(sol2,n2));
+    assert(!test.check(sol2,n3));
+    assert(!test.check(sol2,n4));
+
+    assert(!test.check(sol3,n1));
+    assert(test.check(sol3,n2));
+    assert(!test.check(sol3,n3));
+    assert(!test.check(sol3,n4));
+
+    assert(!test.check(sol4,n1));
+    assert(!test.check(sol4,n2));
+    assert(!test.check(sol4,n3));
+    assert(!test.check(sol4,n4));
+
+    test.init(sol1);
+    assert(!test.check(sol2,n1));
+    assert(!test.check(sol3,n2));
+
+    test.update(sol1,n1);
+
+    test.add(sol1,n1);
+    test.add(sol2,n1);
+    assert(test.check(sol2,n1));
+    test.add(sol4,n1);
+    assert(!test.check(sol2,n1));
+    assert(test.check(sol2,n2));
+
+    //test with a countdown at 3
+    moSolVectorTabuList<bitNeighbor> test2(2,2);
+    test2.init(sol1);
+    test2.add(sol1,n1);
+    assert(test2.check(sol2,n1));
+    assert(!test2.check(sol2,n2));
+    assert(!test2.check(sol2,n3));
+    assert(!test2.check(sol2,n4));
+
+    assert(!test2.check(sol3,n1));
+    assert(test2.check(sol3,n2));
+    assert(!test2.check(sol3,n3));
+    assert(!test2.check(sol3,n4));
+
+    assert(!test2.check(sol4,n1));
+    assert(!test2.check(sol4,n2));
+    assert(!test2.check(sol4,n3));
+    assert(!test2.check(sol4,n4));
+
+    //coutdown sol1 -> 1
+    test2.update(sol1,n1);
+    assert(test2.check(sol2,n1));
+    assert(!test2.check(sol2,n2));
+    assert(!test2.check(sol2,n3));
+    assert(!test2.check(sol2,n4));
+
+    assert(!test2.check(sol3,n1));
+    assert(test2.check(sol3,n2));
+    assert(!test2.check(sol3,n3));
+    assert(!test2.check(sol3,n4));
+
+    assert(!test2.check(sol4,n1));
+    assert(!test2.check(sol4,n2));
+    assert(!test2.check(sol4,n3));
+    assert(!test2.check(sol4,n4));
+
+    //coutdown sol1 -> 0 : sol1 is no longer tabu
+    test2.update(sol1,n1);
+    assert(!test2.check(sol2,n1));
+    assert(!test2.check(sol2,n2));
+    assert(!test2.check(sol2,n3));
+    assert(!test2.check(sol2,n4));
+
+    assert(!test2.check(sol3,n1));
+    assert(!test2.check(sol3,n2));
+    assert(!test2.check(sol3,n3));
+    assert(!test2.check(sol3,n4));
+
+    assert(!test2.check(sol4,n1));
+    assert(!test2.check(sol4,n2));
+    assert(!test2.check(sol4,n3));
+    assert(!test2.check(sol4,n4));
+
+    std::cout << "[t-moSolVectorTabuList] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolutionStat.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolutionStat.cpp
new file mode 100644
index 000000000..2ebe777da
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moSolutionStat.cpp
@@ -0,0 +1,64 @@
+/*
+<t-moSolutionStat.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <continuator/moSolutionStat.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moSolutionStat] => START" << std::endl;
+
+    eoBit<unsigned int> s(3);
+    s[0]=true;
+    s[1]=true;
+    s[2]=false;
+
+    s.fitness(17);
+
+    moSolutionStat< eoBit<unsigned int > > test;
+
+    test(s);
+    //on verifie que la solution est bien enregistré
+
+    assert(test.value()[0]);
+    assert(test.value()[1]);
+    assert(!test.value()[2]);
+    assert(test.value().fitness()==17);
+
+    assert(test.className()=="moSolutionStat");
+
+    std::cout << "[t-moSolutionStat] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moStatistics.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moStatistics.cpp
new file mode 100644
index 000000000..98cd1e4f3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moStatistics.cpp
@@ -0,0 +1,112 @@
+/*
+<t-moStatistics.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <sampling/moStatistics.h>
+#include "moTestClass.h"
+#include <utils/eoDistance.h>
+
+int main() {
+
+    std::cout << "[t-moStatistics] => START" << std::endl;
+
+    moStatistics test;
+
+    double min;
+    double max;
+    double avg;
+    double std;
+
+    //test des stats basic
+    std::vector<double> sampling;
+    sampling.push_back(3);
+    sampling.push_back(5);
+    sampling.push_back(2);
+    sampling.push_back(4);
+
+
+    test.basic(sampling, min, max, avg, std);
+    assert(min==2);
+    assert(max==5);
+    assert(avg==3.5);
+    assert(std*std==1.25);
+
+
+    sampling.resize(0);
+    test.basic(sampling, min, max, avg, std);
+    assert(min==0);
+    assert(max==0);
+    assert(avg==0);
+    assert(std==0);
+
+    //test de la distance
+    std::vector<bitVector> data;
+    eoHammingDistance<bitVector> dist;
+    bitVector tmp(4,true);
+    data.push_back(tmp);
+    tmp[0]=false;
+    data.push_back(tmp);
+    tmp[2]=false;
+    data.push_back(tmp);
+
+    std::vector< std::vector<double> > matrix;
+
+    test.distances(data, dist, matrix);
+
+    assert(matrix[0][0]==0.0);
+    assert(matrix[0][1]==1.0);
+    assert(matrix[0][2]==2.0);
+
+    assert(matrix[1][0]==1.0);
+    assert(matrix[1][1]==0.0);
+    assert(matrix[1][2]==1.0);
+
+    assert(matrix[2][0]==2.0);
+    assert(matrix[2][1]==1.0);
+    assert(matrix[2][2]==0.0);
+
+    //test de l'autocorrelation
+    std::vector<double> rho, phi;
+    test.autocorrelation(sampling, 2, rho, phi);
+
+    sampling.push_back(3);
+    sampling.push_back(5);
+    sampling.push_back(2);
+    sampling.push_back(4);
+
+    test.autocorrelation(sampling, 2, rho, phi);
+
+    std::cout << "[t-moStatistics] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moTS.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moTS.cpp
new file mode 100644
index 000000000..b27d0d390
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moTS.cpp
@@ -0,0 +1,72 @@
+/*
+<t-moTS.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <algo/moTS.h>
+#include "moTestClass.h"
+#include <eval/oneMaxEval.h>
+#include <continuator/moTrueContinuator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <comparator/moNeighborComparator.h>
+#include <memory/moSolVectorTabuList.h>
+
+int main() {
+
+    std::cout << "[t-moTS] => START" << std::endl;
+
+    bitNeighborhood nh(4);
+    oneMaxEval<bitVector> fullEval;
+    evalOneMax eval(4);
+
+    //test first constructor
+    moTS<bitNeighbor> test1(nh, fullEval, eval, 1, 7);
+
+    //test second constructor
+    moSolVectorTabuList<bitNeighbor> tl(7,0);
+    moTS<bitNeighbor> test2(nh, fullEval, eval, 1, tl);
+
+    //test third constructor
+    moTrueContinuator<bitNeighbor> cont;
+    moSolNeighborComparator<bitNeighbor> sncomp;
+    moNeighborComparator<bitNeighbor> ncomp;
+    moDummyIntensification<bitNeighbor> intens;
+    moDummyDiversification<bitNeighbor> div;
+    moBestImprAspiration<bitNeighbor> aspir;
+
+    moTS<bitNeighbor> test3(nh, fullEval, eval, ncomp, sncomp, cont, tl, intens, div, aspir);
+
+
+    std::cout << "[t-moTS] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moTSexplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moTSexplorer.cpp
new file mode 100644
index 000000000..dcce178ec
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moTSexplorer.cpp
@@ -0,0 +1,165 @@
+/*
+<t-moTSexplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <memory/moSolVectorTabuList.h>
+#include <memory/moDummyIntensification.h>
+#include <memory/moDummyDiversification.h>
+#include <memory/moBestImprAspiration.h>
+#include <explorer/moTSexplorer.h>
+#include "moTestClass.h"
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main() {
+
+    std::cout << "[t-moTSexplorer] => START" << std::endl;
+
+    //instansiation
+    eoBit<eoMinimizingFitness> sol(4, true);
+    sol.fitness(4);
+    bitNeighborhood nh(4);
+    bitNeighborhood emptyNH(0);
+    evalOneMax eval(4);
+    moNeighborComparator<bitNeighbor> ncomp;
+    moSolNeighborComparator<bitNeighbor> sncomp;
+    moDummyIntensification<bitNeighbor> intens;
+    moDummyDiversification<bitNeighbor> diver;
+    moSolVectorTabuList<bitNeighbor> tabuList(4,0);
+    moBestImprAspiration<bitNeighbor> aspir;
+
+    moTSexplorer<bitNeighbor> test(nh, eval, ncomp, sncomp, tabuList, intens, diver, aspir);
+    moTSexplorer<bitNeighbor> test2(emptyNH, eval, ncomp, sncomp, tabuList, intens, diver, aspir);
+
+    //test d'un voisinage vide
+    test2.initParam(sol);
+    test2(sol);
+    assert(!test2.accept(sol));
+
+    //test le comportement classique de la taboo
+    test.initParam(sol);
+    assert(aspir.getBest()==sol);
+
+    test(sol);
+    test.updateParam(sol);
+    assert(aspir.getBest()==sol);
+
+    //on ameliore et on stock une sol tabou 0111
+    test(sol);
+    test.move(sol);
+    test.moveApplied(true);
+    test.updateParam(sol);
+    assert(aspir.getBest()==sol);
+
+    //on ameliore et on stock une autre sol tabou 0011
+    test(sol);
+    test.move(sol);
+    test.moveApplied(true);
+    test.updateParam(sol);
+    assert(aspir.getBest()==sol);
+
+    //pareil on stock 0001 met pdt la recherche on se rend compte que 0111 est tabou
+    test(sol);
+    test.move(sol);
+    test.moveApplied(true);
+    test.updateParam(sol);
+    assert(aspir.getBest()==sol);
+
+    //on modifie la sol en 1001(fitness 2) pour que la 1er sol exploré(0001) soit tabou
+    //De plus on change la solution mais elle est pas meilleure que la best so Far
+    sol[0]=true;
+    std::cout << sol << std::endl;
+    sol.fitness(2);
+    test(sol);
+    test.move(sol);
+    test.moveApplied(true);
+    test.updateParam(sol);
+    assert(	sol[0] && !sol[1] && !sol[2] && !sol[3]);
+    sol[0]=false;
+    sol[3]=true;
+    assert(aspir.getBest()==sol);
+
+    //test du isContinue
+    assert(test.isContinue(sol));
+
+    //test du terminate
+    test.initParam(sol);
+    sol[0]=true;
+    sol[1]=true;
+    sol[2]=true;
+    sol[3]=true;
+    sol.fitness(4);
+    test(sol);
+    test.move(sol);
+    test.moveApplied(true);
+    test.updateParam(sol);
+    assert(	!sol[0] && sol[1] && sol[2] && sol[3]);
+    test.terminate(sol);
+    assert(	!sol[0] && !sol[1] && !sol[2] && sol[3]);
+
+    //test pour avoir que des mouvement taboo
+    eoBit<eoMinimizingFitness> sol2(2, true);
+    sol2.fitness(2);
+    bitNeighborhood nh2(2);
+    evalOneMax eval2(2);
+
+    moTSexplorer<bitNeighbor> test3(nh2, eval2, ncomp, sncomp, tabuList, intens, diver, aspir);
+
+    test3.initParam(sol2);
+    test3(sol2);
+    test3.move(sol2);
+    test3.moveApplied(true);
+    test3.updateParam(sol2);
+
+    test3(sol2);
+    test3.move(sol2);
+    test3.moveApplied(true);
+    test3.updateParam(sol2);
+
+    test3(sol2);
+    test3.move(sol2);
+    test3.moveApplied(true);
+    test3.updateParam(sol2);
+
+    test3(sol2);
+    test3.move(sol2);
+    test3.moveApplied(true);
+    test3.updateParam(sol2);
+
+    //on a rempli la liste tabu pour que tout les voisins soit tabu
+    test3(sol2);
+    assert(!test3.accept(sol2));
+
+
+    std::cout << "[t-moTSexplorer] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moTimeContinuator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moTimeContinuator.cpp
new file mode 100644
index 000000000..ccd47e1f9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moTimeContinuator.cpp
@@ -0,0 +1,71 @@
+/*
+<t-moTimeContinuator.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <continuator/moTimeContinuator.h>
+#include "moTestClass.h"
+#include <time.h>
+
+void wait ( int seconds )
+{
+    clock_t endwait;
+    endwait = clock () + seconds * CLOCKS_PER_SEC ;
+    while (clock() < endwait) {}
+}
+
+
+int main() {
+
+    std::cout << "[t-moTimeContinuator] => START" << std::endl;
+
+    moTimeContinuator<moDummyNeighborTest> test(2, false);
+    moTimeContinuator<moDummyNeighborTest> test2(3);
+    Solution s;
+
+    test.init(s);
+    assert(test(s));
+    wait(1);
+    assert(test(s));
+    wait(1);
+    assert(!test(s));
+    test.init(s);
+    assert(test(s));
+    wait(2);
+    assert(!test(s));
+
+    assert(test.className()=="moTimeContinuator");
+
+    std::cout << "[t-moTimeContinuator] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moTrueContinuator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moTrueContinuator.cpp
new file mode 100644
index 000000000..2a0ca7d27
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moTrueContinuator.cpp
@@ -0,0 +1,53 @@
+/*
+  <t-moTrueContinuator.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 <continuator/moTrueContinuator.h>
+#include "moTestClass.h"
+
+#include <cstdlib>
+#include <cassert>
+
+
+int main() {
+
+    std::cout << "[t-moTrueContinuator] => START" << std::endl;
+
+    moTrueContinuator<moDummyNeighborTest> test;
+    Solution s;
+
+    assert(test(s));
+
+    std::cout << "[t-moTrueContinuator] => OK" << std::endl;
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moVectorMonitor.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moVectorMonitor.cpp
new file mode 100644
index 000000000..53edcd310
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moVectorMonitor.cpp
@@ -0,0 +1,112 @@
+/*
+<t-moVectorMonitor.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <continuator/moVectorMonitor.h>
+#include "moTestClass.h"
+
+int main() {
+
+    std::cout << "[t-moVectorMonitor] => START" << std::endl;
+
+
+    eoValueParam<double> doubleParam;
+    eoValueParam<unsigned int> intParam;
+    eoValueParam<bitVector> eotParam;
+    eoValueParam<std::string> stringParam;
+    doubleParam.value()= 3.1;
+    intParam.value()=6;
+    bitVector sol(4,true);
+    sol.fitness(0);
+    eotParam.value()=sol;
+
+    moVectorMonitor<bitVector> test1(doubleParam);
+    moVectorMonitor<bitVector> test2(intParam);
+    moVectorMonitor<bitVector> test3(eotParam);
+    moVectorMonitor<bitVector> test4(stringParam);
+
+    assert(!test1.solutionType());
+    assert(!test2.solutionType());
+    assert(test3.solutionType());
+
+    test1();
+    test2();
+    test3();
+    doubleParam.value()= 3.3;
+    intParam.value()=7;
+    sol.fitness(1);
+    eotParam.value()=sol;
+    test1();
+    test2();
+    test3();
+    doubleParam.value()= 3.6;
+    intParam.value()=8;
+    sol.fitness(2);
+    eotParam.value()=sol;
+    test1();
+    test2();
+    test3();
+    doubleParam.value()= 3.001;
+    intParam.value()=9;
+    test1();
+    test2();
+
+    assert(test1.size()==4);
+    assert(test2.size()==4);
+    assert(test3.size()==3);
+    assert(test1.getValue(1)=="3.3");
+    assert(test2.getValue(2)=="8");
+    std::cout << test3.getValue(2) << std::endl;
+    assert(test1.getValues()[0]==3.1);
+    assert(test2.getValues()[2]==8);
+    assert(test3.getSolutions()[0].fitness()==0);
+
+    test1.fileExport("outputTestVectorMonitor.txt");
+
+    test1.clear();
+    test2.clear();
+    test3.clear();
+    assert(test1.size()==0);
+    assert(test2.size()==0);
+    assert(test3.size()==0);
+
+
+
+    assert(test1.className()=="moVectorMonitor");
+
+
+
+    std::cout << "[t-moVectorMonitor] => OK" << std::endl;
+
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moXBitFlippingNeighbor.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moXBitFlippingNeighbor.cpp
new file mode 100644
index 000000000..8a40cd2aa
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moXBitFlippingNeighbor.cpp
@@ -0,0 +1,132 @@
+/*
+ <t-moXBitFlippingNeighbor.cpp>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <neighborhood/moXBitFlippingNeighbor.h>
+#include <eo>
+#include <ga/eoBit.h>
+
+typedef eoBit<eoMaximizingFitness> Solution;
+typedef moXBitFlippingNeighbor<Solution> Neighbor;
+
+int main() {
+
+	std::cout << "[t-moXBitFlippingNeighbor] => START" << std::endl;
+
+	Solution sol(5, 0);
+	for (int i = 0; i < 5; i++) {
+		sol[i] = (i % 2 == 0) ? 0 : 1;
+	}
+
+	assert(sol[0] == 0);
+	assert(sol[1] == 1);
+	assert(sol[2] == 0);
+	assert(sol[3] == 1);
+	assert(sol[4] == 0);
+
+	//test constructor
+	Neighbor neighbor;
+	assert(neighbor.index() == 0);
+	//test x-change getter
+	assert(neighbor.getXChange() == 0);
+
+	//test x-change setter
+	neighbor.setXChange(2);
+	assert(neighbor.getXChange() == 2);
+
+	//test index setter
+	for (unsigned int i = 0; i < neighbor.getXChange(); i++)
+		neighbor.setIndice(i, i);
+
+	//test index getter
+	for (unsigned int i = 0; i < neighbor.getXChange(); i++)
+		assert(neighbor.getIndice(i) == i);
+
+	//test move
+	neighbor.move(sol);
+	assert(sol[neighbor.getIndice(0)] == 1);
+	assert(sol[neighbor.getIndice(1)] == 0);
+
+	//test moveBack
+	neighbor.moveBack(sol);
+	assert(sol[neighbor.getIndice(0)] == 0);
+	assert(sol[neighbor.getIndice(1)] == 1);
+
+	//test set & get indice
+	 neighbor.setIndice(0, 1);
+	 neighbor.setIndice(1, 2);
+	 assert(neighbor.getIndice(0) == 1);
+	 assert(neighbor.getIndice(1) == 2);
+
+	 //test move
+	 neighbor.move(sol);
+	 assert(sol[neighbor.getIndice(0)] == 0);
+	 assert(sol[neighbor.getIndice(1)] == 1);
+
+	 //test move back
+	 neighbor.moveBack(sol);
+	 assert(sol[neighbor.getIndice(0)] == 1);
+	 assert(sol[neighbor.getIndice(1)] == 0);
+
+	 Neighbor neighbor1(3);
+
+	 //test setter of one index
+	 neighbor1.setIndice(0, 2);
+	 neighbor1.setIndice(1, 3);
+	 neighbor1.setIndice(2, 4);
+
+	 //test getter of one index
+	 assert(neighbor1.getIndice(0) == 2);
+	 assert(neighbor1.getIndice(1) == 3);
+	 assert(neighbor1.getIndice(2) == 4);
+
+	 //test move
+	 neighbor1.move(sol);
+	 assert(sol[neighbor1.getIndice(0)] == 1);
+	 assert(sol[neighbor1.getIndice(1)] == 0);
+	 assert(sol[neighbor1.getIndice(2)] == 1);
+
+	 //test moveBack
+	 neighbor1.moveBack(sol);
+	 assert(sol[neighbor1.getIndice(0)] == 0);
+	 assert(sol[neighbor1.getIndice(1)] == 1);
+	 assert(sol[neighbor1.getIndice(2)] == 0);
+
+	std::cout << "[t-moXBitFlippingNeighbor] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moXChangeNeighbor.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moXChangeNeighbor.cpp
new file mode 100644
index 000000000..48937a9c4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moXChangeNeighbor.cpp
@@ -0,0 +1,88 @@
+/*
+ <t-moXChangeNeighbor.cpp>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Boufaras Karima, Thé Van Luong
+
+ This software is governed by the CeCILL license under French law and
+ abiding by the rules of distribution of free software.  You can  ue,
+ 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".
+
+ 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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <eo>
+#include <eoInt.h>
+#include <moTestClass.h>
+
+typedef eoInt<eoMaximizingFitness> Sol;
+typedef XChangeNeighborDummy<Sol> Neighbor;
+
+int main() {
+
+	std::cout << "[t-moXChangeNeighbor] => START" << std::endl;
+
+	//test default constructor
+	Neighbor neighbor0;
+	assert(neighbor0.index() == 0);
+	assert(neighbor0.getXChange() == 0);
+
+	//test constructor
+	Neighbor neighbor(5);
+	assert(neighbor.index() == 0);
+	assert(neighbor.getXChange() == 5);
+
+	//test setter & getter of one index
+	for (unsigned int i = 0; i < neighbor.getXChange(); i++)
+		neighbor.setIndice(i, i);
+
+	for (unsigned int i = 0; i < neighbor.getXChange(); i++)
+		assert(neighbor.getIndice(i) == i);
+
+	//test copy Constructor
+	Neighbor neighbor1(neighbor);
+	assert(neighbor1.index() == 0);
+	assert(neighbor1.getXChange() == 5);
+	for (unsigned int i = 0; i < neighbor1.getXChange(); i++)
+		assert(neighbor1.getIndice(i) == i);
+
+	//test assignement operator
+
+	for (unsigned int i = 0; i < neighbor1.getXChange(); i++)
+		neighbor1.setIndice(i, 0);
+
+	Neighbor neighbor2(2);
+
+	//test setter of one index
+	neighbor2.setIndice(0, 0);
+	neighbor2.setIndice(1, 1);
+	neighbor2.setIndice(2, 2);
+
+	//test getter of one index
+	assert(neighbor2.getIndice(0) == 0);
+	assert(neighbor2.getIndice(1) == 1);
+	assert(neighbor2.getIndice(2) == 2);
+
+	std::cout << "[t-moXChangeNeighbor] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moXChangeNeighborhood.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moXChangeNeighborhood.cpp
new file mode 100644
index 000000000..c9f469892
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moXChangeNeighborhood.cpp
@@ -0,0 +1,178 @@
+/*
+ <t-moXChangeNeighborhood.cpp>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <eoInt.h>
+#include <neighborhood/moXSwapNeighbor.h>
+#include <neighborhood/moXChangeNeighborhood.h>
+#include <neighborhood/moNeighborhoodSizeUtils.h>
+#include <eo>
+
+typedef eoInt<eoMaximizingFitness> Solution;
+typedef moXSwapNeighbor<Solution> Neighbor;
+typedef moXChangeNeighborhood<Neighbor> Neighborhood;
+
+int main() {
+
+	std::cout << "[t-moXChangeNeighborhood] => START" << std::endl;
+
+	//test factorial
+	assert(factorial(10) == 3628800);
+
+	//test sizeMapping
+	assert(sizeMapping(6, 1) == 6);
+	assert(sizeMapping(6, 2) == 15);
+	assert(sizeMapping(6, 3) == 20);
+	assert(sizeMapping(6, 4) == 15);
+	assert(sizeMapping(6, 5) == 6);
+
+	Solution sol(6);
+	Neighbor neighbor(2);
+	Neighbor neighbor1;
+
+	unsigned int * first;
+	unsigned int * second;
+	unsigned int * third;
+	unsigned int * forth;
+
+	first = new unsigned int[15];
+	second = new unsigned int[15];
+	third = new unsigned int[15];
+	forth = new unsigned int[15];
+
+	unsigned int id = 0;
+	for (unsigned int i = 0; i < 5; i++)
+		for (unsigned int j = i + 1; j < 6; j++) {
+			first[id] = i;
+			second[id] = j;
+			id++;
+		}
+
+	//test Constructor
+	Neighborhood neighborhood(15, 2);
+	//test x-change getter
+	assert(neighborhood.getXChange() == 2);
+	//test neighborhoodSize getter
+	assert(neighborhood.getNeighborhoodSize() == 15);
+	//test current index getter
+	assert(neighborhood.position() == 0);
+
+	//test neighborhood methods
+
+	//test hasNeighbor
+	assert(neighborhood.hasNeighbor(sol) == true);
+
+	//test init
+	neighborhood.init(sol, neighbor);
+	assert(neighbor.index() == 0);
+	assert(neighbor.getXChange() == 2);
+	assert(neighborhood.position() == 0);
+
+	//test Mapping
+	assert(neighbor.getIndice(0) == first[neighborhood.position()]);
+	assert(neighbor.getIndice(1) == second[neighborhood.position()]);
+
+	//test next & cont
+	unsigned i = 1;
+	while (neighborhood.cont(sol)) {
+		neighborhood.next(sol, neighbor);
+		assert(neighborhood.position() == i);
+		//test Mapping
+		assert(neighbor.getIndice(0) == first[neighborhood.position()]);
+		assert(neighbor.getIndice(1) == second[neighborhood.position()]);
+		i++;
+	}
+
+	id = 0;
+	for (unsigned int i = 0; i < 3; i++)
+		for (unsigned int j = i + 1; j < 4; j++)
+			for (unsigned int k = j + 1; k < 5; k++)
+				for (unsigned int l = k + 1; l < 6; l++) {
+					first[id] = i;
+					second[id] = j;
+					third[id] = k;
+					forth[id] = l;
+					id++;
+				}
+
+	//test Constructor
+	Neighborhood neighborhood1(15, 4);
+	//test x-change getter
+	assert(neighborhood1.getXChange() == 4);
+	//test neighborhood1Size getter
+	assert(neighborhood1.getNeighborhoodSize() == 15);
+	//test current index getter
+	assert(neighborhood1.position() == 0);
+
+	//test neighborhood methods
+
+	//test hasNeighbor
+	assert(neighborhood1.hasNeighbor(sol) == true);
+
+	//test init
+	neighborhood1.init(sol, neighbor1);
+	assert(neighbor1.index() == 0);
+	assert(neighbor1.getXChange() == 4);
+	assert(neighborhood1.position() == 0);
+
+	//test Mapping
+	assert(neighbor1.getIndice(0) == first[neighborhood1.position()]);
+	assert(neighbor1.getIndice(1) == second[neighborhood1.position()]);
+	assert(neighbor1.getIndice(2) == third[neighborhood1.position()]);
+	assert(neighbor1.getIndice(3) == forth[neighborhood1.position()]);
+
+	//test next & cont
+	i = 1;
+	while (neighborhood.cont(sol)) {
+		neighborhood.next(sol, neighbor1);
+		assert(neighborhood.position() == i);
+		//test Mapping
+		assert(neighbor1.getIndice(0) == first[neighborhood1.position()]);
+		assert(neighbor1.getIndice(1) == second[neighborhood1.position()]);
+		assert(neighbor1.getIndice(2) == third[neighborhood1.position()]);
+		assert(neighbor1.getIndice(3) == forth[neighborhood1.position()]);
+		i++;
+	}
+
+	delete[] (first);
+	delete[] (second);
+	delete[] (third);
+	delete[] (forth);
+	std::cout << "[t-moXChangeNeighborhood] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moXSwapNeighbor.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moXSwapNeighbor.cpp
new file mode 100644
index 000000000..8507238fd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/test/t-moXSwapNeighbor.cpp
@@ -0,0 +1,120 @@
+/*
+ <t-moXSwapNeighbor.cpp>
+ Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+ Karima Boufaras, Thé Van LUONG
+
+ 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 <cstdlib>
+#include <cassert>
+#include <iostream>
+#include <eoInt.h>
+#include <neighborhood/moXSwapNeighbor.h>
+#include <eo>
+
+typedef eoInt<eoMaximizingFitness> Solution;
+typedef moXSwapNeighbor<Solution> Neighbor;
+
+int main() {
+
+	std::cout << "[t-moXSwapNeighbor] => START" << std::endl;
+
+	Solution sol1(5);
+	for (int i = 4; i >=0; i--)
+		sol1[4-i] = i;
+
+	//test constructor
+	Neighbor neighbor(2);
+	assert(neighbor.index() == 0);
+	assert(neighbor.getXChange() == 2);
+
+	//test setter of one index
+	for (unsigned int i = 0; i < neighbor.getXChange(); i++)
+		neighbor.setIndice(i, i);
+
+	//test getter of one index
+	for (unsigned int i = 0; i < neighbor.getXChange(); i++)
+		assert(neighbor.getIndice(i) == i);
+
+	//test move
+	neighbor.move(sol1);
+	assert(sol1[neighbor.getIndice(0)] == 3);
+	assert(sol1[neighbor.getIndice(1)] == 4);
+
+	//test moveBack
+	neighbor.moveBack(sol1);
+	assert(sol1[neighbor.getIndice(0)] == 4);
+	assert(sol1[neighbor.getIndice(1)] == 3);
+
+	//test set & get indice
+	neighbor.setIndice(0, 1);
+	neighbor.setIndice(1, 2);
+	assert(neighbor.getIndice(0) == 1);
+	assert(neighbor.getIndice(1) == 2);
+
+	//test move
+	neighbor.move(sol1);
+	assert(sol1[neighbor.getIndice(0)] == 2);
+	assert(sol1[neighbor.getIndice(1)] == 3);
+
+	//test move back
+	neighbor.moveBack(sol1);
+	assert(sol1[neighbor.getIndice(0)] == 3);
+	assert(sol1[neighbor.getIndice(1)] == 2);
+
+	Neighbor neighbor2(3);
+
+	//test setter of one index
+	neighbor2.setIndice(0, 0);
+	neighbor2.setIndice(1, 1);
+	neighbor2.setIndice(2, 2);
+
+	//test getter of one index
+	assert(neighbor2.getIndice(0) == 0);
+	assert(neighbor2.getIndice(1) == 1);
+	assert(neighbor2.getIndice(2) == 2);
+
+	//test move
+	neighbor2.move(sol1);
+	assert(sol1[neighbor2.getIndice(0)] == 3);
+	assert(sol1[neighbor2.getIndice(1)] == 2);
+	assert(sol1[neighbor2.getIndice(2)] == 4);
+
+	//test moveBack
+	neighbor2.moveBack(sol1);
+	assert(sol1[neighbor2.getIndice(0)] == 4);
+	assert(sol1[neighbor2.getIndice(1)] == 3);
+	assert(sol1[neighbor2.getIndice(2)] == 2);
+
+	std::cout << "[t-moXSwapNeighbor] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/CMakeLists.txt
new file mode 100644
index 000000000..ea56e9b71
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/CMakeLists.txt
@@ -0,0 +1,440 @@
+IF(ENABLE_CMAKE_EXAMPLE OR CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_simpleHC.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_simpleHC.param
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_firstImprHC.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_firstImprHC.param
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_randomBestHC.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_randomBestHC.param
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_neutralHC.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_neutralHC.param
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_iterContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_iterContinuator.param
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_fitContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_fitContinuator.param
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_fullEvalContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_fullEvalContinuator.param
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_evalContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_evalContinuator.param
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_combinedContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_combinedContinuator.param
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/firstImprHC_maxSAT.param
+			${MO_BIN_DIR}/tutorial/Lesson1/firstImprHC_maxSAT.param
+	)
+
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson2/testNeighborhood.param
+			${MO_BIN_DIR}/tutorial/Lesson2/testNeighborhood.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson3/testSimulatedAnnealing.param
+			${MO_BIN_DIR}/tutorial/Lesson3/testSimulatedAnnealing.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson4/testSimpleTS.param
+			${MO_BIN_DIR}/tutorial/Lesson4/testSimpleTS.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson5/testILS.param
+			${MO_BIN_DIR}/tutorial/Lesson5/testILS.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/testRandomWalk.param
+			${MO_BIN_DIR}/tutorial/Lesson6/testRandomWalk.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/testMetropolisHasting.param
+			${MO_BIN_DIR}/tutorial/Lesson6/testMetropolisHasting.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/testRandomNeutralWalk.param
+			${MO_BIN_DIR}/tutorial/Lesson6/testRandomNeutralWalk.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/sampling.param
+			${MO_BIN_DIR}/tutorial/Lesson6/sampling.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/densityOfStates.param
+			${MO_BIN_DIR}/tutorial/Lesson6/densityOfStates.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/autocorrelation.param
+			${MO_BIN_DIR}/tutorial/Lesson6/autocorrelation.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/adaptiveWalks.param
+			${MO_BIN_DIR}/tutorial/Lesson6/adaptiveWalks.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/fdc.param
+			${MO_BIN_DIR}/tutorial/Lesson6/fdc.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/neutralDegree.param
+			${MO_BIN_DIR}/tutorial/Lesson6/neutralDegree.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/fitnessCloud.param
+			${MO_BIN_DIR}/tutorial/Lesson6/fitnessCloud.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/neutralWalk.param
+			${MO_BIN_DIR}/tutorial/Lesson6/neutralWalk.param
+
+	)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson7/hybridAlgo.param
+			${MO_BIN_DIR}/tutorial/Lesson7/hybridAlgo.param
+
+	)
+		EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson9/VNS.param
+			${MO_BIN_DIR}/tutorial/Lesson9/VNS.param
+
+	)
+	
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson10/testKswapNeighborhood.param
+			${MO_BIN_DIR}/tutorial/Lesson10/testKswapNeighborhood.param
+
+	)
+	
+ENDIF(ENABLE_CMAKE_EXAMPLE OR CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+MACRO(ADD_COMMANDS_NEWMO)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson1/lesson1_simpleHC.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_simpleHC.param
+			${MO_BIN_DIR}/tutorial/Lesson1
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson1/lesson1_firstImprHC.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_firstImprHC.param
+			${MO_BIN_DIR}/tutorial/Lesson1
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson1/lesson1_randomBestHC.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_randomBestHC.param
+			${MO_BIN_DIR}/tutorial/Lesson1
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson1/lesson1_neutralHC.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_neutralHC.param
+			${MO_BIN_DIR}/tutorial/Lesson1
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson1/lesson1_iterContinuator.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_iterContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson1/lesson1_fitContinuator.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_fitContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson1/lesson1_fullEvalContinuator.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_fullEvalContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson1/lesson1_evalContinuator.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_evalContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson1/lesson1_combinedContinuator.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/lesson1_combinedContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson1/firstImprHC_maxSAT.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson1/firstImprHC_maxSAT.param
+			${MO_BIN_DIR}/tutorial/Lesson1
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson2/testNeighborhood.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson2/testNeighborhood.param
+			${MO_BIN_DIR}/tutorial/Lesson2
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson3/testSimulatedAnnealing.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson3/testSimulatedAnnealing.param
+			${MO_BIN_DIR}/tutorial/Lesson3
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson4/testSimpleTS.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson4/testSimpleTS.param
+			${MO_BIN_DIR}/tutorial/Lesson4
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson5/testILS.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson5/testILS.param
+			${MO_BIN_DIR}/tutorial/Lesson5
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson6/testRandomWalk.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/testRandomWalk.param
+			${MO_BIN_DIR}/tutorial/Lesson6
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson6/testMetropolisHasting.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/testMetropolisHasting.param
+			${MO_BIN_DIR}/tutorial/Lesson6
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson6/testRandomNeutralWalk.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/testRandomNeutralWalk.param
+			${MO_BIN_DIR}/tutorial/Lesson6
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson6/sampling.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/sampling.param
+			${MO_BIN_DIR}/tutorial/Lesson6
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson6/densityOfStates.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/densityOfStates.param
+			${MO_BIN_DIR}/tutorial/Lesson6
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson6/fitnessCloud.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/fitnessCloud.param
+			${MO_BIN_DIR}/tutorial/Lesson6
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson6/neutralWalk.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/neutralWalk.param
+			${MO_BIN_DIR}/tutorial/Lesson6
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson6/autocorrelation.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/autocorrelation.param
+			${MO_BIN_DIR}/tutorial/Lesson6
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson6/adaptiveWalks.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/adaptiveWalks.param
+			${MO_BIN_DIR}/tutorial/Lesson6
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson6/fdc.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/fdc.param
+			${MO_BIN_DIR}/tutorial/Lesson6
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson6/neutralDegree.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson6/neutralDegree.param
+			${MO_BIN_DIR}/tutorial/Lesson6
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson7/hybridAlgo.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson7/hybridAlgo.param
+			${MO_BIN_DIR}/tutorial/Lesson7
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson9/VNS.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson9/VNS.param
+			${MO_BIN_DIR}/tutorial/Lesson9
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${MO_BIN_DIR}/tutorial/Lesson10/testKswapNeighborhood.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${MO_SRC_DIR}/tutorial/Lesson10/testKswapNeighborhood.param
+			${MO_BIN_DIR}/tutorial/Lesson10
+	)
+	
+ENDMACRO(ADD_COMMANDS_NEWMO)
+
+MACRO(ADD_TARGET_NEWMO n)
+	IF(${n} STREQUAL "lesson1")
+		ADD_CUSTOM_TARGET(lesson1 DEPENDS
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_simpleHC
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_simpleHC.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_firstImprHC
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_firstImprHC.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_randomBestHC
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_randomBestHC.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_neutralHC
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_neutralHC.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_iterContinuator
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_iterContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_fitContinuator
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_fitContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_fullEvalContinuator
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_fullEvalContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_evalContinuator
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_evalContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_combinedContinuator
+			${MO_BIN_DIR}/tutorial/Lesson1/lesson1_combinedContinuator.param
+			${MO_BIN_DIR}/tutorial/Lesson1/firstImprHC_maxSAT
+			${MO_BIN_DIR}/tutorial/Lesson1/firstImprHC_maxSAT.param
+		 )
+	ELSEIF(${n} STREQUAL "lesson2")
+		ADD_CUSTOM_TARGET(lesson2 DEPENDS
+			${MO_BIN_DIR}/tutorial/Lesson2/testNeighborhood
+			${MO_BIN_DIR}/tutorial/Lesson2/testNeighborhood.param
+		)
+	ELSEIF(${n} STREQUAL "lesson3")
+		ADD_CUSTOM_TARGET(lesson3 DEPENDS
+			${MO_BIN_DIR}/tutorial/Lesson3/testSimulatedAnnealing
+			${MO_BIN_DIR}/tutorial/Lesson3/testSimulatedAnnealing.param
+		)
+	ELSEIF(${n} STREQUAL "lesson4")
+		ADD_CUSTOM_TARGET(lesson4 DEPENDS
+			${MO_BIN_DIR}/tutorial/Lesson4/testSimpleTS
+			${MO_BIN_DIR}/tutorial/Lesson4/testSimpleTS.param
+		)
+	ELSEIF(${n} STREQUAL "lesson5")
+		ADD_CUSTOM_TARGET(lesson5 DEPENDS
+			${MO_BIN_DIR}/tutorial/Lesson5/testILS
+			${MO_BIN_DIR}/tutorial/Lesson5/testILS.param
+		)
+	ELSEIF(${n} STREQUAL "lesson6")
+		ADD_CUSTOM_TARGET(lesson6 DEPENDS
+			${MO_BIN_DIR}/tutorial/Lesson6/testRandomWalk
+			${MO_BIN_DIR}/tutorial/Lesson6/testRandomWalk.param
+			${MO_BIN_DIR}/tutorial/Lesson6/testMetropolisHasting
+			${MO_BIN_DIR}/tutorial/Lesson6/testMetropolisHasting.param
+			${MO_BIN_DIR}/tutorial/Lesson6/testRandomNeutralWalk
+			${MO_BIN_DIR}/tutorial/Lesson6/testRandomNeutralWalk.param
+			${MO_BIN_DIR}/tutorial/Lesson6/sampling
+			${MO_BIN_DIR}/tutorial/Lesson6/sampling.param
+			${MO_BIN_DIR}/tutorial/Lesson6/densityOfStates
+			${MO_BIN_DIR}/tutorial/Lesson6/densityOfStates.param
+			${MO_BIN_DIR}/tutorial/Lesson6/autocorrelation
+			${MO_BIN_DIR}/tutorial/Lesson6/autocorrelation.param
+			${MO_BIN_DIR}/tutorial/Lesson6/adaptiveWalks
+			${MO_BIN_DIR}/tutorial/Lesson6/adaptiveWalks.param
+			${MO_BIN_DIR}/tutorial/Lesson6/fdc
+			${MO_BIN_DIR}/tutorial/Lesson6/fdc.param
+			${MO_BIN_DIR}/tutorial/Lesson6/neutralDegree
+			${MO_BIN_DIR}/tutorial/Lesson6/neutralDegree.param
+			${MO_BIN_DIR}/tutorial/Lesson6/fitnessCloud
+			${MO_BIN_DIR}/tutorial/Lesson6/fitnessCloud.param
+			${MO_BIN_DIR}/tutorial/Lesson6/neutralWalk
+			${MO_BIN_DIR}/tutorial/Lesson6/neutralWalk.param
+			
+		)
+	ELSEIF(${n} STREQUAL "lesson7")
+		ADD_CUSTOM_TARGET(lesson7 DEPENDS
+			${MO_BIN_DIR}/tutorial/Lesson7/hybridAlgo
+			${MO_BIN_DIR}/tutorial/Lesson7/hybridAlgo.param
+		)
+	ELSEIF(${n} STREQUAL "lesson9")
+		ADD_CUSTOM_TARGET(lesson9 DEPENDS
+			${MO_BIN_DIR}/tutorial/Lesson9/VNS
+			${MO_BIN_DIR}/tutorial/Lesson9/VNS.param
+		)
+    ELSEIF(${n} STREQUAL "lesson10")
+		ADD_CUSTOM_TARGET(lesson10 DEPENDS
+			${MO_BIN_DIR}/tutorial/Lesson10/testKswapNeighborhood
+			${MO_BIN_DIR}/tutorial/Lesson10/testKswapNeighborhood.param
+		)		
+	ENDIF(${n} STREQUAL "lesson1")
+
+ENDMACRO(ADD_TARGET_NEWMO)
+
+ADD_SUBDIRECTORY(Lesson1)
+ADD_SUBDIRECTORY(Lesson2)
+ADD_SUBDIRECTORY(Lesson3)
+ADD_SUBDIRECTORY(Lesson4)
+ADD_SUBDIRECTORY(Lesson5)
+ADD_SUBDIRECTORY(Lesson6)
+ADD_SUBDIRECTORY(Lesson7)
+ADD_SUBDIRECTORY(Lesson8)
+ADD_SUBDIRECTORY(Lesson9)
+ADD_SUBDIRECTORY(Lesson10)
+
+IF(NOT CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" AND  NOT CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	ADD_COMMANDS_NEWMO()
+	ADD_TARGET_NEWMO(install)
+ENDIF(NOT CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" AND NOT CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/CMakeLists.txt
new file mode 100644
index 000000000..bb705f7a5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/CMakeLists.txt
@@ -0,0 +1,113 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src
+					${MO_SRC_DIR}/src
+					${PROBLEMS_SRC_DIR}
+					${CMAKE_CURRENT_SOURCE_DIR}/../src)
+	
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################	
+					
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib)	
+
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES lesson1_simpleHC.cpp
+							lesson1_firstImprHC.cpp
+							lesson1_randomBestHC.cpp
+							lesson1_neutralHC.cpp
+							lesson1_iterContinuator.cpp
+							lesson1_fitContinuator.cpp
+							lesson1_fullEvalContinuator.cpp
+							lesson1_evalContinuator.cpp
+							lesson1_combinedContinuator.cpp
+							firstImprHC_maxSAT.cpp)
+	ADD_EXECUTABLE(lesson1_simpleHC 
+		lesson1_simpleHC.cpp
+		${MO_BIN_DIR}/tutorial/lesson1/lesson1_simpleHC.param
+	)
+	ADD_EXECUTABLE(lesson1_firstImprHC
+		lesson1_firstImprHC.cpp
+		${MO_BIN_DIR}/tutorial/lesson1/lesson1_firstImprHC.param
+	)
+	ADD_EXECUTABLE(lesson1_randomBestHC 
+		lesson1_randomBestHC.cpp
+		${MO_BIN_DIR}/tutorial/lesson1/lesson1_randomBestHC.param
+	)
+	ADD_EXECUTABLE(lesson1_neutralHC 
+		lesson1_neutralHC.cpp
+		${MO_BIN_DIR}/tutorial/lesson1/lesson1_neutralHC.param
+	)
+	ADD_EXECUTABLE(lesson1_iterContinuator
+		lesson1_iterContinuator.cpp
+		${MO_BIN_DIR}/tutorial/lesson1/lesson1_iterContinuator.param
+	)
+	ADD_EXECUTABLE(lesson1_fitContinuator 
+		lesson1_fitContinuator.cpp
+		${MO_BIN_DIR}/tutorial/lesson1/lesson1_fitContinuator.param
+	)
+	ADD_EXECUTABLE(lesson1_fullEvalContinuator 
+		lesson1_fullEvalContinuator.cpp
+		${MO_BIN_DIR}/tutorial/lesson1/lesson1_fullEvalContinuator.param
+	)
+	ADD_EXECUTABLE(lesson1_evalContinuator 
+		lesson1_evalContinuator.cpp
+		${MO_BIN_DIR}/tutorial/lesson1/lesson1_evalContinuator.param
+	)
+	ADD_EXECUTABLE(lesson1_combinedContinuator 
+		lesson1_combinedContinuator.cpp
+		${MO_BIN_DIR}/tutorial/lesson1/lesson1_combinedContinuator.param
+	)
+	ADD_EXECUTABLE(firstImprHC_maxSAT
+		firstImprHC_maxSAT.cpp
+		${MO_BIN_DIR}/tutorial/lesson1/firstImprHC_maxSAT.param
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_NEWMO()
+	ADD_TARGET_NEWMO(lesson1)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(lesson1_simpleHC lesson1_simpleHC.cpp) 
+		ADD_EXECUTABLE(lesson1_firstImprHC lesson1_firstImprHC.cpp) 
+		ADD_EXECUTABLE(lesson1_randomBestHC lesson1_randomBestHC.cpp) 
+		ADD_EXECUTABLE(lesson1_neutralHC lesson1_neutralHC.cpp) 
+		ADD_EXECUTABLE(lesson1_iterContinuator lesson1_iterContinuator.cpp) 
+		ADD_EXECUTABLE(lesson1_fitContinuator lesson1_fitContinuator.cpp) 
+		ADD_EXECUTABLE(lesson1_fullEvalContinuator lesson1_fullEvalContinuator.cpp) 
+		ADD_EXECUTABLE(lesson1_evalContinuator lesson1_evalContinuator.cpp) 
+		ADD_EXECUTABLE(lesson1_combinedContinuator lesson1_combinedContinuator.cpp) 
+		ADD_EXECUTABLE(firstImprHC_maxSAT firstImprHC_maxSAT.cpp) 
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(lesson1_simpleHC EXCLUDE_FROM_ALL lesson1_simpleHC.cpp) 
+		ADD_EXECUTABLE(lesson1_firstImprHC EXCLUDE_FROM_ALL lesson1_firstImprHC.cpp) 
+		ADD_EXECUTABLE(lesson1_randomBestHC EXCLUDE_FROM_ALL lesson1_randomBestHC.cpp) 
+		ADD_EXECUTABLE(lesson1_neutralHC EXCLUDE_FROM_ALL lesson1_neutralHC.cpp) 
+		ADD_EXECUTABLE(lesson1_iterContinuator EXCLUDE_FROM_ALL lesson1_iterContinuator.cpp) 
+		ADD_EXECUTABLE(lesson1_fitContinuator EXCLUDE_FROM_ALL lesson1_fitContinuator.cpp) 
+		ADD_EXECUTABLE(lesson1_fullEvalContinuator EXCLUDE_FROM_ALL lesson1_fullEvalContinuator.cpp) 
+		ADD_EXECUTABLE(lesson1_evalContinuator EXCLUDE_FROM_ALL lesson1_evalContinuator.cpp) 
+		ADD_EXECUTABLE(lesson1_combinedContinuator EXCLUDE_FROM_ALL lesson1_combinedContinuator.cpp) 
+		ADD_EXECUTABLE(firstImprHC_maxSAT EXCLUDE_FROM_ALL firstImprHC_maxSAT.cpp) 
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+######################################################################################
+### 4) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(lesson1_simpleHC eoutils ga eo) 
+TARGET_LINK_LIBRARIES(lesson1_firstImprHC eoutils ga eo) 
+TARGET_LINK_LIBRARIES(lesson1_randomBestHC eoutils ga eo) 
+TARGET_LINK_LIBRARIES(lesson1_neutralHC eoutils ga eo) 
+TARGET_LINK_LIBRARIES(lesson1_iterContinuator eoutils ga eo) 
+TARGET_LINK_LIBRARIES(lesson1_fitContinuator eoutils ga eo) 
+TARGET_LINK_LIBRARIES(lesson1_fullEvalContinuator eoutils ga eo) 
+TARGET_LINK_LIBRARIES(lesson1_evalContinuator eoutils ga eo) 
+TARGET_LINK_LIBRARIES(lesson1_combinedContinuator eoutils ga eo) 
+TARGET_LINK_LIBRARIES(firstImprHC_maxSAT eoutils ga eo) 
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/firstImprHC_maxSAT.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/firstImprHC_maxSAT.cpp
new file mode 100644
index 000000000..97f48ae31
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/firstImprHC_maxSAT.cpp
@@ -0,0 +1,222 @@
+//-----------------------------------------------------------------------------
+/** firstImprHC_maxSAT.cpp
+ *
+ * SV - 05/05/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/maxSATeval.h>
+#include <problems/eval/moMaxSATincrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moRndWithoutReplNeighborhood.h> // visit all neighbors in random order without repeating any neighbor
+
+//-----------------------------------------------------------------------------
+// the first improvement Hill-Climbing local search
+#include <algo/moFirstImprHC.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+// Main function
+//-----------------------------------------------------------------------------
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters from parser
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // Number of clauses of the max SAT problem
+    eoValueParam<unsigned int> ncParam(10, "nbClauses", "Number of clauses", 'm');
+    parser.processParam( ncParam, "Representation" );
+    unsigned nbClause = ncParam.value();
+
+    // Number of litteral by clauses
+    eoValueParam<unsigned int> kParam(3, "nbLitt", "Number of litteral by clauses", 'k');
+    parser.processParam( kParam, "Representation" );
+    unsigned nbLitteral = kParam.value();
+
+    // the name of the instance file
+    string str_in = "" ; // default value
+    eoValueParam<string> inParam(str_in.c_str(), "in", "Input file of the file in ncf format", 'f');
+    parser.processParam(inParam, "Persistence" );
+    str_in = inParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the max SAT evaluation
+    MaxSATeval<Indi> * fullEval;
+
+    if (str_in.compare("") == 0)
+        fullEval = new MaxSATeval<Indi>(vecSize, nbClause, nbLitteral);
+    else {
+        fullEval = new MaxSATeval<Indi>(str_in);
+        vecSize = fullEval->nbVar ;
+    }
+
+    //  string out = "cnf.dat";
+    //  fullEval->save(out);
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    //  moFullEvalByModif<Neighbor> neighborEval(*fullEval);
+
+    // Incremental evaluation of the neighbor:
+    moMaxSATincrEval<Neighbor> neighborEval(*fullEval);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in random order of the neigbor's index:
+    // each neighbor is visited only once
+    moRndWithoutReplNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moFirstImprHC<Neighbor> hc(neighborhood, *fullEval, neighborEval);
+
+    /* =========================================================
+     *
+     * executes the local search from a random solution
+     *
+     * ========================================================= */
+
+    // The current solution
+    Indi solution;
+
+    // Apply random initialization
+    random(solution);
+
+    // Evaluation of the initial solution:
+    // can be evaluated here, or else it will be done at the beginning of the local search
+    (*fullEval)(solution);
+
+    // Output: the intial solution
+    std::cout << "initial: " << solution << std::endl ;
+
+    // Apply the local search on the solution !
+    hc(solution);
+
+    // Output: the final solution
+    std::cout << "final:   " << solution << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/firstImprHC_maxSAT.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/firstImprHC_maxSAT.param
new file mode 100644
index 000000000..742e824e1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/firstImprHC_maxSAT.param
@@ -0,0 +1,14 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179091                        # -S : Random number seed
+
+######    Persistence             ######
+# --in=                                    # -f : Input file of the file in ncf format
+# --status=./firstImprHC_maxSAT.status     # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --nbClauses=10                           # -m : Number of clauses
+# --nbLitt=3                               # -k : Number of litteral by clauses
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_combinedContinuator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_combinedContinuator.cpp
new file mode 100644
index 000000000..ba2d3de30
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_combinedContinuator.cpp
@@ -0,0 +1,251 @@
+//-----------------------------------------------------------------------------
+/** lesson1_combinedContinuator.cpp
+ *
+ * SV - 27/04/10 - version 1
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moOrderNeighborhood.h> // visit all neighbors in increasing order of bit index
+
+//-----------------------------------------------------------------------------
+// the continuators
+#include <eoEvalFuncCounter.h>    // to import the fitness counter
+#include <eval/moEvalCounter.h>   // to import the neighbor evaluation counter
+#include <continuator/moIterContinuator.h>
+#include <continuator/moFitContinuator.h>
+#include <continuator/moFullEvalContinuator.h>
+#include <continuator/moNeighborEvalContinuator.h>
+#include <continuator/moCombinedContinuator.h>
+
+//-----------------------------------------------------------------------------
+// the simple Hill-Climbing local search
+#include <algo/moSimpleHC.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+// Main function
+//-----------------------------------------------------------------------------
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters from parser
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // maximum number of full evaluation
+    eoValueParam<unsigned int> fevalParam(2, "fulleval", "Maximum number of full evaluation");
+    parser.processParam( fevalParam, "Representation" );
+    unsigned fullevalMax = fevalParam.value();
+
+    // maximum number of full evaluation
+    eoValueParam<unsigned int> evalParam(30, "eval", "Maximum number of neighbor evaluation", 'e');
+    parser.processParam( evalParam, "Representation" );
+    unsigned evalMax = evalParam.value();
+
+    // maximum fitness to reach
+    eoValueParam<unsigned int> fitParam(16, "fitness", "Maximum fitness value to reach", 'f');
+    parser.processParam( fitParam, "Representation" );
+    unsigned fitnessMax = fitParam.value();
+
+    // maximum number of iterations
+    eoValueParam<unsigned int> iterParam(10, "iter", "Maximum number of iterations", 'i');
+    parser.processParam( iterParam, "Representation" );
+    unsigned iterMax = iterParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEvalTmp;
+
+    // to count the number of full evaluation
+    eoEvalFuncCounter<Indi> fullEval(fullEvalTmp);
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    // moFullEvalByModif<Neighbor> neighborEval(fullEval);
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEvalTmp;
+
+    // to count the number of neighbor evaluation
+    moEvalCounter<Neighbor> neighborEval(neighborEvalTmp);
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in increasing order of the neigbor's index:
+    // bit-flip from bit 0 to bit (vecSize - 1)
+    moOrderNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * the external continuators
+     *
+     * ========================================================= */
+
+    moIterContinuator<Neighbor> iterCont(iterMax);
+    moFitContinuator<Neighbor> fitCont(fitnessMax);
+    moFullEvalContinuator<Neighbor> fullevalCont(fullEval, fullevalMax);
+    moNeighborEvalContinuator<Neighbor> evalCont(neighborEval, evalMax);
+
+    moCombinedContinuator<Neighbor> continuator(iterCont);
+    continuator.add(fitCont);
+    continuator.add(fullevalCont);
+    continuator.add(evalCont);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moSimpleHC<Neighbor> hc(neighborhood, fullEval, neighborEval, continuator);
+
+    /* =========================================================
+     *
+     * executes the local search from a random solution
+     *
+     * ========================================================= */
+
+    // The current solution
+    Indi solution;
+
+    // Apply random initialization
+    random(solution);
+
+    // Evaluation of the initial solution:
+    // can be evaluated here, or else it will be done at the beginning of the local search
+    fullEval(solution);
+
+    // Output: the intial solution
+    std::cout << "initial: " << solution << std::endl ;
+
+    // Apply the local search on the solution !
+    hc(solution);
+
+    // Output: the final solution
+    std::cout << "final:   " << solution << std::endl ;
+    std::cout << "number of iteration: " << iterCont.value() << std::endl ;
+    std::cout << "Number of full evaluations during the local search: " << fullevalCont.value() << std::endl ;
+    std::cout << "Number of neighbor evaluations during the local search: " << evalCont.value() << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_combinedContinuator.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_combinedContinuator.param
new file mode 100644
index 000000000..1a871312f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_combinedContinuator.param
@@ -0,0 +1,15 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276174177                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./lesson1_combinedContinuator.status # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --fulleval=2                             # Maximum number of full evaluation
+# --eval=30                                # -e : Maximum number of neighbor evaluation
+# --fitness=16                             # -f : Maximum fitness value to reach
+# --iter=10                                # -i : Maximum number of iterations
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_evalContinuator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_evalContinuator.cpp
new file mode 100644
index 000000000..69cc1a3a7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_evalContinuator.cpp
@@ -0,0 +1,218 @@
+//-----------------------------------------------------------------------------
+/** lesson1_continuator.cpp
+ *
+ * SV - 27/04/10 - version 1
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moOrderNeighborhood.h> // visit all neighbors in increasing order of bit index
+
+//-----------------------------------------------------------------------------
+// the continuator based on the number of neighbor evaluations
+#include <eval/moEvalCounter.h>   // to import the neighbor evaluation counter
+#include <continuator/moNeighborEvalContinuator.h>
+
+//-----------------------------------------------------------------------------
+// the simple Hill-Climbing local search
+#include <algo/moSimpleHC.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+// Main function
+//-----------------------------------------------------------------------------
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters from parser
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // maximum number of full evaluation
+    eoValueParam<unsigned int> evalParam(30, "eval", "Maximum number of neighbor evaluation", 'e');
+    parser.processParam( evalParam, "Representation" );
+    unsigned evalMax = evalParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    // moFullEvalByModif<Neighbor> neighborEval(fullEval);
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEvalTmp;
+
+    // to count the number of neighbor evaluation
+    moEvalCounter<Neighbor> neighborEval(neighborEvalTmp);
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in increasing order of the neigbor's index:
+    // bit-flip from bit 0 to bit (vecSize - 1)
+    moOrderNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * the external continuators
+     *
+     * ========================================================= */
+
+    moNeighborEvalContinuator<Neighbor> continuator(neighborEval, evalMax);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moSimpleHC<Neighbor> hc(neighborhood, fullEval, neighborEval, continuator);
+
+    /* =========================================================
+     *
+     * executes the local search from a random solution
+     *
+     * ========================================================= */
+
+    // The current solution
+    Indi solution;
+
+    // Apply random initialization
+    random(solution);
+
+    // Evaluation of the initial solution:
+    // can be evaluated here, or else it will be done at the beginning of the local search
+    fullEval(solution);
+
+    // Output: the intial solution
+    std::cout << "initial: " << solution << std::endl ;
+
+    // Apply the local search on the solution !
+    hc(solution);
+
+    // Output: the final solution
+    std::cout << "final:   " << solution << std::endl ;
+    std::cout << "Number of neighbor evaluations during the local search: " << continuator.value() << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_evalContinuator.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_evalContinuator.param
new file mode 100644
index 000000000..5ad2daae6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_evalContinuator.param
@@ -0,0 +1,12 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179018                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./lesson1_evalContinuator.status # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --eval=30                                # -e : Maximum number of neighbor evaluation
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_firstImprHC.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_firstImprHC.cpp
new file mode 100644
index 000000000..db0158fce
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_firstImprHC.cpp
@@ -0,0 +1,196 @@
+//-----------------------------------------------------------------------------
+/** lesson1_firstImprHC.cpp
+ *
+ * SV - 27/04/10 - version 1
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moRndWithoutReplNeighborhood.h> // visit all neighbors in random order without repeating any neighbor
+
+//-----------------------------------------------------------------------------
+// the first improvement Hill-Climbing local search
+#include <algo/moFirstImprHC.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+// Main function
+//-----------------------------------------------------------------------------
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters from parser
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    // moFullEvalByModif<Neighbor> neighborEval(fullEval);
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEval;
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in random order of the neigbor's index:
+    // each neighbor is visited only once
+    moRndWithoutReplNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moFirstImprHC<Neighbor> hc(neighborhood, fullEval, neighborEval);
+
+    /* =========================================================
+     *
+     * executes the local search from a random solution
+     *
+     * ========================================================= */
+
+    // The current solution
+    Indi solution;
+
+    // Apply random initialization
+    random(solution);
+
+    // Evaluation of the initial solution:
+    // can be evaluated here, or else it will be done at the beginning of the local search
+    fullEval(solution);
+
+    // Output: the intial solution
+    std::cout << "initial: " << solution << std::endl ;
+
+    // Apply the local search on the solution !
+    hc(solution);
+
+    // Output: the final solution
+    std::cout << "final:   " << solution << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_firstImprHC.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_firstImprHC.param
new file mode 100644
index 000000000..2bd60fadb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_firstImprHC.param
@@ -0,0 +1,11 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179046                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./lesson1_firstImprHC.status    # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_fitContinuator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_fitContinuator.cpp
new file mode 100644
index 000000000..a72ca7963
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_fitContinuator.cpp
@@ -0,0 +1,213 @@
+//-----------------------------------------------------------------------------
+/** lesson1_fitContinuator.cpp
+ *
+ * SV - 27/04/10 - version 1
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moOrderNeighborhood.h> // visit all neighbors in increasing order of bit index
+
+//-----------------------------------------------------------------------------
+// the continuator based on fitness
+#include <continuator/moFitContinuator.h>
+
+//-----------------------------------------------------------------------------
+// the simple Hill-Climbing local search
+#include <algo/moSimpleHC.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+// Main function
+//-----------------------------------------------------------------------------
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters from parser
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // maximum fitness to reach
+    eoValueParam<unsigned int> fitParam(16, "fitness", "Maximum fitness value to reach", 'f');
+    parser.processParam( fitParam, "Representation" );
+    unsigned fitnessMax = fitParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    // moFullEvalByModif<Neighbor> neighborEval(fullEval);
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEval;
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in increasing order of the neigbor's index:
+    // bit-flip from bit 0 to bit (vecSize - 1)
+    moOrderNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * the external continuators
+     *
+     * ========================================================= */
+
+    moFitContinuator<Neighbor> continuator(fitnessMax);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moSimpleHC<Neighbor> hc(neighborhood, fullEval, neighborEval, continuator);
+
+    /* =========================================================
+     *
+     * executes the local search from a random solution
+     *
+     * ========================================================= */
+
+    // The current solution
+    Indi solution;
+
+    // Apply random initialization
+    random(solution);
+
+    // Evaluation of the initial solution:
+    // can be evaluated here, or else it will be done at the beginning of the local search
+    fullEval(solution);
+
+    // Output: the intial solution
+    std::cout << "initial: " << solution << std::endl ;
+
+    // Apply the local search on the solution !
+    hc(solution);
+
+    // Output: the final solution
+    std::cout << "final:   " << solution << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_fitContinuator.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_fitContinuator.param
new file mode 100644
index 000000000..c838e34cc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_fitContinuator.param
@@ -0,0 +1,12 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179024                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./lesson1_fitContinuator.status # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --fitness=16                             # -f : Maximum fitness value to reach
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_fullEvalContinuator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_fullEvalContinuator.cpp
new file mode 100644
index 000000000..34ec620e0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_fullEvalContinuator.cpp
@@ -0,0 +1,218 @@
+//-----------------------------------------------------------------------------
+/** lesson1_fullEvalContinuator.cpp
+ *
+ * SV - 27/04/10 - version 1
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moOrderNeighborhood.h> // visit all neighbors in increasing order of bit index
+
+//-----------------------------------------------------------------------------
+// the continuator based on full eval number
+#include <eoEvalFuncCounter.h>   // to import the fitness counter
+#include <continuator/moFullEvalContinuator.h>
+
+//-----------------------------------------------------------------------------
+// the simple Hill-Climbing local search
+#include <algo/moSimpleHC.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+// Main function
+//-----------------------------------------------------------------------------
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters from parser
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // maximum number of full evaluation
+    eoValueParam<unsigned int> evalParam(2, "fulleval", "Maximum number of full evaluation", 'e');
+    parser.processParam( evalParam, "Representation" );
+    unsigned fullevalMax = evalParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEvalTmp;
+
+    // to count the number of full evaluation
+    eoEvalFuncCounter<Indi> fullEval(fullEvalTmp);
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    // moFullEvalByModif<Neighbor> neighborEval(fullEval);
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEval;
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in increasing order of the neigbor's index:
+    // bit-flip from bit 0 to bit (vecSize - 1)
+    moOrderNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * the external continuators
+     *
+     * ========================================================= */
+
+    moFullEvalContinuator<Neighbor> continuator(fullEval, fullevalMax);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moSimpleHC<Neighbor> hc(neighborhood, fullEval, neighborEval, continuator);
+
+    /* =========================================================
+     *
+     * executes the local search from a random solution
+     *
+     * ========================================================= */
+
+    // The current solution
+    Indi solution;
+
+    // Apply random initialization
+    random(solution);
+
+    // Evaluation of the initial solution:
+    // can be evaluated here, or else it will be done at the beginning of the local search
+    fullEval(solution);
+
+    // Output: the intial solution
+    std::cout << "initial: " << solution << std::endl ;
+
+    // Apply the local search on the solution !
+    hc(solution);
+
+    // Output: the final solution
+    std::cout << "final:   " << solution << std::endl ;
+    std::cout << "Number of full evaluations during the local search: " << continuator.value() << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_fullEvalContinuator.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_fullEvalContinuator.param
new file mode 100644
index 000000000..45385b29e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_fullEvalContinuator.param
@@ -0,0 +1,12 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179068                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./lesson1_fullEvalContinuator.status # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --fulleval=2                             # -e : Maximum number of full evaluation
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_iterContinuator.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_iterContinuator.cpp
new file mode 100644
index 000000000..01671a8b7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_iterContinuator.cpp
@@ -0,0 +1,215 @@
+//-----------------------------------------------------------------------------
+/** lesson1_iterContinuator.cpp
+ *
+ * SV - 27/04/10 - version 1
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moOrderNeighborhood.h> // visit all neighbors in increasing order of bit index
+
+//-----------------------------------------------------------------------------
+// the iteration continuators
+#include <continuator/moIterContinuator.h>
+
+//-----------------------------------------------------------------------------
+// the simple Hill-Climbing local search
+#include <algo/moSimpleHC.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+// Main function
+//-----------------------------------------------------------------------------
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters from parser
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // maximum number of iterations
+    eoValueParam<unsigned int> iterParam(10, "iter", "Maximum number of iterations", 'i');
+    parser.processParam( iterParam, "Representation" );
+    unsigned iterMax = iterParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    // moFullEvalByModif<Neighbor> neighborEval(fullEval);
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEval;
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in increasing order of the neigbor's index:
+    // bit-flip from bit 0 to bit (vecSize - 1)
+    moOrderNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * the external continuators
+     *
+     * ========================================================= */
+
+    moIterContinuator<Neighbor> continuator(iterMax);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moSimpleHC<Neighbor> hc(neighborhood, fullEval, neighborEval, continuator);
+
+    /* =========================================================
+     *
+     * executes the local search from a random solution
+     *
+     * ========================================================= */
+
+    // The current solution
+    Indi solution;
+
+    // Apply random initialization
+    random(solution);
+
+    // Evaluation of the initial solution:
+    // can be evaluated here, or else it will be done at the beginning of the local search
+    fullEval(solution);
+
+    // Output: the intial solution
+    std::cout << "initial: " << solution << std::endl ;
+
+    // Apply the local search on the solution !
+    hc(solution);
+
+    // Output: the final solution
+    std::cout << "final:   " << solution << std::endl ;
+
+    std::cout << "number of iteration: " << continuator.value() << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_iterContinuator.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_iterContinuator.param
new file mode 100644
index 000000000..88f2421d3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_iterContinuator.param
@@ -0,0 +1,12 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179030                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./lesson1_iterContinuator.status # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --iter=10                                # -i : Maximum number of iterations
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_neutralHC.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_neutralHC.cpp
new file mode 100644
index 000000000..f00439209
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_neutralHC.cpp
@@ -0,0 +1,200 @@
+//-----------------------------------------------------------------------------
+/** lesson1_neutralHC.cpp
+ *
+ * SV - 27/04/10 - version 1
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moOrderNeighborhood.h> // visit all neighbors in increasing order of bit index
+
+//-----------------------------------------------------------------------------
+// the neutral Hill-Climbing local search: move one of random best solution even it is the same fitness
+#include <algo/moNeutralHC.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+// Main function
+//-----------------------------------------------------------------------------
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters from parser
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    eoValueParam<unsigned int> stepParam(10, "nbStepMax", "Number of steps of the random walk", 'n');
+    parser.processParam( stepParam, "Representation" );
+    unsigned nbStepMax = stepParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    // moFullEvalByModif<Neighbor> neighborEval(fullEval);
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEval;
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in increasing order of the neigbor's index:
+    // bit-flip from bit 0 to bit (vecSize - 1)
+    moOrderNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moNeutralHC<Neighbor> hc(neighborhood, fullEval, neighborEval, nbStepMax);
+
+    /* =========================================================
+     *
+     * executes the local search from a random solution
+     *
+     * ========================================================= */
+
+    // The current solution
+    Indi solution;
+
+    // Apply random initialization
+    random(solution);
+
+    // Evaluation of the initial solution:
+    // can be evaluated here, or else it will be done at the beginning of the local search
+    fullEval(solution);
+
+    // Output: the intial solution
+    std::cout << "initial: " << solution << std::endl ;
+
+    // Apply the local search on the solution !
+    hc(solution);
+
+    // Output: the final solution
+    std::cout << "final:   " << solution << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_neutralHC.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_neutralHC.param
new file mode 100644
index 000000000..d6756ce82
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_neutralHC.param
@@ -0,0 +1,12 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179072                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./lesson1_neutralHC.status      # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --nbStepMax=10                           # -n : Number of steps of the random walk
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_randomBestHC.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_randomBestHC.cpp
new file mode 100644
index 000000000..868033b31
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_randomBestHC.cpp
@@ -0,0 +1,196 @@
+//-----------------------------------------------------------------------------
+/** first_randomBestHC.cpp
+ *
+ * SV - 27/04/10 - version 1
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moOrderNeighborhood.h> // visit all neighbors in increasing order of bit index
+
+//-----------------------------------------------------------------------------
+// the Hill-Climbing local search which randomly one of the best solution
+#include <algo/moRandomBestHC.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+// Main function
+//-----------------------------------------------------------------------------
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters from parser
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    // moFullEvalByModif<Neighbor> neighborEval(fullEval);
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEval;
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in increasing order of the neigbor's index:
+    // bit-flip from bit 0 to bit (vecSize - 1)
+    moOrderNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moRandomBestHC<Neighbor> hc(neighborhood, fullEval, neighborEval);
+
+    /* =========================================================
+     *
+     * executes the local search from a random solution
+     *
+     * ========================================================= */
+
+    // The current solution
+    Indi solution;
+
+    // Apply random initialization
+    random(solution);
+
+    // Evaluation of the initial solution:
+    // can be evaluated here, or else it will be done at the beginning of the local search
+    fullEval(solution);
+
+    // Output: the intial solution
+    std::cout << "initial: " << solution << std::endl ;
+
+    // Apply the local search on the solution !
+    hc(solution);
+
+    // Output: the final solution
+    std::cout << "final:   " << solution << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_randomBestHC.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_randomBestHC.param
new file mode 100644
index 000000000..40f5ae287
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_randomBestHC.param
@@ -0,0 +1,11 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179038                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./lesson1_randomBestHC.status   # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_simpleHC.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_simpleHC.cpp
new file mode 100644
index 000000000..199b0556c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_simpleHC.cpp
@@ -0,0 +1,196 @@
+//-----------------------------------------------------------------------------
+/** lesson1_simpleHC.cpp
+ *
+ * SV - 27/04/10 - version 1
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moOrderNeighborhood.h> // visit all neighbors in increasing order of bit index
+
+//-----------------------------------------------------------------------------
+// the simple Hill-Climbing local search
+#include <algo/moSimpleHC.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+// Main function
+//-----------------------------------------------------------------------------
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters from parser
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    // moFullEvalByModif<Neighbor> neighborEval(fullEval);
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEval;
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in increasing order of the neigbor's index:
+    // bit-flip from bit 0 to bit (vecSize - 1)
+    moOrderNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moSimpleHC<Neighbor> hc(neighborhood, fullEval, neighborEval);
+
+    /* =========================================================
+     *
+     * executes the local search from a random solution
+     *
+     * ========================================================= */
+
+    // The current solution
+    Indi solution;
+
+    // Apply random initialization
+    random(solution);
+
+    // Evaluation of the initial solution:
+    // can be evaluated here, or else it will be done at the beginning of the local search
+    fullEval(solution);
+
+    // Output: the intial solution
+    std::cout << "initial: " << solution << std::endl ;
+
+    // Apply the local search on the solution !
+    hc(solution);
+
+    // Output: the final solution
+    std::cout << "final:   " << solution << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_simpleHC.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_simpleHC.param
new file mode 100644
index 000000000..e9cd285cc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson1/lesson1_simpleHC.param
@@ -0,0 +1,11 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179075                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./lesson1_simpleHC.status       # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson10/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson10/CMakeLists.txt
new file mode 100644
index 000000000..fc4aee831
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson10/CMakeLists.txt
@@ -0,0 +1,41 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src
+					${MO_SRC_DIR}/src
+					${PROBLEMS_SRC_DIR}
+					${CMAKE_CURRENT_SOURCE_DIR}/../src)
+	
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################	
+					
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib)	
+
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES testKswapNeighborhood.cpp)
+	ADD_EXECUTABLE(testKswapNeighborhood 
+		testKswapNeighborhood.cpp
+		${MO_BIN_DIR}/tutorial/Lesson10/testKswapNeighborhood.param
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_NEWMO()
+	ADD_TARGET_NEWMO(lesson10)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(testKswapNeighborhood testKswapNeighborhood.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(testKswapNeighborhood EXCLUDE_FROM_ALL testKswapNeighborhood.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+######################################################################################
+### 4) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(testKswapNeighborhood eoutils ga eo) 
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson10/testKswapNeighborhood.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson10/testKswapNeighborhood.cpp
new file mode 100644
index 000000000..919bf4af2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson10/testKswapNeighborhood.cpp
@@ -0,0 +1,216 @@
+//-----------------------------------------------------------------------------
+/** testKswapNeighborhood.cpp
+ *
+ * KB - 20/10/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error
+#include <iostream>   // cout
+#include <sstream>  // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+#include <ga.h>
+
+using namespace std;
+
+//----------------------------------------------------------------------------
+
+//Representation and initializer
+#include <eoInt.h>
+#include <eoInit.h>
+
+// fitness function
+#include <eval/queenEval.h>
+#include <eval/moFullEvalByModif.h>
+#include <eval/moFullEvalByCopy.h>
+
+//Neighbors and Neighborhoods
+#include <problems/permutation/moShiftNeighbor.h>
+#include <problems/permutation/moSwapNeighbor.h>
+#include <problems/permutation/moSwapNeighborhood.h>
+
+#include <neighborhood/moXSwapNeighbor.h>
+#include <neighborhood/moXChangeNeighborhood.h>
+#include <neighborhood/moNeighborhoodSizeUtils.h>
+
+#include <neighborhood/moRndWithReplNeighborhood.h>
+#include <neighborhood/moRndWithoutReplNeighborhood.h>
+#include <neighborhood/moOrderNeighborhood.h>
+
+// Define types of the representation solution, different neighbors and neighborhoods
+//-----------------------------------------------------------------------------
+typedef eoInt<unsigned int> Queen; //Permutation (Queen's problem representation)
+
+typedef moSwapNeighbor<Queen> swapNeighbor; //swap Neighbor
+typedef moSwapNeighborhood<Queen> swapNeighborhood; //classical swap Neighborhood
+
+typedef moXSwapNeighbor<Queen> xSwapNeighbor; //X-Swap Neighbor
+typedef moXChangeNeighborhood<xSwapNeighbor> xSwapNeighborhood; // x-Swap Neighborhood
+
+void main_function(int argc, char **argv) {
+
+	/* =========================================================
+	 *
+	 * Parameters
+	 *
+	 * ========================================================= */
+
+	// First define a parser from the command-line arguments
+	eoParser parser(argc, argv);
+
+	// For each parameter, define Parameter, read it through the parser,
+	// and assign the value to the variable
+
+	eoValueParam<uint32_t>
+			seedParam(time(0), "seed", "Random number seed", 'S');
+	parser.processParam(seedParam);
+	unsigned seed = seedParam.value();
+
+	// description of genotype
+	eoValueParam<unsigned int> vecSizeParam(6, "vecSize", "Genotype size", 'V');
+	parser.processParam(vecSizeParam, "Representation");
+	unsigned vecSize = vecSizeParam.value();
+
+	// Swap number
+	eoValueParam<unsigned int> xSwapParam(2, "xSwap", "swap number", 'X');
+	parser.processParam(xSwapParam, "xSwap");
+	unsigned xSwap = xSwapParam.value();
+
+	// the name of the "status" file where all actual parameter values will be saved
+	string str_status = parser.ProgramName() + ".status"; // default value
+	eoValueParam<string> statusParam(str_status.c_str(), "status",
+			"Status file");
+	parser.processParam(statusParam, "Persistence");
+
+	// 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 (statusParam.value() != "") {
+		ofstream os(statusParam.value().c_str());
+		os << parser;// and you can use that file as parameter file
+	}
+
+	/* =========================================================
+	 *
+	 * Random seed
+	 *
+	 * ========================================================= */
+
+	//reproducible random seed: if you don't change SEED above,
+	// you'll aways get the same result, NOT a random run
+	rng.reseed(seed);
+
+	/* =========================================================
+	 *
+	 * Eval fitness function
+	 *
+	 * ========================================================= */
+
+	queenEval<Queen> fullEval;
+
+	/* =========================================================
+	 *
+	 * Initializer of the solution
+	 *
+	 * ========================================================= */
+
+	eoInitPermutation<Queen> init(vecSize);
+
+	/* =========================================================
+	 *
+	 * evaluation operators of a neighbor solution
+	 *
+	 * ========================================================= */
+
+	moFullEvalByModif<swapNeighbor> swapEval(fullEval);
+
+	moFullEvalByModif<xSwapNeighbor> xSwapEval(fullEval);
+
+	/* =========================================================
+	 *
+	 * Neighbors and Neighborhoods
+	 *
+	 * ========================================================= */
+
+	swapNeighborhood swapNH;
+	xSwapNeighborhood xSwapNH(sizeMapping(vecSize,xSwap), xSwap);
+
+	swapNeighbor n1;
+	xSwapNeighbor nk(xSwap);
+
+	/* =========================================================
+	 *
+	 * Init and eval a Queen
+	 *
+	 * ========================================================= */
+
+	Queen solution;
+
+	init(solution);
+
+	fullEval(solution);
+
+	std::cout << "Initial Solution:" << std::endl;
+	std::cout << solution << std::endl << std::endl;
+
+	/* =========================================================
+	 *
+	 * Use classical Neighbor and Neighborhood (swap)
+	 *
+	 * ========================================================= */
+
+	std::cout << "SWAP NEIGHBORHOOD" << std::endl;
+	std::cout << "-----------------" << std::endl;
+	std::cout << "Neighbors List: (Neighbor -> fitness)" << std::endl;
+
+	swapNH.init(solution, n1);
+	swapEval(solution, n1);
+	n1.print();
+	while (swapNH.cont(solution)) {
+		swapNH.next(solution, n1);
+		swapEval(solution, n1);
+		n1.print();
+	}
+
+	/* =========================================================
+	 *
+	 * Use K-swap Neighbor and Neighborhood (swap)
+	 *
+	 * ========================================================= */
+
+	std::cout << "K-SWAP NEIGHBORHOOD" << std::endl;
+	std::cout << "-----------------" << std::endl;
+	std::cout << "Neighbors List: (Neighbor -> fitness)" << std::endl;
+	std::cout << solution << std::endl << std::endl;
+	xSwapNH.init(solution, nk);
+	xSwapEval(solution, nk);
+	nk.print();
+	while (xSwapNH.cont(solution)) {
+		xSwapNH.next(solution, nk);
+		xSwapEval(solution, nk);
+		nk.print();
+	}
+
+}
+
+// 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';
+	}
+	return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson10/testNeighborhood.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson10/testNeighborhood.param
new file mode 100644
index 000000000..0d00c9e98
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson10/testNeighborhood.param
@@ -0,0 +1,14 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276172025                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./testNeighborhood.status       # Status file
+
+######    Representation          ######
+# --vecSize=6                             # -V : Genotype size
+
+######    Representation          ######
+# --Kswap=1                              # -N : Number of swap
\ No newline at end of file
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson2/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson2/CMakeLists.txt
new file mode 100644
index 000000000..ad7d7c408
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson2/CMakeLists.txt
@@ -0,0 +1,41 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src
+					${MO_SRC_DIR}/src
+					${PROBLEMS_SRC_DIR}
+					${CMAKE_CURRENT_SOURCE_DIR}/../src)
+	
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################	
+					
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib)	
+
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES testNeighborhood.cpp)
+	ADD_EXECUTABLE(testNeighborhood 
+		testNeighborhood.cpp
+		${MO_BIN_DIR}/tutorial/Lesson2/testNeighborhood.param
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_NEWMO()
+	ADD_TARGET_NEWMO(lesson2)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(testNeighborhood testNeighborhood.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(testNeighborhood EXCLUDE_FROM_ALL testNeighborhood.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+######################################################################################
+### 4) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(testNeighborhood eoutils ga eo) 
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson2/testNeighborhood.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson2/testNeighborhood.cpp
new file mode 100644
index 000000000..fbc99827a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson2/testNeighborhood.cpp
@@ -0,0 +1,241 @@
+//-----------------------------------------------------------------------------
+/** testNeighborhood.cpp
+ *
+ * JH - 09/04/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error
+#include <iostream>   // cout
+#include <sstream>  // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+#include <ga.h>
+
+using namespace std;
+
+//----------------------------------------------------------------------------
+
+//Representation and initializer
+#include <eoInt.h>
+#include <eoInit.h>
+
+// fitness function
+#include <eval/queenEval.h>
+#include <eval/moFullEvalByModif.h>
+#include <eval/moFullEvalByCopy.h>
+
+//Neighbors and Neighborhoods
+#include <problems/permutation/moShiftNeighbor.h>
+#include <problems/permutation/moSwapNeighbor.h>
+#include <problems/permutation/moSwapNeighborhood.h>
+#include <neighborhood/moRndWithReplNeighborhood.h>
+#include <neighborhood/moRndWithoutReplNeighborhood.h>
+#include <neighborhood/moOrderNeighborhood.h>
+
+
+// Define types of the representation solution, different neighbors and neighborhoods
+//-----------------------------------------------------------------------------
+typedef eoInt<unsigned int> Queen; //Permutation (Queen's problem representation)
+
+typedef moSwapNeighbor<Queen> swapNeighbor ; //swap Neighbor
+typedef moSwapNeighborhood<Queen> swapNeighborhood; //classical swap Neighborhood
+
+typedef moShiftNeighbor<Queen> shiftNeighbor; //shift Neighbor
+typedef moOrderNeighborhood<shiftNeighbor> orderShiftNeighborhood; //order shift Neighborhood (Indexed)
+typedef moRndWithoutReplNeighborhood<shiftNeighbor> rndWithoutReplShiftNeighborhood; //random without replacement shift Neighborhood (Indexed)
+typedef moRndWithReplNeighborhood<shiftNeighbor> rndWithReplShiftNeighborhood; //random with replacement shift Neighborhood (Indexed)
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+    *
+    * Parameters
+    *
+    * ========================================================= */
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // description of genotype
+    eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    //reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    rng.reseed(seed);
+
+
+    /* =========================================================
+     *
+     * Eval fitness function
+     *
+     * ========================================================= */
+
+    queenEval<Queen> fullEval;
+
+
+    /* =========================================================
+     *
+     * Initializer of the solution
+     *
+     * ========================================================= */
+
+    eoInitPermutation<Queen> init(vecSize);
+
+
+    /* =========================================================
+     *
+     * evaluation operators of a neighbor solution
+     *
+     * ========================================================= */
+
+    moFullEvalByModif<swapNeighbor> swapEval(fullEval);
+    moFullEvalByCopy<shiftNeighbor> shiftEval(fullEval);
+
+
+    /* =========================================================
+     *
+     * Neighbors and Neighborhoods
+     *
+     * ========================================================= */
+
+    swapNeighborhood swapNH;
+    orderShiftNeighborhood orderShiftNH((vecSize-1) * (vecSize-1));
+    rndWithoutReplShiftNeighborhood rndNoReplShiftNH((vecSize-1) * (vecSize-1));
+    rndWithReplShiftNeighborhood rndReplShiftNH((vecSize-1) * (vecSize-1));
+
+
+    /* =========================================================
+     *
+     * Init and eval a Queen
+     *
+     * ========================================================= */
+
+    Queen solution;
+
+    init(solution);
+
+    fullEval(solution);
+
+    std::cout << "Initial Solution:" << std::endl;
+    std::cout << solution << std::endl << std::endl;
+
+    /* =========================================================
+     *
+     * Use classical Neighbor and Neighborhood (swap)
+     *
+     * ========================================================= */
+
+    std::cout << "SWAP NEIGHBORHOOD" << std::endl;
+    std::cout << "-----------------" << std::endl;
+    std::cout << "Neighbors List: (Neighbor -> fitness)" << std::endl;
+
+    swapNeighbor n1;
+    swapNH.init(solution, n1);
+    swapEval(solution,n1);
+    n1.print();
+    while (swapNH.cont(solution)) {
+        swapNH.next(solution, n1);
+        swapEval(solution,n1);
+        n1.print();
+    }
+
+    /* =========================================================
+     *
+     * Use indexed Neighborhood with shift operator
+     *
+     * ========================================================= */
+
+    std::cout << "\nSHIFT ORDER NEIGHBORHOOD" << std::endl;
+    std::cout << "------------------------" << std::endl;
+    std::cout << "Neighbors List: (key: Neighbor -> fitness)" << std::endl;
+
+    shiftNeighbor n2;
+
+    orderShiftNH.init(solution, n2);
+    shiftEval(solution,n2);
+    n2.print();
+    while (orderShiftNH.cont(solution)) {
+        orderShiftNH.next(solution, n2);
+        shiftEval(solution,n2);
+        n2.print();
+    }
+
+    std::cout << "\nSHIFT RANDOM WITHOUT REPLACEMENT NEIGHBORHOOD" << std::endl;
+    std::cout << "---------------------------------------------" << std::endl;
+    std::cout << "Neighbors List: (key: Neighbor -> fitness)" << std::endl;
+
+    rndNoReplShiftNH.init(solution, n2);
+    shiftEval(solution,n2);
+    n2.print();
+    while (rndNoReplShiftNH.cont(solution)) {
+        rndNoReplShiftNH.next(solution, n2);
+        shiftEval(solution,n2);
+        n2.print();
+    }
+
+    std::cout << "\nSHIFT RANDOM WITH REPLACEMENT NEIGHBORHOOD" << std::endl;
+    std::cout << "---------------------------------------------" << std::endl;
+    std::cout << "Neighbors List: (key: Neighbor -> fitness)" << std::endl;
+
+    rndReplShiftNH.init(solution, n2);
+    shiftEval(solution,n2);
+    n2.print();
+    for (unsigned int i=0; i<100; i++) {
+        rndReplShiftNH.next(solution, n2);
+        shiftEval(solution,n2);
+        n2.print();
+    }
+
+}
+
+// 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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson2/testNeighborhood.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson2/testNeighborhood.param
new file mode 100644
index 000000000..2aa974cd9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson2/testNeighborhood.param
@@ -0,0 +1,11 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276172025                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./testNeighborhood.status       # Status file
+
+######    Representation          ######
+# --vecSize=8                              # -V : Genotype size
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson3/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson3/CMakeLists.txt
new file mode 100644
index 000000000..457b953c5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson3/CMakeLists.txt
@@ -0,0 +1,41 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src
+					${MO_SRC_DIR}/src
+					${PROBLEMS_SRC_DIR}
+					${CMAKE_CURRENT_SOURCE_DIR}/../src)
+	
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################	
+					
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib)	
+
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES testSimulatedAnnealing.cpp)
+	ADD_EXECUTABLE(testSimulatedAnnealing 
+		testSimulatedAnnealing.cpp
+		${MO_BIN_DIR}/tutorial/Lesson3/testSimulatedAnnealing.param
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_NEWMO()
+	ADD_TARGET_NEWMO(lesson3)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(testSimulatedAnnealing testSimulatedAnnealing.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(testSimulatedAnnealing EXCLUDE_FROM_ALL testSimulatedAnnealing.param)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+######################################################################################
+### 4) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(testSimulatedAnnealing eoutils ga eo) 
\ No newline at end of file
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson3/testSimulatedAnnealing.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson3/testSimulatedAnnealing.cpp
new file mode 100644
index 000000000..661657c7b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson3/testSimulatedAnnealing.cpp
@@ -0,0 +1,232 @@
+//-----------------------------------------------------------------------------
+/** testSimulatedAnnealing.cpp
+ *
+ * SV - 29/03/10
+ * JH - 20/04/10
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>  // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+#include <ga.h>
+
+using namespace std;
+
+//-----------------------------------------------------------------------------
+//Representation and initializer
+#include <eoInt.h>
+#include <eoInit.h>
+#include <eoScalarFitness.h>
+
+// fitness function
+#include <eval/queenEval.h>
+#include <eval/moFullEvalByModif.h>
+#include <eval/moFullEvalByCopy.h>
+
+//Neighbors and Neighborhoods
+#include <problems/permutation/moShiftNeighbor.h>
+#include <neighborhood/moRndWithReplNeighborhood.h>
+
+//Algorithm and its components
+#include <coolingSchedule/moCoolingSchedule.h>
+#include <algo/moSA.h>
+
+//comparator
+#include <comparator/moSolNeighborComparator.h>
+
+//continuators
+#include <continuator/moTrueContinuator.h>
+#include <continuator/moCheckpoint.h>
+#include <continuator/moFitnessStat.h>
+#include <utils/eoFileMonitor.h>
+#include <continuator/moCounterMonitorSaver.h>
+
+
+//-----------------------------------------------------------------------------
+// Define types of the representation solution, different neighbors and neighborhoods
+//-----------------------------------------------------------------------------
+typedef eoInt<eoMinimizingFitness> Queen; //Permutation (Queen's problem representation)
+
+typedef moShiftNeighbor<Queen> shiftNeighbor; //shift Neighbor
+typedef moRndWithReplNeighborhood<shiftNeighbor> rndShiftNeighborhood; //rnd shift Neighborhood (Indexed)
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+    *
+    * Parameters
+    *
+    * ========================================================= */
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // description of genotype
+    eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    //reproducible random seed: if you don't change SEED above,
+    // you'll always get the same result, NOT a random run
+    rng.reseed(seed);
+
+
+    /* =========================================================
+     *
+     * Eval fitness function
+     *
+     * ========================================================= */
+
+    queenEval<Queen> fullEval;
+
+
+    /* =========================================================
+     *
+     * Initilisation of the solution
+     *
+     * ========================================================= */
+
+    eoInitPermutation<Queen> init(vecSize);
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    moFullEvalByCopy<shiftNeighbor> shiftEval(fullEval);
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    rndShiftNeighborhood rndShiftNH((vecSize-1) * (vecSize-1));
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moSA<shiftNeighbor> localSearch1(rndShiftNH, fullEval, shiftEval);
+
+    /* =========================================================
+     *
+     * execute the local search from random solution
+     *
+     * ========================================================= */
+
+    Queen solution1, solution2;
+
+    init(solution1);
+
+    fullEval(solution1);
+
+    std::cout << "#########################################" << std::endl;
+    std::cout << "initial solution1: " << solution1 << std::endl ;
+
+    localSearch1(solution1);
+
+    std::cout << "final solution1: " << solution1 << std::endl ;
+    std::cout << "#########################################" << std::endl;
+
+
+    /* =========================================================
+     *
+     * the cooling schedule of the process
+     *
+     * ========================================================= */
+
+    // initial temp, factor of decrease, number of steps without decrease, final temp.
+    moSimpleCoolingSchedule<Queen> coolingSchedule(1, 0.9, 100, 0.01);
+
+    /* =========================================================
+     *
+     * Comparator of neighbors
+     *
+     * ========================================================= */
+
+    moSolNeighborComparator<shiftNeighbor> solComparator;
+
+    /* =========================================================
+     *
+     * Example of Checkpointing
+     *
+     * ========================================================= */
+
+    moTrueContinuator<shiftNeighbor> continuator;//always continue
+    moCheckpoint<shiftNeighbor> checkpoint(continuator);
+    moFitnessStat<Queen> fitStat;
+    checkpoint.add(fitStat);
+    eoFileMonitor monitor("fitness.out", "");
+    moCounterMonitorSaver countMon(100, monitor);
+    checkpoint.add(countMon);
+    monitor.add(fitStat);
+
+    moSA<shiftNeighbor> localSearch2(rndShiftNH, fullEval, shiftEval, coolingSchedule, solComparator, checkpoint);
+
+    init(solution2);
+
+    fullEval(solution2);
+
+    std::cout << "#########################################" << std::endl;
+    std::cout << "initial solution2: " << solution2 << std::endl ;
+
+    localSearch2(solution2);
+
+    std::cout << "final solution2: " << solution2 << std::endl ;
+    std::cout << "#########################################" << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson3/testSimulatedAnnealing.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson3/testSimulatedAnnealing.param
new file mode 100644
index 000000000..5ebc2663c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson3/testSimulatedAnnealing.param
@@ -0,0 +1,11 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276172057                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./testSimulatedAnnealing.status # Status file
+
+######    Representation          ######
+# --vecSize=8                              # -V : Genotype size
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson4/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson4/CMakeLists.txt
new file mode 100644
index 000000000..714193b2d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson4/CMakeLists.txt
@@ -0,0 +1,42 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src
+					${MO_SRC_DIR}/src
+					${PROBLEMS_SRC_DIR}
+					${CMAKE_CURRENT_SOURCE_DIR}/../src)
+	
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################	
+					
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib)	
+
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES testSimpleTS.cpp)
+	ADD_EXECUTABLE(testSimpleTS 
+		testSimpleTS.cpp
+		${MO_BIN_DIR}/tutorial/lesson4/testSimpleTS.param
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_NEWMO()
+	ADD_TARGET_NEWMO(lesson4)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(testSimpleTS testSimpleTS.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(testSimpleTS EXCLUDE_FROM_ALL testSimpleTS.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+######################################################################################
+### 4) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(testSimpleTS eoutils ga eo) 
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson4/testSimpleTS.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson4/testSimpleTS.cpp
new file mode 100644
index 000000000..767c5834d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson4/testSimpleTS.cpp
@@ -0,0 +1,266 @@
+//-----------------------------------------------------------------------------
+/** testSimpleHC.cpp
+ *
+ * SV - 12/01/10
+ * JH - 03/05/10
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>  // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+#include <ga.h>
+
+using namespace std;
+
+//-----------------------------------------------------------------------------
+//Representation and initializer
+#include <eoInt.h>
+#include <eoInit.h>
+#include <eoScalarFitness.h>
+
+// fitness function
+#include <eval/queenEval.h>
+#include <eval/moFullEvalByModif.h>
+#include <eval/moFullEvalByCopy.h>
+
+//Neighbors and Neighborhoods
+#include <problems/permutation/moShiftNeighbor.h>
+#include <neighborhood/moOrderNeighborhood.h>
+
+//Algorithm and its components
+#include <algo/moTS.h>
+
+//mo eval
+#include <eval/moFullEvalByModif.h>
+#include <eval/moFullEvalByCopy.h>
+
+
+// REPRESENTATION
+//-----------------------------------------------------------------------------
+typedef eoInt<eoMinimizingFitness> Queen; //Permutation (Queen's problem representation)
+
+typedef moShiftNeighbor<Queen> shiftNeighbor; //shift Neighbor
+typedef moOrderNeighborhood<shiftNeighbor> orderShiftNeighborhood; //order shift Neighborhood (Indexed)
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+    *
+    * Parameters
+    *
+    * ========================================================= */
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // seed
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // description of genotype
+    eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // size tabu list
+    eoValueParam<unsigned int> sizeTabuListParam(7, "sizeTabuList", "size of the tabu list", 'T');
+    parser.processParam( sizeTabuListParam, "Search Parameters" );
+    unsigned sizeTabuList = sizeTabuListParam.value();
+
+    // time Limit
+    eoValueParam<unsigned int> timeLimitParam(1, "timeLimit", "time limits", 'T');
+    parser.processParam( timeLimitParam, "Search Parameters" );
+    unsigned timeLimit = timeLimitParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    //reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    rng.reseed(seed);
+
+
+    /* =========================================================
+     *
+     * Full evaluation fitness function
+     *
+     * ========================================================= */
+
+    queenEval<Queen> fullEval;
+
+
+    /* =========================================================
+     *
+     * Initializer of a solution
+     *
+     * ========================================================= */
+
+    eoInitPermutation<Queen> init(vecSize);
+
+
+    /* =========================================================
+     *
+     * Declare and init solutions
+     *
+     * ========================================================= */
+
+    Queen sol1;
+    Queen sol2;
+    Queen sol3;
+
+    //random initialization
+    init(sol1);
+    init(sol2);
+    init(sol3);
+
+    //evaluation
+    fullEval(sol1);
+    fullEval(sol2);
+    fullEval(sol3);
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    moFullEvalByCopy<shiftNeighbor> shiftEval(fullEval);
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    orderShiftNeighborhood orderShiftNH((vecSize-1) * (vecSize-1));
+
+    /* =========================================================
+     *
+     * Comparator of neighbors and solutions
+     *
+     * ========================================================= */
+
+    moSolNeighborComparator<shiftNeighbor> solComparator;
+    moNeighborComparator<shiftNeighbor> comparator;
+
+    /* =========================================================
+     *
+     * tabu list
+     *
+     * ========================================================= */
+
+    moNeighborVectorTabuList<shiftNeighbor> tl(sizeTabuList,0);
+
+    /* =========================================================
+     *
+     * Memories
+     *
+     * ========================================================= */
+
+    moDummyIntensification<shiftNeighbor> inten;
+    moDummyDiversification<shiftNeighbor> div;
+    moBestImprAspiration<shiftNeighbor> asp;
+
+    /* =========================================================
+     *
+     * continuator
+     *
+     * ========================================================= */
+
+    moTimeContinuator<shiftNeighbor> continuator(timeLimit);
+
+
+    /* =========================================================
+     *
+     * the local search algorithms
+     *
+     * ========================================================= */
+
+    //Basic Constructor
+    moTS<shiftNeighbor> localSearch1(orderShiftNH, fullEval, shiftEval, 2, 7);
+
+    //Simple Constructor
+    moTS<shiftNeighbor> localSearch2(orderShiftNH, fullEval, shiftEval, 3, tl);
+
+    //General Constructor
+    moTS<shiftNeighbor> localSearch3(orderShiftNH, fullEval, shiftEval, comparator, solComparator, continuator, tl, inten, div, asp);
+
+    /* =========================================================
+     *
+     * execute the local search from random solution
+     *
+     * ========================================================= */
+
+
+
+
+
+    //Can be eval here, else it will be done at the beginning of the localSearch
+    //fullEval(solution);
+
+
+    //Run the three Tabu Search and print initial and final solutions
+    std::cout << "Tabu Search 1:" << std::endl;
+    std::cout << "--------------" << std::endl;
+    std::cout << "initial: " << sol1 << std::endl ;
+    localSearch1(sol1);
+    std::cout << "final:   " << sol1 << std::endl << std::endl;
+
+    std::cout << "Tabu Search 2:" << std::endl;
+    std::cout << "--------------" << std::endl;
+    std::cout << "initial: " << sol2 << std::endl ;
+    localSearch2(sol2);
+    std::cout << "final:   " << sol2 << std::endl << std::endl;
+
+    std::cout << "Tabu Search 3:" << std::endl;
+    std::cout << "--------------" << std::endl;
+    std::cout << "initial: " << sol3 << std::endl ;
+    localSearch3(sol3);
+    std::cout << "final:   " << sol3 << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson4/testSimpleTS.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson4/testSimpleTS.param
new file mode 100644
index 000000000..fe342ba1d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson4/testSimpleTS.param
@@ -0,0 +1,15 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276172081                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./testSimpleTS.status           # Status file
+
+######    Representation          ######
+# --vecSize=8                              # -V : Genotype size
+
+######    Search Parameters       ######
+# --sizeTabuList=7                         # -T : size of the tabu list
+# --timeLimit=1                            # -T : time limits
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson5/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson5/CMakeLists.txt
new file mode 100644
index 000000000..e78b3fb5a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson5/CMakeLists.txt
@@ -0,0 +1,42 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src
+					${MO_SRC_DIR}/src
+					${PROBLEMS_SRC_DIR}
+					${CMAKE_CURRENT_SOURCE_DIR}/../src)
+	
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################	
+					
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib)	
+
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES testILS.cpp)
+	ADD_EXECUTABLE(testILS 
+		testILS.cpp
+		${MO_BIN_DIR}/tutorial/lesson5/testILS.param
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_NEWMO()
+	ADD_TARGET_NEWMO(lesson5)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(testILS testILS.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(testILS EXCLUDE_FROM_ALL testILS.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+######################################################################################
+### 4) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(testILS eoutils ga eo) 
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson5/testILS.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson5/testILS.cpp
new file mode 100644
index 000000000..2efbc1144
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson5/testILS.cpp
@@ -0,0 +1,230 @@
+//-----------------------------------------------------------------------------
+/** testILS.cpp
+ *
+ * SV - 12/01/10
+ * JH - 04/05/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error
+#include <iostream>   // cout
+#include <sstream>  // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+#include <ga.h>
+#include <ga/eoBitOp.h>
+
+using namespace std;
+
+//-----------------------------------------------------------------------------
+//Representation and initializer
+#include <eoInt.h>
+#include <eoInit.h>
+#include <eoScalarFitness.h>
+
+// fitness function
+#include <eval/queenEval.h>
+#include <eval/moFullEvalByModif.h>
+#include <eval/moFullEvalByCopy.h>
+
+//Neighbors and Neighborhoods
+#include <problems/permutation/moShiftNeighbor.h>
+#include <neighborhood/moOrderNeighborhood.h>
+
+//Mutation
+#include <eoSwapMutation.h>
+
+//Algorithm and its components
+#include <algo/moTS.h>
+#include <algo/moILS.h>
+
+//mo eval
+#include <eval/moFullEvalByCopy.h>
+
+#include <perturb/moMonOpPerturb.h>
+#include <perturb/moRestartPerturb.h>
+#include <perturb/moNeighborhoodPerturb.h>
+#include <acceptCrit/moAlwaysAcceptCrit.h>
+#include <acceptCrit/moBetterAcceptCrit.h>
+
+#include <continuator/moIterContinuator.h>
+
+// REPRESENTATION
+//-----------------------------------------------------------------------------
+typedef eoInt<eoMinimizingFitness> Queen; //Permutation (Queen's problem representation)
+
+typedef moShiftNeighbor<Queen> shiftNeighbor; //shift Neighbor
+typedef moOrderNeighborhood<shiftNeighbor> orderShiftNeighborhood; //order shift Neighborhood (Indexed)
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+    *
+    * Parameters
+    *
+    * ========================================================= */
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // description of genotype
+    eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    //reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    rng.reseed(seed);
+
+
+    /* =========================================================
+     *
+     * Full evaluation fitness function
+     *
+     * ========================================================= */
+
+    queenEval<Queen> fullEval;
+
+
+    /* =========================================================
+     *
+     * Initializer of a solution
+     *
+     * ========================================================= */
+
+    eoInitPermutation<Queen> init(vecSize);
+
+
+    /* =========================================================
+     *
+     * Declare and init solutions
+     *
+     * ========================================================= */
+
+    Queen sol1;
+    Queen sol2;
+    Queen sol3;
+
+    //random initialization
+    init(sol1);
+    init(sol2);
+    init(sol3);
+
+    //evaluation
+    fullEval(sol1);
+    fullEval(sol2);
+    fullEval(sol3);
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    moFullEvalByCopy<shiftNeighbor> shiftEval(fullEval);
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    orderShiftNeighborhood orderShiftNH((vecSize-1) * (vecSize-1));
+
+
+    /* =========================================================
+     *
+     * the local search algorithms
+     *
+     * ========================================================= */
+
+    //Basic Constructor of the Tabu Search
+    moTS<shiftNeighbor> ts(orderShiftNH, fullEval, shiftEval, 1, 7);
+
+    eoSwapMutation<Queen> mut;
+
+    //Basic Constructor of the Iterated Local Search
+    moILS<shiftNeighbor> localSearch1(ts, fullEval, mut, 3);
+
+
+    //Simple Constructor of the Iterated Local Search
+    //Be carefull, template of the continuator must be a dummyNeighbor!!!
+    moIterContinuator<moDummyNeighbor<Queen> > cont(4, false);
+    moILS<shiftNeighbor> localSearch2(ts, fullEval, mut, cont);
+
+    //General Constructor of the Iterated Local Search
+    moMonOpPerturb<shiftNeighbor> perturb(mut, fullEval);
+
+    moSolComparator<Queen> solComp;
+    moBetterAcceptCrit<shiftNeighbor> accept(solComp);
+
+    moILS<shiftNeighbor> localSearch3(ts, fullEval, cont, perturb, accept);
+
+    std::cout << "Iterated Local Search 1:" << std::endl;
+    std::cout << "--------------" << std::endl;
+    std::cout << "initial: " << sol1 << std::endl ;
+    localSearch1(sol1);
+    std::cout << "final:   " << sol1 << std::endl << std::endl;
+
+    std::cout << "Iterated Local Search 2:" << std::endl;
+    std::cout << "--------------" << std::endl;
+    std::cout << "initial: " << sol2 << std::endl ;
+    localSearch2(sol2);
+    std::cout << "final:   " << sol2 << std::endl << std::endl;
+
+    std::cout << "Iterated Local Search 3:" << std::endl;
+    std::cout << "--------------" << std::endl;
+    std::cout << "initial: " << sol3 << std::endl ;
+    localSearch3(sol3);
+    std::cout << "final:   " << sol3 << std::endl << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson5/testILS.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson5/testILS.param
new file mode 100644
index 000000000..519e7c498
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson5/testILS.param
@@ -0,0 +1,11 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276172246                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./testILS.status                # Status file
+
+######    Representation          ######
+# --vecSize=8                              # -V : Genotype size
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/CMakeLists.txt
new file mode 100644
index 000000000..6130dac52
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/CMakeLists.txt
@@ -0,0 +1,122 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src
+					${MO_SRC_DIR}/src
+					${PROBLEMS_SRC_DIR}
+					${CMAKE_CURRENT_SOURCE_DIR}/../src)
+	
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################	
+					
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib)	
+
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES testRandomWalk.cpp
+							testMetropolisHasting.cpp
+							testRandomNeutralWalk.cpp
+							sampling.cpp
+							densityOfStates.cpp
+							autocorrelation.cpp
+							adaptiveWalks.cpp
+							fdc.cpp
+							neutralDegree.cpp
+							fitnessCloud.cpp
+							neutralWalk.cpp)
+	ADD_EXECUTABLE(testRandomWalk
+		testRandomWalk.cpp
+		${MO_BIN_DIR}/tutorial/lesson6/testRandomWalk.param
+	)
+	ADD_EXECUTABLE(testMetropolisHasting
+		testMetropolisHasting.cpp
+		${MO_BIN_DIR}/tutorial/lesson6/testMetropolisHasting.param
+	)
+	ADD_EXECUTABLE(testRandomNeutralWalk
+		testRandomNeutralWalk.cpp
+		${MO_BIN_DIR}/tutorial/lesson6/testRandomNeutralWalk.param
+	)
+	ADD_EXECUTABLE(sampling
+		sampling.cpp
+		${MO_BIN_DIR}/tutorial/lesson6/sampling.param
+	)
+	ADD_EXECUTABLE(densityOfStates
+		densityOfStates.cpp
+		${MO_BIN_DIR}/tutorial/lesson6/densityOfStates.param
+	)
+	ADD_EXECUTABLE(autocorrelation
+		autocorrelation.cpp
+		${MO_BIN_DIR}/tutorial/lesson6/autocorrelation.param
+	)
+	ADD_EXECUTABLE(adaptiveWalks
+		adaptiveWalks.cpp
+		${MO_BIN_DIR}/tutorial/lesson6/adaptiveWalks.param
+	)
+	ADD_EXECUTABLE(fdc
+		fdc.cpp
+		${MO_BIN_DIR}/tutorial/lesson6/fdc.param
+	)
+	ADD_EXECUTABLE(neutralDegree
+		neutralDegree.cpp
+		${MO_BIN_DIR}/tutorial/lesson6/neutralDegree.param
+	)
+	ADD_EXECUTABLE(fitnessCloud
+		fitnessCloud.cpp
+		${MO_BIN_DIR}/tutorial/lesson6/fitnessCloud.param
+	)
+	ADD_EXECUTABLE(neutralWalk
+		neutralWalk.cpp
+		${MO_BIN_DIR}/tutorial/lesson6/neutralWalk.param
+	)
+
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_NEWMO()
+	ADD_TARGET_NEWMO(lesson6)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(testRandomWalk testRandomWalk.cpp) 
+		ADD_EXECUTABLE(testMetropolisHasting testMetropolisHasting.cpp) 
+		ADD_EXECUTABLE(testRandomNeutralWalk testRandomNeutralWalk.cpp) 
+		ADD_EXECUTABLE(sampling sampling.cpp) 
+		ADD_EXECUTABLE(densityOfStates densityOfStates.cpp) 
+		ADD_EXECUTABLE(autocorrelation autocorrelation.cpp) 
+		ADD_EXECUTABLE(adaptiveWalks adaptiveWalks.cpp) 
+		ADD_EXECUTABLE(fdc fdc.cpp) 
+		ADD_EXECUTABLE(neutralDegree neutralDegree.cpp) 
+		ADD_EXECUTABLE(fitnessCloud fitnessCloud.cpp) 
+		ADD_EXECUTABLE(neutralWalk neutralWalk.cpp) 
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(testRandomWalk EXCLUDE_FROM_ALL testRandomWalk.cpp) 
+		ADD_EXECUTABLE(testMetropolisHasting EXCLUDE_FROM_ALL testMetropolisHasting.cpp) 
+		ADD_EXECUTABLE(testRandomNeutralWalk EXCLUDE_FROM_ALL testRandomNeutralWalk.cpp) 
+		ADD_EXECUTABLE(sampling EXCLUDE_FROM_ALL sampling.cpp) 
+		ADD_EXECUTABLE(densityOfStates EXCLUDE_FROM_ALL densityOfStates.cpp) 
+		ADD_EXECUTABLE(autocorrelation EXCLUDE_FROM_ALL autocorrelation.cpp) 
+		ADD_EXECUTABLE(adaptiveWalks EXCLUDE_FROM_ALL adaptiveWalks.cpp) 
+		ADD_EXECUTABLE(fdc EXCLUDE_FROM_ALL fdc.cpp) 
+		ADD_EXECUTABLE(neutralDegree EXCLUDE_FROM_ALL neutralDegree.cpp) 
+		ADD_EXECUTABLE(fitnessCloud EXCLUDE_FROM_ALL fitnessCloud.cpp) 
+		ADD_EXECUTABLE(neutralWalk EXCLUDE_FROM_ALL neutralWalk.cpp) 
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+######################################################################################
+### 4) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(testRandomWalk eoutils ga eo) 
+TARGET_LINK_LIBRARIES(testMetropolisHasting eoutils ga eo) 
+TARGET_LINK_LIBRARIES(testRandomNeutralWalk eoutils ga eo)
+TARGET_LINK_LIBRARIES(sampling eoutils ga eo)
+TARGET_LINK_LIBRARIES(densityOfStates eoutils ga eo)
+TARGET_LINK_LIBRARIES(autocorrelation eoutils ga eo)
+TARGET_LINK_LIBRARIES(adaptiveWalks eoutils ga eo)
+TARGET_LINK_LIBRARIES(fdc eoutils ga eo)
+TARGET_LINK_LIBRARIES(neutralDegree eoutils ga eo)
+TARGET_LINK_LIBRARIES(fitnessCloud eoutils ga eo)
+TARGET_LINK_LIBRARIES(neutralWalk eoutils ga eo)
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/adaptiveWalks.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/adaptiveWalks.cpp
new file mode 100644
index 000000000..36ab47ca0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/adaptiveWalks.cpp
@@ -0,0 +1,210 @@
+//-----------------------------------------------------------------------------
+/** adaptiveWalks.cpp
+ *
+ * SV - 05/05/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moOrderNeighborhood.h> // visit all the neighbors
+
+//-----------------------------------------------------------------------------
+// the sampling class
+#include <sampling/moHillClimberSampling.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the number of adaptive walks
+    eoValueParam<unsigned int> solParam(100, "nbSol", "Number of adaptive walks", 'n');
+    parser.processParam( solParam, "Representation" );
+    unsigned nbSol = solParam.value();
+
+    // the name of the output file
+    string str_out = "out.dat"; // default value
+    eoValueParam<string> outParam(str_out.c_str(), "out", "Output file of the sampling", 'o');
+    parser.processParam(outParam, "Persistence" );
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    // moFullEvalByModif<Neighbor> neighborEval(fullEval);
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEval;
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in order
+    // from bit 0 to bit vecSize-1
+    moOrderNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * The sampling of the search space
+     *
+     * ========================================================= */
+
+    // sampling object :
+    //    - random initialization
+    //    - local search to sample the search space
+    //    - one statistic to compute
+    moHillClimberSampling<Neighbor> sampling(random, neighborhood, fullEval, neighborEval, nbSol);
+
+    /* =========================================================
+     *
+     * execute the sampling
+     *
+     * ========================================================= */
+
+    sampling();
+
+    /* =========================================================
+     *
+     * export the sampling
+     *
+     * ========================================================= */
+
+    // to export the statistics into file
+    sampling.fileExport(str_out);
+
+    // to get the values of statistics
+    // so, you can compute some statistics in c++ from the data
+    const std::vector<double> & lengthValues = sampling.getValues(0);
+
+    std::cout << "First values:" << std::endl;
+    std::cout << "Length  " << lengthValues[0] << std::endl;
+
+    std::cout << "Last values:" << std::endl;
+    std::cout << "Length  " << lengthValues[lengthValues.size() - 1] << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/adaptiveWalks.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/adaptiveWalks.param
new file mode 100644
index 000000000..83c8dab95
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/adaptiveWalks.param
@@ -0,0 +1,13 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179853                        # -S : Random number seed
+
+######    Persistence             ######
+# --out=out.dat                            # -o : Output file of the sampling
+# --status=./adaptiveWalks.status          # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --nbSol=100                              # -n : Number of adaptive walks
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/autocorrelation.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/autocorrelation.cpp
new file mode 100644
index 000000000..6f07d8ae7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/autocorrelation.cpp
@@ -0,0 +1,225 @@
+//-----------------------------------------------------------------------------
+/** autocorrelation.cpp
+ *
+ * SV - 03/05/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moRndWithReplNeighborhood.h> // visit one random neighbor possibly the same one several times
+
+//-----------------------------------------------------------------------------
+// the sampling class
+#include <sampling/moAutocorrelationSampling.h>
+
+//-----------------------------------------------------------------------------
+// the statistics class
+#include <sampling/moStatistics.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the number of steps of the random walk
+    eoValueParam<unsigned int> stepParam(100, "nbStep", "Number of steps of the random walk", 'n');
+    parser.processParam( stepParam, "Representation" );
+    unsigned nbStep = stepParam.value();
+
+    // the name of the output file
+    string str_out = "out.dat"; // default value
+    eoValueParam<string> outParam(str_out.c_str(), "out", "Output file of the sampling", 'o');
+    parser.processParam(outParam, "Persistence" );
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    // moFullEvalByModif<Neighbor> neighborEval(fullEval);
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEval;
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in random order
+    // at each step one bit is randomly generated
+    moRndWithReplNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * The sampling of the search space
+     *
+     * ========================================================= */
+
+    // sampling object :
+    //    - random initialization
+    //    - neighborhood to compute the next step
+    //    - fitness function
+    //    - neighbor evaluation
+    //    - number of steps of the walk
+    moAutocorrelationSampling<Neighbor> sampling(random, neighborhood, fullEval, neighborEval, nbStep);
+
+    /* =========================================================
+     *
+     * execute the sampling
+     *
+     * ========================================================= */
+
+    sampling();
+
+    /* =========================================================
+     *
+     * export the sampling
+     *
+     * ========================================================= */
+
+    // to export the statistics into file
+    sampling.fileExport(str_out);
+
+    // to get the values of statistics
+    // so, you can compute some statistics in c++ from the data
+    const std::vector<double> & fitnessValues = sampling.getValues(0);
+
+    std::cout << "First values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[0] << std::endl;
+
+    std::cout << "Last values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[fitnessValues.size() - 1] << std::endl;
+
+    // more basic statistics on the distribution:
+    moStatistics statistics;
+
+    vector<double> rho, phi;
+
+    statistics.autocorrelation(fitnessValues, 10, rho, phi);
+
+    for (unsigned s = 0; s < rho.size(); s++)
+        std::cout << s << " " << "rho=" << rho[s] << ", phi=" << phi[s] << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/autocorrelation.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/autocorrelation.param
new file mode 100644
index 000000000..0a65e1203
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/autocorrelation.param
@@ -0,0 +1,13 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179858                        # -S : Random number seed
+
+######    Persistence             ######
+# --out=out.dat                            # -o : Output file of the sampling
+# --status=./autocorrelation.status        # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --nbStep=100                             # -n : Number of steps of the random walk
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/densityOfStates.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/densityOfStates.cpp
new file mode 100644
index 000000000..a47323423
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/densityOfStates.cpp
@@ -0,0 +1,193 @@
+//-----------------------------------------------------------------------------
+/** densityOfStates.cpp
+ *
+ * SV - 03/05/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+
+//-----------------------------------------------------------------------------
+// the sampling class
+#include <sampling/moDensityOfStatesSampling.h>
+
+//-----------------------------------------------------------------------------
+// the statistics class
+#include <sampling/moStatistics.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the number of solution sampled
+    eoValueParam<unsigned int> solParam(100, "nbSol", "Number of random solution", 'n');
+    parser.processParam( solParam, "Representation" );
+    unsigned nbSol = solParam.value();
+
+    // the name of the output file
+    string str_out = "out.dat"; // default value
+    eoValueParam<string> outParam(str_out.c_str(), "out", "Output file of the sampling", 'o');
+    parser.processParam(outParam, "Persistence" );
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * The sampling of the search space
+     *
+     * ========================================================= */
+
+    // sampling object :
+    //    - random initialization
+    //    - fitness function
+    //    - number of solutions to sample
+    moDensityOfStatesSampling<Neighbor> sampling(random, fullEval, nbSol);
+
+    /* =========================================================
+     *
+     * execute the sampling
+     *
+     * ========================================================= */
+
+    sampling();
+
+    /* =========================================================
+     *
+     * export the sampling
+     *
+     * ========================================================= */
+
+    // to export the statistics into file
+    sampling.fileExport(str_out);
+
+    // to get the values of statistics
+    // so, you can compute some statistics in c++ from the data
+    const std::vector<double> & fitnessValues = sampling.getValues(0);
+
+    std::cout << "First values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[0] << std::endl;
+
+    std::cout << "Last values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[fitnessValues.size() - 1] << std::endl;
+
+    // more basic statistics on the distribution:
+    double min, max, avg, std;
+
+    moStatistics statistics;
+
+    statistics.basic(fitnessValues, min, max, avg, std);
+    std::cout << "min=" << min << ", max=" << max << ", average=" << avg << ", std dev=" << std << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/densityOfStates.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/densityOfStates.param
new file mode 100644
index 000000000..c282a76c0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/densityOfStates.param
@@ -0,0 +1,13 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179907                        # -S : Random number seed
+
+######    Persistence             ######
+# --out=out.dat                            # -o : Output file of the sampling
+# --status=./densityOfStates.status        # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --nbSol=100                              # -n : Number of random solution
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/fdc.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/fdc.cpp
new file mode 100644
index 000000000..a066e70ad
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/fdc.cpp
@@ -0,0 +1,192 @@
+//-----------------------------------------------------------------------------
+/** fdc.cpp
+ *
+ * SV - 06/05/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+
+//-----------------------------------------------------------------------------
+// the distance defined over the search space
+#include <utils/eoDistance.h>
+
+//-----------------------------------------------------------------------------
+// the sampling class
+#include <sampling/moFDCsampling.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the number of solution sampled
+    eoValueParam<unsigned int> solParam(100, "nbSol", "Number of random solution", 'n');
+    parser.processParam( solParam, "Representation" );
+    unsigned nbSol = solParam.value();
+
+    // the name of the output file
+    string str_out = "out.dat"; // default value
+    eoValueParam<string> outParam(str_out.c_str(), "out", "Output file of the sampling", 'o');
+    parser.processParam(outParam, "Persistence" );
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * The sampling of the search space
+     *
+     * ========================================================= */
+
+    // Hamming distance to the global optimum
+    eoHammingDistance<Indi> distance; // Hamming distance
+    Indi bestSolution(vecSize, true); // global optimum
+
+    // sampling object :
+    //    - random initialization
+    //    - fitness function
+    //    - number of solutions to sample
+    moFDCsampling<Neighbor> sampling(random, fullEval, distance, bestSolution, nbSol);
+
+    /* =========================================================
+     *
+     * execute the sampling
+     *
+     * ========================================================= */
+
+    sampling();
+
+    /* =========================================================
+     *
+     * export the sampling
+     *
+     * ========================================================= */
+
+    // to export the statistics into file
+    sampling.fileExport(str_out);
+
+    // to get the values of statistics
+    // so, you can compute some statistics in c++ from the data
+    const std::vector<double> & fitnessValues = sampling.getValues(0);
+    const std::vector<double> & distValues    = sampling.getValues(1);
+
+    std::cout << "First values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[0] << std::endl;
+    std::cout << "Distance " << distValues[0] << std::endl;
+
+    std::cout << "Last values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[fitnessValues.size() - 1] << std::endl;
+    std::cout << "Distance " << distValues[distValues.size() - 1] << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/fdc.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/fdc.param
new file mode 100644
index 000000000..4c5ac0da5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/fdc.param
@@ -0,0 +1,13 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179837                        # -S : Random number seed
+
+######    Persistence             ######
+# --out=out.dat                            # -o : Output file of the sampling
+# --status=./fdc.status                    # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --nbSol=100                              # -n : Number of random solution
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/fitnessCloud.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/fitnessCloud.cpp
new file mode 100644
index 000000000..ad92e9502
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/fitnessCloud.cpp
@@ -0,0 +1,217 @@
+//-----------------------------------------------------------------------------
+/** fitnessCloud.cpp
+ *
+ * SV - 06/05/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moRndWithoutReplNeighborhood.h> // visit one random neighbor possibly the same one several times
+
+//-----------------------------------------------------------------------------
+// the sampling class
+#include <sampling/moRndRndFitnessCloudSampling.h>
+#include <sampling/moMHRndFitnessCloudSampling.h>
+#include <sampling/moRndBestFitnessCloudSampling.h>
+#include <sampling/moMHBestFitnessCloudSampling.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the number of solution sampled
+    eoValueParam<unsigned int> solParam(100, "nbSol", "Number of random solution", 'n');
+    parser.processParam( solParam, "Representation" );
+    unsigned nbSol = solParam.value();
+
+    // the name of the output file
+    string str_out = "out.dat"; // default value
+    eoValueParam<string> outParam(str_out.c_str(), "out", "Output file of the sampling", 'o');
+    parser.processParam(outParam, "Persistence" );
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEval;
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in random order
+    // at each step one bit is randomly generated
+    moRndWithoutReplNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * The sampling of the search space
+     *
+     * ========================================================= */
+
+    // sampling object :
+    //    - random initialization
+    //    - neighborhood to compute one random neighbor
+    //    - fitness function
+    //    - neighbor evaluation
+    //    - number of solutions to sample
+
+    //  moRndRndFitnessCloudSampling<Neighbor> sampling(random, neighborhood, fullEval, neighborEval, nbSol);
+    //  moMHRndFitnessCloudSampling<Neighbor> sampling(random, neighborhood, fullEval, neighborEval, nbSol);
+    //  moRndBestFitnessCloudSampling<Neighbor> sampling(random, neighborhood, fullEval, neighborEval, nbSol);
+    moMHBestFitnessCloudSampling<Neighbor> sampling(random, neighborhood, fullEval, neighborEval, nbSol);
+
+    /* =========================================================
+     *
+     * execute the sampling
+     *
+     * ========================================================= */
+
+    sampling();
+
+    /* =========================================================
+     *
+     * export the sampling
+     *
+     * ========================================================= */
+
+    // to export the statistics into file
+    sampling.fileExport(str_out);
+
+    // to get the values of statistics
+    // so, you can compute some statistics in c++ from the data
+    const std::vector<double> & fitnessValues = sampling.getValues(0);
+    const std::vector<double> & neighborFitnessValues = sampling.getValues(1);
+
+    std::cout << "First values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[0] << std::endl;
+    std::cout << "Neighbor Fitness " << neighborFitnessValues[0] << std::endl;
+
+    std::cout << "Last values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[fitnessValues.size() - 1] << std::endl;
+    std::cout << "Neighbor Fitness " << neighborFitnessValues[neighborFitnessValues.size() - 1] << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/fitnessCloud.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/fitnessCloud.param
new file mode 100644
index 000000000..0907b73da
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/fitnessCloud.param
@@ -0,0 +1,13 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179868                        # -S : Random number seed
+
+######    Persistence             ######
+# --out=out.dat                            # -o : Output file of the sampling
+# --status=./fitnessCloud.status           # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --nbSol=100                              # -n : Number of random solution
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/neutralDegree.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/neutralDegree.cpp
new file mode 100644
index 000000000..55a346a11
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/neutralDegree.cpp
@@ -0,0 +1,215 @@
+//-----------------------------------------------------------------------------
+/** neutralDegree.cpp
+ *
+ * SV - 03/05/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/royalRoadEval.h>
+#include <problems/eval/moRoyalRoadIncrEval.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moOrderNeighborhood.h> // visit all neighbor in order of their bit-flip
+
+//-----------------------------------------------------------------------------
+// the sampling class
+#include <sampling/moNeutralDegreeSampling.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // size of the block
+    eoValueParam<unsigned int> blockSizeParam(4, "blockSize", "Block size of the Royal Road", 'k');
+    parser.processParam( blockSizeParam, "Representation" );
+    unsigned blockSize = blockSizeParam.value();
+
+    // the number of solution sampled
+    eoValueParam<unsigned int> solParam(100, "nbSol", "Number of random solution", 'n');
+    parser.processParam( solParam, "Representation" );
+    unsigned nbSol = solParam.value();
+
+    // the name of the output file
+    string str_out = "out.dat"; // default value
+    eoValueParam<string> outParam(str_out.c_str(), "out", "Output file of the sampling", 'o');
+    parser.processParam(outParam, "Persistence" );
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is the royal function (oneMax is a Royal Road with block of 1)
+    RoyalRoadEval<Indi> fullEval(blockSize);
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Incremental evaluation of the neighbor: fitness is modified by +1 , 0 or -1
+    moRoyalRoadIncrEval<Neighbor> neighborEval(fullEval);
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in increasing order of the neigbor's index:
+    // bit-flip from bit 0 to bit (vecSize - 1)
+    moOrderNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * The sampling of the search space
+     *
+     * ========================================================= */
+
+    // sampling object :
+    //    - random initialization
+    //    - neighborhood to compute the neutral degree
+    //    - fitness function
+    //    - neighbor evaluation
+    //    - number of solutions to sample
+    moNeutralDegreeSampling<Neighbor> sampling(random, neighborhood, fullEval, neighborEval, nbSol);
+
+    /* =========================================================
+     *
+     * execute the sampling
+     *
+     * ========================================================= */
+
+    sampling();
+
+    /* =========================================================
+     *
+     * export the sampling
+     *
+     * ========================================================= */
+
+    // to export the statistics into file
+    sampling.fileExport(str_out);
+
+    // to get the values of statistics
+    // so, you can compute some statistics in c++ from the data
+    const std::vector<double> & fitnessValues = sampling.getValues(0);
+    const std::vector<double> & ndValues = sampling.getValues(1);
+
+    std::cout << "First values:" << std::endl;
+    std::cout << "Fitness   " << fitnessValues[0] << std::endl;
+    std::cout << "N. Degree " << ndValues[0] << std::endl;
+
+    std::cout << "Last values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[fitnessValues.size() - 1] << std::endl;
+    std::cout << "N. Degree " << ndValues[fitnessValues.size() - 1] << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/neutralDegree.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/neutralDegree.param
new file mode 100644
index 000000000..f2bf7fac6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/neutralDegree.param
@@ -0,0 +1,14 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179874                        # -S : Random number seed
+
+######    Persistence             ######
+# --out=out.dat                            # -o : Output file of the sampling
+# --status=./neutralDegree.status          # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --blockSize=4                            # -k : Block size of the Royal Road
+# --nbSol=100                              # -n : Number of random solution
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/neutralWalk.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/neutralWalk.cpp
new file mode 100644
index 000000000..a94a20bca
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/neutralWalk.cpp
@@ -0,0 +1,251 @@
+//-----------------------------------------------------------------------------
+/** neutralWalk.cpp
+ *
+ * SV - 07/05/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/royalRoadEval.h>
+#include <problems/eval/moRoyalRoadIncrEval.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moRndWithoutReplNeighborhood.h> // visit one random neighbor possibly the same one several times
+
+//-----------------------------------------------------------------------------
+// the sampling class
+#include <utils/eoDistance.h>
+#include <sampling/moNeutralWalkSampling.h>
+
+//-----------------------------------------------------------------------------
+// the statistics class
+#include <sampling/moStatistics.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // size of the block
+    eoValueParam<unsigned int> blockSizeParam(4, "blockSize", "Block size of the Royal Road", 'k');
+    parser.processParam( blockSizeParam, "Representation" );
+    unsigned blockSize = blockSizeParam.value();
+
+    // the number of steps of the random walk
+    eoValueParam<unsigned int> stepParam(100, "nbStep", "Number of steps of the random walk", 'n');
+    parser.processParam( stepParam, "Representation" );
+    unsigned nbStep = stepParam.value();
+
+    // the name of the output file
+    string str_out = "out.dat"; // default value
+    eoValueParam<string> outParam(str_out.c_str(), "out", "Output file of the sampling", 'o');
+    parser.processParam(outParam, "Persistence" );
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is the royal function (oneMax is a Royal Road with block of 1)
+    RoyalRoadEval<Indi> fullEval(blockSize);
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Incremental evaluation of the neighbor: fitness is modified by +1 , 0 or -1
+    moRoyalRoadIncrEval<Neighbor> neighborEval(fullEval);
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in random order
+    // at each step one bit is randomly generated
+    moRndWithoutReplNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * The sampling of the search space
+     *
+     * ========================================================= */
+
+    // Initial Solution of the random neutral walk
+    Indi initialSol(vecSize, false);
+
+    //          nearly 2 blocks are complete
+    for (unsigned i = 0; i < blockSize - 1; i++) {
+        initialSol[i] = true;
+        initialSol[blockSize + i] = true;
+        initialSol[2 * blockSize + i] = true;
+    }
+    //          first block is complete
+    initialSol[blockSize - 1] = true;
+
+    //          evaluation of the initial solution
+    fullEval(initialSol);
+
+    // Hamming distance
+    eoHammingDistance<Indi> distance;
+
+    // sampling object :
+    //    - random initialization
+    //    - neighborhood to compute the next step
+    //    - fitness function
+    //    - neighbor evaluation
+    //    - number of steps of the walk
+    moNeutralWalkSampling<Neighbor> sampling(initialSol, neighborhood, fullEval, neighborEval, distance, nbStep);
+
+    /* =========================================================
+     *
+     * execute the sampling
+     *
+     * ========================================================= */
+
+    std::cout << "Initial Solution: " << initialSol << std::endl;
+
+    // the sampling
+    sampling();
+
+    /* =========================================================
+     *
+     * export the sampling
+     *
+     * ========================================================= */
+
+    // to export the statistics into file
+    sampling.fileExport(str_out);
+
+    // to get the values of statistics
+    // so, you can compute some statistics in c++ from the data
+    const std::vector<Indi> & solutions = sampling.getSolutions(0);
+
+    std::cout << "First values:" << std::endl;
+    std::cout << "Solution  " << solutions[0] << std::endl;
+
+    std::cout << "Last values:" << std::endl;
+    std::cout << "Solution  " << solutions[solutions.size() - 1] << std::endl;
+
+    // export only the solution into file
+    sampling.fileExport(0, str_out + "_sol");
+
+    // more basic statistics on the distribution:
+    moStatistics statistics;
+
+    vector< vector<double> > dist;
+    vector<double> v;
+
+    statistics.distances(solutions, distance, dist);
+
+    for (unsigned i = 0; i < dist.size(); i++) {
+        for (unsigned j = 0; j < dist.size(); j++) {
+            std::cout << dist[i][j] << " " ;
+            if (j < i)
+                v.push_back(dist[i][j]);
+        }
+        std::cout << std::endl;
+    }
+
+    double min, max, avg, std;
+    statistics.basic(v, min, max, avg, std);
+    std::cout << "min=" << min << ", max=" << max << ", average=" << avg << ", std dev=" << std << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/neutralWalk.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/neutralWalk.param
new file mode 100644
index 000000000..9f57bee42
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/neutralWalk.param
@@ -0,0 +1,14 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179843                        # -S : Random number seed
+
+######    Persistence             ######
+# --out=out.dat                            # -o : Output file of the sampling
+# --status=./neutralWalk.status            # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --blockSize=4                            # -k : Block size of the Royal Road
+# --nbStep=100                             # -n : Number of steps of the random walk
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/sampling.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/sampling.cpp
new file mode 100644
index 000000000..77c5fef66
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/sampling.cpp
@@ -0,0 +1,256 @@
+//-----------------------------------------------------------------------------
+/** sampling.cpp
+ *
+ * SV - 03/05/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>    // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+
+// declaration of the namespace
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// representation of solutions, and neighbors
+#include <ga/eoBit.h>                         // bit string : see also EO tutorial lesson 1: FirstBitGA.cpp
+#include <problems/bitString/moBitNeighbor.h> // neighbor of bit string
+
+//-----------------------------------------------------------------------------
+// fitness function, and evaluation of neighbors
+#include <eval/oneMaxEval.h>
+#include <problems/eval/moOneMaxIncrEval.h>
+#include <eval/moFullEvalByModif.h>
+
+//-----------------------------------------------------------------------------
+// neighborhood description
+#include <neighborhood/moRndWithReplNeighborhood.h> // visit one random neighbor possibly the same one several times
+
+//-----------------------------------------------------------------------------
+// the random walk local search: heuristic to sample the search space
+#include <algo/moRandomWalk.h>
+
+//-----------------------------------------------------------------------------
+// the statistics to compute during the sampling
+#include <continuator/moFitnessStat.h>
+#include <utils/eoDistance.h>
+#include <continuator/moDistanceStat.h>
+#include <continuator/moSolutionStat.h>
+
+//-----------------------------------------------------------------------------
+// the sampling class
+#include <sampling/moSampling.h>
+
+// Declaration of types
+//-----------------------------------------------------------------------------
+// Indi is the typedef of the solution type like in paradisEO-eo
+typedef eoBit<unsigned int> Indi;                      // bit string with unsigned fitness type
+// Neighbor is the typedef of the neighbor type,
+// Neighbor = How to compute the neighbor from the solution + information on it (i.e. fitness)
+// all classes from paradisEO-mo use this template type
+typedef moBitNeighbor<unsigned int> Neighbor ;         // bit string neighbor with unsigned fitness type
+
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+     *
+     * Parameters
+     *
+     * ========================================================= */
+    // more information on the input parameters: see EO tutorial lesson 3
+    // but don't care at first it just read the parameters of the bit string size and the random seed.
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    // random seed parameter
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // length of the bit string
+    eoValueParam<unsigned int> vecSizeParam(20, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the number of steps of the random walk
+    eoValueParam<unsigned int> stepParam(100, "nbStep", "Number of steps of the random walk", 'n');
+    parser.processParam( stepParam, "Representation" );
+    unsigned nbStep = stepParam.value();
+
+    // the name of the output file
+    string str_out = "out.dat"; // default value
+    eoValueParam<string> outParam(str_out.c_str(), "out", "Output file of the sampling", 'o');
+    parser.processParam(outParam, "Persistence" );
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    // reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Initialization of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer: each bit is random
+    // more information: see EO tutorial lesson 1 (FirstBitGA.cpp)
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+    /* =========================================================
+     *
+     * Eval fitness function (full evaluation)
+     *
+     * ========================================================= */
+
+    // the fitness function is just the number of 1 in the bit string
+    oneMaxEval<Indi> fullEval;
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    // Use it if there is no incremental evaluation: a neighbor is evaluated by the full evaluation of a solution
+    // moFullEvalByModif<Neighbor> neighborEval(fullEval);
+
+    // Incremental evaluation of the neighbor: fitness is modified by +/- 1
+    moOneMaxIncrEval<Neighbor> neighborEval;
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    // Exploration of the neighborhood in random order
+    // at each step one bit is randomly generated
+    moRndWithReplNeighborhood<Neighbor> neighborhood(vecSize);
+
+    /* =========================================================
+     *
+     * the local search algorithm to sample the search space
+     *
+     * ========================================================= */
+
+    moRandomWalk<Neighbor> walk(neighborhood, fullEval, neighborEval, nbStep);
+
+    /* =========================================================
+     *
+     * the statistics to compute
+     *
+     * ========================================================= */
+
+    // fitness of the solution at each step
+    moFitnessStat<Indi> fStat;
+
+    // Hamming distance to the global optimum
+    eoHammingDistance<Indi> distance; // Hamming distance
+    Indi bestSolution(vecSize, true); // global optimum
+
+    moDistanceStat<Indi, double> distStat(distance, bestSolution); // statistic
+
+    // "statistic" of the solution
+    moSolutionStat<Indi> solStat;
+
+    /* =========================================================
+     *
+     * The sampling of the search space
+     *
+     * ========================================================= */
+
+    // sampling object :
+    //    - random initialization
+    //    - local search to sample the search space
+    //    - one statistic to compute
+    moSampling<Neighbor> sampling(random, walk, fStat);
+
+    // to add another statistics
+    sampling.add(distStat); // distance
+    sampling.add(solStat); // solutions
+
+    /* =========================================================
+     *
+     * execute the sampling
+     *
+     * ========================================================= */
+
+    sampling();
+
+    /* =========================================================
+     *
+     * export the sampling
+     *
+     * ========================================================= */
+
+    // to export the statistics into file
+    sampling.fileExport(str_out);
+
+    // to get the values of statistics
+    // so, you can compute some statistics in c++ from the data
+    const std::vector<double> & fitnessValues = sampling.getValues(0);
+    const std::vector<double> & distValues    = sampling.getValues(1);
+    const std::vector<Indi>   & solutions     = sampling.getSolutions(2);
+
+    std::cout << "First values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[0] << std::endl;
+    std::cout << "Distance " << distValues[0] << std::endl;
+    std::cout << "Solution " << solutions[0] << std::endl << std::endl;
+
+    std::cout << "Last values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[fitnessValues.size() - 1] << std::endl;
+    std::cout << "Distance " << distValues[distValues.size() - 1] << std::endl;
+    std::cout << "Solution " << solutions[solutions.size() - 1] << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/sampling.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/sampling.param
new file mode 100644
index 000000000..5c4e75f06
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/sampling.param
@@ -0,0 +1,13 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179904                        # -S : Random number seed
+
+######    Persistence             ######
+# --out=out.dat                            # -o : Output file of the sampling
+# --status=./sampling.status               # Status file
+
+######    Representation          ######
+# --vecSize=20                             # -V : Genotype size
+# --nbStep=100                             # -n : Number of steps of the random walk
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testMetropolisHasting.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testMetropolisHasting.cpp
new file mode 100644
index 000000000..d70858714
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testMetropolisHasting.cpp
@@ -0,0 +1,201 @@
+//-----------------------------------------------------------------------------
+/** testMetropolisHasting.cpp
+ *
+ * SV - 22/01/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>  // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+#include <ga.h>
+
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// fitness function
+#include <eval/oneMaxEval.h>
+#include <problems/bitString/moBitNeighbor.h>
+#include <eoInt.h>
+#include <neighborhood/moRndWithReplNeighborhood.h>
+
+#include <eval/moFullEvalByModif.h>
+#include <eval/moFullEvalByCopy.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <continuator/moTrueContinuator.h>
+#include <algo/moLocalSearch.h>
+#include <explorer/moMetropolisHastingExplorer.h>
+
+// REPRESENTATION
+//-----------------------------------------------------------------------------
+typedef eoBit<unsigned> Indi;
+typedef moBitNeighbor<unsigned int> Neighbor ; // incremental evaluation
+typedef moRndWithReplNeighborhood<Neighbor> Neighborhood ;
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+    *
+    * Parameters
+    *
+    * ========================================================= */
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // description of genotype
+    eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    eoValueParam<unsigned int> stepParam(10, "nbStep", "Number of steps of the random walk", 'n');
+    parser.processParam( stepParam, "Representation" );
+    unsigned nbStep = stepParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    //reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    rng.reseed(seed);
+
+
+    /* =========================================================
+     *
+     * Eval fitness function
+     *
+     * ========================================================= */
+
+    oneMaxEval<Indi> eval;
+
+
+    /* =========================================================
+     *
+     * Initilisation of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    moFullEvalByModif<Neighbor> fulleval(eval);
+
+    //An eval by copy can be used instead of the eval by modif
+    //moFullEvalByCopy<Neighbor> fulleval(eval);
+
+
+    /* =========================================================
+     *
+     * Comparator of neighbors
+     *
+     * ========================================================= */
+
+    moNeighborComparator<Neighbor> comparator;
+    moSolNeighborComparator<Neighbor> solComparator;
+
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    Neighborhood neighborhood(vecSize);
+
+
+    /* =========================================================
+     *
+     * a neighborhood explorer solution
+     *
+     * ========================================================= */
+
+    moMetropolisHastingExplorer<Neighbor> explorer(neighborhood, fulleval, comparator, solComparator, nbStep);
+
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moTrueContinuator<Neighbor> continuator;//always continue
+
+    moLocalSearch<Neighbor> localSearch(explorer, continuator, eval);
+
+    /* =========================================================
+     *
+     * execute the local search from random sollution
+     *
+     * ========================================================= */
+
+    Indi solution;
+
+    random(solution);
+
+    //Can be eval here, else it will be done at the beginning of the localSearch
+    //eval(solution);
+
+    std::cout << "initial: " << solution << std::endl ;
+
+    localSearch(solution);
+
+    std::cout << "final:   " << solution << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testMetropolisHasting.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testMetropolisHasting.param
new file mode 100644
index 000000000..95faf04d8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testMetropolisHasting.param
@@ -0,0 +1,12 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179886                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./testMetropolisHasting.status  # Status file
+
+######    Representation          ######
+# --vecSize=8                              # -V : Genotype size
+# --nbStep=10                              # -n : Number of steps of the random walk
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testRandomNeutralWalk.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testRandomNeutralWalk.cpp
new file mode 100644
index 000000000..596501f5e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testRandomNeutralWalk.cpp
@@ -0,0 +1,278 @@
+//-----------------------------------------------------------------------------
+/** testRandomNeutralWalk.cpp
+ *
+ * SV - 22/02/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>  // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+#include <ga.h>
+
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// fitness function
+#include <eval/royalRoadEval.h>
+#include <eoInt.h>
+#include <neighborhood/moRndWithoutReplNeighborhood.h>
+#include <problems/bitString/moBitNeighbor.h>
+
+#include <eval/moFullEvalByModif.h>
+#include <eval/moFullEvalByCopy.h>
+#include <comparator/moNeighborComparator.h>
+#include <comparator/moSolNeighborComparator.h>
+#include <continuator/moTrueContinuator.h>
+#include <algo/moLocalSearch.h>
+#include <explorer/moRandomNeutralWalkExplorer.h>
+
+#include <continuator/moCheckpoint.h>
+#include <continuator/moFitnessStat.h>
+#include <utils/eoDistance.h>
+#include <continuator/moDistanceStat.h>
+#include <neighborhood/moOrderNeighborhood.h>
+#include <continuator/moNeighborhoodStat.h>
+#include <continuator/moMinNeighborStat.h>
+#include <continuator/moMaxNeighborStat.h>
+#include <continuator/moSecondMomentNeighborStat.h>
+#include <continuator/moNbInfNeighborStat.h>
+#include <continuator/moNbSupNeighborStat.h>
+#include <continuator/moNeutralDegreeNeighborStat.h>
+#include <continuator/moSizeNeighborStat.h>
+
+// REPRESENTATION
+//-----------------------------------------------------------------------------
+typedef eoBit<unsigned> Indi;
+typedef moBitNeighbor<unsigned int> Neighbor ; // incremental evaluation
+typedef moRndWithoutReplNeighborhood<Neighbor> Neighborhood ;
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+    *
+    * Parameters
+    *
+    * ========================================================= */
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // description of genotype
+    eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    eoValueParam<unsigned int> blockSizeParam(2, "blockSize", "Size of block in the royal road", 'k');
+    parser.processParam( blockSizeParam, "Representation" );
+    unsigned blockSize = blockSizeParam.value();
+
+    eoValueParam<unsigned int> stepParam(10, "nbStep", "Number of steps of the random walk", 'n');
+    parser.processParam( stepParam, "Representation" );
+    unsigned nbStep = stepParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    //reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    rng.reseed(seed);
+
+
+    /* =========================================================
+     *
+     * Eval fitness function
+     *
+     * ========================================================= */
+
+    RoyalRoadEval<Indi> eval(blockSize);
+
+
+    /* =========================================================
+     *
+     * Initilisazor of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+
+    /* =========================================================
+     *
+     * Evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    moFullEvalByModif<Neighbor> nhEval(eval);
+
+    //An eval by copy can be used instead of the eval by modif
+    //moFullEvalByCopy<Neighbor> nhEval(eval);
+
+
+    /* =========================================================
+     *
+     * Comparator of neighbors
+     *
+     * ========================================================= */
+
+    moNeighborComparator<Neighbor> comparator;
+    moSolNeighborComparator<Neighbor> solComparator;
+
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    Neighborhood neighborhood(vecSize);
+
+
+    /* =========================================================
+     *
+     * a neighborhood explorer solution
+     *
+     * ========================================================= */
+
+    moRandomNeutralWalkExplorer<Neighbor> explorer(neighborhood, nhEval, solComparator, nbStep);
+
+
+    /* =========================================================
+     *
+     * initial random solution
+     *
+     * ========================================================= */
+
+    Indi solution;
+
+    random(solution);
+
+    //Can be eval here, else it will be done at the beginning of the localSearch
+    eval(solution);
+
+    /* =========================================================
+     *
+     * the continuator and the checkpoint
+     *
+     * ========================================================= */
+
+    moTrueContinuator<Neighbor> continuator;//always continue
+
+    moCheckpoint<Neighbor> checkpoint(continuator);
+
+    moFitnessStat<Indi> fStat;
+
+    eoHammingDistance<Indi> distance;
+    moDistanceStat<Indi, unsigned> distStat(distance, solution);  // distance from the intial solution
+
+    moOrderNeighborhood<Neighbor> nh(vecSize);
+    moNeighborhoodStat< Neighbor > neighborhoodStat(nh, nhEval, comparator, solComparator);
+    moMinNeighborStat< Neighbor > minStat(neighborhoodStat);
+    moSecondMomentNeighborStat< Neighbor > secondMomentStat(neighborhoodStat);
+    moMaxNeighborStat< Neighbor > maxStat(neighborhoodStat);
+
+    moNbSupNeighborStat< Neighbor > nbSupStat(neighborhoodStat);
+    moNbInfNeighborStat< Neighbor > nbInfStat(neighborhoodStat);
+    moNeutralDegreeNeighborStat< Neighbor > ndStat(neighborhoodStat);
+    moSizeNeighborStat< Neighbor > sizeStat(neighborhoodStat);
+
+    eoValueParam<unsigned int> genCounter(-1,"Gen");
+    eoIncrementor<unsigned int> increm(genCounter.value());
+
+    checkpoint.add(fStat);
+    checkpoint.add(distStat);
+    checkpoint.add(neighborhoodStat);
+    checkpoint.add(minStat);
+    checkpoint.add(secondMomentStat);
+    checkpoint.add(maxStat);
+    checkpoint.add(nbInfStat);
+    checkpoint.add(ndStat);
+    checkpoint.add(nbSupStat);
+    checkpoint.add(sizeStat);
+    checkpoint.add(increm);
+
+    eoFileMonitor outputfile("out.dat", " ");
+    checkpoint.add(outputfile);
+
+    outputfile.add(genCounter);
+    outputfile.add(fStat);
+    outputfile.add(distStat);
+    outputfile.add(minStat);
+    outputfile.add(secondMomentStat);
+    outputfile.add(maxStat);
+    outputfile.add(nbInfStat);
+    outputfile.add(ndStat);
+    outputfile.add(nbSupStat);
+    outputfile.add(sizeStat);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moLocalSearch<Neighbor> localSearch(explorer, checkpoint, eval);
+
+    /* =========================================================
+     *
+     * execute the local search from random sollution
+     *
+     * ========================================================= */
+
+    std::cout << "initial: " << solution << std::endl ;
+
+    localSearch(solution);
+
+    std::cout << "final:   " << solution << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testRandomNeutralWalk.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testRandomNeutralWalk.param
new file mode 100644
index 000000000..09c81d010
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testRandomNeutralWalk.param
@@ -0,0 +1,13 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179899                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./testRandomNeutralWalk.status  # Status file
+
+######    Representation          ######
+# --vecSize=8                              # -V : Genotype size
+# --blockSize=2                            # -k : Size of block in the royal road
+# --nbStep=10                              # -n : Number of steps of the random walk
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testRandomWalk.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testRandomWalk.cpp
new file mode 100644
index 000000000..cfae94ece
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testRandomWalk.cpp
@@ -0,0 +1,243 @@
+//-----------------------------------------------------------------------------
+/** testRandomWalk.cpp
+ *
+ * SV - 22/01/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error 
+#include <iostream>   // cout
+#include <sstream>  // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+#include <ga.h>
+
+using namespace std;
+
+//-----------------------------------------------------------------------------
+// fitness function
+#include <eval/oneMaxEval.h>
+#include <problems/bitString/moBitNeighbor.h>
+#include <eoInt.h>
+#include <neighborhood/moRndWithReplNeighborhood.h>
+
+#include <eval/moFullEvalByModif.h>
+#include <eval/moFullEvalByCopy.h>
+#include <continuator/moIterContinuator.h>
+#include <algo/moLocalSearch.h>
+#include <explorer/moRandomWalkExplorer.h>
+#include <continuator/moCheckpoint.h>
+#include <continuator/moFitnessStat.h>
+#include <continuator/moSolutionStat.h>
+#include <utils/eoDistance.h>
+#include <continuator/moDistanceStat.h>
+
+#include <utils/eoFileMonitor.h>
+#include <utils/eoUpdater.h>
+
+// REPRESENTATION
+//-----------------------------------------------------------------------------
+typedef eoBit<unsigned> Indi;
+typedef moBitNeighbor<unsigned int> Neighbor ; // incremental evaluation
+typedef moRndWithReplNeighborhood<Neighbor> Neighborhood ;
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+    *
+    * Parameters
+    *
+    * ========================================================= */
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // description of genotype
+    eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    eoValueParam<unsigned int> stepParam(10, "nbStep", "Number of steps of the random walk", 'n');
+    parser.processParam( stepParam, "Representation" );
+    unsigned nbStep = stepParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    //reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    rng.reseed(seed);
+
+
+    /* =========================================================
+     *
+     * Eval fitness function
+     *
+     * ========================================================= */
+
+    oneMaxEval<Indi> eval;
+
+
+    /* =========================================================
+     *
+     * Initilisation of the solution
+     *
+     * ========================================================= */
+
+    // a Indi random initializer
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<Indi> random(vecSize, uGen);
+
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    moFullEvalByModif<Neighbor> nhEval(eval);
+
+    //An eval by copy can be used instead of the eval by modif
+    //moFullEvalByCopy<Neighbor> nhEval(eval);
+
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    Neighborhood neighborhood(vecSize);
+
+
+    /* =========================================================
+     *
+     * a neighborhood explorer solution
+     *
+     * ========================================================= */
+
+    moRandomWalkExplorer<Neighbor> explorer(neighborhood, nhEval);
+
+
+    /* =========================================================
+     *
+     * the continuator and the checkpoint
+     *
+     * ========================================================= */
+
+    moIterContinuator<Neighbor> continuator(nbStep);
+
+    moCheckpoint<Neighbor> checkpoint(continuator);
+
+    moFitnessStat<Indi> fStat;
+    eoHammingDistance<Indi> distance;
+    Indi bestSolution(vecSize, true);
+    moDistanceStat<Indi, unsigned> distStat(distance, bestSolution);
+    //	moSolutionStat<Indi> solStat;
+
+    checkpoint.add(fStat);
+    checkpoint.add(distStat);
+    //	checkpoint.add(solStat);
+
+    eoValueParam<int> genCounter(-1,"Gen");
+    eoIncrementor<int> increm(genCounter.value());
+    checkpoint.add(increm);
+
+    eoFileMonitor outputfile("out.dat", " ");
+    checkpoint.add(outputfile);
+
+    outputfile.add(genCounter);
+    outputfile.add(fStat);
+    outputfile.add(distStat);
+    //	outputfile.add(solStat);
+
+    Indi solution; // current solution of the search process
+
+    /*
+    // to save the solution at each iteration
+    eoState outState;
+
+    // Register the algorithm into the state (so it has something to save!!
+
+    outState.registerObject(solution);
+
+    // and feed the state to state savers
+    // save state every 10th iteration
+    eoCountedStateSaver stateSaver(10, outState, "iteration");
+
+      // Don't forget to add the two savers to the checkpoint
+    checkpoint.add(stateSaver);
+    */
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moLocalSearch<Neighbor> localSearch(explorer, checkpoint, eval);
+
+    /* =========================================================
+     *
+     * execute the local search from random sollution
+     *
+     * ========================================================= */
+
+    random(solution);
+
+    //Can be eval here, else it will be done at the beginning of the localSearch
+    //eval(solution);
+
+    std::cout << "initial: " << solution << std::endl ;
+
+    localSearch(solution);
+
+    std::cout << "final:   " << solution << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testRandomWalk.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testRandomWalk.param
new file mode 100644
index 000000000..53da52140
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson6/testRandomWalk.param
@@ -0,0 +1,12 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276179894                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./testRandomWalk.status         # Status file
+
+######    Representation          ######
+# --vecSize=8                              # -V : Genotype size
+# --nbStep=10                              # -n : Number of steps of the random walk
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson7/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson7/CMakeLists.txt
new file mode 100644
index 000000000..556f73553
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson7/CMakeLists.txt
@@ -0,0 +1,42 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src
+					${MO_SRC_DIR}/src
+					${PROBLEMS_SRC_DIR}
+					${CMAKE_CURRENT_SOURCE_DIR}/../src)
+	
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################	
+					
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib)	
+
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES hybridAlgo.cpp)
+	ADD_EXECUTABLE(hybridAlgo 
+		hybridAlgo.cpp
+		${MO_BIN_DIR}/tutorial/lesson7/hybridAlgo.param
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_NEWMO()
+	ADD_TARGET_NEWMO(lesson7)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(hybridAlgo hybridAlgo.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(hybridAlgo EXCLUDE_FROM_ALL hybridAlgo.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+######################################################################################
+### 4) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(hybridAlgo eoutils ga eo) 
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson7/hybridAlgo.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson7/hybridAlgo.cpp
new file mode 100644
index 000000000..fb0667d03
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson7/hybridAlgo.cpp
@@ -0,0 +1,222 @@
+//-----------------------------------------------------------------------------
+/** testILS.cpp
+ *
+ * SV - 12/01/10
+ * JH - 06/05/10
+ *
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error
+#include <iostream>   // cout
+#include <sstream>  // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+#include <ga.h>
+#include <ga/eoBitOp.h>
+
+using namespace std;
+
+//-----------------------------------------------------------------------------
+//Representation and initializer
+#include <eoInt.h>
+#include <eoInit.h>
+#include <eoScalarFitness.h>
+
+// fitness function
+#include <eval/queenEval.h>
+#include <eval/moFullEvalByModif.h>
+#include <eval/moFullEvalByCopy.h>
+
+//Neighbors and Neighborhoods
+#include <problems/permutation/moShiftNeighbor.h>
+#include <neighborhood/moOrderNeighborhood.h>
+
+//Mutation
+#include <eoSwapMutation.h>
+#include <eoOrderXover.h>
+
+//Algorithm and its components
+#include <algo/moFirstImprHC.h>
+
+//mo eval
+#include <eval/moFullEvalByCopy.h>
+
+#include <continuator/moTrueContinuator.h>
+
+// REPRESENTATION
+//-----------------------------------------------------------------------------
+typedef eoInt<eoMinimizingFitness> Queen; //Permutation (Queen's problem representation)
+
+typedef moShiftNeighbor<Queen> shiftNeighbor; //shift Neighbor
+typedef moOrderNeighborhood<shiftNeighbor> orderShiftNeighborhood; //order shift Neighborhood (Indexed)
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+    *
+    * Parameters
+    *
+    * ========================================================= */
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // description of genotype
+    eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    //reproducible random seed: if you don't change SEED above,
+    // you'll aways get the same result, NOT a random run
+    rng.reseed(seed);
+
+    /* =========================================================
+     *
+     * Full evaluation fitness function
+     *
+     * ========================================================= */
+
+    queenEval<Queen> fullEval;
+
+
+    /* =========================================================
+     *
+     * Initializer of a solution
+     *
+     * ========================================================= */
+
+    eoInitPermutation<Queen> init(vecSize);
+
+    /* =========================================================
+     *
+     * Declare and init a population
+     *
+     * ========================================================= */
+
+    eoPop<Queen> pop;
+
+    Queen tmp;
+
+    for (unsigned int i=0; i<20; i++) {
+        init(tmp);
+        fullEval(tmp);
+        pop.push_back(tmp);
+    }
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    moFullEvalByCopy<shiftNeighbor> shiftEval(fullEval);
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    orderShiftNeighborhood orderShiftNH((vecSize-1) * (vecSize-1));
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    //Basic Constructor a first improvement hill climber
+    moFirstImprHC<shiftNeighbor> hc(orderShiftNH, fullEval, shiftEval);
+
+    /* =========================================================
+     *
+     * the evolutionary algorithm
+     *
+     * ========================================================= */
+
+    //continuator
+    eoGenContinue<Queen> EAcont(50);
+
+    //selection
+    eoDetTournamentSelect<Queen> selectOne(2);
+    eoSelectMany<Queen> select(selectOne, 1);
+
+    //crossover
+    eoOrderXover<Queen> cross;
+
+    //transform operator (the hill climber replace the mutation operator)
+    eoSGATransform<Queen> transform(cross, 0.3, hc, 0.7);
+
+    //replacement
+    eoGenerationalReplacement<Queen> repl;
+
+    //easyEA
+    eoEasyEA<Queen> hybridAlgo(EAcont, fullEval, select, transform, repl);
+
+
+    std::cout << "INITIAL POPULATION:" << std::endl;
+    std::cout << "-------------------" << std::endl;
+
+    for (unsigned int i=0; i<pop.size(); i++)
+        std::cout << pop[i] << std::endl;
+
+    hybridAlgo(pop);
+
+    std::cout << std::endl;
+    std::cout << "FINAL POPULATION:" << std::endl;
+    std::cout << "-------------------" << std::endl;
+    for (unsigned int i=0; i<pop.size(); i++)
+        std::cout << pop[i] << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson7/hybridAlgo.param b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson7/hybridAlgo.param
new file mode 100644
index 000000000..52536035f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson7/hybridAlgo.param
@@ -0,0 +1,11 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1276172440                        # -S : Random number seed
+
+######    Persistence             ######
+# --status=./hybridAlgo.status             # Status file
+
+######    Representation          ######
+# --vecSize=8                              # -V : Genotype size
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson8/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson8/CMakeLists.txt
new file mode 100644
index 000000000..a6230d822
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson8/CMakeLists.txt
@@ -0,0 +1,11 @@
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src
+					${MO_SRC_DIR}/src
+					${MOEO_SRC_DIR}/src
+					${PROBLEMS_SRC_DIR}
+					${CMAKE_CURRENT_SOURCE_DIR}/../src)
+					
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib)	
+
+ADD_EXECUTABLE(testPopLS testPopLS.cpp) 
+
+TARGET_LINK_LIBRARIES(testPopLS eoutils ga eo) 
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson8/moPopFitContinuator.h b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson8/moPopFitContinuator.h
new file mode 100644
index 000000000..0e1874d7b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson8/moPopFitContinuator.h
@@ -0,0 +1,95 @@
+/*
+<moPopFitContinuator.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moPopFitContinuator_h
+#define _moPopFitContinuator_h
+
+#include <continuator/moContinuator.h>
+
+/**
+ * Termination condition until a running time is reached.
+ */
+template < class Neighbor >
+class moPopFitContinuator: public moContinuator<Neighbor>
+{
+public:
+
+    typedef typename Neighbor::EOT EOT;
+    typedef typename EOT::Fitness Fitness;
+
+    /**
+     * Constructor
+     * @param _fit fitness to reach
+     * @param _verbose verbose mode true/false -> on/off
+     */
+    moPopFitContinuator(Fitness _fit, bool _verbose=true): fit(_fit), verbose(_verbose) {}
+
+
+    /**
+     * Returns false when the running time is reached.
+     * @param _sol the current solution
+     */
+    virtual bool operator() (EOT& _sol)
+    {
+    	unsigned int i=0;
+    	bool res=true;
+    	while (res && i<_sol.size()){
+    		res= (_sol[i].fitness() < fit);
+    		i++;
+    	}
+        if (!res && verbose)
+            std::cout << "STOP in moPopFitContinuator: Reached maximum fitness [" << fit << "]" << std::endl;
+        return res;
+    }
+
+    /**
+     * reset the start time
+     * @param _solution a solution
+     */
+    virtual void init(EOT & _solution) {}
+
+
+    /**
+     * Class name
+     */
+    virtual std::string className(void) const
+    {
+        return "moPopFitContinuator";
+    }
+
+
+private:
+
+    Fitness fit;
+    /** verbose mode */
+    bool verbose;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson8/testPopLS.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson8/testPopLS.cpp
new file mode 100644
index 000000000..b026f86c7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson8/testPopLS.cpp
@@ -0,0 +1,385 @@
+/*
+<testPopLS.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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
+*/
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error
+#include <iostream>   // cout
+#include <sstream>  // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+#include <ga.h>
+
+using namespace std;
+
+//-----------------------------------------------------------------------------
+//Representation and initializer
+#include <eoInt.h>
+#include <eoInit.h>
+#include <eoScalarFitness.h>
+#include <ga/eoBit.h>
+#include <eoPop.h>
+
+// fitness function
+#include <eval/oneMaxPopEval.h>
+#include <problems/eval/moPopBitEval.h>
+
+//Neighbors and Neighborhoods
+#include <problems/bitString/moPopBitNeighbor.h>
+#include <neighborhood/moOrderNeighborhood.h>
+
+//Algorithm and its components
+#include <coolingSchedule/moCoolingSchedule.h>
+#include <algo/moSimpleHC.h>
+
+//comparator
+#include <comparator/moSolNeighborComparator.h>
+
+//continuators
+#include <continuator/moTrueContinuator.h>
+#include <continuator/moCheckpoint.h>
+#include <continuator/moFitnessStat.h>
+#include <utils/eoFileMonitor.h>
+#include <continuator/moCounterMonitorSaver.h>
+
+#include "moPopFitContinuator.h"
+
+#include <mo>
+
+
+//-----------------------------------------------------------------------------
+// Define types of the representation solution, different neighbors and neighborhoods
+//-----------------------------------------------------------------------------
+typedef moPopSol<eoBit<double> > Solution; //Permutation (Queen's problem representation)
+
+typedef moPopBitNeighbor<double> Neighbor; //shift Neighbor
+typedef moRndWithReplNeighborhood<Neighbor> Neighborhood; //rnd shift Neighborhood (Indexed)
+
+
+class popInit: public eoInit<Solution>{
+
+public:
+
+	popInit( eoInitFixedLength<eoBit<double> > & _rnd, unsigned int _popSize):rnd(_rnd), popSize(_popSize){}
+
+	void operator()(Solution & _sol){
+
+
+
+	    eoBit<double> tmp;
+
+	    for(unsigned int i=0; i<popSize; i++){
+	    	rnd(tmp);
+	    	_sol.push_back(tmp);
+	    }
+	}
+
+private:
+	eoInitFixedLength<eoBit<double> >& rnd;
+	unsigned int popSize;
+
+};
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+    *
+    * Parameters
+    *
+    * ========================================================= */
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // the number of steps of the random walk
+    eoValueParam<unsigned int> stepParam(100, "nbStep", "Number of steps of the random walk", 'n');
+    parser.processParam( stepParam, "Representation" );
+    unsigned nbStep = stepParam.value();
+
+    // description of genotype
+    eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // description of genotype
+    eoValueParam<unsigned int> popSizeParam(10, "popSize", "population size", 'P');
+    parser.processParam( popSizeParam, "Representation" );
+    unsigned popSize = popSizeParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // the name of the output file
+    string str_out = "out.dat"; // default value
+    eoValueParam<string> outParam(str_out.c_str(), "out", "Output file of the sampling", 'o');
+    parser.processParam(outParam, "Persistence" );
+
+    // description of genotype
+    eoValueParam<unsigned int> pparam(10, "p", "p", 'p');
+    parser.processParam( pparam, "Representation" );
+    unsigned p = pparam.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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    //reproducible random seed: if you don't change SEED above,
+    // you'll always get the same result, NOT a random run
+    rng.reseed(seed);
+
+
+    /* =========================================================
+     *
+     * Eval fitness function
+     *
+     * ========================================================= */
+
+    oneMaxEval< eoBit<double> > eval;
+    oneMaxPopEval< eoBit<double> > popEval(eval, p);
+
+
+    /* =========================================================
+     *
+     * Initilisation of the solution
+     *
+     * ========================================================= */
+
+    eoUniformGenerator<bool> uGen;
+    eoInitFixedLength<eoBit<double> > rnd(vecSize, uGen);
+
+	popInit random(rnd, popSize);
+
+
+
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    moPopBitEval<Neighbor> evalNeighbor(eval,p);
+
+//	Neighbor n;
+//
+//	n.index(3);
+//	moEval(sol, n);
+//	n.move(sol);
+//    popEval(sol);
+//    sol.printOn(std::cout);
+//	std::cout << "fit neighor: " << n.fitness() << std::endl;
+
+
+
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    Neighborhood neighborhood(vecSize*popSize);
+
+    moPopFitContinuator<Neighbor> cont(vecSize);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    //moSimpleHC<Neighbor> ls(neighborhood, popEval, evalNeighbor, cont);
+
+    /* =========================================================
+     *
+     * execute the local search from random solution
+     *
+     * ========================================================= */
+
+//    ls(sol);
+//
+//    std::cout << "final solution:" << std::endl;
+//    sol.printOn(std::cout);
+//    std::cout << std::endl;
+
+
+
+
+    /* =========================================================
+     *
+     * The sampling of the search space
+     *
+     * ========================================================= */
+
+    // sampling object :
+    //    - random initialization
+    //    - neighborhood to compute the next step
+    //    - fitness function
+    //    - neighbor evaluation
+    //    - number of steps of the walk
+    moAutocorrelationSampling<Neighbor> sampling(random, neighborhood, popEval, evalNeighbor, nbStep);
+
+    /* =========================================================
+     *
+     * execute the sampling
+     *
+     * ========================================================= */
+
+    sampling();
+
+    /* =========================================================
+     *
+     * export the sampling
+     *
+     * ========================================================= */
+
+    // to export the statistics into file
+    sampling.fileExport(str_out);
+
+    // to get the values of statistics
+    // so, you can compute some statistics in c++ from the data
+    const std::vector<double> & fitnessValues = sampling.getValues(0);
+
+    std::cout << "First values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[0] << std::endl;
+
+    std::cout << "Last values:" << std::endl;
+    std::cout << "Fitness  " << fitnessValues[fitnessValues.size() - 1] << std::endl;
+
+    // more basic statistics on the distribution:
+    moStatistics statistics;
+
+    vector<double> rho, phi;
+
+    statistics.autocorrelation(fitnessValues, 20, rho, phi);
+
+    for (unsigned s = 0; s < rho.size(); s++)
+        std::cout << s << " " << "rho=" << rho[s] << ", phi=" << phi[s] << std::endl;
+
+//    Queen solution1, solution2;
+//
+//    init(solution1);
+//
+//    fullEval(solution1);
+//
+//    std::cout << "#########################################" << std::endl;
+//    std::cout << "initial solution1: " << solution1 << std::endl ;
+//
+//    localSearch1(solution1);
+//
+//    std::cout << "final solution1: " << solution1 << std::endl ;
+//    std::cout << "#########################################" << std::endl;
+
+
+    /* =========================================================
+     *
+     * the cooling schedule of the process
+     *
+     * ========================================================= */
+
+    // initial temp, factor of decrease, number of steps without decrease, final temp.
+
+
+    /* =========================================================
+     *
+     * Comparator of neighbors
+     *
+     * ========================================================= */
+
+
+
+    /* =========================================================
+     *
+     * Example of Checkpointing
+     *
+     * ========================================================= */
+
+//    moTrueContinuator<shiftNeighbor> continuator;//always continue
+//    moCheckpoint<shiftNeighbor> checkpoint(continuator);
+//    moFitnessStat<Queen> fitStat;
+//    checkpoint.add(fitStat);
+//    eoFileMonitor monitor("fitness.out", "");
+//    moCounterMonitorSaver countMon(100, monitor);
+//    checkpoint.add(countMon);
+//    monitor.add(fitStat);
+//
+//    moSA<shiftNeighbor> localSearch2(rndShiftNH, fullEval, shiftEval, coolingSchedule, solComparator, checkpoint);
+//
+//    init(solution2);
+//
+//    fullEval(solution2);
+//
+//    std::cout << "#########################################" << std::endl;
+//    std::cout << "initial solution2: " << solution2 << std::endl ;
+//
+//    localSearch2(solution2);
+//
+//    std::cout << "final solution2: " << solution2 << std::endl ;
+//    std::cout << "#########################################" << std::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';
+    }
+    return 1;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson9/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson9/CMakeLists.txt
new file mode 100644
index 000000000..05fc10f7d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson9/CMakeLists.txt
@@ -0,0 +1,42 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src
+					${MO_SRC_DIR}/src
+					${PROBLEMS_SRC_DIR}
+					${CMAKE_CURRENT_SOURCE_DIR}/../src)
+	
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################	
+					
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib)	
+
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES VNS.cpp)
+	ADD_EXECUTABLE(VNS 
+		VNS.cpp
+		${MO_BIN_DIR}/tutorial/lesson9/VNS.param
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_NEWMO()
+	ADD_TARGET_NEWMO(lesson9)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(VNS VNS.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(VNS EXCLUDE_FROM_ALL VNS.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+######################################################################################
+### 4) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(VNS eoutils ga eo) 
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson9/VNS.cpp b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson9/VNS.cpp
new file mode 100644
index 000000000..cadac8a44
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-mo/tutorial/Lesson9/VNS.cpp
@@ -0,0 +1,288 @@
+//-----------------------------------------------------------------------------
+/** VNS.cpp
+ *
+ * SV - 20/08/10
+ * JH - 20/08/10
+ */
+//-----------------------------------------------------------------------------
+
+// standard includes
+#define HAVE_SSTREAM
+
+#include <stdexcept>  // runtime_error
+#include <iostream>   // cout
+#include <sstream>  // ostrstream, istrstream
+#include <fstream>
+#include <string.h>
+
+// the general include for eo
+#include <eo>
+#include <ga.h>
+
+using namespace std;
+
+//-----------------------------------------------------------------------------
+//Representation and initializer
+#include <eoInt.h>
+#include <eoInit.h>
+#include <eoScalarFitness.h>
+
+// fitness function
+#include <eval/queenEval.h>
+#include <eval/moFullEvalByModif.h>
+#include <eval/moFullEvalByCopy.h>
+
+//Neighbors and Neighborhoods
+#include <problems/permutation/moShiftNeighbor.h>
+#include <problems/permutation/moIndexedSwapNeighbor.h>
+#include <neighborhood/moIndexNeighbor.h>
+#include <neighborhood/moRndWithoutReplNeighborhood.h>
+#include <neighborhood/moOrderNeighborhood.h>
+#include <explorer/moVNSexplorer.h>
+#include <neighborhood/moBackwardVectorVNSelection.h>
+#include <neighborhood/moForwardVectorVNSelection.h>
+#include <neighborhood/moRndVectorVNSelection.h>
+
+//Algorithm and its components
+#include <coolingSchedule/moCoolingSchedule.h>
+#include <algo/moSimpleHC.h>
+#include <algo/moLocalSearch.h>
+#include <algo/moVNS.h>
+//#include <algo/moSimpleVNS.h>
+
+#include <continuator/moTimeContinuator.h>
+
+//comparator
+#include <comparator/moSolNeighborComparator.h>
+
+//continuators
+#include <continuator/moTrueContinuator.h>
+#include <continuator/moCheckpoint.h>
+#include <continuator/moFitnessStat.h>
+#include <utils/eoFileMonitor.h>
+#include <continuator/moCounterMonitorSaver.h>
+
+#include <eoSwapMutation.h>
+#include <eoShiftMutation.h>
+
+#include <acceptCrit/moBetterAcceptCrit.h>
+#include <acceptCrit/moAlwaysAcceptCrit.h>
+
+//-----------------------------------------------------------------------------
+// Define types of the representation solution, different neighbors and neighborhoods
+//-----------------------------------------------------------------------------
+typedef eoInt<eoMinimizingFitness> Queen; //Permutation (Queen's problem representation)
+
+typedef moShiftNeighbor<Queen> shiftNeighbor; //shift Neighbor
+typedef moIndexedSwapNeighbor <Queen> swapNeighbor;
+typedef moIndexNeighbor<Queen> indexNeighbor;
+typedef moRndWithoutReplNeighborhood<shiftNeighbor> shiftNeighborhood; //rnd shift Neighborhood (Indexed)
+typedef moRndWithoutReplNeighborhood<swapNeighbor> swapNeighborhood;
+
+void main_function(int argc, char **argv)
+{
+    /* =========================================================
+    *
+    * Parameters
+    *
+    * ========================================================= */
+
+    // First define a parser from the command-line arguments
+    eoParser parser(argc, argv);
+
+    // For each parameter, define Parameter, read it through the parser,
+    // and assign the value to the variable
+
+    eoValueParam<uint32_t> seedParam(time(0), "seed", "Random number seed", 'S');
+    parser.processParam( seedParam );
+    unsigned seed = seedParam.value();
+
+    // description of genotype
+    eoValueParam<unsigned int> vecSizeParam(8, "vecSize", "Genotype size", 'V');
+    parser.processParam( vecSizeParam, "Representation" );
+    unsigned vecSize = vecSizeParam.value();
+
+    // the name of the "status" file where all actual parameter values will be saved
+    string str_status = parser.ProgramName() + ".status"; // default value
+    eoValueParam<string> statusParam(str_status.c_str(), "status", "Status file");
+    parser.processParam( statusParam, "Persistence" );
+
+    // 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 (statusParam.value() != "") {
+        ofstream os(statusParam.value().c_str());
+        os << parser;// and you can use that file as parameter file
+    }
+
+    /* =========================================================
+     *
+     * Random seed
+     *
+     * ========================================================= */
+
+    //reproducible random seed: if you don't change SEED above,
+    // you'll always get the same result, NOT a random run
+    rng.reseed(seed);
+
+
+    /* =========================================================
+     *
+     * Eval fitness function
+     *
+     * ========================================================= */
+
+    queenEval<Queen> fullEval;
+
+
+    /* =========================================================
+     *
+     * Initilisation of the solution
+     *
+     * ========================================================= */
+
+    eoInitPermutation<Queen> init(vecSize);
+
+    /* =========================================================
+     *
+     * evaluation of a neighbor solution
+     *
+     * ========================================================= */
+
+    moFullEvalByCopy<shiftNeighbor> shiftEval(fullEval);
+    moFullEvalByCopy<swapNeighbor> swapEval(fullEval);
+
+    /* =========================================================
+     *
+     * the neighborhood of a solution
+     *
+     * ========================================================= */
+
+    shiftNeighborhood shiftNH((vecSize-1) * (vecSize-1));
+    swapNeighborhood swapNH(vecSize * (vecSize-1) / 2);
+
+    /* =========================================================
+     *
+     * the local search algorithm
+     *
+     * ========================================================= */
+
+    moSimpleHC<shiftNeighbor> ls1(shiftNH, fullEval, shiftEval);
+    moSimpleHC<swapNeighbor> ls2(swapNH, fullEval, swapEval);
+
+    eoSwapMutation<Queen> swapMut;
+    eoShiftMutation<Queen> shiftMut;
+
+    //    moForwardVectorVNSelection<Queen> selectNH(ls1, shiftMut, true);
+    //    moBackwardVectorVNSelection<Queen> selectNH(ls1, shiftMut, true);
+    moRndVectorVNSelection<Queen> selectNH(ls1, shiftMut, true);
+
+    selectNH.add(ls2, swapMut);
+
+    moAlwaysAcceptCrit<shiftNeighbor> acceptCrit;
+
+    //    moVNSexplorer<shiftNeighbor> explorer(selectNH, acceptCrit);
+
+    moTimeContinuator<shiftNeighbor> cont(3);
+
+    //    moLocalSearch<shiftNeighbor> vns(explorer, cont, fullEval);
+    moVNS<shiftNeighbor> vns(selectNH, acceptCrit, fullEval, cont);
+
+   /* moSimpleVNS<shiftNeighbor> svns(ls1, shiftMut, fullEval, cont);
+    svns.add(ls2, swapMut);*/
+
+    /* =========================================================
+     *
+     * execute the local search from random solution
+     *
+     * ========================================================= */
+
+	Queen sol;
+
+	init(sol);
+
+	fullEval(sol);
+
+	std::cout << "#########################################" << std::endl;
+	std::cout << "initial sol: " << sol << std::endl ;
+
+	vns(sol);
+
+	std::cout << "final sol: " << sol << std::endl ;
+	std::cout << "#########################################" << std::endl;
+
+	init(sol);
+
+	fullEval(sol);
+
+	std::cout << "#########################################" << std::endl;
+	std::cout << "initial sol: " << sol << std::endl ;
+
+	//svns(sol);
+
+	std::cout << "final sol: " << sol << std::endl ;
+	std::cout << "#########################################" << std::endl;
+//
+//
+//    /* =========================================================
+//     *
+//     * the cooling schedule of the process
+//     *
+//     * ========================================================= */
+//
+//    // initial temp, factor of decrease, number of steps without decrease, final temp.
+//    moSimpleCoolingSchedule<Queen> coolingSchedule(1, 0.9, 100, 0.01);
+//
+//    /* =========================================================
+//     *
+//     * Comparator of neighbors
+//     *
+//     * ========================================================= */
+//
+//    moSolNeighborComparator<shiftNeighbor> solComparator;
+//
+//    /* =========================================================
+//     *
+//     * Example of Checkpointing
+//     *
+//     * ========================================================= */
+//
+//    moTrueContinuator<shiftNeighbor> continuator;//always continue
+//    moCheckpoint<shiftNeighbor> checkpoint(continuator);
+//    moFitnessStat<Queen> fitStat;
+//    checkpoint.add(fitStat);
+//    eoFileMonitor monitor("fitness.out", "");
+//    moCounterMonitorSaver countMon(100, monitor);
+//    checkpoint.add(countMon);
+//    monitor.add(fitStat);
+//
+//    //moSA<shiftNeighbor> localSearch2(rndShiftNH, fullEval, shiftEval, coolingSchedule, solComparator, checkpoint);
+//
+//    init(solution2);
+//
+//    fullEval(solution2);
+//
+//    std::cout << "#########################################" << std::endl;
+//    std::cout << "initial solution2: " << solution2 << std::endl ;
+//
+//    //localSearch2(solution2);
+//
+//    std::cout << "final solution2: " << solution2 << std::endl ;
+//    std::cout << "#########################################" << std::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';
+    }
+    return 1;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/AUTHORS b/tags/paradiseo1.4-beta/paradiseo-moeo/AUTHORS
new file mode 100644
index 000000000..3943fd7f7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/AUTHORS
@@ -0,0 +1,5 @@
+Sébastien Cahon
+Arnaud Liefooghe
+Thomas Legrand
+Abdelhakim Deneche
+Jérémie Humeau
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/CMakeLists.txt
new file mode 100644
index 000000000..db54aefc9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/CMakeLists.txt
@@ -0,0 +1,46 @@
+CMAKE_MINIMUM_REQUIRED(VERSION 2.6)
+
+##########################################################################################################################################
+### 0) If you want to set your own variables in moeo-conf.cmake and avoid the cmd line
+##########################################################################################################################################
+
+INCLUDE(moeo-conf.cmake OPTIONAL)
+
+##########################################################################################################################################
+
+
+##########################################################################################################################################
+### 1) Project properties
+##########################################################################################################################################
+
+# set the project name
+PROJECT(ParadisEO-MOEO)
+
+SET(PACKAGE_BUGREPORT "paradiseo-help@lists.gforge.inria.fr" CACHE STRING "Package bug report" FORCE)
+SET(PACKAGE_NAME "ParadisEO-MOEO - Multi Objective Evolving Objects" CACHE STRING "Package name" FORCE)
+SET(PACKAGE_STRING "ParadisEO-MOEO 1.3" CACHE STRING "MOEO Package string full name" FORCE)
+SET(PACKAGE_VERSION "1.3" CACHE STRING "Package version" FORCE)
+SET(GLOBAL_VERSION "1.3" CACHE STRING "Global version" FORCE)
+SET(VERSION "1.3" CACHE STRING "Version" FORCE)
+##########################################################################################################################################
+
+
+##########################################################################################################################################
+### 2) Include the common CMake configuration
+##########################################################################################################################################
+
+# The "config" variable must be provided on the command line
+IF(NOT DEFINED config OR NOT config)
+  MESSAGE(FATAL_ERROR  "The \"config\" variable must be set on the command line to 
+  						give the path of the install configuration file. ")
+ENDIF(NOT DEFINED config OR NOT config)
+
+EXECUTE_PROCESS(
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${ParadisEO-MOEO_SOURCE_DIR}/CTestCustom.cmake
+			${ParadisEO-MOEO_BINARY_DIR}/CTestCustom.cmake)
+
+# Need the config file whose full path is given thanks to the "config" variable
+INCLUDE(${config})
+##########################################################################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/CTestConfig.cmake b/tags/paradiseo1.4-beta/paradiseo-moeo/CTestConfig.cmake
new file mode 100644
index 000000000..465d208d6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/CTestConfig.cmake
@@ -0,0 +1,7 @@
+set(CTEST_PROJECT_NAME "ParadisEO")
+set(CTEST_NIGHTLY_START_TIME "00:00:00 EST")
+
+set(CTEST_DROP_METHOD "http")
+set(CTEST_DROP_SITE "cdash.inria.fr")
+set(CTEST_DROP_LOCATION "/CDash/submit.php?project=ParadisEO")
+set(CTEST_DROP_SITE_CDASH TRUE)
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/CTestCustom.cmake b/tags/paradiseo1.4-beta/paradiseo-moeo/CTestCustom.cmake
new file mode 100644
index 000000000..fffbbfd4e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/CTestCustom.cmake
@@ -0,0 +1,8 @@
+SET(CTEST_CUSTOM_COVERAGE_EXCLUDE
+  ${CTEST_CUSTOM_COVERAGE_EXCLUDE}
+"test/"
+"paradiseo-eo/"
+"paradiseo-mo/"
+"paradiseo-old-mo/"
+"tutorial/"
+)
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/README b/tags/paradiseo1.4-beta/paradiseo-moeo/README
new file mode 100644
index 000000000..b81762dac
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/README
@@ -0,0 +1,84 @@
+                PARADISEO-MOEO README FILE
+=======================================================================
+         check latest news at http://paradiseo.gforge.inria.fr/
+=======================================================================
+
+Welcome to ParadisEO-MOEO, the Multi-Objective Evolving Objects library.
+The latest news about ParadisEO-MOEO can be found on the gforge repository at
+http://paradiseo.gforge.inria.fr/
+In case of any problem, please e-mail us at
+paradiseo-help@lists.gforge.inria.fr
+
+
+=======================================================================
+                        BUILDING PARADISEO-MOEO
+=======================================================================
+The basic installation procedure goes the following.
+
+To compile paradiseo-moeo in the default directory,
+go to paradiseo-moeo/build/ and run:
+    > cmake ../ -Dconfig=<path to the install.cmake file>
+    > make
+    // for an easy-use of the provided lessons
+    > make install
+    // optional (if the documentation is not already available)
+    > make doc
+
+To compile paradiseo-moeo anywhere else, simply run:
+    > cmake $(MOEO) -Dconfig=<path to the install.cmake file>
+    > make
+    // for an easy-use of the provided lessons
+    > make install
+    // optional (if the documentation is not already available)
+    > make doc
+
+where $(MOEO) is the top-level directory of PARADISEO-MOEO.
+
+To clean everything, simply run
+    > make clean
+
+=======================================================================
+                          DIRECTORY STRUCTURE
+=======================================================================
+After unpacking the archive file, you should end up with the following
+structure:
+
+.../                       The main PARADISEO-MOEO directory, created when unpacking.
+   |
+   |
+   +-- build               BUILD directory that contains libraries and executable files.
+   |
+   |
+   +-- src                 SOURCE directory that contains PARADISEO-MOEO source files.
+   |
+   |
+   +-- doc                 DOCUMENTATION directory (generated by Doxygen).
+   |   |
+   |   +-- html            HTML files - start at index.html.
+   |   |
+   |   +-- latex           latex files - use to generate Postcript doc.
+   |   |
+   |   +-- man             Unix man format documentation.
+   |
+   |
+   +-- tutorial            TUTORIAL directory that contains with lessons.
+       |
+       +-- examples        APPLICATIONS - one directory per separate application.
+       |   |
+       |   +-- flowshop    Flow-shop scheduling problem example source files.
+       |       |
+       |       +-- benchs  Benchmark suites for the flow-shop.
+       |
+       +-- Lesson1         NSGA-II to solve the SCH1 problem.
+       |
+       +-- Lesson2         A bi-objective flow-shop scheduling problem solved using main MOEAs.
+       |
+       +-- Lesson3         A bi-objective flow-shop scheduling problem solved using main MOEAs thanks to a parameter file.
+       |
+       +-- Lesson4         A bi-objective flow-shop scheduling problem solved using DMLS.
+
+=======================================================================
+                                 NOTES
+=======================================================================
+
+Mailing list : paradiseo-help@lists.gforge.inria.fr
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/doc/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/doc/CMakeLists.txt
new file mode 100644
index 000000000..c94b73700
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/doc/CMakeLists.txt
@@ -0,0 +1,26 @@
+
+##########################################################################################
+### MOEO Doc generation using Doxygen
+##########################################################################################
+
+IF (DOXYGEN_FOUND)
+
+	SET(DOC_DIR ${CMAKE_BINARY_DIR}/doc CACHE PATH "MOEO documentation directory")
+	SET(MOEO_DOC_CONFIG_FILE "moeo.doxyfile" CACHE PATH "MOEO documentation configuration file")
+		# define the doc target
+	IF (DOXYGEN_EXECUTABLE)
+	    	ADD_CUSTOM_TARGET(doc
+	        COMMAND ${DOXYGEN_EXECUTABLE} ${MOEO_DOC_CONFIG_FILE}
+	        WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+	    )
+	ENDIF (DOXYGEN_EXECUTABLE)
+	
+	# configure doxyfile file
+	CONFIGURE_FILE("${CMAKE_SOURCE_DIR}/doc/${MOEO_DOC_CONFIG_FILE}.cmake"
+	               "${CMAKE_BINARY_DIR}/doc/${MOEO_DOC_CONFIG_FILE}")
+
+ELSE (DOXYGEN_FOUND)
+	MESSAGE(STATUS "Unable to generate the documentation, Doxygen package not found")	
+ENDIF (DOXYGEN_FOUND)
+
+##########################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/doc/index.h b/tags/paradiseo1.4-beta/paradiseo-moeo/doc/index.h
new file mode 100644
index 000000000..4aa7971db
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/doc/index.h
@@ -0,0 +1,71 @@
+/** @mainpage Welcome to ParadisEO-MOEO
+
+@section Introduction
+
+ParadisEO-MOEO is a white-box object-oriented generic framework dedicated to the flexible design of evolutionary multi-objective algorithms.
+This paradigm-free software embeds some features and techniques for Pareto-based resolution and
+aims to provide a set of classes allowing to ease and speed up the development of computationally efficient programs.
+It is based on a clear conceptual distinction between the solution methods and the multi-objective problems they are intended to solve.
+This separation confers a maximum design and code reuse.
+ParadisEO-MOEO provides a broad range of archive-related features (such as elitism or performance metrics)
+and the most common Pareto-based fitness assignment strategies (MOGA, NSGA, SPEA, IBEA and more). Dominance-based Local Search are also available.
+Furthermore, parallel and distributed models as well as hybridization mechanisms can be applied to an algorithm designed within ParadisEO-MOEO
+using the whole version of ParadisEO.
+
+
+
+@section tutorials Tutorials
+
+Tutorials for ParadisEO-MOEO are available in the "Tutorials section" of the <a href="http://paradiseo.gforge.inria.fr">ParadisEO website</a>.
+
+
+
+@section Installation
+
+The installation procedure of the package is detailed in the README file in the top-directory of the source-tree.
+
+
+
+@section Design
+
+For an introduction to the design of ParadisEO-MOEO,
+you can look at the <a href="http://paradiseo.gforge.inria.fr">ParadisEO website</a>.
+
+
+@section LICENSE
+
+ 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
+
+*/
+
+/** @page webpages Related webpages
+
+- ParadisEO <a href="http://paradiseo.gforge.inria.fr">homepage</a>
+- INRIA GForge <a href="http://gforge.inria.fr/projects/paradiseo/">project page</a>
+- <a href="../../README">README</a>
+*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/doc/moeo.doxyfile.cmake b/tags/paradiseo1.4-beta/paradiseo-moeo/doc/moeo.doxyfile.cmake
new file mode 100644
index 000000000..f32fbca3a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/doc/moeo.doxyfile.cmake
@@ -0,0 +1,1523 @@
+# Doxyfile 1.5.8
+
+# This file describes the settings to be used by the documentation system
+# doxygen (www.doxygen.org) for a project
+#
+# All text after a hash (#) is considered a comment and will be ignored
+# The format is:
+#       TAG = value [value, ...]
+# For lists items can also be appended using:
+#       TAG += value [value, ...]
+# Values that contain spaces should be placed between quotes (" ")
+
+#---------------------------------------------------------------------------
+# Project related configuration options
+#---------------------------------------------------------------------------
+
+# This tag specifies the encoding used for all characters in the config file 
+# that follow. The default is UTF-8 which is also the encoding used for all 
+# text before the first occurrence of this tag. Doxygen uses libiconv (or the 
+# iconv built into libc) for the transcoding. See 
+# http://www.gnu.org/software/libiconv for the list of possible encodings.
+
+DOXYFILE_ENCODING      = UTF-8
+
+# The PROJECT_NAME tag is a single word (or a sequence of words surrounded 
+# by quotes) that should identify the project.
+
+PROJECT_NAME           = @PACKAGE_NAME@
+
+# The PROJECT_NUMBER tag can be used to enter a project or revision number. 
+# This could be handy for archiving the generated documentation or 
+# if some version control system is used.
+
+PROJECT_NUMBER         = @PACKAGE_VERSION@
+
+# The OUTPUT_DIRECTORY tag is used to specify the (relative or absolute) 
+# base path where the generated documentation will be put. 
+# If a relative path is entered, it will be relative to the location 
+# where doxygen was started. If left blank the current directory will be used.
+
+OUTPUT_DIRECTORY       = @CMAKE_BINARY_DIR@/doc
+
+# If the CREATE_SUBDIRS tag is set to YES, then doxygen will create 
+# 4096 sub-directories (in 2 levels) under the output directory of each output 
+# format and will distribute the generated files over these directories. 
+# Enabling this option can be useful when feeding doxygen a huge amount of 
+# source files, where putting all generated files in the same directory would 
+# otherwise cause performance problems for the file system.
+
+CREATE_SUBDIRS         = NO
+
+# The OUTPUT_LANGUAGE tag is used to specify the language in which all 
+# documentation generated by doxygen is written. Doxygen will use this 
+# information to generate all constant output in the proper language. 
+# The default language is English, other supported languages are: 
+# Afrikaans, Arabic, Brazilian, Catalan, Chinese, Chinese-Traditional, 
+# Croatian, Czech, Danish, Dutch, Farsi, Finnish, French, German, Greek, 
+# Hungarian, Italian, Japanese, Japanese-en (Japanese with English messages), 
+# Korean, Korean-en, Lithuanian, Norwegian, Macedonian, Persian, Polish, 
+# Portuguese, Romanian, Russian, Serbian, Serbian-Cyrilic, Slovak, Slovene, 
+# Spanish, Swedish, and Ukrainian.
+
+OUTPUT_LANGUAGE        = English
+
+# If the BRIEF_MEMBER_DESC tag is set to YES (the default) Doxygen will 
+# include brief member descriptions after the members that are listed in 
+# the file and class documentation (similar to JavaDoc). 
+# Set to NO to disable this.
+
+BRIEF_MEMBER_DESC      = YES
+
+# If the REPEAT_BRIEF tag is set to YES (the default) Doxygen will prepend 
+# the brief description of a member or function before the detailed description. 
+# Note: if both HIDE_UNDOC_MEMBERS and BRIEF_MEMBER_DESC are set to NO, the 
+# brief descriptions will be completely suppressed.
+
+REPEAT_BRIEF           = YES
+
+# This tag implements a quasi-intelligent brief description abbreviator 
+# that is used to form the text in various listings. Each string 
+# in this list, if found as the leading text of the brief description, will be 
+# stripped from the text and the result after processing the whole list, is 
+# used as the annotated text. Otherwise, the brief description is used as-is. 
+# If left blank, the following values are used ("$name" is automatically 
+# replaced with the name of the entity): "The $name class" "The $name widget" 
+# "The $name file" "is" "provides" "specifies" "contains" 
+# "represents" "a" "an" "the"
+
+ABBREVIATE_BRIEF       = "The $name class " \
+                         "The $name widget " \
+                         "The $name file " \
+                         is \
+                         provides \
+                         specifies \
+                         contains \
+                         represents \
+                         a \
+                         an \
+                         the
+
+# If the ALWAYS_DETAILED_SEC and REPEAT_BRIEF tags are both set to YES then 
+# Doxygen will generate a detailed section even if there is only a brief 
+# description.
+
+ALWAYS_DETAILED_SEC    = NO
+
+# If the INLINE_INHERITED_MEMB tag is set to YES, doxygen will show all 
+# inherited members of a class in the documentation of that class as if those 
+# members were ordinary class members. Constructors, destructors and assignment 
+# operators of the base classes will not be shown.
+
+INLINE_INHERITED_MEMB  = NO
+
+# If the FULL_PATH_NAMES tag is set to YES then Doxygen will prepend the full 
+# path before files name in the file list and in the header files. If set 
+# to NO the shortest path that makes the file name unique will be used.
+
+FULL_PATH_NAMES        = NO
+
+# If the FULL_PATH_NAMES tag is set to YES then the STRIP_FROM_PATH tag 
+# can be used to strip a user-defined part of the path. Stripping is 
+# only done if one of the specified strings matches the left-hand part of 
+# the path. The tag can be used to show relative paths in the file list. 
+# If left blank the directory from which doxygen is run is used as the 
+# path to strip.
+
+STRIP_FROM_PATH        = @CMAKE_SOURCE_DIR@
+
+# The STRIP_FROM_INC_PATH tag can be used to strip a user-defined part of 
+# the path mentioned in the documentation of a class, which tells 
+# the reader which header file to include in order to use a class. 
+# If left blank only the name of the header file containing the class 
+# definition is used. Otherwise one should specify the include paths that 
+# are normally passed to the compiler using the -I flag.
+
+STRIP_FROM_INC_PATH    = 
+
+# If the SHORT_NAMES tag is set to YES, doxygen will generate much shorter 
+# (but less readable) file names. This can be useful is your file systems 
+# doesn't support long names like on DOS, Mac, or CD-ROM.
+
+SHORT_NAMES            = NO
+
+# If the JAVADOC_AUTOBRIEF tag is set to YES then Doxygen 
+# will interpret the first line (until the first dot) of a JavaDoc-style 
+# comment as the brief description. If set to NO, the JavaDoc 
+# comments will behave just like regular Qt-style comments 
+# (thus requiring an explicit @brief command for a brief description.)
+
+JAVADOC_AUTOBRIEF      = YES
+
+# If the QT_AUTOBRIEF tag is set to YES then Doxygen will 
+# interpret the first line (until the first dot) of a Qt-style 
+# comment as the brief description. If set to NO, the comments 
+# will behave just like regular Qt-style comments (thus requiring 
+# an explicit \brief command for a brief description.)
+
+QT_AUTOBRIEF           = NO
+
+# The MULTILINE_CPP_IS_BRIEF tag can be set to YES to make Doxygen 
+# treat a multi-line C++ special comment block (i.e. a block of //! or /// 
+# comments) as a brief description. This used to be the default behaviour. 
+# The new default is to treat a multi-line C++ comment block as a detailed 
+# description. Set this tag to YES if you prefer the old behaviour instead.
+
+MULTILINE_CPP_IS_BRIEF = NO
+
+# If the INHERIT_DOCS tag is set to YES (the default) then an undocumented 
+# member inherits the documentation from any documented member that it 
+# re-implements.
+
+INHERIT_DOCS           = YES
+
+# If the SEPARATE_MEMBER_PAGES tag is set to YES, then doxygen will produce 
+# a new page for each member. If set to NO, the documentation of a member will 
+# be part of the file/class/namespace that contains it.
+
+SEPARATE_MEMBER_PAGES  = NO
+
+# The TAB_SIZE tag can be used to set the number of spaces in a tab. 
+# Doxygen uses this value to replace tabs by spaces in code fragments.
+
+TAB_SIZE               = 8
+
+# This tag can be used to specify a number of aliases that acts 
+# as commands in the documentation. An alias has the form "name=value". 
+# For example adding "sideeffect=\par Side Effects:\n" will allow you to 
+# put the command \sideeffect (or @sideeffect) in the documentation, which 
+# will result in a user-defined paragraph with heading "Side Effects:". 
+# You can put \n's in the value part of an alias to insert newlines.
+
+ALIASES                = 
+
+# Set the OPTIMIZE_OUTPUT_FOR_C tag to YES if your project consists of C 
+# sources only. Doxygen will then generate output that is more tailored for C. 
+# For instance, some of the names that are used will be different. The list 
+# of all members will be omitted, etc.
+
+OPTIMIZE_OUTPUT_FOR_C  = NO
+
+# Set the OPTIMIZE_OUTPUT_JAVA tag to YES if your project consists of Java 
+# sources only. Doxygen will then generate output that is more tailored for 
+# Java. For instance, namespaces will be presented as packages, qualified 
+# scopes will look different, etc.
+
+OPTIMIZE_OUTPUT_JAVA   = NO
+
+# Set the OPTIMIZE_FOR_FORTRAN tag to YES if your project consists of Fortran 
+# sources only. Doxygen will then generate output that is more tailored for 
+# Fortran.
+
+OPTIMIZE_FOR_FORTRAN   = NO
+
+# Set the OPTIMIZE_OUTPUT_VHDL tag to YES if your project consists of VHDL 
+# sources. Doxygen will then generate output that is tailored for 
+# VHDL.
+
+OPTIMIZE_OUTPUT_VHDL   = NO
+
+# Doxygen selects the parser to use depending on the extension of the files it parses. 
+# With this tag you can assign which parser to use for a given extension. 
+# Doxygen has a built-in mapping, but you can override or extend it using this tag. 
+# The format is ext=language, where ext is a file extension, and language is one of 
+# the parsers supported by doxygen: IDL, Java, Javascript, C#, C, C++, D, PHP, 
+# Objective-C, Python, Fortran, VHDL, C, C++. For instance to make doxygen treat 
+# .inc files as Fortran files (default is PHP), and .f files as C (default is Fortran), 
+# use: inc=Fortran f=C
+
+EXTENSION_MAPPING      = 
+
+# If you use STL classes (i.e. std::string, std::vector, etc.) but do not want 
+# to include (a tag file for) the STL sources as input, then you should 
+# set this tag to YES in order to let doxygen match functions declarations and 
+# definitions whose arguments contain STL classes (e.g. func(std::string); v.s. 
+# func(std::string) {}). This also make the inheritance and collaboration 
+# diagrams that involve STL classes more complete and accurate.
+
+BUILTIN_STL_SUPPORT    = NO
+
+# If you use Microsoft's C++/CLI language, you should set this option to YES to 
+# enable parsing support.
+
+CPP_CLI_SUPPORT        = NO
+
+# Set the SIP_SUPPORT tag to YES if your project consists of sip sources only. 
+# Doxygen will parse them like normal C++ but will assume all classes use public 
+# instead of private inheritance when no explicit protection keyword is present.
+
+SIP_SUPPORT            = NO
+
+# For Microsoft's IDL there are propget and propput attributes to indicate getter 
+# and setter methods for a property. Setting this option to YES (the default) 
+# will make doxygen to replace the get and set methods by a property in the 
+# documentation. This will only work if the methods are indeed getting or 
+# setting a simple type. If this is not the case, or you want to show the 
+# methods anyway, you should set this option to NO.
+
+IDL_PROPERTY_SUPPORT   = YES
+
+# If member grouping is used in the documentation and the DISTRIBUTE_GROUP_DOC 
+# tag is set to YES, then doxygen will reuse the documentation of the first 
+# member in the group (if any) for the other members of the group. By default 
+# all members of a group must be documented explicitly.
+
+DISTRIBUTE_GROUP_DOC   = NO
+
+# Set the SUBGROUPING tag to YES (the default) to allow class member groups of 
+# the same type (for instance a group of public functions) to be put as a 
+# subgroup of that type (e.g. under the Public Functions section). Set it to 
+# NO to prevent subgrouping. Alternatively, this can be done per class using 
+# the \nosubgrouping command.
+
+SUBGROUPING            = YES
+
+# When TYPEDEF_HIDES_STRUCT is enabled, a typedef of a struct, union, or enum 
+# is documented as struct, union, or enum with the name of the typedef. So 
+# typedef struct TypeS {} TypeT, will appear in the documentation as a struct 
+# with name TypeT. When disabled the typedef will appear as a member of a file, 
+# namespace, or class. And the struct will be named TypeS. This can typically 
+# be useful for C code in case the coding convention dictates that all compound 
+# types are typedef'ed and only the typedef is referenced, never the tag name.
+
+TYPEDEF_HIDES_STRUCT   = NO
+
+# The SYMBOL_CACHE_SIZE determines the size of the internal cache use to 
+# determine which symbols to keep in memory and which to flush to disk. 
+# When the cache is full, less often used symbols will be written to disk. 
+# For small to medium size projects (<1000 input files) the default value is 
+# probably good enough. For larger projects a too small cache size can cause 
+# doxygen to be busy swapping symbols to and from disk most of the time 
+# causing a significant performance penality. 
+# If the system has enough physical memory increasing the cache will improve the 
+# performance by keeping more symbols in memory. Note that the value works on 
+# a logarithmic scale so increasing the size by one will rougly double the 
+# memory usage. The cache size is given by this formula: 
+# 2^(16+SYMBOL_CACHE_SIZE). The valid range is 0..9, the default is 0, 
+# corresponding to a cache size of 2^16 = 65536 symbols
+
+SYMBOL_CACHE_SIZE      = 0
+
+#---------------------------------------------------------------------------
+# Build related configuration options
+#---------------------------------------------------------------------------
+
+# If the EXTRACT_ALL tag is set to YES doxygen will assume all entities in 
+# documentation are documented, even if no documentation was available. 
+# Private class members and static file members will be hidden unless 
+# the EXTRACT_PRIVATE and EXTRACT_STATIC tags are set to YES
+
+EXTRACT_ALL            = NO
+
+# If the EXTRACT_PRIVATE tag is set to YES all private members of a class 
+# will be included in the documentation.
+
+EXTRACT_PRIVATE        = YES
+
+# If the EXTRACT_STATIC tag is set to YES all static members of a file 
+# will be included in the documentation.
+
+EXTRACT_STATIC         = YES
+
+# If the EXTRACT_LOCAL_CLASSES tag is set to YES classes (and structs) 
+# defined locally in source files will be included in the documentation. 
+# If set to NO only classes defined in header files are included.
+
+EXTRACT_LOCAL_CLASSES  = YES
+
+# This flag is only useful for Objective-C code. When set to YES local 
+# methods, which are defined in the implementation section but not in 
+# the interface are included in the documentation. 
+# If set to NO (the default) only methods in the interface are included.
+
+EXTRACT_LOCAL_METHODS  = NO
+
+# If this flag is set to YES, the members of anonymous namespaces will be 
+# extracted and appear in the documentation as a namespace called 
+# 'anonymous_namespace{file}', where file will be replaced with the base 
+# name of the file that contains the anonymous namespace. By default 
+# anonymous namespace are hidden.
+
+EXTRACT_ANON_NSPACES   = NO
+
+# If the HIDE_UNDOC_MEMBERS tag is set to YES, Doxygen will hide all 
+# undocumented members of documented classes, files or namespaces. 
+# If set to NO (the default) these members will be included in the 
+# various overviews, but no documentation section is generated. 
+# This option has no effect if EXTRACT_ALL is enabled.
+
+HIDE_UNDOC_MEMBERS     = YES
+
+# If the HIDE_UNDOC_CLASSES tag is set to YES, Doxygen will hide all 
+# undocumented classes that are normally visible in the class hierarchy. 
+# If set to NO (the default) these classes will be included in the various 
+# overviews. This option has no effect if EXTRACT_ALL is enabled.
+
+HIDE_UNDOC_CLASSES     = YES
+
+# If the HIDE_FRIEND_COMPOUNDS tag is set to YES, Doxygen will hide all 
+# friend (class|struct|union) declarations. 
+# If set to NO (the default) these declarations will be included in the 
+# documentation.
+
+HIDE_FRIEND_COMPOUNDS  = NO
+
+# If the HIDE_IN_BODY_DOCS tag is set to YES, Doxygen will hide any 
+# documentation blocks found inside the body of a function. 
+# If set to NO (the default) these blocks will be appended to the 
+# function's detailed documentation block.
+
+HIDE_IN_BODY_DOCS      = NO
+
+# The INTERNAL_DOCS tag determines if documentation 
+# that is typed after a \internal command is included. If the tag is set 
+# to NO (the default) then the documentation will be excluded. 
+# Set it to YES to include the internal documentation.
+
+INTERNAL_DOCS          = NO
+
+# If the CASE_SENSE_NAMES tag is set to NO then Doxygen will only generate 
+# file names in lower-case letters. If set to YES upper-case letters are also 
+# allowed. This is useful if you have classes or files whose names only differ 
+# in case and if your file system supports case sensitive file names. Windows 
+# and Mac users are advised to set this option to NO.
+
+CASE_SENSE_NAMES       = YES
+
+# If the HIDE_SCOPE_NAMES tag is set to NO (the default) then Doxygen 
+# will show members with their full class and namespace scopes in the 
+# documentation. If set to YES the scope will be hidden.
+
+HIDE_SCOPE_NAMES       = NO
+
+# If the SHOW_INCLUDE_FILES tag is set to YES (the default) then Doxygen 
+# will put a list of the files that are included by a file in the documentation 
+# of that file.
+
+SHOW_INCLUDE_FILES     = YES
+
+# If the INLINE_INFO tag is set to YES (the default) then a tag [inline] 
+# is inserted in the documentation for inline members.
+
+INLINE_INFO            = YES
+
+# If the SORT_MEMBER_DOCS tag is set to YES (the default) then doxygen 
+# will sort the (detailed) documentation of file and class members 
+# alphabetically by member name. If set to NO the members will appear in 
+# declaration order.
+
+SORT_MEMBER_DOCS       = NO
+
+# If the SORT_BRIEF_DOCS tag is set to YES then doxygen will sort the 
+# brief documentation of file, namespace and class members alphabetically 
+# by member name. If set to NO (the default) the members will appear in 
+# declaration order.
+
+SORT_BRIEF_DOCS        = NO
+
+# If the SORT_GROUP_NAMES tag is set to YES then doxygen will sort the 
+# hierarchy of group names into alphabetical order. If set to NO (the default) 
+# the group names will appear in their defined order.
+
+SORT_GROUP_NAMES       = NO
+
+# If the SORT_BY_SCOPE_NAME tag is set to YES, the class list will be 
+# sorted by fully-qualified names, including namespaces. If set to 
+# NO (the default), the class list will be sorted only by class name, 
+# not including the namespace part. 
+# Note: This option is not very useful if HIDE_SCOPE_NAMES is set to YES. 
+# Note: This option applies only to the class list, not to the 
+# alphabetical list.
+
+SORT_BY_SCOPE_NAME     = NO
+
+# The GENERATE_TODOLIST tag can be used to enable (YES) or 
+# disable (NO) the todo list. This list is created by putting \todo 
+# commands in the documentation.
+
+GENERATE_TODOLIST      = YES
+
+# The GENERATE_TESTLIST tag can be used to enable (YES) or 
+# disable (NO) the test list. This list is created by putting \test 
+# commands in the documentation.
+
+GENERATE_TESTLIST      = YES
+
+# The GENERATE_BUGLIST tag can be used to enable (YES) or 
+# disable (NO) the bug list. This list is created by putting \bug 
+# commands in the documentation.
+
+GENERATE_BUGLIST       = YES
+
+# The GENERATE_DEPRECATEDLIST tag can be used to enable (YES) or 
+# disable (NO) the deprecated list. This list is created by putting 
+# \deprecated commands in the documentation.
+
+GENERATE_DEPRECATEDLIST= YES
+
+# The ENABLED_SECTIONS tag can be used to enable conditional 
+# documentation sections, marked by \if sectionname ... \endif.
+
+ENABLED_SECTIONS       = 
+
+# The MAX_INITIALIZER_LINES tag determines the maximum number of lines 
+# the initial value of a variable or define consists of for it to appear in 
+# the documentation. If the initializer consists of more lines than specified 
+# here it will be hidden. Use a value of 0 to hide initializers completely. 
+# The appearance of the initializer of individual variables and defines in the 
+# documentation can be controlled using \showinitializer or \hideinitializer 
+# command in the documentation regardless of this setting.
+
+MAX_INITIALIZER_LINES  = 30
+
+# Set the SHOW_USED_FILES tag to NO to disable the list of files generated 
+# at the bottom of the documentation of classes and structs. If set to YES the 
+# list will mention the files that were used to generate the documentation.
+
+SHOW_USED_FILES        = YES
+
+# If the sources in your project are distributed over multiple directories 
+# then setting the SHOW_DIRECTORIES tag to YES will show the directory hierarchy 
+# in the documentation. The default is NO.
+
+SHOW_DIRECTORIES       = NO
+
+# Set the SHOW_FILES tag to NO to disable the generation of the Files page. 
+# This will remove the Files entry from the Quick Index and from the 
+# Folder Tree View (if specified). The default is YES.
+
+SHOW_FILES             = YES
+
+# Set the SHOW_NAMESPACES tag to NO to disable the generation of the 
+# Namespaces page. 
+# This will remove the Namespaces entry from the Quick Index 
+# and from the Folder Tree View (if specified). The default is YES.
+
+SHOW_NAMESPACES        = YES
+
+# The FILE_VERSION_FILTER tag can be used to specify a program or script that 
+# doxygen should invoke to get the current version for each file (typically from 
+# the version control system). Doxygen will invoke the program by executing (via 
+# popen()) the command <command> <input-file>, where <command> is the value of 
+# the FILE_VERSION_FILTER tag, and <input-file> is the name of an input file 
+# provided by doxygen. Whatever the program writes to standard output 
+# is used as the file version. See the manual for examples.
+
+FILE_VERSION_FILTER    = 
+
+# The LAYOUT_FILE tag can be used to specify a layout file which will be parsed by 
+# doxygen. The layout file controls the global structure of the generated output files 
+# in an output format independent way. The create the layout file that represents 
+# doxygen's defaults, run doxygen with the -l option. You can optionally specify a 
+# file name after the option, if omitted DoxygenLayout.xml will be used as the name 
+# of the layout file.
+
+LAYOUT_FILE            = 
+
+#---------------------------------------------------------------------------
+# configuration options related to warning and progress messages
+#---------------------------------------------------------------------------
+
+# The QUIET tag can be used to turn on/off the messages that are generated 
+# by doxygen. Possible values are YES and NO. If left blank NO is used.
+
+QUIET                  = YES
+
+# The WARNINGS tag can be used to turn on/off the warning messages that are 
+# generated by doxygen. Possible values are YES and NO. If left blank 
+# NO is used.
+
+WARNINGS               = NO
+
+# If WARN_IF_UNDOCUMENTED is set to YES, then doxygen will generate warnings 
+# for undocumented members. If EXTRACT_ALL is set to YES then this flag will 
+# automatically be disabled.
+
+WARN_IF_UNDOCUMENTED   = NO
+
+# If WARN_IF_DOC_ERROR is set to YES, doxygen will generate warnings for 
+# potential errors in the documentation, such as not documenting some 
+# parameters in a documented function, or documenting parameters that 
+# don't exist or using markup commands wrongly.
+
+WARN_IF_DOC_ERROR      = YES
+
+# This WARN_NO_PARAMDOC option can be abled to get warnings for 
+# functions that are documented, but have no documentation for their parameters 
+# or return value. If set to NO (the default) doxygen will only warn about 
+# wrong or incomplete parameter documentation, but not about the absence of 
+# documentation.
+
+WARN_NO_PARAMDOC       = NO
+
+# The WARN_FORMAT tag determines the format of the warning messages that 
+# doxygen can produce. The string should contain the $file, $line, and $text 
+# tags, which will be replaced by the file and line number from which the 
+# warning originated and the warning text. Optionally the format may contain 
+# $version, which will be replaced by the version of the file (if it could 
+# be obtained via FILE_VERSION_FILTER)
+
+WARN_FORMAT            = "$file:$line: $text "
+
+# The WARN_LOGFILE tag can be used to specify a file to which warning 
+# and error messages should be written. If left blank the output is written 
+# to stderr.
+
+WARN_LOGFILE           = 
+
+#---------------------------------------------------------------------------
+# configuration options related to the input files
+#---------------------------------------------------------------------------
+
+# The INPUT tag can be used to specify the files and/or directories that contain 
+# documented source files. You may enter file names like "myfile.cpp" or 
+# directories like "/usr/src/myproject". Separate the files or directories 
+# with spaces.
+
+INPUT                  = @CMAKE_SOURCE_DIR@
+
+# This tag can be used to specify the character encoding of the source files 
+# that doxygen parses. Internally doxygen uses the UTF-8 encoding, which is 
+# also the default input encoding. Doxygen uses libiconv (or the iconv built 
+# into libc) for the transcoding. See http://www.gnu.org/software/libiconv for 
+# the list of possible encodings.
+
+INPUT_ENCODING         = UTF-8
+
+# If the value of the INPUT tag contains directories, you can use the 
+# FILE_PATTERNS tag to specify one or more wildcard pattern (like *.cpp 
+# and *.h) to filter out the source-files in the directories. If left 
+# blank the following patterns are tested: 
+# *.c *.cc *.cxx *.cpp *.c++ *.java *.ii *.ixx *.ipp *.i++ *.inl *.h *.hh *.hxx 
+# *.hpp *.h++ *.idl *.odl *.cs *.php *.php3 *.inc *.m *.mm *.py *.f90
+
+FILE_PATTERNS          = *.cpp \
+                         *.h \
+                         NEWS \
+                         README
+
+# The RECURSIVE tag can be used to turn specify whether or not subdirectories 
+# should be searched for input files as well. Possible values are YES and NO. 
+# If left blank NO is used.
+
+RECURSIVE              = YES
+
+# The EXCLUDE tag can be used to specify files and/or directories that should 
+# excluded from the INPUT source files. This way you can easily exclude a 
+# subdirectory from a directory tree whose root is specified with the INPUT tag.
+
+EXCLUDE                = 
+
+# The EXCLUDE_SYMLINKS tag can be used select whether or not files or 
+# directories that are symbolic links (a Unix filesystem feature) are excluded 
+# from the input.
+
+EXCLUDE_SYMLINKS       = NO
+
+# If the value of the INPUT tag contains directories, you can use the 
+# EXCLUDE_PATTERNS tag to specify one or more wildcard patterns to exclude 
+# certain files from those directories. Note that the wildcards are matched 
+# against the file with absolute path, so to exclude all test directories 
+# for example use the pattern */test/*
+
+EXCLUDE_PATTERNS       = */tutorial/*
+
+# The EXCLUDE_SYMBOLS tag can be used to specify one or more symbol names 
+# (namespaces, classes, functions, etc.) that should be excluded from the 
+# output. The symbol name can be a fully qualified name, a word, or if the 
+# wildcard * is used, a substring. Examples: ANamespace, AClass, 
+# AClass::ANamespace, ANamespace::*Test
+
+EXCLUDE_SYMBOLS        = *::*
+
+# The EXAMPLE_PATH tag can be used to specify one or more files or 
+# directories that contain example code fragments that are included (see 
+# the \include command).
+
+EXAMPLE_PATH           = 
+
+# If the value of the EXAMPLE_PATH tag contains directories, you can use the 
+# EXAMPLE_PATTERNS tag to specify one or more wildcard pattern (like *.cpp 
+# and *.h) to filter out the source-files in the directories. If left 
+# blank all files are included.
+
+EXAMPLE_PATTERNS       = *
+
+# If the EXAMPLE_RECURSIVE tag is set to YES then subdirectories will be 
+# searched for input files to be used with the \include or \dontinclude 
+# commands irrespective of the value of the RECURSIVE tag. 
+# Possible values are YES and NO. If left blank NO is used.
+
+EXAMPLE_RECURSIVE      = NO
+
+# The IMAGE_PATH tag can be used to specify one or more files or 
+# directories that contain image that are included in the documentation (see 
+# the \image command).
+
+IMAGE_PATH             = 
+
+# The INPUT_FILTER tag can be used to specify a program that doxygen should 
+# invoke to filter for each input file. Doxygen will invoke the filter program 
+# by executing (via popen()) the command <filter> <input-file>, where <filter> 
+# is the value of the INPUT_FILTER tag, and <input-file> is the name of an 
+# input file. Doxygen will then use the output that the filter program writes 
+# to standard output. 
+# If FILTER_PATTERNS is specified, this tag will be 
+# ignored.
+
+INPUT_FILTER           = 
+
+# The FILTER_PATTERNS tag can be used to specify filters on a per file pattern 
+# basis. 
+# Doxygen will compare the file name with each pattern and apply the 
+# filter if there is a match. 
+# The filters are a list of the form: 
+# pattern=filter (like *.cpp=my_cpp_filter). See INPUT_FILTER for further 
+# info on how filters are used. If FILTER_PATTERNS is empty, INPUT_FILTER 
+# is applied to all files.
+
+FILTER_PATTERNS        = 
+
+# If the FILTER_SOURCE_FILES tag is set to YES, the input filter (if set using 
+# INPUT_FILTER) will be used to filter the input files when producing source 
+# files to browse (i.e. when SOURCE_BROWSER is set to YES).
+
+FILTER_SOURCE_FILES    = NO
+
+#---------------------------------------------------------------------------
+# configuration options related to source browsing
+#---------------------------------------------------------------------------
+
+# If the SOURCE_BROWSER tag is set to YES then a list of source files will 
+# be generated. Documented entities will be cross-referenced with these sources. 
+# Note: To get rid of all source code in the generated output, make sure also 
+# VERBATIM_HEADERS is set to NO.
+
+SOURCE_BROWSER         = YES
+
+# Setting the INLINE_SOURCES tag to YES will include the body 
+# of functions and classes directly in the documentation.
+
+INLINE_SOURCES         = NO
+
+# Setting the STRIP_CODE_COMMENTS tag to YES (the default) will instruct 
+# doxygen to hide any special comment blocks from generated source code 
+# fragments. Normal C and C++ comments will always remain visible.
+
+STRIP_CODE_COMMENTS    = YES
+
+# If the REFERENCED_BY_RELATION tag is set to YES 
+# then for each documented function all documented 
+# functions referencing it will be listed.
+
+REFERENCED_BY_RELATION = YES
+
+# If the REFERENCES_RELATION tag is set to YES 
+# then for each documented function all documented entities 
+# called/used by that function will be listed.
+
+REFERENCES_RELATION    = YES
+
+# If the REFERENCES_LINK_SOURCE tag is set to YES (the default) 
+# and SOURCE_BROWSER tag is set to YES, then the hyperlinks from 
+# functions in REFERENCES_RELATION and REFERENCED_BY_RELATION lists will 
+# link to the source code. 
+# Otherwise they will link to the documentation.
+
+REFERENCES_LINK_SOURCE = YES
+
+# If the USE_HTAGS tag is set to YES then the references to source code 
+# will point to the HTML generated by the htags(1) tool instead of doxygen 
+# built-in source browser. The htags tool is part of GNU's global source 
+# tagging system (see http://www.gnu.org/software/global/global.html). You 
+# will need version 4.8.6 or higher.
+
+USE_HTAGS              = NO
+
+# If the VERBATIM_HEADERS tag is set to YES (the default) then Doxygen 
+# will generate a verbatim copy of the header file for each class for 
+# which an include is specified. Set to NO to disable this.
+
+VERBATIM_HEADERS       = YES
+
+#---------------------------------------------------------------------------
+# configuration options related to the alphabetical class index
+#---------------------------------------------------------------------------
+
+# If the ALPHABETICAL_INDEX tag is set to YES, an alphabetical index 
+# of all compounds will be generated. Enable this if the project 
+# contains a lot of classes, structs, unions or interfaces.
+
+ALPHABETICAL_INDEX     = YES
+
+# If the alphabetical index is enabled (see ALPHABETICAL_INDEX) then 
+# the COLS_IN_ALPHA_INDEX tag can be used to specify the number of columns 
+# in which this list will be split (can be a number in the range [1..20])
+
+COLS_IN_ALPHA_INDEX    = 3
+
+# In case all classes in a project start with a common prefix, all 
+# classes will be put under the same header in the alphabetical index. 
+# The IGNORE_PREFIX tag can be used to specify one or more prefixes that 
+# should be ignored while generating the index headers.
+
+IGNORE_PREFIX          = moeo
+
+#---------------------------------------------------------------------------
+# configuration options related to the HTML output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_HTML tag is set to YES (the default) Doxygen will 
+# generate HTML output.
+
+GENERATE_HTML          = YES
+
+# The HTML_OUTPUT tag is used to specify where the HTML docs will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `html' will be used as the default path.
+
+HTML_OUTPUT            = html
+
+# The HTML_FILE_EXTENSION tag can be used to specify the file extension for 
+# each generated HTML page (for example: .htm,.php,.asp). If it is left blank 
+# doxygen will generate files with .html extension.
+
+HTML_FILE_EXTENSION    = .html
+
+# The HTML_HEADER tag can be used to specify a personal HTML header for 
+# each generated HTML page. If it is left blank doxygen will generate a 
+# standard header.
+
+HTML_HEADER            = 
+
+# The HTML_FOOTER tag can be used to specify a personal HTML footer for 
+# each generated HTML page. If it is left blank doxygen will generate a 
+# standard footer.
+
+HTML_FOOTER            = 
+
+# The HTML_STYLESHEET tag can be used to specify a user-defined cascading 
+# style sheet that is used by each HTML page. It can be used to 
+# fine-tune the look of the HTML output. If the tag is left blank doxygen 
+# will generate a default style sheet. Note that doxygen will try to copy 
+# the style sheet file to the HTML output directory, so don't put your own 
+# stylesheet in the HTML output directory as well, or it will be erased!
+
+HTML_STYLESHEET        = 
+
+# If the HTML_ALIGN_MEMBERS tag is set to YES, the members of classes, 
+# files or namespaces will be aligned in HTML using tables. If set to 
+# NO a bullet list will be used.
+
+HTML_ALIGN_MEMBERS     = YES
+
+# If the HTML_DYNAMIC_SECTIONS tag is set to YES then the generated HTML 
+# documentation will contain sections that can be hidden and shown after the 
+# page has loaded. For this to work a browser that supports 
+# JavaScript and DHTML is required (for instance Mozilla 1.0+, Firefox 
+# Netscape 6.0+, Internet explorer 5.0+, Konqueror, or Safari).
+
+HTML_DYNAMIC_SECTIONS  = NO
+
+# If the GENERATE_DOCSET tag is set to YES, additional index files 
+# will be generated that can be used as input for Apple's Xcode 3 
+# integrated development environment, introduced with OSX 10.5 (Leopard). 
+# To create a documentation set, doxygen will generate a Makefile in the 
+# HTML output directory. Running make will produce the docset in that 
+# directory and running "make install" will install the docset in 
+# ~/Library/Developer/Shared/Documentation/DocSets so that Xcode will find 
+# it at startup. 
+# See http://developer.apple.com/tools/creatingdocsetswithdoxygen.html for more information.
+
+GENERATE_DOCSET        = NO
+
+# When GENERATE_DOCSET tag is set to YES, this tag determines the name of the 
+# feed. A documentation feed provides an umbrella under which multiple 
+# documentation sets from a single provider (such as a company or product suite) 
+# can be grouped.
+
+DOCSET_FEEDNAME        = "Doxygen generated docs"
+
+# When GENERATE_DOCSET tag is set to YES, this tag specifies a string that 
+# should uniquely identify the documentation set bundle. This should be a 
+# reverse domain-name style string, e.g. com.mycompany.MyDocSet. Doxygen 
+# will append .docset to the name.
+
+DOCSET_BUNDLE_ID       = org.doxygen.Project
+
+# If the GENERATE_HTMLHELP tag is set to YES, additional index files 
+# will be generated that can be used as input for tools like the 
+# Microsoft HTML help workshop to generate a compiled HTML help file (.chm) 
+# of the generated HTML documentation.
+
+GENERATE_HTMLHELP      = NO
+
+# If the GENERATE_HTMLHELP tag is set to YES, the CHM_FILE tag can 
+# be used to specify the file name of the resulting .chm file. You 
+# can add a path in front of the file if the result should not be 
+# written to the html output directory.
+
+CHM_FILE               = 
+
+# If the GENERATE_HTMLHELP tag is set to YES, the HHC_LOCATION tag can 
+# be used to specify the location (absolute path including file name) of 
+# the HTML help compiler (hhc.exe). If non-empty doxygen will try to run 
+# the HTML help compiler on the generated index.hhp.
+
+HHC_LOCATION           = 
+
+# If the GENERATE_HTMLHELP tag is set to YES, the GENERATE_CHI flag 
+# controls if a separate .chi index file is generated (YES) or that 
+# it should be included in the master .chm file (NO).
+
+GENERATE_CHI           = NO
+
+# If the GENERATE_HTMLHELP tag is set to YES, the CHM_INDEX_ENCODING 
+# is used to encode HtmlHelp index (hhk), content (hhc) and project file 
+# content.
+
+CHM_INDEX_ENCODING     = 
+
+# If the GENERATE_HTMLHELP tag is set to YES, the BINARY_TOC flag 
+# controls whether a binary table of contents is generated (YES) or a 
+# normal table of contents (NO) in the .chm file.
+
+BINARY_TOC             = NO
+
+# The TOC_EXPAND flag can be set to YES to add extra items for group members 
+# to the contents of the HTML help documentation and to the tree view.
+
+TOC_EXPAND             = NO
+
+# If the GENERATE_QHP tag is set to YES and both QHP_NAMESPACE and QHP_VIRTUAL_FOLDER 
+# are set, an additional index file will be generated that can be used as input for 
+# Qt's qhelpgenerator to generate a Qt Compressed Help (.qch) of the generated 
+# HTML documentation.
+
+GENERATE_QHP           = NO
+
+# If the QHG_LOCATION tag is specified, the QCH_FILE tag can 
+# be used to specify the file name of the resulting .qch file. 
+# The path specified is relative to the HTML output folder.
+
+QCH_FILE               = 
+
+# The QHP_NAMESPACE tag specifies the namespace to use when generating 
+# Qt Help Project output. For more information please see 
+# http://doc.trolltech.com/qthelpproject.html#namespace
+
+QHP_NAMESPACE          = 
+
+# The QHP_VIRTUAL_FOLDER tag specifies the namespace to use when generating 
+# Qt Help Project output. For more information please see 
+# http://doc.trolltech.com/qthelpproject.html#virtual-folders
+
+QHP_VIRTUAL_FOLDER     = doc
+
+# If QHP_CUST_FILTER_NAME is set, it specifies the name of a custom filter to add. 
+# For more information please see 
+# http://doc.trolltech.com/qthelpproject.html#custom-filters
+
+QHP_CUST_FILTER_NAME   = 
+
+# The QHP_CUST_FILT_ATTRS tag specifies the list of the attributes of the custom filter to add.For more information please see 
+# <a href="http://doc.trolltech.com/qthelpproject.html#custom-filters">Qt Help Project / Custom Filters</a>.
+
+QHP_CUST_FILTER_ATTRS  = 
+
+# The QHP_SECT_FILTER_ATTRS tag specifies the list of the attributes this project's 
+# filter section matches. 
+# <a href="http://doc.trolltech.com/qthelpproject.html#filter-attributes">Qt Help Project / Filter Attributes</a>.
+
+QHP_SECT_FILTER_ATTRS  = 
+
+# If the GENERATE_QHP tag is set to YES, the QHG_LOCATION tag can 
+# be used to specify the location of Qt's qhelpgenerator. 
+# If non-empty doxygen will try to run qhelpgenerator on the generated 
+# .qhp file.
+
+QHG_LOCATION           = 
+
+# The DISABLE_INDEX tag can be used to turn on/off the condensed index at 
+# top of each HTML page. The value NO (the default) enables the index and 
+# the value YES disables it.
+
+DISABLE_INDEX          = NO
+
+# This tag can be used to set the number of enum values (range [1..20]) 
+# that doxygen will group on one line in the generated HTML documentation.
+
+ENUM_VALUES_PER_LINE   = 4
+
+# The GENERATE_TREEVIEW tag is used to specify whether a tree-like index 
+# structure should be generated to display hierarchical information. 
+# If the tag value is set to FRAME, a side panel will be generated 
+# containing a tree-like index structure (just like the one that 
+# is generated for HTML Help). For this to work a browser that supports 
+# JavaScript, DHTML, CSS and frames is required (for instance Mozilla 1.0+, 
+# Netscape 6.0+, Internet explorer 5.0+, or Konqueror). Windows users are 
+# probably better off using the HTML help feature. Other possible values 
+# for this tag are: HIERARCHIES, which will generate the Groups, Directories, 
+# and Class Hierarchy pages using a tree view instead of an ordered list; 
+# ALL, which combines the behavior of FRAME and HIERARCHIES; and NONE, which 
+# disables this behavior completely. For backwards compatibility with previous 
+# releases of Doxygen, the values YES and NO are equivalent to FRAME and NONE 
+# respectively.
+
+GENERATE_TREEVIEW      = YES
+
+# If the treeview is enabled (see GENERATE_TREEVIEW) then this tag can be 
+# used to set the initial width (in pixels) of the frame in which the tree 
+# is shown.
+
+TREEVIEW_WIDTH         = 250
+
+# Use this tag to change the font size of Latex formulas included 
+# as images in the HTML documentation. The default is 10. Note that 
+# when you change the font size after a successful doxygen run you need 
+# to manually remove any form_*.png images from the HTML output directory 
+# to force them to be regenerated.
+
+FORMULA_FONTSIZE       = 10
+
+#---------------------------------------------------------------------------
+# configuration options related to the LaTeX output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_LATEX tag is set to YES (the default) Doxygen will 
+# generate Latex output.
+
+GENERATE_LATEX         = YES
+
+# The LATEX_OUTPUT tag is used to specify where the LaTeX docs will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `latex' will be used as the default path.
+
+LATEX_OUTPUT           = latex
+
+# The LATEX_CMD_NAME tag can be used to specify the LaTeX command name to be 
+# invoked. If left blank `latex' will be used as the default command name.
+
+LATEX_CMD_NAME         = latex
+
+# The MAKEINDEX_CMD_NAME tag can be used to specify the command name to 
+# generate index for LaTeX. If left blank `makeindex' will be used as the 
+# default command name.
+
+MAKEINDEX_CMD_NAME     = makeindex
+
+# If the COMPACT_LATEX tag is set to YES Doxygen generates more compact 
+# LaTeX documents. This may be useful for small projects and may help to 
+# save some trees in general.
+
+COMPACT_LATEX          = NO
+
+# The PAPER_TYPE tag can be used to set the paper type that is used 
+# by the printer. Possible values are: a4, a4wide, letter, legal and 
+# executive. If left blank a4wide will be used.
+
+PAPER_TYPE             = a4wide
+
+# The EXTRA_PACKAGES tag can be to specify one or more names of LaTeX 
+# packages that should be included in the LaTeX output.
+
+EXTRA_PACKAGES         = 
+
+# The LATEX_HEADER tag can be used to specify a personal LaTeX header for 
+# the generated latex document. The header should contain everything until 
+# the first chapter. If it is left blank doxygen will generate a 
+# standard header. Notice: only use this tag if you know what you are doing!
+
+LATEX_HEADER           = 
+
+# If the PDF_HYPERLINKS tag is set to YES, the LaTeX that is generated 
+# is prepared for conversion to pdf (using ps2pdf). The pdf file will 
+# contain links (just like the HTML output) instead of page references 
+# This makes the output suitable for online browsing using a pdf viewer.
+
+PDF_HYPERLINKS         = NO
+
+# If the USE_PDFLATEX tag is set to YES, pdflatex will be used instead of 
+# plain latex in the generated Makefile. Set this option to YES to get a 
+# higher quality PDF documentation.
+
+USE_PDFLATEX           = NO
+
+# If the LATEX_BATCHMODE tag is set to YES, doxygen will add the \\batchmode. 
+# command to the generated LaTeX files. This will instruct LaTeX to keep 
+# running if errors occur, instead of asking the user for help. 
+# This option is also used when generating formulas in HTML.
+
+LATEX_BATCHMODE        = NO
+
+# If LATEX_HIDE_INDICES is set to YES then doxygen will not 
+# include the index chapters (such as File Index, Compound Index, etc.) 
+# in the output.
+
+LATEX_HIDE_INDICES     = NO
+
+#---------------------------------------------------------------------------
+# configuration options related to the RTF output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_RTF tag is set to YES Doxygen will generate RTF output 
+# The RTF output is optimized for Word 97 and may not look very pretty with 
+# other RTF readers or editors.
+
+GENERATE_RTF           = NO
+
+# The RTF_OUTPUT tag is used to specify where the RTF docs will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `rtf' will be used as the default path.
+
+RTF_OUTPUT             = rtf
+
+# If the COMPACT_RTF tag is set to YES Doxygen generates more compact 
+# RTF documents. This may be useful for small projects and may help to 
+# save some trees in general.
+
+COMPACT_RTF            = NO
+
+# If the RTF_HYPERLINKS tag is set to YES, the RTF that is generated 
+# will contain hyperlink fields. The RTF file will 
+# contain links (just like the HTML output) instead of page references. 
+# This makes the output suitable for online browsing using WORD or other 
+# programs which support those fields. 
+# Note: wordpad (write) and others do not support links.
+
+RTF_HYPERLINKS         = NO
+
+# Load stylesheet definitions from file. Syntax is similar to doxygen's 
+# config file, i.e. a series of assignments. You only have to provide 
+# replacements, missing definitions are set to their default value.
+
+RTF_STYLESHEET_FILE    = 
+
+# Set optional variables used in the generation of an rtf document. 
+# Syntax is similar to doxygen's config file.
+
+RTF_EXTENSIONS_FILE    = 
+
+#---------------------------------------------------------------------------
+# configuration options related to the man page output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_MAN tag is set to YES (the default) Doxygen will 
+# generate man pages
+
+GENERATE_MAN           = YES
+
+# The MAN_OUTPUT tag is used to specify where the man pages will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `man' will be used as the default path.
+
+MAN_OUTPUT             = man
+
+# The MAN_EXTENSION tag determines the extension that is added to 
+# the generated man pages (default is the subroutine's section .3)
+
+MAN_EXTENSION          = .3
+
+# If the MAN_LINKS tag is set to YES and Doxygen generates man output, 
+# then it will generate one additional man file for each entity 
+# documented in the real man page(s). These additional files 
+# only source the real man page, but without them the man command 
+# would be unable to find the correct page. The default is NO.
+
+MAN_LINKS              = NO
+
+#---------------------------------------------------------------------------
+# configuration options related to the XML output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_XML tag is set to YES Doxygen will 
+# generate an XML file that captures the structure of 
+# the code including all documentation.
+
+GENERATE_XML           = NO
+
+# The XML_OUTPUT tag is used to specify where the XML pages will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `xml' will be used as the default path.
+
+XML_OUTPUT             = xml
+
+# The XML_SCHEMA tag can be used to specify an XML schema, 
+# which can be used by a validating XML parser to check the 
+# syntax of the XML files.
+
+XML_SCHEMA             = 
+
+# The XML_DTD tag can be used to specify an XML DTD, 
+# which can be used by a validating XML parser to check the 
+# syntax of the XML files.
+
+XML_DTD                = 
+
+# If the XML_PROGRAMLISTING tag is set to YES Doxygen will 
+# dump the program listings (including syntax highlighting 
+# and cross-referencing information) to the XML output. Note that 
+# enabling this will significantly increase the size of the XML output.
+
+XML_PROGRAMLISTING     = YES
+
+#---------------------------------------------------------------------------
+# configuration options for the AutoGen Definitions output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_AUTOGEN_DEF tag is set to YES Doxygen will 
+# generate an AutoGen Definitions (see autogen.sf.net) file 
+# that captures the structure of the code including all 
+# documentation. Note that this feature is still experimental 
+# and incomplete at the moment.
+
+GENERATE_AUTOGEN_DEF   = NO
+
+#---------------------------------------------------------------------------
+# configuration options related to the Perl module output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_PERLMOD tag is set to YES Doxygen will 
+# generate a Perl module file that captures the structure of 
+# the code including all documentation. Note that this 
+# feature is still experimental and incomplete at the 
+# moment.
+
+GENERATE_PERLMOD       = NO
+
+# If the PERLMOD_LATEX tag is set to YES Doxygen will generate 
+# the necessary Makefile rules, Perl scripts and LaTeX code to be able 
+# to generate PDF and DVI output from the Perl module output.
+
+PERLMOD_LATEX          = NO
+
+# If the PERLMOD_PRETTY tag is set to YES the Perl module output will be 
+# nicely formatted so it can be parsed by a human reader. 
+# This is useful 
+# if you want to understand what is going on. 
+# On the other hand, if this 
+# tag is set to NO the size of the Perl module output will be much smaller 
+# and Perl will parse it just the same.
+
+PERLMOD_PRETTY         = YES
+
+# The names of the make variables in the generated doxyrules.make file 
+# are prefixed with the string contained in PERLMOD_MAKEVAR_PREFIX. 
+# This is useful so different doxyrules.make files included by the same 
+# Makefile don't overwrite each other's variables.
+
+PERLMOD_MAKEVAR_PREFIX = 
+
+#---------------------------------------------------------------------------
+# Configuration options related to the preprocessor   
+#---------------------------------------------------------------------------
+
+# If the ENABLE_PREPROCESSING tag is set to YES (the default) Doxygen will 
+# evaluate all C-preprocessor directives found in the sources and include 
+# files.
+
+ENABLE_PREPROCESSING   = YES
+
+# If the MACRO_EXPANSION tag is set to YES Doxygen will expand all macro 
+# names in the source code. If set to NO (the default) only conditional 
+# compilation will be performed. Macro expansion can be done in a controlled 
+# way by setting EXPAND_ONLY_PREDEF to YES.
+
+MACRO_EXPANSION        = NO
+
+# If the EXPAND_ONLY_PREDEF and MACRO_EXPANSION tags are both set to YES 
+# then the macro expansion is limited to the macros specified with the 
+# PREDEFINED and EXPAND_AS_DEFINED tags.
+
+EXPAND_ONLY_PREDEF     = NO
+
+# If the SEARCH_INCLUDES tag is set to YES (the default) the includes files 
+# in the INCLUDE_PATH (see below) will be search if a #include is found.
+
+SEARCH_INCLUDES        = YES
+
+# The INCLUDE_PATH tag can be used to specify one or more directories that 
+# contain include files that are not input files but should be processed by 
+# the preprocessor.
+
+INCLUDE_PATH           = 
+
+# You can use the INCLUDE_FILE_PATTERNS tag to specify one or more wildcard 
+# patterns (like *.h and *.hpp) to filter out the header-files in the 
+# directories. If left blank, the patterns specified with FILE_PATTERNS will 
+# be used.
+
+INCLUDE_FILE_PATTERNS  = 
+
+# The PREDEFINED tag can be used to specify one or more macro names that 
+# are defined before the preprocessor is started (similar to the -D option of 
+# gcc). The argument of the tag is a list of macros of the form: name 
+# or name=definition (no spaces). If the definition and the = are 
+# omitted =1 is assumed. To prevent a macro definition from being 
+# undefined via #undef or recursively expanded use the := operator 
+# instead of the = operator.
+
+PREDEFINED             = 
+
+# If the MACRO_EXPANSION and EXPAND_ONLY_PREDEF tags are set to YES then 
+# this tag can be used to specify a list of macro names that should be expanded. 
+# The macro definition that is found in the sources will be used. 
+# Use the PREDEFINED tag if you want to use a different macro definition.
+
+EXPAND_AS_DEFINED      = 
+
+# If the SKIP_FUNCTION_MACROS tag is set to YES (the default) then 
+# doxygen's preprocessor will remove all function-like macros that are alone 
+# on a line, have an all uppercase name, and do not end with a semicolon. Such 
+# function macros are typically used for boiler-plate code, and will confuse 
+# the parser if not removed.
+
+SKIP_FUNCTION_MACROS   = YES
+
+#---------------------------------------------------------------------------
+# Configuration::additions related to external references   
+#---------------------------------------------------------------------------
+
+# The TAGFILES option can be used to specify one or more tagfiles. 
+# Optionally an initial location of the external documentation 
+# can be added for each tagfile. The format of a tag file without 
+# this location is as follows: 
+#  
+# TAGFILES = file1 file2 ... 
+# Adding location for the tag files is done as follows: 
+#  
+# TAGFILES = file1=loc1 "file2 = loc2" ... 
+# where "loc1" and "loc2" can be relative or absolute paths or 
+# URLs. If a location is present for each tag, the installdox tool 
+# does not have to be run to correct the links. 
+# Note that each tag file must have a unique name 
+# (where the name does NOT include the path) 
+# If a tag file is not located in the directory in which doxygen 
+# is run, you must also specify the path to the tagfile here.
+
+TAGFILES               = @EO_BIN_DIR@/doc/eo.doxytag=http://eodev.sourceforge.net/eo/doc/html
+
+# When a file name is specified after GENERATE_TAGFILE, doxygen will create 
+# a tag file that is based on the input files it reads.
+
+GENERATE_TAGFILE       = @CMAKE_BINARY_DIR@/doc/moeo.doxytag
+
+# If the ALLEXTERNALS tag is set to YES all external classes will be listed 
+# in the class index. If set to NO only the inherited external classes 
+# will be listed.
+
+ALLEXTERNALS           = NO
+
+# If the EXTERNAL_GROUPS tag is set to YES all external groups will be listed 
+# in the modules index. If set to NO, only the current project's groups will 
+# be listed.
+
+EXTERNAL_GROUPS        = YES
+
+# The PERL_PATH should be the absolute path and name of the perl script 
+# interpreter (i.e. the result of `which perl').
+
+PERL_PATH              = /usr/bin/perl
+
+#---------------------------------------------------------------------------
+# Configuration options related to the dot tool   
+#---------------------------------------------------------------------------
+
+# If the CLASS_DIAGRAMS tag is set to YES (the default) Doxygen will 
+# generate a inheritance diagram (in HTML, RTF and LaTeX) for classes with base 
+# or super classes. Setting the tag to NO turns the diagrams off. Note that 
+# this option is superseded by the HAVE_DOT option below. This is only a 
+# fallback. It is recommended to install and use dot, since it yields more 
+# powerful graphs.
+
+CLASS_DIAGRAMS         = YES
+
+# You can define message sequence charts within doxygen comments using the \msc 
+# command. Doxygen will then run the mscgen tool (see 
+# http://www.mcternan.me.uk/mscgen/) to produce the chart and insert it in the 
+# documentation. The MSCGEN_PATH tag allows you to specify the directory where 
+# the mscgen tool resides. If left empty the tool is assumed to be found in the 
+# default search path.
+
+MSCGEN_PATH            = 
+
+# If set to YES, the inheritance and collaboration graphs will hide 
+# inheritance and usage relations if the target is undocumented 
+# or is not a class.
+
+HIDE_UNDOC_RELATIONS   = YES
+
+# If you set the HAVE_DOT tag to YES then doxygen will assume the dot tool is 
+# available from the path. This tool is part of Graphviz, a graph visualization 
+# toolkit from AT&T and Lucent Bell Labs. The other options in this section 
+# have no effect if this option is set to NO (the default)
+
+HAVE_DOT               = YES
+
+# By default doxygen will write a font called FreeSans.ttf to the output 
+# directory and reference it in all dot files that doxygen generates. This 
+# font does not include all possible unicode characters however, so when you need 
+# these (or just want a differently looking font) you can specify the font name 
+# using DOT_FONTNAME. You need need to make sure dot is able to find the font, 
+# which can be done by putting it in a standard location or by setting the 
+# DOTFONTPATH environment variable or by setting DOT_FONTPATH to the directory 
+# containing the font.
+
+DOT_FONTNAME           = FreeSans
+
+# The DOT_FONTSIZE tag can be used to set the size of the font of dot graphs. 
+# The default size is 10pt.
+
+DOT_FONTSIZE           = 10
+
+# By default doxygen will tell dot to use the output directory to look for the 
+# FreeSans.ttf font (which doxygen will put there itself). If you specify a 
+# different font using DOT_FONTNAME you can set the path where dot 
+# can find it using this tag.
+
+DOT_FONTPATH           = 
+
+# If the CLASS_GRAPH and HAVE_DOT tags are set to YES then doxygen 
+# will generate a graph for each documented class showing the direct and 
+# indirect inheritance relations. Setting this tag to YES will force the 
+# the CLASS_DIAGRAMS tag to NO.
+
+CLASS_GRAPH            = YES
+
+# If the COLLABORATION_GRAPH and HAVE_DOT tags are set to YES then doxygen 
+# will generate a graph for each documented class showing the direct and 
+# indirect implementation dependencies (inheritance, containment, and 
+# class references variables) of the class with other documented classes.
+
+COLLABORATION_GRAPH    = YES
+
+# If the GROUP_GRAPHS and HAVE_DOT tags are set to YES then doxygen 
+# will generate a graph for groups, showing the direct groups dependencies
+
+GROUP_GRAPHS           = YES
+
+# If the UML_LOOK tag is set to YES doxygen will generate inheritance and 
+# collaboration diagrams in a style similar to the OMG's Unified Modeling 
+# Language.
+
+UML_LOOK               = YES
+
+# If set to YES, the inheritance and collaboration graphs will show the 
+# relations between templates and their instances.
+
+TEMPLATE_RELATIONS     = YES
+
+# If the ENABLE_PREPROCESSING, SEARCH_INCLUDES, INCLUDE_GRAPH, and HAVE_DOT 
+# tags are set to YES then doxygen will generate a graph for each documented 
+# file showing the direct and indirect include dependencies of the file with 
+# other documented files.
+
+INCLUDE_GRAPH          = YES
+
+# If the ENABLE_PREPROCESSING, SEARCH_INCLUDES, INCLUDED_BY_GRAPH, and 
+# HAVE_DOT tags are set to YES then doxygen will generate a graph for each 
+# documented header file showing the documented files that directly or 
+# indirectly include this file.
+
+INCLUDED_BY_GRAPH      = YES
+
+# If the CALL_GRAPH and HAVE_DOT options are set to YES then 
+# doxygen will generate a call dependency graph for every global function 
+# or class method. Note that enabling this option will significantly increase 
+# the time of a run. So in most cases it will be better to enable call graphs 
+# for selected functions only using the \callgraph command.
+
+CALL_GRAPH             = NO
+
+# If the CALLER_GRAPH and HAVE_DOT tags are set to YES then 
+# doxygen will generate a caller dependency graph for every global function 
+# or class method. Note that enabling this option will significantly increase 
+# the time of a run. So in most cases it will be better to enable caller 
+# graphs for selected functions only using the \callergraph command.
+
+CALLER_GRAPH           = NO
+
+# If the GRAPHICAL_HIERARCHY and HAVE_DOT tags are set to YES then doxygen 
+# will graphical hierarchy of all classes instead of a textual one.
+
+GRAPHICAL_HIERARCHY    = YES
+
+# If the DIRECTORY_GRAPH, SHOW_DIRECTORIES and HAVE_DOT tags are set to YES 
+# then doxygen will show the dependencies a directory has on other directories 
+# in a graphical way. The dependency relations are determined by the #include 
+# relations between the files in the directories.
+
+DIRECTORY_GRAPH        = YES
+
+# The DOT_IMAGE_FORMAT tag can be used to set the image format of the images 
+# generated by dot. Possible values are png, jpg, or gif 
+# If left blank png will be used.
+
+DOT_IMAGE_FORMAT       = png
+
+# The tag DOT_PATH can be used to specify the path where the dot tool can be 
+# found. If left blank, it is assumed the dot tool can be found in the path.
+
+DOT_PATH               = 
+
+# The DOTFILE_DIRS tag can be used to specify one or more directories that 
+# contain dot files that are included in the documentation (see the 
+# \dotfile command).
+
+DOTFILE_DIRS           = 
+
+# The DOT_GRAPH_MAX_NODES tag can be used to set the maximum number of 
+# nodes that will be shown in the graph. If the number of nodes in a graph 
+# becomes larger than this value, doxygen will truncate the graph, which is 
+# visualized by representing a node as a red box. Note that doxygen if the 
+# number of direct children of the root node in a graph is already larger than 
+# DOT_GRAPH_MAX_NODES then the graph will not be shown at all. Also note 
+# that the size of a graph can be further restricted by MAX_DOT_GRAPH_DEPTH.
+
+DOT_GRAPH_MAX_NODES    = 50
+
+# The MAX_DOT_GRAPH_DEPTH tag can be used to set the maximum depth of the 
+# graphs generated by dot. A depth value of 3 means that only nodes reachable 
+# from the root by following a path via at most 3 edges will be shown. Nodes 
+# that lay further from the root node will be omitted. Note that setting this 
+# option to 1 or 2 may greatly reduce the computation time needed for large 
+# code bases. Also note that the size of a graph can be further restricted by 
+# DOT_GRAPH_MAX_NODES. Using a depth of 0 means no depth restriction.
+
+MAX_DOT_GRAPH_DEPTH    = 0
+
+# Set the DOT_TRANSPARENT tag to YES to generate images with a transparent 
+# background. This is disabled by default, because dot on Windows does not 
+# seem to support this out of the box. Warning: Depending on the platform used, 
+# enabling this option may lead to badly anti-aliased labels on the edges of 
+# a graph (i.e. they become hard to read).
+
+DOT_TRANSPARENT        = NO
+
+# Set the DOT_MULTI_TARGETS tag to YES allow dot to generate multiple output 
+# files in one run (i.e. multiple -o and -T options on the command line). This 
+# makes dot run faster, but since only newer versions of dot (>1.8.10) 
+# support this, this feature is disabled by default.
+
+DOT_MULTI_TARGETS      = NO
+
+# If the GENERATE_LEGEND tag is set to YES (the default) Doxygen will 
+# generate a legend page explaining the meaning of the various boxes and 
+# arrows in the dot generated graphs.
+
+GENERATE_LEGEND        = YES
+
+# If the DOT_CLEANUP tag is set to YES (the default) Doxygen will 
+# remove the intermediate dot files that are used to generate 
+# the various graphs.
+
+DOT_CLEANUP            = YES
+
+#---------------------------------------------------------------------------
+# Options related to the search engine
+#---------------------------------------------------------------------------
+
+# The SEARCHENGINE tag specifies whether or not a search engine should be 
+# used. If set to NO the values of all tags below this one will be ignored.
+
+SEARCHENGINE           = YES
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/moeo-conf.cmake b/tags/paradiseo1.4-beta/paradiseo-moeo/moeo-conf.cmake
new file mode 100644
index 000000000..1bffe16da
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/moeo-conf.cmake
@@ -0,0 +1,5 @@
+#####################################################################################
+######################################################################################
+###  In this file, you can specify many CMake variables used to build paradisEO-MOEO.
+######################################################################################
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/src/CMakeLists.txt
new file mode 100644
index 000000000..8006b8998
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/CMakeLists.txt
@@ -0,0 +1,35 @@
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR})
+INCLUDE_DIRECTORIES(${MO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${CMAKE_CURRENT_SOURCE_DIR})
+
+######################################################################################
+
+
+######################################################################################
+### 2) Define your target(s): just  the moeo lib here.
+######################################################################################
+
+SET(MOEO_LIB_OUTPUT_PATH ${ParadisEO-MOEO_BINARY_DIR}/lib)
+SET(LIBRARY_OUTPUT_PATH ${MOEO_LIB_OUTPUT_PATH})
+
+SET (MOEO_SOURCES core/moeoObjectiveVectorTraits.cpp)
+
+ADD_LIBRARY(moeo STATIC ${MOEO_SOURCES})
+
+######################################################################################
+
+
+######################################################################################
+### 3) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(MOEO_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(moeo PROPERTIES VERSION "${MOEO_VERSION}")
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoASEEA.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoASEEA.h
new file mode 100644
index 000000000..b8afcc175
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoASEEA.h
@@ -0,0 +1,208 @@
+/*
+* <moeoASEEA.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+* François Legillon
+* Thibaut demaret
+*
+* 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 MOEOASEEA_H_
+#define MOEOASEEA_H_
+
+#include <eoBreed.h>
+#include <eoCloneOps.h>
+#include <eoContinue.h>
+#include <eoEvalFunc.h>
+#include <eoGenContinue.h>
+#include <eoGeneralBreeder.h>
+#include <eoGenOp.h>
+#include <eoPopEvalFunc.h>
+#include <eoSGAGenOp.h>
+#include <algo/moeoEA.h>
+#include <archive/moeoArchive.h>
+#include <selection/moeoRandomSelect.h>
+#include <selection/moeoSelectFromPopAndArch.h>
+#include <selection/moeoDetArchiveSelect.h>
+
+/**
+ * ASEEA (Adaptive Simple Elitist Evolutionary Algorithm).
+ */
+template < class MOEOT >
+class moeoASEEA : public moeoEA < MOEOT >
+{
+public:
+
+    /**
+     * Ctor with a crossover, a mutation and their corresponding rates.
+     * @param _maxGen number of generations before stopping
+     * @param _eval evaluation function
+     * @param _crossover crossover
+     * @param _pCross crossover probability
+     * @param _mutation mutation
+     * @param _pMut mutation probability
+     * @param _archive archive
+     * @param _max the max size for the pop
+     */
+    moeoASEEA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, moeoArchive < MOEOT > & _archive, unsigned int _max) :
+            defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), selectMany(_archive, _max), transform(_crossover, _pCross, _mutation, _pMut), selectTransform(selectMany, transform), breed (selectTransform), archive(_archive)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue.
+     * @param _continuator stopping criteria
+     * @param _eval evaluation function
+     * @param _crossover crossover
+     * @param _pCross crossover probability
+     * @param _mutation mutation
+     * @param _pMut mutation probability
+     * @param _archive archive
+     * @param _max the max size for the pop
+     */
+    moeoASEEA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, moeoArchive < MOEOT > & _archive, unsigned int _max) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), selectMany(_archive, _max), transform(_crossover, _pCross, _mutation, _pMut), selectTransform(selectMany, transform), breed(selectTransform), archive(_archive)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue, a eoPopEval.
+     * @param _continuator stopping criteria
+     * @param _popEval population evaluation function
+     * @param _crossover crossover
+     * @param _pCross crossover probability
+     * @param _mutation mutation
+     * @param _pMut mutation probability
+     * @param _archive archive
+     * @param _max the max size for the pop
+     */
+    moeoASEEA (eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, moeoArchive < MOEOT > & _archive, unsigned int _max) :
+            defaultGenContinuator(0), continuator(_continuator), eval(defaultEval), defaultPopEval(eval), popEval(_popEval),  selectMany(_archive, _max), transform(_crossover, _pCross, _mutation, _pMut), selectTransform(selectMany, transform), breed(selectTransform), archive(_archive)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue and a eoTransform.
+     * @param _continuator stopping criteria
+     * @param _eval evaluation function
+     * @param _transform variation operator
+     * @param _archive archive
+     * @param _max the max size for the pop
+     */
+    moeoASEEA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _transform, moeoArchive < MOEOT > & _archive, unsigned int _max) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), selectMany(_archive, _max), transform(defaultQuadOp, 0.0, defaultMonOp, 0.0), selectTransform(selectMany, _transform), breed(selectTransform), archive(_archive)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue, a eoPopEval and a eoTransform.
+     * @param _continuator stopping criteria
+     * @param _popEval population evaluation function
+     * @param _transform variation operator
+     * @param _archive archive
+     * @param _max the max size for the pop
+     */
+    moeoASEEA (eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoTransform < MOEOT > & _transform, moeoArchive < MOEOT > & _archive, unsigned int _max) :
+            defaultGenContinuator(0), continuator(_continuator), eval(defaultEval), defaultPopEval(eval), popEval(_popEval), selectMany(_archive, _max), transform(defaultQuadOp, 0.0, defaultMonOp, 0.0), selectTransform(selectMany, _transform), breed(selectTransform), archive(_archive)
+    {}
+
+
+    /**
+     * Apply a few generation of evolution to the population _pop until the stopping criteria is verified.
+     * @param _pop the population
+     */
+    virtual void operator () (eoPop < MOEOT > &_pop)
+    {
+        eoPop < MOEOT > empty_pop, offspring;
+        popEval (empty_pop, _pop); // a first eval of _pop
+        archive(_pop); // archive update
+        while (continuator (_pop))
+        {
+            // generate offspring
+            breed (_pop, offspring);
+            popEval (_pop, offspring); // eval of offspring
+//            archive (_pop); // archive update
+            archive (offspring); // archive update
+            _pop.resize(0);
+            offspring.resize(0);
+        }
+    }
+
+
+protected:
+
+    /** default eval */
+    class DummyEval : public eoEvalFunc < MOEOT >{
+        public:
+            void operator()(MOEOT &) {}
+    }defaultEval;
+
+    /** default transform */
+    class DummyTransform : public eoTransform < MOEOT >{
+		public :
+			void operator()(eoPop<MOEOT>&) {}
+    }defaultTransform;
+
+    /** a continuator based on the number of generations (used as default) */
+    eoGenContinue < MOEOT > defaultGenContinuator;
+    /** stopping criteria */
+    eoContinue < MOEOT > & continuator;
+    /** evaluation function */
+    eoEvalFunc < MOEOT > & eval;
+    /** default popEval */
+    eoPopLoopEval < MOEOT > defaultPopEval;
+    /** evaluation function used to evaluate the whole population */
+    eoPopEvalFunc < MOEOT > & popEval;
+    /** default select many */
+    moeoDetArchiveSelect < MOEOT > selectMany;		// A REMPLACER !!!!!!!!!!! => add/moeoDetArchiveSelect.h
+    /** eoTransform */
+    eoSGATransform < MOEOT > transform;
+    /** select transform */
+    eoSelectTransform < MOEOT > selectTransform;
+    /** a default crossover */
+    eoQuadCloneOp < MOEOT > defaultQuadOp;
+    /** a default mutation */
+    eoMonCloneOp < MOEOT > defaultMonOp;
+    /** an object for genetic operators (used as default) */
+    //eoSGAGenOp < MOEOT > defaultSGAGenOp;
+    /** an object for genetic operators (used as default) */
+    //eoSGAGenOp < MOEOT >& genOp;
+    /** breeder */
+    eoBreed < MOEOT > & breed;
+    /**archive */
+    moeoArchive < MOEOT > & archive;
+
+};
+
+#endif /*MOEOASEEA_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoAlgo.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoAlgo.h
new file mode 100644
index 000000000..39b01f394
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoAlgo.h
@@ -0,0 +1,47 @@
+/*
+* <moeoAlgo.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOALGO_H_
+#define MOEOALGO_H_
+
+/**
+ * Abstract class for multi-objective algorithms.
+ */
+class moeoAlgo
+  {};
+
+#endif /*MOEOALGO_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoEA.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoEA.h
new file mode 100644
index 000000000..a37407f87
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoEA.h
@@ -0,0 +1,50 @@
+/*
+* <moeoEA.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOEA_H_
+#define MOEOEA_H_
+
+#include <algo/moeoPopAlgo.h>
+
+/**
+ * Abstract class for multi-objective evolutionary algorithms.
+ */
+template < class MOEOT >
+class moeoEA : public moeoPopAlgo < MOEOT >
+  {};
+
+#endif /*MOEOEA_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoEasyEA.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoEasyEA.h
new file mode 100755
index 000000000..8155bfaaa
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoEasyEA.h
@@ -0,0 +1,217 @@
+/*
+* <moeoEasyEA.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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 _MOEOEASYEA_H
+#define _MOEOEASYEA_H
+
+#include <apply.h>
+#include <eoBreed.h>
+#include <eoContinue.h>
+#include <eoMergeReduce.h>
+#include <eoPopEvalFunc.h>
+#include <eoSelect.h>
+#include <eoTransform.h>
+#include <algo/moeoEA.h>
+#include <diversity/moeoDiversityAssignment.h>
+#include <diversity/moeoDummyDiversityAssignment.h>
+#include <fitness/moeoFitnessAssignment.h>
+#include <replacement/moeoReplacement.h>
+
+/**
+ * An easy class to design multi-objective evolutionary algorithms.
+ */
+template < class MOEOT >
+class moeoEasyEA: public moeoEA < MOEOT >
+{
+public:
+
+    /**
+     * Ctor taking a breed.
+     * @param _continuator the stopping criteria
+     * @param _eval the evaluation functions
+     * @param _breed the breeder
+     * @param _replace the replacement strategy
+     * @param _fitnessEval the fitness evaluation scheme
+     * @param _diversityEval the diversity evaluation scheme
+     * @param _evalFitAndDivBeforeSelection put this parameter to 'true' if you want to re-evalue the fitness and the diversity of the population before the selection process
+     */
+    moeoEasyEA(eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoBreed < MOEOT > & _breed, moeoReplacement < MOEOT > & _replace, moeoFitnessAssignment < MOEOT > & _fitnessEval, moeoDiversityAssignment < MOEOT > & _diversityEval, bool _evalFitAndDivBeforeSelection = false) :
+            continuator(_continuator), eval (_eval), loopEval(_eval), popEval(loopEval), selectTransform(dummySelect, dummyTransform), breed(_breed), replace(_replace), fitnessEval(_fitnessEval), diversityEval(_diversityEval), evalFitAndDivBeforeSelection(_evalFitAndDivBeforeSelection)
+    {}
+
+
+    /**
+     * Ctor taking a breed and a popEval.
+     * @param _continuator the stopping criteria
+     * @param _popEval the evaluation functions for the whole population
+     * @param _breed the breeder
+     * @param _replace the replacement strategy
+     * @param _fitnessEval the fitness evaluation scheme
+     * @param _diversityEval the diversity evaluation scheme
+     * @param _evalFitAndDivBeforeSelection put this parameter to 'true' if you want to re-evalue the fitness and the diversity of the population before the selection process
+     */
+    moeoEasyEA(eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoBreed < MOEOT > & _breed, moeoReplacement < MOEOT > & _replace, moeoFitnessAssignment < MOEOT > & _fitnessEval, moeoDiversityAssignment < MOEOT > & _diversityEval, bool _evalFitAndDivBeforeSelection = false) :
+            continuator(_continuator), eval(dummyEval), loopEval(dummyEval), popEval(_popEval), selectTransform(dummySelect, dummyTransform), breed(_breed), replace(_replace), fitnessEval(_fitnessEval), diversityEval(_diversityEval), evalFitAndDivBeforeSelection(_evalFitAndDivBeforeSelection)
+    {}
+
+
+    /**
+     * Ctor taking a select and a transform.
+     * @param _continuator the stopping criteria
+     * @param _eval the evaluation functions
+     * @param _select the selection scheme
+     * @param _transform the tranformation scheme
+     * @param _replace the replacement strategy
+     * @param _fitnessEval the fitness evaluation scheme
+     * @param _diversityEval the diversity evaluation scheme
+     * @param _evalFitAndDivBeforeSelection put this parameter to 'true' if you want to re-evalue the fitness and the diversity of the population before the selection process
+     */
+    moeoEasyEA(eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoSelect < MOEOT > & _select, eoTransform < MOEOT > & _transform, moeoReplacement < MOEOT > & _replace, moeoFitnessAssignment < MOEOT > & _fitnessEval, moeoDiversityAssignment < MOEOT > & _diversityEval, bool _evalFitAndDivBeforeSelection = false) :
+            continuator(_continuator), eval(_eval), loopEval(_eval), popEval(loopEval), selectTransform(_select, _transform), breed(selectTransform), replace(_replace), fitnessEval(_fitnessEval), diversityEval(_diversityEval), evalFitAndDivBeforeSelection(_evalFitAndDivBeforeSelection)
+    {}
+
+
+    /**
+     * Ctor taking a select, a transform.and a popEval
+     * @param _continuator the stopping criteria
+     * @param _popEval the evaluation functions
+     * @param _select the selection scheme
+     * @param _transform the tranformation scheme
+     * @param _replace the replacement strategy
+     * @param _fitnessEval the fitness evaluation scheme
+     * @param _diversityEval the diversity evaluation scheme
+     * @param _evalFitAndDivBeforeSelection put this parameter to 'true' if you want to re-evalue the fitness and the diversity of the population before the selection process
+     */
+    moeoEasyEA(eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoSelect < MOEOT > & _select, eoTransform < MOEOT > & _transform, moeoReplacement < MOEOT > & _replace, moeoFitnessAssignment < MOEOT > & _fitnessEval, moeoDiversityAssignment < MOEOT > & _diversityEval, bool _evalFitAndDivBeforeSelection = false) :
+            continuator(_continuator), eval(dummyEval), loopEval(dummyEval), popEval(_popEval), selectTransform(_select, _transform), breed(selectTransform), replace(_replace), fitnessEval(_fitnessEval), diversityEval(_diversityEval), evalFitAndDivBeforeSelection(_evalFitAndDivBeforeSelection)
+    {}
+
+
+    /**
+     * Applies a few generation of evolution to the population _pop.
+     * @param _pop the population
+     */
+    virtual void operator()(eoPop < MOEOT > & _pop)
+    {
+        eoPop < MOEOT > offspring, empty_pop;
+        popEval(empty_pop, _pop); // A first eval of pop.
+        bool firstTime = true;
+        do
+        {
+            try
+            {
+                unsigned int pSize = _pop.size();
+                offspring.clear(); // new offspring
+                // fitness and diversity assignment (if you want to or if it is the first generation)
+                if (evalFitAndDivBeforeSelection || firstTime)
+                {
+                    firstTime = false;
+                    //std::cout << "fitness eval" << std::endl;
+                    fitnessEval(_pop);
+                    //std::cout << "diversity eval" << std::endl;
+                    diversityEval(_pop);
+                }
+                breed(_pop, offspring);
+                popEval(_pop, offspring); // eval of parents + offspring if necessary
+                replace(_pop, offspring); // after replace, the new pop. is in _pop
+                if (pSize > _pop.size())
+                {
+                    throw std::runtime_error("Population shrinking!");
+                }
+                else if (pSize < _pop.size())
+                {
+                    throw std::runtime_error("Population growing!");
+                }
+            }
+            catch (std::exception& e)
+            {
+                std::string s = e.what();
+                s.append( " in moeoEasyEA");
+                throw std::runtime_error( s );
+            }
+        }
+        while (continuator(_pop));
+    }
+
+
+protected:
+
+    /** the stopping criteria */
+    eoContinue < MOEOT > & continuator;
+    /** a dummy eval */
+    class eoDummyEval : public eoEvalFunc < MOEOT >
+    {
+    public:
+        void operator()(MOEOT &) {}
+    }
+    dummyEval;
+    /** the evaluation functions */
+    eoEvalFunc < MOEOT > & eval;
+    /** to evaluate the whole population */
+    eoPopLoopEval < MOEOT > loopEval;
+    /** to evaluate the whole population */
+    eoPopEvalFunc < MOEOT > & popEval;
+    /** dummy select */
+    class DummySelect : public eoSelect < MOEOT >
+    {
+    public :
+        void operator()(const eoPop<MOEOT>&, eoPop<MOEOT>&) {}
+    }
+    dummySelect;
+    /** breed: a select followed by a transform */
+    eoSelectTransform < MOEOT > selectTransform;
+    /** dummy transform */
+    class DummyTransform : public eoTransform < MOEOT >
+    {
+    public :
+        void operator()(eoPop<MOEOT>&) {}
+    }
+    dummyTransform;
+    /** the breeder */
+    eoBreed < MOEOT > & breed;
+    /** the replacment strategy */
+    moeoReplacement < MOEOT > & replace;
+    /** the fitness assignment strategy */
+    moeoFitnessAssignment < MOEOT > & fitnessEval;
+    /** the diversity assignment strategy */
+    moeoDiversityAssignment < MOEOT > & diversityEval;
+    /** if this parameter is set to 'true', the fitness and the diversity of the whole population will be re-evaluated before the selection process */
+    bool evalFitAndDivBeforeSelection;
+
+};
+
+#endif /*MOEOEASYEA_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoIBEA.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoIBEA.h
new file mode 100644
index 000000000..b0c1d0207
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoIBEA.h
@@ -0,0 +1,225 @@
+/*
+* <moeoIBEA.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOIBEA_H_
+#define MOEOIBEA_H_
+
+#include <eoBreed.h>
+#include <eoCloneOps.h>
+#include <eoContinue.h>
+#include <eoEvalFunc.h>
+#include <eoGenContinue.h>
+#include <eoGeneralBreeder.h>
+#include <eoGenOp.h>
+#include <eoPopEvalFunc.h>
+#include <eoSGAGenOp.h>
+#include <algo/moeoEA.h>
+#include <diversity/moeoDummyDiversityAssignment.h>
+#include <fitness/moeoExpBinaryIndicatorBasedFitnessAssignment.h>
+#include <metric/moeoNormalizedSolutionVsSolutionBinaryMetric.h>
+#include <replacement/moeoEnvironmentalReplacement.h>
+#include <selection/moeoDetTournamentSelect.h>
+
+/**
+ * IBEA (Indicator-Based Evolutionary Algorithm).
+ * E. Zitzler, S. Künzli, "Indicator-Based Selection in Multiobjective Search", Proc. 8th International Conference on Parallel Problem Solving from Nature (PPSN VIII), pp. 832-842, Birmingham, UK (2004).
+ * This class builds the IBEA algorithm only by using the fine-grained components of the ParadisEO-MOEO framework.
+ */
+template < class MOEOT >
+class moeoIBEA : public moeoEA < MOEOT >
+{
+public:
+
+    /** The type of objective vector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+      * Ctor with a crossover, a mutation and their corresponding rates.
+      * @param _maxGen maximum number of generations before stopping
+      * @param _eval evaluation function
+      * @param _crossover crossover
+      * @param _pCross crossover probability
+      * @param _mutation mutation
+      * @param _pMut mutation probability
+      * @param _metric metric
+      * @param _kappa scaling factor kappa
+      */
+    moeoIBEA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & _metric, const double _kappa=0.05) :
+            defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), select (2), selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut), genBreed (select, defaultSGAGenOp), breed (genBreed), fitnessAssignment(_metric, _kappa), replace (fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue and a eoGenOp.
+     * @param _continuator stopping criteria
+     * @param _eval evaluation function
+     * @param _op variation operators
+     * @param _metric metric
+     * @param _kappa scaling factor kappa
+     */
+    moeoIBEA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op, moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & _metric, const double _kappa=0.05) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), select(2),
+            selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(defaultQuadOp, 1.0, defaultMonOp, 1.0), genBreed(select, _op), breed(genBreed), fitnessAssignment(_metric, _kappa), replace (fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue, a eoPopEval and a eoGenOp.
+     * @param _continuator stopping criteria
+     * @param _popEval population evaluation function
+     * @param _op variation operators
+     * @param _metric metric
+     * @param _kappa scaling factor kappa
+     */
+    moeoIBEA (eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoGenOp < MOEOT > & _op, moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & _metric, const double _kappa=0.05) :
+            defaultGenContinuator(0), continuator(_continuator), eval(defaultEval), defaultPopEval(eval), popEval(_popEval), select(2),
+            selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(defaultQuadOp, 1.0, defaultMonOp, 1.0), genBreed(select, _op), breed(genBreed), fitnessAssignment(_metric, _kappa), replace (fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue and a eoTransform.
+     * @param _continuator stopping criteria
+     * @param _eval evaluation function
+     * @param _transform variation operator
+     * @param _metric metric
+     * @param _kappa scaling factor kappa
+     */
+    moeoIBEA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _transform, moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & _metric, const double _kappa=0.05) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval),
+            select(2),  selectMany(select, 1.0), selectTransform(selectMany, _transform), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), genBreed(select, defaultSGAGenOp), breed(selectTransform), fitnessAssignment(_metric, _kappa), replace(fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue, a eoPopEval and a eoTransform.
+     * @param _continuator stopping criteria
+     * @param _popEval population evaluation function
+     * @param _transform variation operator
+     * @param _metric metric
+     * @param _kappa scaling factor kappa
+     */
+    moeoIBEA (eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoTransform < MOEOT > & _transform, moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & _metric, const double _kappa=0.05) :
+            defaultGenContinuator(0), continuator(_continuator), eval(defaultEval), defaultPopEval(eval), popEval(_popEval),
+            select(2),  selectMany(select, 1.0), selectTransform(selectMany, _transform), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), genBreed(select, defaultSGAGenOp), breed(selectTransform), fitnessAssignment(_metric, _kappa), replace(fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Apply the algorithm to the population _pop until the stopping criteria is satified.
+     * @param _pop the population
+     */
+    virtual void operator () (eoPop < MOEOT > &_pop)
+    {
+        eoPop < MOEOT > offspring, empty_pop;
+        popEval (empty_pop, _pop);	// a first eval of _pop
+        // evaluate fitness and diversity
+        fitnessAssignment(_pop);
+        diversityAssignment(_pop);
+        do
+        {
+            // generate offspring, worths are recalculated if necessary
+            breed (_pop, offspring);
+            // eval of offspring
+            popEval (_pop, offspring);
+            // after replace, the new pop is in _pop. Worths are recalculated if necessary
+            replace (_pop, offspring);
+        }
+        while (continuator (_pop));
+    }
+
+
+protected:
+
+    /** a continuator based on the number of generations (used as default) */
+    eoGenContinue < MOEOT > defaultGenContinuator;
+    /** stopping criteria */
+    eoContinue < MOEOT > & continuator;
+    /** default eval */
+    class DummyEval : public eoEvalFunc < MOEOT >
+    {
+    public:
+        void operator()(MOEOT &) {}
+    }
+    defaultEval;
+    /** evaluation function */
+    eoEvalFunc < MOEOT > & eval;
+    /** default popEval */
+    eoPopLoopEval < MOEOT > defaultPopEval;
+    /** evaluation function used to evaluate the whole population */
+    eoPopEvalFunc < MOEOT > & popEval;
+    /** default select */
+    class DummySelect : public eoSelect < MOEOT >
+    {
+    public :
+        void operator()(const eoPop<MOEOT>&, eoPop<MOEOT>&) {}
+    }
+    defaultSelect;
+    /** binary tournament selection */
+    moeoDetTournamentSelect < MOEOT > select;
+    /** default select many */
+    eoSelectMany < MOEOT >  selectMany;
+    /** select transform */
+    eoSelectTransform < MOEOT > selectTransform;
+    /** a default crossover */
+    eoQuadCloneOp < MOEOT > defaultQuadOp;
+    /** a default mutation */
+    eoMonCloneOp < MOEOT > defaultMonOp;
+    /** an object for genetic operators (used as default) */
+    eoSGAGenOp < MOEOT > defaultSGAGenOp;
+    /** default transform */
+    class DummyTransform : public eoTransform < MOEOT >
+    {
+    public :
+        void operator()(eoPop<MOEOT>&) {}
+    }
+    defaultTransform;
+    /** general breeder */
+    eoGeneralBreeder < MOEOT > genBreed;
+    /** breeder */
+    eoBreed < MOEOT > & breed;
+    /** fitness assignment used in IBEA */
+    moeoExpBinaryIndicatorBasedFitnessAssignment < MOEOT > fitnessAssignment;
+    /** dummy diversity assignment */
+    moeoDummyDiversityAssignment < MOEOT > diversityAssignment;
+    /** environmental replacement */
+    moeoEnvironmentalReplacement < MOEOT > replace;
+
+};
+
+#endif /*MOEOIBEA_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoMOGA.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoMOGA.h
new file mode 100644
index 000000000..5bc3fad90
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoMOGA.h
@@ -0,0 +1,213 @@
+/*
+* <moeoNSGA.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 MOEOMOGA_H_
+#define MOEOMOGA_H_
+
+#include <eoBreed.h>
+#include <eoContinue.h>
+#include <eoEvalFunc.h>
+#include <eoGenContinue.h>
+#include <eoGeneralBreeder.h>
+#include <eoGenOp.h>
+#include <eoPopEvalFunc.h>
+#include <eoSGAGenOp.h>
+#include <algo/moeoEA.h>
+#include <diversity/moeoFrontByFrontSharingDiversityAssignment.h>
+#include <fitness/moeoDominanceRankFitnessAssignment.h>
+#include <replacement/moeoElitistReplacement.h>
+#include <selection/moeoDetTournamentSelect.h>
+
+/**
+ * MOGA.
+ */
+template < class MOEOT >
+class moeoMOGA: public moeoEA < MOEOT >
+{
+public:
+
+    /**
+     * Ctor with a crossover, a mutation and their corresponding rates.
+     * @param _maxGen maximum number of generations before stopping
+     * @param _eval evaluation function
+     * @param _crossover crossover
+     * @param _pCross crossover probability
+     * @param _mutation mutation
+     * @param _pMut mutation probability
+     * @param _nicheSize niche size
+     */
+    moeoMOGA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, double _nicheSize = 0.5) :
+            defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), select (2), selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut), genBreed (select, defaultSGAGenOp), breed (genBreed), diversityAssignment(_nicheSize), replace (fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue and a eoGenOp.
+     * @param _continuator stopping criteria
+     * @param _eval evaluation function
+     * @param _op variation operators
+     * @param _nicheSize niche size
+     */
+    moeoMOGA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op, double _nicheSize = 0.5) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), select(2),
+            selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(defaultQuadOp, 1.0, defaultMonOp, 1.0), genBreed(select, _op), breed(genBreed), diversityAssignment(_nicheSize), replace (fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue, a eoPopEval and a eoGenOp.
+     * @param _continuator stopping criteria
+     * @param _popEval population evaluation function
+     * @param _op variation operators
+     * @param _nicheSize niche size
+     */
+    moeoMOGA (eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoGenOp < MOEOT > & _op, double _nicheSize = 0.5) :
+            defaultGenContinuator(0), continuator(_continuator), eval(defaultEval), defaultPopEval(eval), popEval(_popEval), select(2),
+            selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(defaultQuadOp, 1.0, defaultMonOp, 1.0), genBreed(select, _op), breed(genBreed), diversityAssignment(_nicheSize), replace (fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue and a eoTransform.
+     * @param _continuator stopping criteria
+     * @param _eval evaluation function
+     * @param _transform variation operator
+     * @param _nicheSize niche size
+     */
+    moeoMOGA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _transform, double _nicheSize = 0.5) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval),
+            select(2),  selectMany(select, 1.0), selectTransform(selectMany, _transform), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), genBreed(select, defaultSGAGenOp), breed(selectTransform), diversityAssignment(_nicheSize), replace(fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue, a eoPopEval and a eoTransform.
+     * @param _continuator stopping criteria
+     * @param _popEval population evaluation function
+     * @param _transform variation operator
+     * @param _nicheSize niche size
+     */
+    moeoMOGA (eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoTransform < MOEOT > & _transform, double _nicheSize = 0.5) :
+            defaultGenContinuator(0), continuator(_continuator), eval(defaultEval), defaultPopEval(eval), popEval(_popEval),
+            select(2),  selectMany(select, 1.0), selectTransform(selectMany, _transform), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), genBreed(select, defaultSGAGenOp), breed(selectTransform), diversityAssignment(_nicheSize), replace(fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Apply the algorithm to the population _pop until the stopping criteria is satified.
+     * @param _pop the population
+     */
+    virtual void operator () (eoPop < MOEOT > &_pop)
+    {
+        eoPop < MOEOT > offspring, empty_pop;
+        popEval (empty_pop, _pop);	// a first eval of _pop
+        // evaluate fitness and diversity
+        fitnessAssignment(_pop);
+        diversityAssignment(_pop);
+        do
+        {
+            // generate offspring, worths are recalculated if necessary
+            breed (_pop, offspring);
+            // eval of offspring
+            popEval (_pop, offspring);
+            // after replace, the new pop is in _pop. Worths are recalculated if necessary
+            replace (_pop, offspring);
+        }
+        while (continuator (_pop));
+    }
+
+
+protected:
+
+    /** a continuator based on the number of generations (used as default) */
+    eoGenContinue < MOEOT > defaultGenContinuator;
+    /** stopping criteria */
+    eoContinue < MOEOT > & continuator;
+    /** default eval */
+    class DummyEval : public eoEvalFunc < MOEOT >
+    {
+    public:
+        void operator()(MOEOT &) {}
+    }
+    defaultEval;
+    /** evaluation function */
+    eoEvalFunc < MOEOT > & eval;
+    /** default popEval */
+    eoPopLoopEval < MOEOT > defaultPopEval;
+    /** evaluation function used to evaluate the whole population */
+    eoPopEvalFunc < MOEOT > & popEval;
+    /** default select */
+    class DummySelect : public eoSelect < MOEOT >
+    {
+    public :
+        void operator()(const eoPop<MOEOT>&, eoPop<MOEOT>&) {}
+    }
+    defaultSelect;
+    /** binary tournament selection */
+    moeoDetTournamentSelect < MOEOT > select;
+    /** default select many */
+    eoSelectMany < MOEOT >  selectMany;
+    /** select transform */
+    eoSelectTransform < MOEOT > selectTransform;
+    /** a default crossover */
+    eoQuadCloneOp < MOEOT > defaultQuadOp;
+    /** a default mutation */
+    eoMonCloneOp < MOEOT > defaultMonOp;
+    /** an object for genetic operators (used as default) */
+    eoSGAGenOp < MOEOT > defaultSGAGenOp;
+    /** default transform */
+    class DummyTransform : public eoTransform < MOEOT >
+    {
+    public :
+        void operator()(eoPop<MOEOT>&) {}
+    }
+    defaultTransform;
+    /** general breeder */
+    eoGeneralBreeder < MOEOT > genBreed;
+    /** breeder */
+    eoBreed < MOEOT > & breed;
+    /** fitness assignment used in NSGA-II */
+    moeoDominanceRankFitnessAssignment < MOEOT > fitnessAssignment;
+    /** diversity assignment used in NSGA-II */
+    moeoFrontByFrontSharingDiversityAssignment  < MOEOT > diversityAssignment;
+    /** elitist replacement */
+    moeoElitistReplacement < MOEOT > replace;
+
+};
+
+#endif /*MOEOMOGA_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoNSGA.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoNSGA.h
new file mode 100644
index 000000000..1db0b0f14
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoNSGA.h
@@ -0,0 +1,215 @@
+/*
+* <moeoNSGA.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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 MOEONSGA_H_
+#define MOEONSGA_H_
+
+#include <eoBreed.h>
+#include <eoContinue.h>
+#include <eoEvalFunc.h>
+#include <eoGenContinue.h>
+#include <eoGeneralBreeder.h>
+#include <eoGenOp.h>
+#include <eoPopEvalFunc.h>
+#include <eoSGAGenOp.h>
+#include <algo/moeoEA.h>
+#include <diversity/moeoFrontByFrontSharingDiversityAssignment.h>
+#include <fitness/moeoDominanceDepthFitnessAssignment.h>
+#include <replacement/moeoElitistReplacement.h>
+#include <selection/moeoDetTournamentSelect.h>
+
+/**
+ * NSGA (Non-dominated Sorting Genetic Algorithm).
+ * N. Srinivas, K. Deb, "Multiobjective Optimization Using Nondominated Sorting in Genetic Algorithms".
+ * Evolutionary Computation, Vol. 2(3), No 2, pp. 221-248 (1994).
+ * This class builds the NSGA algorithm only by using the fine-grained components of the ParadisEO-MOEO framework.
+ */
+template < class MOEOT >
+class moeoNSGA: public moeoEA < MOEOT >
+{
+public:
+
+    /**
+     * Ctor with a crossover, a mutation and their corresponding rates.
+     * @param _maxGen maximum number of generations before stopping
+     * @param _eval evaluation function
+     * @param _crossover crossover
+     * @param _pCross crossover probability
+     * @param _mutation mutation
+     * @param _pMut mutation probability
+     * @param _nicheSize niche size
+     */
+    moeoNSGA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, double _nicheSize = 0.5) :
+            defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), select (2), selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut), genBreed (select, defaultSGAGenOp), breed (genBreed), diversityAssignment(_nicheSize), replace (fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue and a eoGenOp.
+     * @param _continuator stopping criteria
+     * @param _eval evaluation function
+     * @param _op variation operators
+     * @param _nicheSize niche size
+     */
+    moeoNSGA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op, double _nicheSize = 0.5) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), select(2),
+            selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(defaultQuadOp, 1.0, defaultMonOp, 1.0), genBreed(select, _op), breed(genBreed), diversityAssignment(_nicheSize), replace (fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue, a eoPopEval and a eoGenOp.
+     * @param _continuator stopping criteria
+     * @param _popEval population evaluation function
+     * @param _op variation operators
+     * @param _nicheSize niche size
+     */
+    moeoNSGA (eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoGenOp < MOEOT > & _op, double _nicheSize = 0.5) :
+            defaultGenContinuator(0), continuator(_continuator), eval(defaultEval), defaultPopEval(eval), popEval(_popEval), select(2),
+            selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(defaultQuadOp, 1.0, defaultMonOp, 1.0), genBreed(select, _op), breed(genBreed), diversityAssignment(_nicheSize), replace (fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue and a eoTransform.
+     * @param _continuator stopping criteria
+     * @param _eval evaluation function
+     * @param _transform variation operator
+     * @param _nicheSize niche size
+     */
+    moeoNSGA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _transform, double _nicheSize = 0.5) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval),
+            select(2),  selectMany(select, 1.0), selectTransform(selectMany, _transform), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), genBreed(select, defaultSGAGenOp), breed(selectTransform), diversityAssignment(_nicheSize), replace(fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue, a eoPopEval and a eoTransform.
+     * @param _continuator stopping criteria
+     * @param _popEval population evaluation function
+     * @param _transform variation operator
+     * @param _nicheSize niche size
+     */
+    moeoNSGA (eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoTransform < MOEOT > & _transform, double _nicheSize = 0.5) :
+            defaultGenContinuator(0), continuator(_continuator), eval(defaultEval), defaultPopEval(eval), popEval(_popEval),
+            select(2),  selectMany(select, 1.0), selectTransform(selectMany, _transform), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), genBreed(select, defaultSGAGenOp), breed(selectTransform), diversityAssignment(_nicheSize), replace(fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Apply the algorithm to the population _pop until the stopping criteria is satified.
+     * @param _pop the population
+     */
+    virtual void operator () (eoPop < MOEOT > &_pop)
+    {
+        eoPop < MOEOT > offspring, empty_pop;
+        popEval (empty_pop, _pop);	// a first eval of _pop
+        // evaluate fitness and diversity
+        fitnessAssignment(_pop);
+        diversityAssignment(_pop);
+        do
+        {
+            // generate offspring, worths are recalculated if necessary
+            breed (_pop, offspring);
+            // eval of offspring
+            popEval (_pop, offspring);
+            // after replace, the new pop is in _pop. Worths are recalculated if necessary
+            replace (_pop, offspring);
+        }
+        while (continuator (_pop));
+    }
+
+
+protected:
+
+    /** a continuator based on the number of generations (used as default) */
+    eoGenContinue < MOEOT > defaultGenContinuator;
+    /** stopping criteria */
+    eoContinue < MOEOT > & continuator;
+    /** default eval */
+    class DummyEval : public eoEvalFunc < MOEOT >
+    {
+    public:
+        void operator()(MOEOT &) {}
+    }
+    defaultEval;
+    /** evaluation function */
+    eoEvalFunc < MOEOT > & eval;
+    /** default popEval */
+    eoPopLoopEval < MOEOT > defaultPopEval;
+    /** evaluation function used to evaluate the whole population */
+    eoPopEvalFunc < MOEOT > & popEval;
+    /** default select */
+    class DummySelect : public eoSelect < MOEOT >
+    {
+    public :
+        void operator()(const eoPop<MOEOT>&, eoPop<MOEOT>&) {}
+    }
+    defaultSelect;
+    /** binary tournament selection */
+    moeoDetTournamentSelect < MOEOT > select;
+    /** default select many */
+    eoSelectMany < MOEOT >  selectMany;
+    /** select transform */
+    eoSelectTransform < MOEOT > selectTransform;
+    /** a default crossover */
+    eoQuadCloneOp < MOEOT > defaultQuadOp;
+    /** a default mutation */
+    eoMonCloneOp < MOEOT > defaultMonOp;
+    /** an object for genetic operators (used as default) */
+    eoSGAGenOp < MOEOT > defaultSGAGenOp;
+    /** default transform */
+    class DummyTransform : public eoTransform < MOEOT >
+    {
+    public :
+        void operator()(eoPop<MOEOT>&) {}
+    }
+    defaultTransform;
+    /** general breeder */
+    eoGeneralBreeder < MOEOT > genBreed;
+    /** breeder */
+    eoBreed < MOEOT > & breed;
+    /** fitness assignment used in NSGA-II */
+    moeoDominanceDepthFitnessAssignment < MOEOT > fitnessAssignment;
+    /** diversity assignment used in NSGA-II */
+    moeoFrontByFrontSharingDiversityAssignment  < MOEOT > diversityAssignment;
+    /** elitist replacement */
+    moeoElitistReplacement < MOEOT > replace;
+
+};
+
+#endif /*MOEONSGA_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoNSGAII.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoNSGAII.h
new file mode 100644
index 000000000..137592865
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoNSGAII.h
@@ -0,0 +1,210 @@
+/*
+* <moeoNSGAII.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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 MOEONSGAII_H_
+#define MOEONSGAII_H_
+
+#include <eoBreed.h>
+#include <eoCloneOps.h>
+#include <eoContinue.h>
+#include <eoEvalFunc.h>
+#include <eoGenContinue.h>
+#include <eoGeneralBreeder.h>
+#include <eoGenOp.h>
+#include <eoPopEvalFunc.h>
+#include <eoSGAGenOp.h>
+#include <algo/moeoEA.h>
+#include <diversity/moeoFrontByFrontCrowdingDiversityAssignment.h>
+#include <fitness/moeoDominanceDepthFitnessAssignment.h>
+#include <replacement/moeoElitistReplacement.h>
+#include <selection/moeoDetTournamentSelect.h>
+
+/**
+ * NSGA-II (Non-dominated Sorting Genetic Algorithm II).
+ * Deb, K., S. Agrawal, A. Pratap, and T. Meyarivan. A fast elitist non-dominated sorting genetic algorithm for multi-objective optimization: NSGA-II. IEEE Transactions on Evolutionary Computation, Vol. 6, No 2, pp 182-197 (2002).
+ * This class builds the NSGA-II algorithm only by using the fine-grained components of the ParadisEO-MOEO framework.
+ */
+template < class MOEOT >
+class moeoNSGAII: public moeoEA < MOEOT >
+{
+public:
+
+    /**
+     * Ctor with a crossover, a mutation and their corresponding rates.
+     * @param _maxGen maximum number of generations before stopping
+     * @param _eval evaluation function
+     * @param _crossover crossover
+     * @param _pCross crossover probability
+     * @param _mutation mutation
+     * @param _pMut mutation probability
+     */
+    moeoNSGAII (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut) :
+            defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), select (2), selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut), genBreed (select, defaultSGAGenOp), breed (genBreed), replace (fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue and a eoGenOp.
+     * @param _continuator stopping criteria
+     * @param _eval evaluation function
+     * @param _op variation operators
+     */
+    moeoNSGAII (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), select(2),
+            selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(defaultQuadOp, 1.0, defaultMonOp, 1.0), genBreed(select, _op), breed(genBreed), replace (fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue, a eoPopEval and a eoGenOp.
+     * @param _continuator stopping criteria
+     * @param _popEval population evaluation function
+     * @param _op variation operators
+     */
+    moeoNSGAII (eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoGenOp < MOEOT > & _op) :
+            defaultGenContinuator(0), continuator(_continuator), eval(defaultEval), defaultPopEval(eval), popEval(_popEval), select(2),
+            selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(defaultQuadOp, 1.0, defaultMonOp, 1.0), genBreed(select, _op), breed(genBreed), replace (fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue and a eoTransform.
+     * @param _continuator stopping criteria
+     * @param _eval evaluation function
+     * @param _transform variation operator
+     */
+    moeoNSGAII (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _transform) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval),
+            select(2),  selectMany(select, 1.0), selectTransform(selectMany, _transform), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), genBreed(select, defaultSGAGenOp), breed(selectTransform), replace(fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue, a eoPopEval and a eoTransform.
+     * @param _continuator stopping criteria
+     * @param _popEval population evaluation function
+     * @param _transform variation operator
+     */
+    moeoNSGAII (eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoTransform < MOEOT > & _transform) :
+            defaultGenContinuator(0), continuator(_continuator), eval(defaultEval), defaultPopEval(eval), popEval(_popEval),
+            select(2),  selectMany(select, 1.0), selectTransform(selectMany, _transform), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), genBreed(select, defaultSGAGenOp), breed(selectTransform), replace(fitnessAssignment, diversityAssignment)
+    {}
+
+
+    /**
+     * Apply a the algorithm to the population _pop until the stopping criteria is satified.
+     * @param _pop the population
+     */
+    virtual void operator () (eoPop < MOEOT > &_pop)
+    {
+        eoPop < MOEOT > offspring, empty_pop;
+        popEval (empty_pop, _pop);	// a first eval of _pop
+        // evaluate fitness and diversity
+        fitnessAssignment(_pop);
+        diversityAssignment(_pop);
+        do
+        {
+            // generate offspring, worths are recalculated if necessary
+            breed (_pop, offspring);
+            // eval of offspring
+            popEval (_pop, offspring);
+            // after replace, the new pop is in _pop. Worths are recalculated if necessary
+            replace (_pop, offspring);
+        }
+        while (continuator (_pop));
+    }
+
+
+protected:
+
+    /** a continuator based on the number of generations (used as default) */
+    eoGenContinue < MOEOT > defaultGenContinuator;
+    /** stopping criteria */
+    eoContinue < MOEOT > & continuator;
+    /** default eval */
+    class DummyEval : public eoEvalFunc < MOEOT >
+    {
+    public:
+        void operator()(MOEOT &) {}
+    }
+    defaultEval;
+    /** evaluation function */
+    eoEvalFunc < MOEOT > & eval;
+    /** default popEval */
+    eoPopLoopEval < MOEOT > defaultPopEval;
+    /** evaluation function used to evaluate the whole population */
+    eoPopEvalFunc < MOEOT > & popEval;
+    /** default select */
+    class DummySelect : public eoSelect < MOEOT >
+    {
+    public :
+        void operator()(const eoPop<MOEOT>&, eoPop<MOEOT>&) {}
+    }
+    defaultSelect;
+    /** binary tournament selection */
+    moeoDetTournamentSelect < MOEOT > select;
+    /** default select many */
+    eoSelectMany < MOEOT >  selectMany;
+    /** select transform */
+    eoSelectTransform < MOEOT > selectTransform;
+    /** a default crossover */
+    eoQuadCloneOp < MOEOT > defaultQuadOp;
+    /** a default mutation */
+    eoMonCloneOp < MOEOT > defaultMonOp;
+    /** an object for genetic operators (used as default) */
+    eoSGAGenOp < MOEOT > defaultSGAGenOp;
+    /** default transform */
+    class DummyTransform : public eoTransform < MOEOT >
+    {
+    public :
+        void operator()(eoPop<MOEOT>&) {}
+    }
+    defaultTransform;
+    /** general breeder */
+    eoGeneralBreeder < MOEOT > genBreed;
+    /** breeder */
+    eoBreed < MOEOT > & breed;
+    /** fitness assignment used in NSGA */
+    moeoDominanceDepthFitnessAssignment < MOEOT > fitnessAssignment;
+    /** diversity assignment used in NSGA-II */
+    moeoFrontByFrontCrowdingDiversityAssignment  < MOEOT > diversityAssignment;
+    /** elitist replacement */
+    moeoElitistReplacement < MOEOT > replace;
+
+};
+
+#endif /*MOEONSGAII_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoPLS1.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoPLS1.h
new file mode 100644
index 000000000..04558ecf0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoPLS1.h
@@ -0,0 +1,87 @@
+/*
+* <moeoPLS1.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEOPLS1_H
+#define _MOEOPLS1_H
+
+#include <algo/moeoUnifiedDominanceBasedLS.h>
+#include <selection/moeoNumberUnvisitedSelect.h>
+#include <explorer/moeoExhaustiveNeighborhoodExplorer.h>
+
+/**
+ * PLS1 algorithm
+ *
+ * Paquete L, Chiarandini M, St ̈ tzle T (2004) Pareto local optimum sets in the biobjective
+ * traveling salesman problem: An experimental study. In: Metaheuristics for Multiobjective
+ * Optimisation, Lecture Notes in Economics and Mathematical Systems, vol 535, Springer-
+ * Verlag, Berlin, Germany, chap 7, pp 177–199
+ */
+template < class Neighbor >
+class moeoPLS1 : public moeoUnifiedDominanceBasedLS < Neighbor >
+{
+public:
+
+	/** Alias for the type */
+    typedef typename Neighbor::EOT MOEOT;
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+	/**
+	 * Ctor
+	 * @param _continuator a stop creterion
+	 * @param _eval a evaluation function
+	 * @param _archive a archive to store no-dominated individuals
+	 * @param _neighborhood a neighborhood
+	 * @param _incrEval neighbor evaluation function
+	 */
+    moeoPLS1(
+    		eoContinue < MOEOT > & _continuator,
+            eoEvalFunc < MOEOT > & _eval,
+            moeoArchive < MOEOT > & _archive,
+    		moNeighborhood<Neighbor>& _neighborhood,
+        	moEval < Neighbor > & _incrEval):
+            	moeoUnifiedDominanceBasedLS<Neighbor>(
+            			_continuator,
+            			_eval,
+            			_archive,
+            			*(new moeoExhaustiveNeighborhoodExplorer<Neighbor>(_neighborhood, _incrEval)),
+            			*(new moeoNumberUnvisitedSelect<MOEOT>(1))
+            	){}
+
+    
+};
+
+#endif /*MOEOPLS1_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoPLS2.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoPLS2.h
new file mode 100644
index 000000000..84a50c1c4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoPLS2.h
@@ -0,0 +1,95 @@
+/*
+* <moeoPLS2.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEOPLS2_H
+#define _MOEOPLS2_H
+
+#include <algo/moeoUnifiedDominanceBasedLS.h>
+#include <selection/moeoExhaustiveUnvisitedSelect.h>
+#include <explorer/moeoExhaustiveNeighborhoodExplorer.h>
+
+/**
+ * PLS2 algorithm
+ *
+ * Talbi EG, Rahoual M, Mabed MH, Dhaenens C (2001) A hybrid evolutionary approach for
+ * multicriteria optimization problems : Application to the fow shop. In: First International
+ * Conference on Evolutionary Multi-criterion Optimization (EMO 2001), Springer-Verlag,
+ * Zurich, Switzerland, Lecture Notes in Computer Science, vol 1993, pp 416–428
+ *
+ * Basseur M, Seynhaeve F, Talbi E (2003) Adaptive mechanisms for multiobjective evolution-
+ * ary algorithms. In: Congress on Engineering in System Application (CESA 2003), Lille,
+ * France, pp 72–86
+ *
+ * Angel E, Bampis E, Gourv ́ s L (2004) A dynasearch neighbohood for the bicriteria travel-
+ * ing salesman problem. In: Metaheuristics for Multiobjective Optimisation, Lecture Notes
+ * in Economics and Mathematical Systems, vol 535, Springer-Verlag, Berlin, Germany,
+ * chap 6, pp 153–176
+ */
+template < class Neighbor >
+class moeoPLS2 : public moeoUnifiedDominanceBasedLS < Neighbor >
+{
+public:
+
+	/** Alias for the type */
+    typedef typename Neighbor::EOT MOEOT;
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+	/**
+	 * Ctor
+	 * @param _continuator a stop creterion
+	 * @param _eval a evaluation function
+	 * @param _archive a archive to store no-dominated individuals
+	 * @param _neighborhood a neighborhood
+	 * @param _incrEval neighbor evaluation function
+	 */
+    moeoPLS2(
+            eoContinue < MOEOT > & _continuator,
+            eoEvalFunc < MOEOT > & _eval,
+            moeoArchive < MOEOT > & _archive,
+    		moNeighborhood<Neighbor>& _neighborhood,
+        	moEval < Neighbor > & _incrEval):
+            	moeoUnifiedDominanceBasedLS<Neighbor>(
+            			_continuator,
+            			_eval,
+            			_archive,
+            			*(new moeoExhaustiveNeighborhoodExplorer<Neighbor>(_neighborhood, _incrEval)),
+            			*(new moeoExhaustiveUnvisitedSelect<MOEOT>())
+            	){}
+    
+};
+
+#endif /*MOEOPLS2_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoPopAlgo.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoPopAlgo.h
new file mode 100644
index 000000000..a3b948a3e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoPopAlgo.h
@@ -0,0 +1,52 @@
+/*
+* <moeoPopAlgo.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 MOEOPOPALGO_H_
+#define MOEOPOPALGO_H_
+
+#include <eoAlgo.h>
+#include <algo/moeoAlgo.h>
+
+/**
+ * Abstract class for population based multi-objective evolutionary algorithms.
+ */
+template < class MOEOT >
+class moeoPopAlgo : public moeoAlgo, public eoAlgo < MOEOT >
+  {};
+
+#endif /*MOEOPOPALGO_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoPopLS.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoPopLS.h
new file mode 100755
index 000000000..357a9fb61
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoPopLS.h
@@ -0,0 +1,50 @@
+/*
+* <moeoPopLS.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 MOEOPOPLS_H_
+#define MOEOPOPLS_H_
+
+#include <algo/moeoPopAlgo.h>
+
+/**
+ * Abstract class for Population based multi-objective local search.
+ */
+template < class Neighborhhod >
+class moeoPopLS : public moeoPopAlgo < typename Neighborhhod::EOT > {};
+
+#endif /*MOEOPOPLS_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoSEEA.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoSEEA.h
new file mode 100644
index 000000000..055fc80f8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoSEEA.h
@@ -0,0 +1,211 @@
+/*
+* <moeoSEEA.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOSEEA_H_
+#define MOEOSEEA_H_
+
+#include <eoBreed.h>
+#include <eoCloneOps.h>
+#include <eoContinue.h>
+#include <eoEvalFunc.h>
+#include <eoGenContinue.h>
+#include <eoGeneralBreeder.h>
+#include <eoGenOp.h>
+#include <eoPopEvalFunc.h>
+#include <eoSGAGenOp.h>
+#include <algo/moeoEA.h>
+#include <archive/moeoArchive.h>
+#include <replacement/moeoGenerationalReplacement.h>
+#include <selection/moeoRandomSelect.h>
+#include <selection/moeoSelectFromPopAndArch.h>
+
+/**
+ * SEEA (Simple Elitist Evolutionary Algorithm).
+ * Liefooghe A. Jourdan L., Talbi E.-G.. Metaheuristics and Their Hybridization to Solve the Bi-objective Ring Star Problem: a Comparative Study. Technical Report RR-6515, INRIA, 2008
+ * This class builds SEEA by using the fine-grained components of the ParadisEO-MOEO framework.
+ */
+template < class MOEOT >
+class moeoSEEA : public moeoEA < MOEOT >
+{
+public:
+
+    /**
+     * Ctor with a crossover, a mutation and their corresponding rates.
+     * @param _maxGen number of generations before stopping
+     * @param _eval evaluation function
+     * @param _crossover crossover
+     * @param _pCross crossover probability
+     * @param _mutation mutation
+     * @param _pMut mutation probability
+     * @param _archive archive
+     */
+    moeoSEEA (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, moeoArchive < MOEOT > & _archive) :
+            defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), select(randomSelect, _archive, 0.0), selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut), genBreed (select, defaultSGAGenOp), breed (genBreed), archive(_archive)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue and a eoGenOp.
+     * @param _continuator stopping criteria
+     * @param _eval evaluation function
+     * @param _op variation operators
+     * @param _archive archive
+     */
+    moeoSEEA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op, moeoArchive < MOEOT > & _archive) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), select(randomSelect, _archive, 0.0), selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(defaultQuadOp, 1.0, defaultMonOp, 1.0), genBreed(select, _op), breed(genBreed), archive(_archive)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue, a eoPopEval and a eoGenOp.
+     * @param _continuator stopping criteria
+     * @param _popEval population evaluation function
+     * @param _op variation operators
+     * @param _archive archive
+     */
+    moeoSEEA (eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoGenOp < MOEOT > & _op, moeoArchive < MOEOT > & _archive) :
+            defaultGenContinuator(0), continuator(_continuator), eval(defaultEval), defaultPopEval(eval), popEval(_popEval), select(randomSelect, _archive, 0.0), selectMany(select,0.0), selectTransform(defaultSelect, defaultTransform), defaultSGAGenOp(defaultQuadOp, 1.0, defaultMonOp, 1.0), genBreed(select, _op), breed(genBreed), archive(_archive)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue and a eoTransform.
+     * @param _continuator stopping criteria
+     * @param _eval evaluation function
+     * @param _transform variation operator
+     * @param _archive archive
+     */
+    moeoSEEA (eoContinue < MOEOT > & _continuator, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _transform, moeoArchive < MOEOT > & _archive) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), defaultPopEval(_eval), popEval(defaultPopEval), select(randomSelect, _archive, 0.0), selectMany(select, 1.0), selectTransform(selectMany, _transform), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), genBreed(select, defaultSGAGenOp), breed(selectTransform), archive(_archive)
+    {}
+
+
+    /**
+     * Ctor with a eoContinue, a eoPopEval and a eoTransform.
+     * @param _continuator stopping criteria
+     * @param _popEval population evaluation function
+     * @param _transform variation operator
+     * @param _archive archive
+     */
+    moeoSEEA (eoContinue < MOEOT > & _continuator, eoPopEvalFunc < MOEOT > & _popEval, eoTransform < MOEOT > & _transform, moeoArchive < MOEOT > & _archive) :
+            defaultGenContinuator(0), continuator(_continuator), eval(defaultEval), defaultPopEval(eval), popEval(_popEval), select(randomSelect, _archive, 0.0),  selectMany(select, 1.0), selectTransform(selectMany, _transform), defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), genBreed(select, defaultSGAGenOp), breed(selectTransform), archive(_archive)
+    {}
+
+
+    /**
+     * Apply a few generation of evolution to the population _pop until the stopping criteria is verified.
+     * @param _pop the population
+     */
+    virtual void operator () (eoPop < MOEOT > &_pop)
+    {
+        eoPop < MOEOT > empty_pop, offspring;
+        popEval (empty_pop, _pop); // a first eval of _pop
+        archive(_pop); // archive update
+        while (continuator (_pop))
+        {
+            // generate offspring, worths are recalculated if necessary
+            genBreed (_pop, offspring);
+
+            popEval (_pop, offspring); // eval of offspring
+            // after replace, the new pop is in _pop
+//            replace (_pop, offspring);
+//            archive (_pop); // archive update
+            archive(offspring);
+//            _pop.resize(0);
+//            offspring.resize(0);
+        }
+    }
+
+
+protected:
+
+    /** a continuator based on the number of generations (used as default) */
+    eoGenContinue < MOEOT > defaultGenContinuator;
+    /** stopping criteria */
+    eoContinue < MOEOT > & continuator;
+    /** default eval */
+    class DummyEval : public eoEvalFunc < MOEOT >
+    {
+    public:
+        void operator()(MOEOT &) {}
+    }
+    defaultEval;
+    /** evaluation function */
+    eoEvalFunc < MOEOT > & eval;
+    /** default popEval */
+    eoPopLoopEval < MOEOT > defaultPopEval;
+    /** evaluation function used to evaluate the whole population */
+    eoPopEvalFunc < MOEOT > & popEval;
+    /** default select */
+    class DummySelect : public eoSelect < MOEOT >
+    {
+    public :
+        void operator()(const eoPop<MOEOT>&, eoPop<MOEOT>&) {}
+    }
+    defaultSelect;
+    /** random select */
+    moeoRandomSelect < MOEOT > randomSelect;
+    /** elitist selection */
+    moeoSelectFromPopAndArch < MOEOT > select;
+    /** default select many */
+    eoSelectMany < MOEOT >  selectMany;
+    /** select transform */
+    eoSelectTransform < MOEOT > selectTransform;
+    /** a default crossover */
+    eoQuadCloneOp < MOEOT > defaultQuadOp;
+    /** a default mutation */
+    eoMonCloneOp < MOEOT > defaultMonOp;
+    /** an object for genetic operators (used as default) */
+    eoSGAGenOp < MOEOT > defaultSGAGenOp;
+    /** default transform */
+    class DummyTransform : public eoTransform < MOEOT >
+    {
+    public :
+        void operator()(eoPop<MOEOT>&) {}
+    }
+    defaultTransform;
+    /** general breeder */
+    eoGeneralBreeder < MOEOT > genBreed;
+    /** breeder */
+    eoBreed < MOEOT > & breed;
+    /** generational replacement */
+    moeoGenerationalReplacement < MOEOT > replace;
+    /**archive*/
+    moeoArchive < MOEOT >& archive;
+
+};
+
+#endif /*MOEOSEEA_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoSPEA2.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoSPEA2.h
new file mode 100644
index 000000000..a6416ecc2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoSPEA2.h
@@ -0,0 +1,278 @@
+/*
+* <moeoSPEA2.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoSPEA2.h
+//-----------------------------------------------------------------------------
+#ifndef MOEOSPEA2_H_
+#define MOEOSPEA2_H_
+
+#include <eoBreed.h>
+#include <eoCloneOps.h>
+#include <eoContinue.h>
+#include <eoEvalFunc.h>
+#include <eoGenContinue.h>
+#include <eoGeneralBreeder.h>
+#include <eoGenOp.h>
+#include <eoPopEvalFunc.h>
+#include <eoSGAGenOp.h>
+#include <algo/moeoEA.h>
+#include <diversity/moeoNearestNeighborDiversityAssignment.h>
+#include <fitness/moeoDominanceCountFitnessAssignment.h>
+#include <fitness/moeoDominanceCountRankingFitnessAssignment.h>
+#include <replacement/moeoGenerationalReplacement.h>
+#include <selection/moeoDetTournamentSelect.h>
+#include <archive/moeoFixedSizeArchive.h>
+#include <distance/moeoEuclideanDistance.h>
+#include <selection/moeoSelectFromPopAndArch.h>
+
+/**
+ * SPEA2 algorithm.
+ * E. Zitzler, M. Laumanns, and L. Thiele. SPEA2: Improving the Strength Pareto Evolutionary Algorithm. Technical Report 103,
+ * Computer Engineering and Networks Laboratory (TIK), ETH Zurich, Zurich, Switzerland, 2001.
+ */
+template < class MOEOT >
+class moeoSPEA2: public moeoEA < MOEOT >
+{
+public:
+
+    /**
+     * Ctor with a crossover, a mutation and their corresponding rates.
+     * @param _maxGen number of generations before stopping
+     * @param _eval evaluation function
+     * @param _crossover crossover
+     * @param _pCross crossover probability
+     * @param _mutation mutation
+     * @param _pMut mutation probability
+     * @param _archive archive
+     * @param _k the k-ieme distance used to fixe diversity
+     * @param _nocopy boolean allow to consider copies and doublons as bad elements whose were dominated by all other MOEOT in fitness assignment.
+     */
+    moeoSPEA2 (unsigned int _maxGen, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, moeoArchive < MOEOT >& _archive, unsigned int _k=1, bool _nocopy=false) :
+            defaultGenContinuator(_maxGen), continuator(defaultGenContinuator), eval(_eval), loopEval(_eval), popEval(loopEval), archive(_archive),defaultSelect(2),select(defaultSelect, defaultSelect, _archive, 0.0),
+            defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut), fitnessAssignment(_archive, _nocopy),
+            genBreed(defaultSelect, defaultSGAGenOp),selectMany(defaultSelect,0.0), selectTransform(selectMany, dummyTransform), breed(genBreed), diversityAssignment(dist,_archive, _k)
+    {}
+
+
+    /**
+        * Ctor with a crossover, a mutation and their corresponding rates.
+        * @param _continuator stopping criteria
+        * @param _eval evaluation function
+        * @param _crossover crossover
+        * @param _pCross crossover probability
+        * @param _mutation mutation
+        * @param _pMut mutation probability
+        * @param _archive archive
+        * @param _k the k-ieme distance used to fixe diversity
+        * @param _nocopy boolean allow to consider copies and doublons as bad elements whose were dominated by all other MOEOT in fitness assignment.
+        */
+    moeoSPEA2 (eoContinue < MOEOT >& _continuator, eoEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, moeoArchive < MOEOT >& _archive, unsigned int _k=1, bool _nocopy=false) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), loopEval(_eval), popEval(loopEval), archive(_archive),defaultSelect(2),select(defaultSelect, defaultSelect, _archive, 0.0),
+            defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut), fitnessAssignment(_archive, _nocopy),
+            genBreed(defaultSelect, defaultSGAGenOp),selectMany(defaultSelect,0.0), selectTransform(selectMany, dummyTransform), breed(genBreed), diversityAssignment(dist,_archive, _k)
+    {}
+
+
+    /**
+        * Ctor with a crossover, a mutation and their corresponding rates.
+        * @param _continuator stopping criteria
+        * @param _eval pop evaluation function
+        * @param _crossover crossover
+        * @param _pCross crossover probability
+        * @param _mutation mutation
+        * @param _pMut mutation probability
+        * @param _archive archive
+        * @param _k the k-ieme distance used to fixe diversity
+        * @param _nocopy boolean allow to consider copies and doublons as bad elements whose were dominated by all other MOEOT in fitness assignment.
+        */
+    moeoSPEA2 (eoContinue < MOEOT >& _continuator, eoPopEvalFunc < MOEOT > & _eval, eoQuadOp < MOEOT > & _crossover, double _pCross, eoMonOp < MOEOT > & _mutation, double _pMut, moeoArchive < MOEOT >& _archive, unsigned int _k=1, bool _nocopy=false) :
+            defaultGenContinuator(0), continuator(_continuator), eval(dummyEval), loopEval(dummyEval), popEval(_eval), archive(_archive),defaultSelect(2),select(defaultSelect, defaultSelect, _archive, 0.0),
+            defaultSGAGenOp(_crossover, _pCross, _mutation, _pMut), fitnessAssignment(_archive, _nocopy),
+            genBreed(defaultSelect, defaultSGAGenOp),selectMany(defaultSelect,0.0), selectTransform(selectMany, dummyTransform), breed(genBreed), diversityAssignment(dist,_archive, _k)
+    {}
+
+
+    /**
+        * Ctor with a crossover, a mutation and their corresponding rates.
+        * @param _continuator stopping criteria
+        * @param _eval evaluation function
+        * @param _op general operator
+        * @param _archive archive
+        * @param _k the k-ieme distance used to fixe diversity
+        * @param _nocopy boolean allow to consider copies and doublons as bad elements whose were dominated by all other MOEOT in fitness assignment.
+        */
+    moeoSPEA2 (eoContinue < MOEOT >& _continuator, eoEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op, moeoArchive < MOEOT >& _archive, unsigned int _k=1, bool _nocopy=false) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), loopEval(_eval), popEval(loopEval), archive(_archive),defaultSelect(2),select(defaultSelect, defaultSelect, _archive, 0.0),
+            defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), fitnessAssignment(_archive, _nocopy),
+            genBreed(select, _op),selectMany(defaultSelect,0.0), selectTransform(selectMany, dummyTransform), breed(genBreed), diversityAssignment(dist,_archive, _k)
+    {}
+
+
+    /**
+      * Ctor with a crossover, a mutation and their corresponding rates.
+      * @param _continuator stopping criteria
+      * @param _eval evaluation function
+      * @param _op transformer
+      * @param _archive archive
+      * @param _k the k-ieme distance used to fixe diversity
+      * @param _nocopy boolean allow to consider copies and doublons as bad elements whose were dominated by all other MOEOT in fitness assignment.
+      */
+    moeoSPEA2 (eoContinue < MOEOT >& _continuator, eoEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _op, moeoArchive < MOEOT >& _archive, unsigned int _k=1, bool _nocopy=false) :
+            defaultGenContinuator(0), continuator(_continuator), eval(_eval), loopEval(_eval), popEval(loopEval), archive(_archive),defaultSelect(2),select(defaultSelect, defaultSelect, _archive, 0.0),
+            defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), fitnessAssignment(_archive, _nocopy),
+            genBreed(defaultSelect, defaultSGAGenOp),selectMany(select,1.0), selectTransform(selectMany, _op), breed(selectTransform), diversityAssignment(dist,_archive, _k)
+    {}
+
+
+    /**
+      * Ctor with a crossover, a mutation and their corresponding rates.
+      * @param _continuator stopping criteria
+      * @param _eval pop evaluation function
+      * @param _op general operator
+      * @param _archive archive
+      * @param _k the k-ieme distance used to fixe diversity
+      * @param _nocopy boolean allow to consider copies and doublons as bad elements whose were dominated by all other MOEOT in fitness assignment.
+      */
+    moeoSPEA2 (eoContinue < MOEOT >& _continuator, eoPopEvalFunc < MOEOT > & _eval, eoGenOp < MOEOT > & _op, moeoArchive < MOEOT >& _archive, unsigned int _k=1, bool _nocopy=false) :
+            defaultGenContinuator(0), continuator(_continuator),eval(dummyEval), loopEval(dummyEval), popEval(_eval), archive(_archive),defaultSelect(2),select(defaultSelect, defaultSelect, _archive, 0.0),
+            defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), fitnessAssignment(_archive, _nocopy),
+            genBreed(select, _op),selectMany(defaultSelect,0.0), selectTransform(selectMany, dummyTransform), breed(genBreed), diversityAssignment(dist,_archive, _k)
+    {}
+
+
+    /**
+      * Ctor with a crossover, a mutation and their corresponding rates.
+      * @param _continuator stopping criteria
+      * @param _eval pop evaluation function
+      * @param _op transformer
+      * @param _archive archive
+      * @param _k the k-ieme distance used to fixe diversity
+      * @param _nocopy boolean allow to consider copies and doublons as bad elements whose were dominated by all other MOEOT in fitness assignment.
+      */
+    moeoSPEA2 (eoContinue < MOEOT >& _continuator, eoPopEvalFunc < MOEOT > & _eval, eoTransform < MOEOT > & _op, moeoArchive < MOEOT >& _archive, unsigned int _k=100, bool _nocopy=false) :
+            defaultGenContinuator(0), continuator(_continuator),eval(dummyEval), loopEval(dummyEval), popEval(_eval), archive(_archive),defaultSelect(2),select(defaultSelect, defaultSelect, _archive, 0.0),
+            defaultSGAGenOp(defaultQuadOp, 0.0, defaultMonOp, 0.0), fitnessAssignment(_archive, _nocopy),
+            genBreed(defaultSelect, defaultSGAGenOp),selectMany(select,1.0), selectTransform(selectMany, _op), breed(selectTransform), diversityAssignment(dist,_archive, _k)
+    {}
+
+
+    /**
+     * Apply a few generation of evolution to the population _pop until the stopping criteria is verified.
+     * @param _pop the population
+     */
+    virtual void operator () (eoPop < MOEOT > &_pop)
+    {
+        eoPop < MOEOT >empty_pop, offspring;
+        popEval (empty_pop, _pop);// a first eval of _pop
+        fitnessAssignment(_pop); //a first fitness assignment of _pop
+        diversityAssignment(_pop);//a first diversity assignment of _pop
+        archive(_pop);//a first filling of archive
+        while (continuator (_pop))
+        {
+            // generate offspring, worths are recalculated if necessary
+            breed (_pop, offspring);
+            popEval (_pop, offspring); // eval of offspring
+            // after replace, the new pop is in _pop. Worths are recalculated if necessary
+            replace (_pop, offspring);
+            fitnessAssignment(_pop); //fitness assignment of _pop
+            diversityAssignment(_pop); //diversity assignment of _pop
+            archive(_pop); //control of archive
+        }
+    }
+
+
+protected:
+
+    /** dummy evaluation */
+	class eoDummyEval : public eoEvalFunc< MOEOT >
+    {
+    public:
+        void operator()(MOEOT &) {}
+    }
+    dummyEval;
+
+    /** dummy transform */
+    class eoDummyTransform : public eoTransform<MOEOT>
+    {
+    public :
+        void operator()(eoPop<MOEOT>&) {}
+    }
+    dummyTransform;
+
+    /** a continuator based on the number of generations (used as default) */
+    eoGenContinue < MOEOT > defaultGenContinuator;
+    /** stopping criteria */
+    eoContinue < MOEOT > & continuator;
+    /** evaluation function */
+    eoEvalFunc < MOEOT > & eval;
+    /** loop eval */
+    eoPopLoopEval < MOEOT > loopEval;
+    /** evaluation function used to evaluate the whole population */
+    eoPopEvalFunc < MOEOT > & popEval;
+    /**archive*/
+    moeoArchive < MOEOT >& archive;
+    /**SelectOne*/
+    moeoDetTournamentSelect < MOEOT > defaultSelect;
+    /** binary tournament selection */
+    moeoSelectFromPopAndArch < MOEOT > select;
+    /** a default mutation */
+    eoMonCloneOp < MOEOT > defaultMonOp;
+    /** a default crossover */
+    eoQuadCloneOp < MOEOT > defaultQuadOp;
+    /** an object for genetic operators (used as default) */
+    eoSGAGenOp < MOEOT > defaultSGAGenOp;
+    /** fitness assignment used in NSGA-II */
+    moeoDominanceCountRankingFitnessAssignment < MOEOT > fitnessAssignment;
+    /** general breeder */
+    eoGeneralBreeder < MOEOT > genBreed;
+    /** selectMany */
+    eoSelectMany <MOEOT>  selectMany;
+    /** select Transform*/
+    eoSelectTransform <MOEOT> selectTransform;
+    /** breeder */
+    eoBreed < MOEOT > & breed;
+    /** diversity assignment used in NSGA-II */
+    moeoNearestNeighborDiversityAssignment  < MOEOT > diversityAssignment;
+    /** elitist replacement */
+    moeoGenerationalReplacement < MOEOT > replace;
+   /**distance*/
+    moeoEuclideanDistance < MOEOT > dist;
+
+
+};
+
+#endif /*MOEOSPEA2_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoUnifiedDominanceBasedLS.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoUnifiedDominanceBasedLS.h
new file mode 100755
index 000000000..21ea6bdad
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/algo/moeoUnifiedDominanceBasedLS.h
@@ -0,0 +1,147 @@
+/*
+* <moeoUnifiedDominanceBasedLS.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEOUNIFIEDDOMINANCEBASEDLS_H
+#define _MOEOUNIFIEDDOMINANCEBASEDLS_H
+
+#include <eoPop.h>
+#include <eoContinue.h>
+#include <eoEvalFunc.h>
+#include <eoPopEvalFunc.h>
+#include <archive/moeoArchive.h>
+#include <algo/moeoPopLS.h>
+#include <explorer/moeoPopNeighborhoodExplorer.h>
+#include <selection/moeoUnvisitedSelect.h>
+
+/**
+ * A class to design dominance based local searches
+ */
+template < class Neighbor >
+class moeoUnifiedDominanceBasedLS : public moeoPopLS < Neighbor >
+{
+public:
+
+	/** Alias for the type */
+    typedef typename Neighbor::EOT MOEOT;
+
+	/**
+	 * Ctor
+	 * @param _continuator a stop creterion
+	 * @param _eval a evaluation function
+	 * @param _archive a archive to store no-dominated individuals
+	 * @param _explorer a neighborhood explorer
+	 * @param _select a selector of unvisited individuals of a population
+	 */
+    moeoUnifiedDominanceBasedLS(
+        eoContinue < MOEOT > & _continuator,
+        eoEvalFunc < MOEOT > & _eval,
+        moeoArchive < MOEOT > & _archive,
+        moeoPopNeighborhoodExplorer < Neighbor > & _explorer,
+        moeoUnvisitedSelect < MOEOT > & _select) :
+            continuator(_continuator), loopEval(_eval), popEval(loopEval), archive(_archive), explorer(_explorer), select(_select) {}
+
+    /**
+     * Applies a few generation of evolution to the population _pop.
+     * @param _pop the population
+     */
+    virtual void operator()(eoPop < MOEOT > & _pop)
+    {
+    	std::vector < unsigned int> selectionVector;
+        eoPop < MOEOT > tmp_pop;
+        popEval(tmp_pop, _pop);
+        archive(_pop);
+        do{
+            tmp_pop.resize(0);
+            //selection
+            selectionVector = select(archive);
+            //exploration
+            explorer(archive, selectionVector, tmp_pop);
+            //archivage
+            archive(tmp_pop);
+        }
+        while (continuator(archive) && naturalContinuator(archive));
+    }
+
+protected:
+
+	/** continuator */
+    eoContinue < MOEOT > & continuator;
+    /** loopEval */
+    eoPopLoopEval < MOEOT > loopEval;
+    /** popEval */
+    eoPopEvalFunc < MOEOT > & popEval;
+    /** archive */
+    moeoArchive < MOEOT > & archive;
+    /** explorer */
+    moeoPopNeighborhoodExplorer < Neighbor > & explorer;
+    /** selector */
+    moeoUnvisitedSelect < MOEOT > & select;
+
+    /**
+     * Natural Continuator (Stop when all individuals of the population are visited)
+     */
+    class moeoContinue : public eoUF < eoPop < MOEOT > &, bool >
+    {
+    public:
+
+    	/**
+    	 * Ctor
+    	 */
+        moeoContinue(){}
+
+        /**
+         * functor which evaluate if the algorithm continue or not
+         * @param _pop the population
+         * @return true if the algorithm continue, else return false
+         */
+        virtual bool operator()(eoPop < MOEOT > & _pop)
+        {
+            bool res = false;
+            unsigned int i=0;
+            while (!res && i < _pop.size()){
+                res = (_pop[i].flag() != 1);
+                i++;
+            }
+            return res;
+        }
+    } naturalContinuator;
+
+};
+
+#endif /*MOEOUNIFIEDDOMINANCEBASEDLS_H_*/
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeo2DMinHypervolumeArchive.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeo2DMinHypervolumeArchive.h
new file mode 100644
index 000000000..809fa0719
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeo2DMinHypervolumeArchive.h
@@ -0,0 +1,435 @@
+// j'ai installé le svn :)
+// re-test
+
+/*
+ * <moeo2DMinHypervolumeArchive.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2007
+ *
+ * Arnaud Liefooghe
+ * Jérémie Humeau
+ *
+ * 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 MOEO2DMINHYPERVOLUMEARCHIVE_H_
+#define MOEO2DMINHYPERVOLUMEARCHIVE_H_
+
+#include <set>
+#include <climits>
+
+
+template < class MOEOT >
+struct comp
+{
+	// returns a "before" b
+	// all objectives = min
+	bool operator() (const MOEOT & a, const MOEOT & b)
+	{
+		return  ((a.objectiveVector()[1] < b.objectiveVector()[1]) || ((a.objectiveVector()[1] == b.objectiveVector()[1]) && (a.objectiveVector()[0] < b.objectiveVector()[0])));
+	}
+};
+
+
+/** 2D (minimization) bounded archive by hypervolume , base on a set */
+template < class MOEOT >
+class moeo2DMinHypervolumeArchive : public std::set<MOEOT , comp < MOEOT > >
+{
+public:
+
+	typedef typename MOEOT::Fitness Fitness;
+	typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+	typedef typename std::set < MOEOT, comp<MOEOT>  >::iterator Iterator;
+
+	using std::set < MOEOT, comp<MOEOT> > :: begin;
+	using std::set < MOEOT, comp<MOEOT> > :: end;
+	using std::set < MOEOT, comp<MOEOT> > :: insert;
+	using std::set < MOEOT, comp<MOEOT> > :: erase;
+	using std::set < MOEOT, comp<MOEOT> > :: size;
+	using std::set < MOEOT, comp<MOEOT> > :: upper_bound;
+
+
+	/**
+	 * Ctr.
+	 * @param _maxSize size of the archive (must be >= 2)
+	 * @param _maxValue fitness assigned to the first and the last solution in the archive (default LONG_MAX)
+	 */
+	moeo2DMinHypervolumeArchive(unsigned int _maxSize=100, double _maxValue=LONG_MAX) : std::set < MOEOT, comp<MOEOT> > (), maxSize(_maxSize), maxValue(_maxValue)
+	{
+		maxSize = std::max((unsigned int) 2, maxSize);
+	}
+
+
+	/**
+	 * Update the archive with a solution
+	 * @param _moeo a solution
+	 * @return true if _moeo has been added to the archive
+	 */
+	bool operator()(const MOEOT & _moeo)
+	{
+		//store result
+		bool result;
+		Iterator it;
+
+		//If archive is empty -> add the sol and affect its fitness value
+		if (size()==0)
+		{
+			result = true;
+			insert(_moeo);
+			it=begin();
+			fitness(it, maxValue);
+		}
+		else   // test if sol can be added to the archive
+		{
+			result = insert(_moeo.objectiveVector());
+			if (result)
+			{
+				if(size() < maxSize){
+				// if yes, insert it and recompute fitness value of MOEOT and its neighbors
+					insert(hint,_moeo);
+					if(size() > 2)
+					{
+						//general case
+						hint--;
+						computeFitness(hint);
+					}
+					else
+					{
+						//archive size <= 2, fitness=maxValue for each sol
+						it=begin();
+						while(it!=end())
+						{
+							fitness(it, maxValue);
+							it++;
+						}
+					}
+				}
+				else{
+					result = filter(_moeo);
+				}
+			}
+		}
+		return result;
+	}
+
+
+	/**
+	 * update the archive with a population
+	 * @param _pop a pop
+	 * @return true if at least one solution of _pop has been added to the archive
+	 */
+	bool operator()(const eoPop < MOEOT > & _pop)
+	{
+		bool result = false;
+    	bool tmp = false;
+        for (unsigned int i=0; i<_pop.size(); i++)
+        {
+        	std::cout << "insert " << _pop[i].objectiveVector()[0] << ", " << _pop[i].objectiveVector()[1] << std::endl;
+            tmp = (*this)(_pop[i]);
+            result = tmp || result;
+        }
+        return result;
+	}
+
+
+	/**
+	 * Test if insertion wrt Pareto-dominance is possible, and fix 'hint' if possible
+	 * @param _objVec the objective vector of the sol to insert
+	 * @return true if objVec can be added to the archive wrt Pareto-dominance
+	 */
+	bool insert(const ObjectiveVector & _objVec)
+	{
+		bool result = false;
+		Iterator it;
+		double min;
+		// set the objVec to the empty solution
+		empty.objectiveVector(_objVec);
+		// compute the position where it would possibly be added
+		it = upper_bound(empty);
+		// compute the weigth from the previous solution
+		min = begin()->objectiveVector()[0];
+		if (it != begin())
+		{
+			it--;
+			min = (*it).objectiveVector()[0];
+			it++;
+		}
+		// if it has a better weitgh, or if it's an extreme sol, let's add it
+		if (it == begin() || _objVec[0]<min)
+		{
+			// remove dominated solutions
+			remove(it,_objVec);
+			// set hint to the current iterator (probably modified by "remove")
+			hint=it;
+			// set result to true
+			result = true;
+		}
+		return result;
+	}
+
+
+	/**
+	 * print objective vector and fitness value of the archive
+	 */
+	void print(){
+		Iterator it = begin();
+		while(it!=end())
+		{
+			std::cout << (*it).objectiveVector()[0] << " " << (*it).objectiveVector()[1] << ", fit: " << (*it).fitness() << std::endl;
+			it++;
+		}
+	}
+
+
+protected:
+
+	/** Size max of the archive*/
+	unsigned int maxSize;
+	/** fitness assigned to the first and the last solution in the archive */
+	double maxValue;
+	/** hint for the insertion */
+	Iterator hint;
+
+	/** an empty MOEOT used for checking insertion */
+	MOEOT empty;
+
+
+	/**
+	 * set fitness
+	 */
+	void fitness(Iterator & _it, double _fitnessValue)
+	{
+		MOEOT* tmp;
+		tmp = (MOEOT*)&(*_it);
+		tmp->fitness(_fitnessValue);
+	}
+
+
+	/**
+	 * remove solutions from the archive that are dominated by _objVec
+	 * @param _it an iterator beginning on the first potentialy sol to remove
+	 * @param _objVec the objective vector of the new solution
+	 */
+	void remove(Iterator & _it, const ObjectiveVector & _objVec)
+	{
+		Iterator itd;
+		while ((_it!=end()) && ((*_it).objectiveVector()[0] >= _objVec[0]))
+		{
+			itd = _it;
+			_it++;
+			erase(itd);
+		}
+	}
+
+
+	/**
+	 * compute fitness value of a solution and its two neighbors
+	 * @param _it refer to the solution
+	 */
+	void computeFitness(Iterator & _it)
+	{
+		Iterator tmp;
+		if(_it!=begin())
+		{
+			tmp=_it;
+			tmp--;
+			compute(tmp);
+		}
+		_it++;
+		if(_it!=end())
+		{
+			_it--;
+			tmp=_it;
+			tmp++;
+			compute(tmp);
+		}
+		else
+		{
+			_it--;
+		}
+		compute(_it);
+	}
+
+
+	/**
+	 * compute fitness value of a solution
+	 * @param _it refer to the solution
+	 */
+	void compute(Iterator & _it)
+	{
+		double x0, x1, y0, y1, fit;
+		if (_it==begin())
+		{
+			fitness(_it, maxValue);
+		}
+		else if ((++_it)==end())
+		{
+			_it--;
+			fitness(_it, maxValue);
+		}
+		else
+		{
+			_it--;
+			x0 = (*_it).objectiveVector()[0];
+			y0 = (*_it).objectiveVector()[1];
+			_it--;
+			x1 = (*_it).objectiveVector()[0];
+			_it++;
+			_it++;
+			y1 = (*_it).objectiveVector()[1];
+			_it--;
+			fit = (x1 - x0) * (y1 - y0);
+			fitness(_it, fit);
+			//tmp = (MOEOT*)&(*_it);
+			//tmp->fitness(fit);
+		}
+	}
+
+	double computeTmp(const ObjectiveVector & _objVec, int _where){
+		double res, tmp;
+		if(hint==begin() || hint==end())
+			res=maxValue;
+		else{
+			if(_where==0){
+				//on calcule la fit de celui à potentiellement inserer
+				res= (*hint).objectiveVector()[1] - _objVec[1];
+				hint--;
+				res*= ((*hint).objectiveVector()[0] - _objVec[0]);
+				hint++;
+			}
+			else if(_where <0){
+				// on calcule la fit de son predecesseur
+				res=  _objVec[1] - (*hint).objectiveVector()[1];
+				tmp=(*hint).objectiveVector()[0];
+				hint--;
+				res*= ((*hint).objectiveVector()[0] - tmp);
+				hint++;
+			}
+			else{
+				// on calcule la fit de son successeur
+				res= _objVec[0] - (*hint).objectiveVector()[0];
+				tmp=(*hint).objectiveVector()[1];
+				hint++;
+				res*= ((*hint).objectiveVector()[1] - tmp);
+				hint--;
+			}
+		}
+		return res;
+	}
+
+
+	void filterbis(){
+		Iterator it, itd;
+		//used to find sol with minimum fitness value
+		double minFit = maxValue;
+
+		// remove MOEOT with the lowest fitness value while archive size > maxSize
+		while (size() > maxSize)
+		{
+			//find sol with minimum fitness
+			for(it=begin(); it!=end(); it++)
+			{
+				if(it->fitness() < minFit)
+				{
+					minFit = it->fitness();
+					itd = it;
+				}
+			}
+			//remove it and recompute fitness of its neighbors
+			it = itd;
+			it--;
+			erase(itd);
+			compute(it);
+			it++;
+			compute(it);
+		}
+	}
+
+	/**
+	 * iteratively removes the less-contributing solution from the acrhive
+	 */
+	bool filter(const MOEOT & _moeo)
+	{
+		bool res;
+		double x, y, pred, succ, tmp=0;
+
+		if(hint==begin() || hint==end()){
+			insert(hint, _moeo);
+			hint--;
+			computeFitness(hint);
+			filterbis();
+			res=true;
+		}
+		else{
+			//compute fitness tmp
+			tmp=computeTmp(_moeo.objectiveVector(), 0);
+			hint--;
+			pred=computeTmp(_moeo.objectiveVector(), -1);
+			hint++;
+			succ=computeTmp(_moeo.objectiveVector(), 1);
+			if(tmp > succ || tmp>pred){
+				insert(hint, _moeo);
+				hint--;
+				//ici faudrait utiliser les valeurs qu'on vient de calculer pour les affecter direct (faire attention à ou on se trouve)
+				computeFitness(hint);
+				filterbis();
+				res=true;
+			}
+			else{
+				Iterator it;
+				double minFit = maxValue;
+				for(it=begin(); it!=end(); it++)
+				{
+					if(it->fitness() < minFit)
+					{
+						minFit = it->fitness();
+					}
+				}
+				if(tmp<=minFit){
+					res=false;
+				}
+				else{
+					//REDONDANT arranger le code
+					insert(hint, _moeo);
+					hint--;
+					//ici faudrait utiliser les valeurs qu'on vient de calculer pour les affecter direct (faire attention à ou on se trouve)
+					computeFitness(hint);
+					filterbis();
+					res=true;
+				}
+			}
+		}
+
+		return res;
+	}
+
+};
+
+#endif /*MOEO2DMINHYPERVOLUMEARCHIVE_H_ */
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoArchive.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoArchive.h
new file mode 100644
index 000000000..dd7ecc1d7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoArchive.h
@@ -0,0 +1,235 @@
+/*
+* <moeoArchive.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOARCHIVE_H_
+#define MOEOARCHIVE_H_
+
+#include <eoPop.h>
+#include <comparator/moeoObjectiveVectorComparator.h>
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+
+
+/**
+ * Abstract class for representing an archive ;
+ * an archive is a secondary population that stores non-dominated solutions.
+ */
+template < class MOEOT >
+class moeoArchive : public eoPop < MOEOT >, public eoUF < const MOEOT &, bool>, public eoUF < const eoPop < MOEOT > &, bool>
+{
+public:
+
+    using eoPop < MOEOT > :: size;
+    using eoPop < MOEOT > :: operator[];
+    using eoPop < MOEOT > :: back;
+    using eoPop < MOEOT > :: pop_back;
+
+
+    /**
+     * The type of an objective vector for a solution
+     */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Default ctor.
+     * The moeoObjectiveVectorComparator used to compare solutions is based on Pareto dominance
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoArchive(bool _replace=true) : eoPop < MOEOT >(), comparator(paretoComparator), replace(_replace)
+    {}
+
+
+    /**
+     * Ctor
+     * @param _comparator the moeoObjectiveVectorComparator used to compare solutions
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, bool _replace=true) : eoPop < MOEOT >(), comparator(_comparator), replace(_replace)
+    {}
+
+
+    /**
+     * Returns true if the current archive dominates _objectiveVector according to the moeoObjectiveVectorComparator given in the constructor
+     * @param _objectiveVector the objective vector to compare with the current archive
+     */
+    bool dominates (const ObjectiveVector & _objectiveVector) const
+    {
+        for (unsigned int i = 0; i<size(); i++)
+        {
+            // if _objectiveVector is dominated by the ith individual of the archive...
+            if ( comparator(_objectiveVector, operator[](i).objectiveVector()) )
+            {
+                return true;
+            }
+        }
+        return false;
+    }
+
+
+    /**
+     * Returns true if the current archive already contains a solution with the same objective values than _objectiveVector
+     * @param _objectiveVector the objective vector to compare with the current archive
+     */
+    bool contains (const ObjectiveVector & _objectiveVector) const
+    {
+        for (unsigned int i = 0; i<size(); i++)
+        {
+            if (operator[](i).objectiveVector() == _objectiveVector)
+            {
+                return true;
+            }
+        }
+        return false;
+    }
+
+
+
+
+    /**
+     * Updates the archive with a given individual _moeo
+     * @param _moeo the given individual
+     * @return if the _moeo is added to the archive
+     */
+    virtual bool operator()(const MOEOT & _moeo) = 0;
+
+
+    /**
+     * Updates the archive with a given population _pop
+     * @param _pop the given population
+     * @return if at least one _pop[i] is added to the archive
+     */
+    virtual bool operator()(const eoPop < MOEOT > & _pop) = 0;
+
+
+    /**
+     * Returns true if the current archive contains the same objective vectors than the given archive _arch
+     * @param _arch the given archive
+     */
+    bool equals (const moeoArchive < MOEOT > & _arch)
+    {
+        for (unsigned int i=0; i<size(); i++)
+        {
+            if (! _arch.contains(operator[](i).objectiveVector()))
+            {
+                return false;
+            }
+        }
+        for (unsigned int i=0; i<_arch.size() ; i++)
+        {
+            if (! contains(_arch[i].objectiveVector()))
+            {
+                return false;
+            }
+        }
+        return true;
+    }
+
+protected:
+	/**
+     * Updates the archive with a given individual _moeo
+     * @param _moeo the given individual
+     */
+    bool update(const MOEOT & _moeo)
+    {
+        // first step: removing the dominated solutions from the archive
+        for (unsigned int j=0; j<size();)
+        {
+            // if the jth solution contained in the archive is dominated by _moeo
+            if ( comparator(operator[](j).objectiveVector(), _moeo.objectiveVector()) )
+            {
+                operator[](j) = back();
+                pop_back();
+            }
+            else if (replace && (_moeo.objectiveVector() == operator[](j).objectiveVector()))
+            {
+                operator[](j) = back();
+                pop_back();
+            }
+            else
+            {
+                j++;
+            }
+        }
+        // second step: is _moeo dominated?
+        bool dom = false;
+        for (unsigned int j=0; j<size(); j++)
+        {
+            // if _moeo is dominated by the jth solution contained in the archive
+            if ( comparator(_moeo.objectiveVector(), operator[](j).objectiveVector()) )
+            {
+                dom = true;
+                break;
+            }
+            else if (!replace && (_moeo.objectiveVector() == operator[](j).objectiveVector()) )
+            {
+            	dom = true;
+            	break;
+            }
+        }
+        if (!dom)
+        {
+            push_back(_moeo);
+        }
+        return !dom;
+    }
+
+
+    /**
+     * Updates the archive with a given population _pop
+     * @param _pop the given population
+     */
+    bool update(const eoPop < MOEOT > & _pop)
+    {
+    	bool res = false;
+    	bool tmp = false;
+        for (unsigned int i=0; i<_pop.size(); i++)
+        {
+            tmp = (*this).update(_pop[i]);
+            res = tmp || res;
+        }
+        return res;
+    }
+
+    /** The moeoObjectiveVectorComparator used to compare solutions */
+    moeoObjectiveVectorComparator < ObjectiveVector > & comparator;
+    /** A moeoObjectiveVectorComparator based on Pareto dominance (used as default) */
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+	/** boolean */
+	bool replace;
+};
+
+#endif /*MOEOARCHIVE_H_ */
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoBoundedArchive.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoBoundedArchive.h
new file mode 100644
index 000000000..0370e08bc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoBoundedArchive.h
@@ -0,0 +1,81 @@
+/*
+* <moeoBoundedArchive.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoBoundedArchive.h
+//-----------------------------------------------------------------------------
+
+#ifndef MOEOBOUNDEDARCHIVE_H_
+#define MOEOBOUNDEDARCHIVE_H_
+
+#include <archive/moeoArchive.h>
+
+/**
+ * This class represents a bounded archive which different parameters to specify.
+ */
+template < class MOEOT >
+class moeoBoundedArchive : public moeoArchive < MOEOT >
+{
+public:
+    /**
+     * The type of an objective vector for a solution
+     */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Ctor where you can choose your own moeoObjectiveVectorComparator and archive size.
+     * @param _comparator the functor used to compare objective vectors
+     * @param _maxSize the size of archive (must be smaller or egal to the population size)
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoBoundedArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, unsigned int _maxSize=100, bool _replace=true) : moeoArchive < MOEOT >(_comparator, _replace), maxSize(_maxSize){}
+
+    /**
+     * Ctor with moeoParetoObjectiveVectorComparator where you can choose your own archive size.
+     * @param _maxSize the size of archive (must be smaller or egal to the population size)
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoBoundedArchive(unsigned int _maxSize=100, bool _replace=true) : moeoArchive < MOEOT >(_replace), maxSize(_maxSize){}
+
+protected:
+
+    /** archive max size */
+    unsigned int maxSize;
+
+};
+
+#endif /*MOEOBOUNDEDARCHIVE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoEpsilonHyperboxArchive.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoEpsilonHyperboxArchive.h
new file mode 100644
index 000000000..64934a33a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoEpsilonHyperboxArchive.h
@@ -0,0 +1,421 @@
+/*
+* <moeoEpsilonHyperboxArchive.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoEpsilonHyperboxArchive.h
+//-----------------------------------------------------------------------------
+
+#ifndef MOEOEPSILONBOXARCHIVE_H_
+#define MOEOEPSILONBOXARCHIVE_H_
+
+#include <eoPop.h>
+#include <comparator/moeoComparator.h>
+#include <comparator/moeoObjectiveVectorComparator.h>
+#include <distance/moeoEuclideanDistance.h>
+#include <utils/moeoObjectiveVectorNormalizer.h>
+#include <utils/eoRealBounds.h>
+
+/**
+ * This class represents an epsilon hyperbox archive.
+ */
+template < class MOEOT >
+class moeoEpsilonHyperboxArchive : public moeoArchive < MOEOT >
+{
+public:
+
+    using moeoArchive < MOEOT > :: size;
+    using moeoArchive < MOEOT > :: resize;
+    using moeoArchive < MOEOT > :: operator[];
+    using moeoArchive < MOEOT > :: back;
+    using moeoArchive < MOEOT > :: pop_back;
+    using moeoArchive < MOEOT > :: push_back;
+    using moeoArchive < MOEOT > :: begin;
+    using moeoArchive < MOEOT > :: end;
+    using moeoArchive < MOEOT > :: replace;
+
+
+    /**
+     * The type of an objective vector for a solution
+     */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Ctor where you can choose your own moeoObjectiveVectorComparator
+     * @param _comparator the functor used to compare objective vectors
+     * @param _epsilon the vector contains epsilon values for each objective
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoEpsilonHyperboxArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, std::vector<double> _epsilon, bool _replace=true) : moeoArchive < MOEOT >(_comparator, _replace), epsilon(_epsilon), bounds(0.0, 1.0), normalizer(bounds, 1.0)
+    {}
+
+    /**
+      * Default Ctor
+      * @param _epsilon the vector contains epsilon values for each objective
+      * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+      */
+    moeoEpsilonHyperboxArchive(std::vector<double> _epsilon, bool _replace=true) : moeoArchive < MOEOT >(paretoComparator, _replace), epsilon(_epsilon), bounds(0.0, 1.0), normalizer(bounds, 1.0)
+    {}
+
+    /**
+     * Updates the archive with a given individual _moeo
+     * @param _moeo the given individual
+     * @return true if _moeo is non-dominated (and not if it is added to the archive)
+     */
+    bool operator()(const MOEOT & _moeo)
+    {
+		bool res=false;
+		unsigned int  i=0;
+		bool nonstop = true;
+		bool same = true;
+		int  change = 0;
+		MOEOT removed;
+
+		//if the archive is empty, we accept automaticaly _moeo
+		if(size()==0){
+			push_back(_moeo);
+			ideal = _moeo.objectiveVector();
+			nadir = _moeo.objectiveVector();
+			res = true;
+		}
+		else{
+			//change bounds if necessary
+			change = changeBounds(_moeo);
+
+			//if change < 0, we have detected that _moeo is bad
+			//else there are 4 cases:
+			if(change >= 0){
+				//calculate the hyperbox corner of _moeo
+				ObjectiveVector corner, tmp;
+				corner=hyperbox(_moeo);
+
+				//test if _moeo hyperbox corner dominates a hyperbox corner of an element of the archive
+				while(nonstop && (i<size())){
+					same = true;
+					//calculate the hyperbox corner of the ieme element of the archive
+					tmp=hyperbox(operator[](i));
+
+					//CASE 1: _moeo epsilon-domine the ieme element of the archive
+					if(comparator(tmp, corner)){
+						std::cout << "ENTER CASE 1" << std::endl;
+						//test if bounds changed
+						//removed=operator[](i);
+						//delete the ieme element of the archive
+						if(i==size()-1)
+							pop_back();
+						else{
+							operator[](i)=back();
+							pop_back();
+							i--;
+						}
+						//changeBoundsByDeleting(removed);
+						res = true;
+					}//END CASE 1
+					//CASE 2: the ieme element of the archive epsilon-domine _moeo
+					else if(comparator(corner, tmp)){
+						std::cout << "ENTER CASE 2" << std::endl;
+						if(change == 1)
+							changeBoundsByDeleting(_moeo);
+						//we can stop
+						nonstop = false;
+					}//END CASE 2
+					// _moeo is no-epsilon-dominated by archive[i] and arhcive[i] is no-epsilon-dominated by _moeo
+					else{
+						//test if the hyperbox corner are the same
+						for(unsigned int  j=0; j<corner.size(); j++)
+							same = same && (corner[j] == tmp[j]);
+						//CASE 3: _moeo is in the same hyperbox of archive[i]
+						if(same){
+							std::cout << "ENTER CASE 3" << std::endl;
+							// _moeo dominates archive[i]
+							if(comparator(operator[](i).objectiveVector(), _moeo.objectiveVector())){
+								if(i==size()-1)
+									pop_back();
+								else{
+									operator[](i)=back();
+									pop_back();
+									i--;
+								}
+//								removed=operator[](i);
+//								operator[](i) = _moeo;
+//								changeBoundsByDeleting(removed);
+								res=true;
+							}
+							// _moeo is dominated by archive[i]
+							else if(comparator(_moeo.objectiveVector(), operator[](i).objectiveVector())){
+								changeBoundsByDeleting(_moeo);
+								nonstop=false;
+							}
+							else{
+								//keep the one who have the shortest euclidian distance between the corner
+								moeoEuclideanDistance < MOEOT > dist;
+								double d1 = dist(_moeo.objectiveVector(), corner);
+								double d2 = dist(operator[](i).objectiveVector(), corner);
+								if(d1 <= d2){
+									if(i==size()-1)
+										pop_back();
+									else{
+										operator[](i)=back();
+										pop_back();
+										i--;
+									}
+//									removed=operator[](i);
+//									operator[](i) = _moeo;
+//									changeBoundsByDeleting(removed);
+									res=true;
+								}
+								else{
+									nonstop=false;
+//									changeBoundsByDeleting(_moeo);
+									res=true;
+								}
+							}
+
+						}//END CASE 3
+					}
+					i++;
+				}
+				//CASE 4: _moeo have is place in a empty hyperbox
+				if(nonstop){
+					std::cout << "ENTER CASE 4" << std::endl;
+					push_back(_moeo);
+					res=true;
+					recalculateBounds();
+				}//END CASE 4
+			}
+			else{
+				std::cout << "ENTER CASE 5" << std::endl;
+			}
+		}
+
+    	return res;
+    }
+
+    /**
+     * Updates the archive with a given population _pop
+     * @param _pop the given population
+     * @return if an archive's element is non-dominated (and not if it is added to the archive)
+     */
+    bool operator()(const eoPop < MOEOT > & _pop)
+    {
+    	bool res, tmp = false;
+    	for(unsigned int i=0; i<_pop.size(); i++){
+    		tmp = (*this)(_pop[i]);
+    		res = res || tmp;
+    	}
+    	return res;
+    }
+
+
+    /**
+     * get the nadir point
+     * @return ObjectiveVector corresponding to the nadir point
+     */
+    ObjectiveVector getNadir(){
+    	return nadir;
+    }
+
+    /**
+     * get the idealpoint
+     * @return ObjectiveVector corresponding to the ideal point
+     */
+    ObjectiveVector getIdeal(){
+    	return ideal;
+    }
+
+    void filtre(){
+    	eoPop<MOEOT> pop;
+    	for(int i=0; i<size(); i++)
+    		pop.push_back(operator[](i));
+    	for(int i=0; i<pop.size(); i++)
+    		(*this)(pop[i]);
+    }
+
+
+private:
+
+    /**
+     * calculate the hyperbox corner of _moeo
+     * @param _moeo the given individual
+     * @return the ObjectiveVector contains the hyperbox corner values
+     */
+    ObjectiveVector hyperbox(const MOEOT & _moeo){
+    	//normalize _moeo's objectiveVector
+    	ObjectiveVector res;
+    	res = normalizer(_moeo.objectiveVector());
+
+//    	std::cout << "ObjectiveVector non normalise:"<< _moeo.objectiveVector() << std::endl;
+//    	std::cout << "ObjectiveVector normalise:"<< res << std::endl;
+
+    	//calculate the hyperbox corner
+    	for(unsigned int  i=0; i<ObjectiveVector::nObjectives(); i++){
+    		if(ObjectiveVector::minimizing(i))
+    			res[i] = floor(res[i]*1.0/epsilon[i]);
+    		else
+    			res[i] = ceil(res[i]*1.0/epsilon[i]);
+    	}
+//    	std::cout << "ObjectiveVector epsilone:" << res << std::endl;
+    	return res;
+    }
+
+    /**
+     * changes ideal and nadir point if _moeo is out of bounds and is not bad
+     * @param _moeo the given individual
+     * @return if bounds changed or not (1 -> changed, 0 -> not changed, -1 -> _moeo is bad)
+     */
+    int changeBounds(const MOEOT & _moeo){
+//    	std::cout << "changebounds objVec: "<< _moeo.objectiveVector() << std::endl;
+    	int  res = 0;
+    	//check if an objective is better than the corresponding of the current ideal point
+    	for(unsigned int i=0; i<ObjectiveVector::nObjectives(); i++){
+    		if(ObjectiveVector::minimizing(i)){
+    			if(_moeo.objectiveVector()[i] < ideal[i]){
+    				ideal[i]=_moeo.objectiveVector()[i];
+    				res = 1;
+    			}
+    		}
+			else{
+    			if(_moeo.objectiveVector()[i] > ideal[i]){
+    				ideal[i]=_moeo.objectiveVector()[i];
+    				res = 1;
+    			}
+			}
+    	}
+    	//check if an objective is worst than the corresponding of the current nadir point
+		for(unsigned int i=0; i<ObjectiveVector::nObjectives(); i++){
+			if(ObjectiveVector::minimizing(i)){
+				if(_moeo.objectiveVector()[i] > nadir[i]){
+					if(res == 1)
+						nadir[i]=_moeo.objectiveVector()[i];
+					else
+						res = -1; // no objective is better than the ideal and some are worst than nadir -> _moeo is bad
+				}
+			}
+			else{
+				if(_moeo.objectiveVector()[i] < nadir[i]){
+					if(res == 1)
+						nadir[i]=_moeo.objectiveVector()[i];
+					else
+						res = -1; // no objective is better than the ideal and some are worst than nadir -> _moeo is bad
+				}
+			}
+		}
+		//If bounds are changed, change the scale of normalizer
+		if(res == 1){
+			ObjectiveVector mini;
+			ObjectiveVector maxi;
+			for(unsigned int i=0; i<ObjectiveVector::nObjectives(); i++){
+				mini[i]=std::min(ideal[i], nadir[i]);
+				maxi[i]=std::max(ideal[i], nadir[i]);
+			}
+			normalizer.update_by_min_max(mini, maxi);
+		}
+//	    std::cout << "change nadir: " << nadir << std::endl;
+//	    std::cout << "change ideal: " << ideal << std::endl;
+//		std::cout << "res: " << res << std::endl;
+    	return res;
+    }
+
+    /**
+     * when a element is deleting, change the bounds if neccesary.
+     * @param _moeo the deleted individual
+     */
+    void changeBoundsByDeleting(const MOEOT & _moeo){
+    	for(unsigned int i=0; i< ObjectiveVector::nObjectives(); i++){
+    		if((_moeo.objectiveVector()[i]==nadir[i]) || (_moeo.objectiveVector()[i]==ideal[i]) )
+    			return recalculateBounds();
+    	}
+    }
+
+    /**
+     * recalculate ideal and nadir point and change scale of normalizer
+     */
+    void recalculateBounds(){
+    	ObjectiveVector tmp;
+		ideal=operator[](0).objectiveVector();
+		nadir=operator[](0).objectiveVector();
+		if (size() > 1){
+			for(unsigned int i=0; i< ObjectiveVector::nObjectives(); i++){
+				for(unsigned int j=1; j<size(); j++){
+					tmp=operator[](j).objectiveVector();
+					if(ObjectiveVector::minimizing(i)){
+						if(tmp[i] < ideal[i])
+							ideal[i] = tmp[i];
+						else if(tmp[i] > nadir[i])
+							nadir[i] = tmp[i];
+					}
+					else{
+						if(tmp[i] > ideal[i]){
+							ideal[i] = tmp[i];
+						}
+						else if(tmp[i] < nadir[i]){
+							nadir[i] = tmp[i];
+						}
+					}
+				}
+			}
+		}
+		ObjectiveVector mini;
+		ObjectiveVector maxi;
+		for(unsigned int i=0; i<ObjectiveVector::nObjectives(); i++){
+			mini[i]=std::min(ideal[i], nadir[i]);
+			maxi[i]=std::max(ideal[i], nadir[i]);
+		}
+		normalizer.update_by_min_max(mini, maxi);
+    }
+
+
+
+    /** A moeoObjectiveVectorComparator based on Pareto dominance (used as default) */
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+
+    /** epsilon values */
+    std::vector <double> epsilon;
+
+    /** ideal point of the archive */
+    ObjectiveVector ideal;
+    /** nadir point of the archive */
+    ObjectiveVector nadir;
+
+    /** bounds use by default to initialize the normalizer */
+    eoRealInterval bounds;
+
+    /** the objective vector normalizer */
+    moeoObjectiveVectorNormalizer <MOEOT> normalizer;
+
+};
+
+#endif /*MOEOEPSILONBOXARCHIVE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoFitDivBoundedArchive.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoFitDivBoundedArchive.h
new file mode 100644
index 000000000..dbb987fce
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoFitDivBoundedArchive.h
@@ -0,0 +1,174 @@
+/*
+* <moeoFitDivBoundedArchive.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoFitDivBoundedArchive.h
+//-----------------------------------------------------------------------------
+
+#ifndef MOEOFITDIVBOUNDEDARCHIVE_H_
+#define MOEOFITDIVBOUNDEDARCHIVE_H_
+
+#include <list>
+#include <eoPop.h>
+#include <comparator/moeoComparator.h>
+#include <comparator/moeoObjectiveVectorComparator.h>
+#include <diversity/moeoDiversityAssignment.h>
+#include <fitness/moeoFitnessAssignment.h>
+
+/**
+ * This class represents a bounded archive which different parameters to specify.
+ */
+template < class MOEOT >
+class moeoFitDivBoundedArchive : public moeoBoundedArchive < MOEOT >
+{
+public:
+
+    using moeoArchive < MOEOT > :: size;
+    using moeoArchive < MOEOT > :: resize;
+    using moeoArchive < MOEOT > :: operator[];
+    using moeoArchive < MOEOT > :: back;
+    using moeoArchive < MOEOT > :: pop_back;
+    using moeoArchive < MOEOT > :: push_back;
+    using moeoArchive < MOEOT > :: begin;
+    using moeoArchive < MOEOT > :: end;
+    using moeoArchive < MOEOT > :: replace;
+    using moeoBoundedArchive < MOEOT > :: maxSize;
+
+
+    /**
+     * The type of an objective vector for a solution
+     */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Ctor where you can choose your own moeoComparator, moeoObjectiveVectorComparator, moeoFitnessAssignment, moeoDiversityAssignment and archive size.
+     * @param _indiComparator the functor used to compare MOEOT
+     * @param _comparator the functor used to compare objective vectors
+     * @param _fitness the assignment fitness method
+     * @param _diversity the diversity assignment method
+     * @param _maxSize the size of archive (must be smaller or egal to the population size)
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoFitDivBoundedArchive(moeoComparator < MOEOT > & _indiComparator, moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, moeoFitnessAssignment < MOEOT > & _fitness, moeoDiversityAssignment < MOEOT > & _diversity, unsigned int _maxSize=100, bool _replace=true) : moeoBoundedArchive < MOEOT >(_comparator, _maxSize, _replace), indiComparator(_indiComparator), fitness(_fitness), diversity(_diversity)
+    {}
+
+    /**
+     * Ctor with moeoParetoObjectiveVectorComparator where you can choose your own moeoComparator, moeoFitnessAssignment, moeoDiversityAssignment and archive size.
+     * @param _indiComparator the functor used to compare MOEOT
+     * @param _fitness the assignment fitness method
+     * @param _diversity the diversity assignment method
+     * @param _maxSize the size of archive (must be smaller or egal to the population size)
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoFitDivBoundedArchive(moeoComparator < MOEOT > & _indiComparator, moeoFitnessAssignment < MOEOT > & _fitness, moeoDiversityAssignment < MOEOT > & _diversity, unsigned int _maxSize=100, bool _replace=true) : moeoBoundedArchive < MOEOT >(_maxSize, _replace), indiComparator(_indiComparator), fitness(_fitness), diversity(_diversity)
+    {}
+
+    /**
+     * Updates the archive with a given individual _moeo
+     * @param _moeo the given individual
+     * @return true if _moeo is non-dominated (and not if it is added to the archive)
+     */
+    bool operator()(const MOEOT & _moeo)
+    {
+		bool res;
+    	res = update(_moeo);
+
+    	if(size() > maxSize){
+    		fitness(*this);
+    		diversity(*this);
+    		std::sort(begin(), end(), indiComparator);
+    		resize(maxSize);
+    	}
+    	return res;
+    }
+
+
+    /**
+     * Updates the archive with a given population _pop
+     * @param _pop the given population
+     * @return true if a _pop[i] is non-dominated (and not if it is added to the archive)
+     */
+    bool operator()(const eoPop < MOEOT > & _pop)
+    {
+    	bool res;
+    	res = update(_pop);
+
+    	if(size() > maxSize){
+    		fitness(*this);
+    		diversity(*this);
+    		std::sort(begin(), end(), indiComparator);
+    		resize(maxSize);
+    	}
+    	return res;
+    }
+
+private:
+    /**
+     * Wrapper which allow to used an moeoComparator in std::sort
+     * @param _comp the comparator to used
+     */
+    class Wrapper
+    {
+    public:
+        /**
+         * Ctor.
+         * @param _comp the comparator
+         */
+        Wrapper(moeoComparator < MOEOT > & _comp) : comp(_comp) {}
+        /**
+         * Returns true if _moeo1 is greater than _moeo2 according to the comparator
+         * _moeo1 the first individual
+         * _moeo2 the first individual
+         */
+        bool operator()(const MOEOT & _moeo1, const MOEOT & _moeo2)
+        {
+            return comp(_moeo1,_moeo2);
+        }
+    private:
+        /** the comparator */
+        moeoComparator < MOEOT > & comp;
+    }
+    indiComparator;
+
+    /** fitness assignment */
+    moeoFitnessAssignment < MOEOT > & fitness;
+    /** diversity assignment */
+    moeoDiversityAssignment < MOEOT > & diversity;
+
+};
+
+#endif /*MOEOFITDIVBOUNDEDARCHIVE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoFixedSizeArchive.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoFixedSizeArchive.h
new file mode 100644
index 000000000..99437e899
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoFixedSizeArchive.h
@@ -0,0 +1,80 @@
+/*
+* <moeoFixedSizeArchive.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoFixedSizeArchive.h
+//-----------------------------------------------------------------------------
+
+#ifndef MOEOFIXEDSIZEARCHIVE_H_
+#define MOEOFIXEDSIZEARCHIVE_H_
+
+#include <eoPop.h>
+#include <archive/moeoArchive.h>
+#include <comparator/moeoObjectiveVectorComparator.h>
+
+/**
+ * Abstract class for representing a fixed size archive ;
+ * a fixed size archive is an archive containing a given number of solutions.
+ */
+template < class MOEOT >
+class moeoFixedSizeArchive : public moeoArchive < MOEOT >
+{
+public:
+
+    /**
+     * The type of an objective vector for a solution
+     */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Default ctor.
+     * The moeoObjectiveVectorComparator used to compare solutions is based on Pareto dominance
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoFixedSizeArchive(bool _replace=true) : moeoArchive < MOEOT >(_replace) {}
+
+
+    /**
+     * Ctor
+     * @param _comparator the moeoObjectiveVectorComparator used to compare solutions
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoFixedSizeArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, bool _replace=true) : moeoArchive < MOEOT >( _comparator, _replace) {}
+
+};
+
+#endif /*MOEOFIXEDSIZEARCHIVE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoImprOnlyBoundedArchive.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoImprOnlyBoundedArchive.h
new file mode 100644
index 000000000..891090eb6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoImprOnlyBoundedArchive.h
@@ -0,0 +1,170 @@
+/*
+* <moeoImprOnlyBoundedArchive.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoIMPRONLYBOUNDEDARCHIVE.h
+//-----------------------------------------------------------------------------
+
+#ifndef MOEOImprOnlyBoundedArchive_H_
+#define MOEOImprOnlyBoundedArchive_H_
+
+#include <archive/moeoBoundedArchive.h>
+#include <archive/moeoArchive.h>
+/**
+ * This class represents a bounded archive which different parameters to specify.
+ */
+template < class MOEOT >
+class moeoImprOnlyBoundedArchive : public moeoBoundedArchive < MOEOT >
+{
+public:
+
+    using moeoArchive < MOEOT > :: size;
+    using moeoArchive < MOEOT > :: resize;
+    using moeoArchive < MOEOT > :: operator[];
+    using moeoArchive < MOEOT > :: back;
+    using moeoArchive < MOEOT > :: pop_back;
+    using moeoArchive < MOEOT > :: push_back;
+    using moeoArchive < MOEOT > :: begin;
+    using moeoArchive < MOEOT > :: end;
+    using moeoArchive < MOEOT > :: replace;
+    using moeoBoundedArchive < MOEOT > :: maxSize;
+
+
+    /**
+     * The type of an objective vector for a solution
+     */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Ctor where you can choose your own moeoComparator and archive size.
+     * @param _comparator the functor used to compare objective vectors
+     * @param _maxSize the size of archive (must be smaller or egal to the population size)
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoImprOnlyBoundedArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, unsigned int _maxSize=100, bool _replace=true) : moeoBoundedArchive < MOEOT >(_comparator, _maxSize, _replace){}
+
+    /**
+     * Ctor with moeoParetoObjectiveVectorComparator where you can choose your own archive size.
+     * @param _maxSize the size of archive (must be smaller or egal to the population size)
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoImprOnlyBoundedArchive(unsigned int _maxSize=100, bool _replace=true) : moeoBoundedArchive < MOEOT >(_maxSize, _replace){}
+
+    /**
+     * Updates the archive with a given individual _moeo
+     * @param _moeo the given individual
+     * @return true if _moeo is non-dominated (and not if it is added to the archive)
+     */
+    bool operator()(const MOEOT & _moeo)
+    {
+    	return update(_moeo);
+    }
+
+
+    /**
+     * Updates the archive with a given population _pop
+     * @param _pop the given population
+     * @return true if a _pop[i] is non-dominated (and not if it is added to the archive)
+     */
+    bool operator()(const eoPop < MOEOT > & _pop)
+    {
+    	bool res = false;
+    	bool tmp = false;
+        for (unsigned int i=0; i<_pop.size(); i++)
+        {
+            tmp = (*this).update(_pop[i]);
+            res = tmp || res;
+        }
+        return res;
+    }
+    
+    
+private:
+	/**
+	     * Updates the archive with a given individual _moeo *** NEW ***
+	     * @param _moeo the given individual
+	     */
+	    bool update(const MOEOT & _moeo)
+	    {
+	        // first step: removing the dominated solutions from the archive
+	        for (unsigned int j=0; j<size();)
+	        {
+	            // if the jth solution contained in the archive is dominated by _moeo
+	            if ( comparator(operator[](j).objectiveVector(), _moeo.objectiveVector()) )
+	            {
+	                operator[](j) = back();
+	                pop_back();
+	            }
+	            else if (replace && (_moeo.objectiveVector() == operator[](j).objectiveVector()))
+	            {
+	                operator[](j) = back();
+	                pop_back();
+	            }
+	            else
+	            {
+	                j++;
+	            }
+	        }
+	        // second step: is _moeo dominated?
+	        bool dom = false;
+	        for (unsigned int j=0; j<size(); j++)
+	        {
+	            // if _moeo is dominated by the jth solution contained in the archive
+	            if ( comparator(_moeo.objectiveVector(), operator[](j).objectiveVector()) )
+	            {
+	                dom = true;
+	                break;
+	            }
+	            else if (!replace && (_moeo.objectiveVector() == operator[](j).objectiveVector()) )
+	            {
+	            	dom = true;
+	            	break;
+	            }
+	        }
+	        if (!dom)
+	        {
+	        	if(size()<maxSize)
+	        		push_back(_moeo);
+	        	else
+	        		dom=!dom;
+	        }
+	        return !dom;
+	    }
+
+};
+
+#endif /*MOEOIMPRONLYBOUNDEDARCHIVE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoSPEA2Archive.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoSPEA2Archive.h
new file mode 100644
index 000000000..f7ea9927d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoSPEA2Archive.h
@@ -0,0 +1,386 @@
+/*
+* <moeoSPEA2Archive.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoSPEA2Archive.h
+//-----------------------------------------------------------------------------
+
+#ifndef MOEOSPEA2ARCHIVE_H_
+#define MOEOSPEA2ARCHIVE_H_
+
+#include <limits>
+#include <list>
+#include <eoPop.h>
+#include <archive/moeoFixedSizeArchive.h>
+#include <comparator/moeoComparator.h>
+#include <comparator/moeoFitnessThenDiversityComparator.h>
+#include <comparator/moeoObjectiveVectorComparator.h>
+#include <distance/moeoDistance.h>
+#include <distance/moeoEuclideanDistance.h>
+
+/**
+ * This class represents a bounded archive as defined in the SPEA2 algorithm.
+ * E. Zitzler, M. Laumanns, and L. Thiele. SPEA2: Improving the Strength Pareto Evolutionary Algorithm. Technical Report 103,
+ * Computer Engineering and Networks Laboratory (TIK), ETH Zurich, Zurich, Switzerland, 2001.
+ */
+template < class MOEOT >
+class moeoSPEA2Archive : public moeoFixedSizeArchive < MOEOT >
+{
+public:
+
+    using moeoFixedSizeArchive < MOEOT > :: size;
+    using moeoFixedSizeArchive < MOEOT > :: resize;
+    using moeoFixedSizeArchive < MOEOT > :: operator[];
+    using moeoFixedSizeArchive < MOEOT > :: back;
+    using moeoFixedSizeArchive < MOEOT > :: pop_back;
+    using moeoFixedSizeArchive < MOEOT > :: push_back;
+    using moeoFixedSizeArchive < MOEOT > :: begin;
+    using moeoFixedSizeArchive < MOEOT > :: end;
+
+
+    /**
+     * The type of an objective vector for a solution
+     */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Default ctor.
+     * @param _maxSize the size of archive (must be smaller or equal to the population size)
+     */
+    moeoSPEA2Archive(unsigned int _maxSize=100): moeoFixedSizeArchive < MOEOT >(true), maxSize(_maxSize), borne(0), indiComparator(defaultComparator), distance(defaultDistance)
+    {}
+
+
+    /**l
+     * Ctor where you can choose your own moeoDistance
+     * @param _dist the distance used
+     * @param _maxSize the size of archive (must be smaller or egal to the population size)
+     */
+    moeoSPEA2Archive(moeoDistance <MOEOT, double>& _dist, unsigned int _maxSize=100): moeoFixedSizeArchive < MOEOT >(true), maxSize(_maxSize), borne(0), indiComparator(defaultComparator), distance(_dist)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own moeoObjectiveVectorComparator
+     * @param _comparator the functor used to compare objective vectors
+     * @param _maxSize the size of archive (must be smaller or egal to the population size)
+     */
+    moeoSPEA2Archive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, unsigned int _maxSize=100): moeoFixedSizeArchive < MOEOT >(_comparator, true), maxSize(_maxSize), borne(0), indiComparator(defaultComparator), distance(defaultDistance)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own moeoComparator
+     * @param _indiComparator the functor used to compare MOEOT
+     * @param _maxSize the size of archive (must be smaller or egal to the population size)
+     */
+    moeoSPEA2Archive(moeoComparator <MOEOT>& _indiComparator, unsigned int _maxSize=100): moeoFixedSizeArchive < MOEOT >(true), maxSize(_maxSize), borne(0), indiComparator(_indiComparator), distance(defaultDistance)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own moeoComparator, moeoDistance and moeoObjectiveVectorComparator
+     * @param _indiComparator the functor used to compare MOEOT
+     * @param _dist the distance used
+     * @param _comparator the functor used to compare objective vectors
+     * @param _maxSize the size of archive (must be smaller or egal to the population size)
+     */
+    moeoSPEA2Archive(moeoComparator <MOEOT>& _indiComparator, moeoDistance <MOEOT, double>& _dist, moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, unsigned int _maxSize=100) : moeoFixedSizeArchive < MOEOT >(_comparator, true), maxSize(_maxSize), borne(0), indiComparator(_indiComparator), distance(_dist)
+    {}
+
+
+    /**
+     * Updates the archive with a given individual _moeo
+     * @param _moeo the given individual
+     * @return true (TODO)
+     */
+    bool operator()(const MOEOT & _moeo)
+    {
+        eoPop < MOEOT > pop_tmp;
+        pop_tmp.push_back(_moeo);
+        operator()(pop_tmp);
+        return true;
+    }
+
+
+    /**
+     * Updates the archive with a given population _pop
+     * @param _pop the given population
+     * @return true (TODO)
+     */
+    bool operator()(const eoPop < MOEOT > & _pop)
+    {
+        unsigned int i;
+        unsigned int foo=0;
+
+        //Creation of the vector that contains minimal pop's informations
+        std::vector<struct refpop> copy_pop(_pop.size());
+        for (i=0;i<_pop.size(); i++)
+        {
+            copy_pop[i].index=i;
+            copy_pop[i].fitness=_pop[i].fitness();
+            copy_pop[i].diversity=_pop[i].diversity();
+        }
+
+        //Sort this vector in decrease order of fitness+diversity
+        std::sort(copy_pop.begin(), copy_pop.end(), Cmp());
+
+        //If the archive is empty, put in the best elements of the pop
+        if (borne < maxSize)
+        {
+            foo= std::min((unsigned int)_pop.size(), maxSize-borne);
+            for (i=0; i< foo ; i++)
+            {
+                push_back(_pop[copy_pop[i].index]);
+                borne++;
+            }
+
+        }
+        else
+        {
+            unsigned int j=0;
+            //Sort the archive
+            std::sort(begin(), end(), indiComparator);
+            i=0;
+
+            //While we have a better element in pop than the worst <= -1 in the archive, replace the worst(of archive) by the best(of pop)
+            while ( (i<borne) && ( (operator[](i).fitness()+operator[](i).diversity()) < (copy_pop[j].fitness + copy_pop[j].diversity) ) && (operator[](i).fitness()<=-1) && ( j < copy_pop.size() ) )
+            {
+                operator[](i)= back();
+                pop_back();
+                push_back(_pop[copy_pop[j].index]);
+                i++;
+                j++;
+            }
+
+            //If their are others goods elements in pop (fitness=0) , keep only archive's size elements between the archive's elements and the good element in the pop (k ieme smallest distance is used)
+            if (copy_pop[j].fitness > -1)
+            {
+                unsigned int inf=j;
+                unsigned int p;
+                unsigned int k=0;
+                unsigned int l=0;
+                double tmp=0;
+                unsigned int tmp2=0;
+
+                //search bounds of copy_pop where are the goods elements
+                while ((j < copy_pop.size()) && (copy_pop[j].fitness > -1.0))
+                    j++;
+
+                p=j-inf;
+
+                std::vector< std::vector< std::pair<int,double> > > matrice(borne+p);
+
+                //Build the distance matrice(vector of vector) between each keeped elements
+                if (borne+p>0)
+                {
+                    for (k=0; k<borne+p-1; k++)
+                    {
+                        for (l=k+1; l<borne+p; l++)
+                        {
+                            if ( (k<borne) && (l<borne) )
+                                tmp=distance(operator[](k), operator[](l));
+                            else if ( (k<borne) && (l>=borne) )
+                                tmp=distance(operator[](k), _pop[copy_pop[l-borne+inf].index]);
+                            else
+                                tmp=distance(_pop[copy_pop[k-borne+inf].index], _pop[copy_pop[l-borne+inf].index]);
+
+                            matrice[k].push_back(std::pair<int,double>(l,tmp));
+                            matrice[l].push_back(std::pair<int,double>(k,tmp));
+                        }
+                    }
+                }
+
+                for (k=0; k<borne+p; k++)
+                {
+                    //sort each line of the matrice
+                    std::sort(matrice[k].begin(),matrice[k].end(), CmpPair());
+
+                    //insert an indice at the end of each line after they were be sorted
+                    matrice[k].push_back(std::pair<int,double>(-1,k));
+                }
+
+                //sort the lines of the matrice between us (by shortest distance)
+                std::sort(matrice.begin(),matrice.end(), CmpVector());
+
+                //vectors and iterators used to replace some archive element by some pop element
+                std::vector<unsigned int> notkeeped;
+                std::vector<unsigned int> keeped;
+                std::vector< std::vector< std::pair<int,double> > >::iterator matrice_it=matrice.begin();
+                std::vector< std::pair<int,double> >::iterator it;
+
+                //search elements of the archive to delete
+                for (k=0; k<p; k++)
+                {
+                    tmp2=(unsigned int)matrice[0].back().second;
+                    if (tmp2<borne)
+                        notkeeped.push_back(tmp2);
+                    matrice.erase(matrice_it);
+                    for (l=0; l<matrice.size(); l++)
+                    {
+                        it=matrice[l].begin();
+                        while ((unsigned int)(*it).first != tmp2)
+                            it++;
+                        matrice[l].erase(it);
+                    }
+                    if (k != (p-1))
+                        std::sort(matrice.begin(),matrice.end(), CmpVector());
+                }
+
+                //search elements of pop to put in archive
+                for (k=0; k<borne; k++)
+                {
+                    tmp2=(unsigned int)matrice[k].back().second;
+                    if (tmp2 >= borne)
+                        keeped.push_back(tmp2);
+                }
+
+                //replace some archive element by some pop element
+                for (k=0; k<keeped.size(); k++)
+                {
+                    push_back( _pop[ copy_pop[keeped[k]-borne+inf].index ] );
+                    operator[](notkeeped[k]) = back();
+                    pop_back();
+                }
+            }
+        }
+        return true;
+    }//endoperator()
+
+
+private:
+
+    /** archive max size */
+    unsigned int maxSize;
+    /** archive size */
+    unsigned int borne;
+    /**
+     * Wrapper which allow to used an moeoComparator in std::sort
+     * @param _comp the comparator to used
+     */
+    class Wrapper
+    {
+    public:
+        /**
+         * Ctor.
+         * @param _comp the comparator
+         */
+        Wrapper(moeoComparator < MOEOT > & _comp) : comp(_comp) {}
+        /**
+         * Returns true if _moeo1 is greater than _moeo2 according to the comparator
+         * _moeo1 the first individual
+         * _moeo2 the first individual
+         */
+        bool operator()(const MOEOT & _moeo1, const MOEOT & _moeo2)
+        {
+            return comp(_moeo1,_moeo2);
+        }
+    private:
+        /** the comparator */
+        moeoComparator < MOEOT > & comp;
+    }
+    indiComparator;
+    /** default moeoComparator*/
+    moeoFitnessThenDiversityComparator < MOEOT > defaultComparator;
+    /** distance */
+    moeoDistance <MOEOT, double>& distance;
+    /** default distance */
+    moeoEuclideanDistance < MOEOT > defaultDistance;
+
+
+    /**
+     * Structure needs to copy informations of the pop in order to sort it
+     */
+    struct refpop
+    {
+        unsigned int index;
+        double fitness;
+        double diversity;
+    };
+
+
+    /**
+     * Comparator of struct refpop : compare fitness+divesity
+     */
+    struct Cmp
+    {
+        bool operator()(const struct refpop& _a, const struct refpop& _b)
+        {
+            return ( (_a.diversity + _a.fitness) > (_b.diversity + _b.fitness) );
+        }
+    };
+
+
+    /**
+     * Comparator of two vector of pair
+     * Compare the second pair's value of the first element vector, if equals compare the next element vector...
+     */
+    struct CmpVector
+    {
+        bool operator()( const std::vector< std::pair<int,double> >& _a, const std::vector< std::pair<int,double> >& _b)
+        {
+            std::vector< std::pair<int,double> >::const_iterator it1= _a.begin();
+            std::vector< std::pair<int,double> >::const_iterator it2= _b.begin();
+            while ( (it1 != _a.end()) && (it2 != _b.end()))
+            {
+                if ((*it1).second < (*it2).second)
+                    return true;
+                else if ((*it1).second > (*it2).second)
+                    return false;
+                it1++;
+                it2++;
+            }
+            return true;
+        }
+    };
+
+
+    /**
+       * Comparator of two pair : compare the second pair's value
+       */
+    struct CmpPair
+    {
+        bool operator()(const std::pair<int,double>& _a, const std::pair<int,double>& _b)
+        {
+            return _a.second < _b.second;
+        }
+    };
+
+
+};
+
+#endif /*MOEOSPEA2ARCHIVE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoUnboundedArchive.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoUnboundedArchive.h
new file mode 100644
index 000000000..8846780d8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/archive/moeoUnboundedArchive.h
@@ -0,0 +1,100 @@
+/*
+* <moeoUnboundedArchive.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoUnboundedArchive.h
+//-----------------------------------------------------------------------------
+#ifndef MOEOUNBOUNDEDARCHIVE_H_
+#define MOEOUNBOUNDEDARCHIVE_H_
+
+#include <eoPop.h>
+#include <archive/moeoArchive.h>
+#include <comparator/moeoObjectiveVectorComparator.h>
+
+/**
+ * An unbounded archive is an archive storing an unbounded number of non-dominated solutions.
+ */
+template < class MOEOT >
+class moeoUnboundedArchive : public moeoArchive < MOEOT >
+{
+public:
+
+    /**
+     * The type of an objective vector for a solution
+     */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Default ctor.
+     * The moeoObjectiveVectorComparator used to compare solutions is based on Pareto dominance
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoUnboundedArchive(bool _replace=true) : moeoArchive < MOEOT >(_replace) {}
+
+
+    /**
+     * Ctor
+     * @param _comparator the moeoObjectiveVectorComparator used to compare solutions
+     * @param _replace boolean which determine if a solution with the same objectiveVector than another one, can replace it or not
+     */
+    moeoUnboundedArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, bool _replace=true) : moeoArchive < MOEOT >(_comparator, _replace) {}
+
+
+    /**
+     * Updates the archive with a given individual _moeo
+     * @param _moeo the given individual
+     * @return true if _moeo is added to the archive
+     */
+    bool operator()(const MOEOT & _moeo)
+    {
+    	return update(_moeo);
+    }
+
+
+    /**
+     * Updates the archive with a given population _pop
+     * @param _pop the given population
+     * @return true if a _pop[i] is added to the archive
+     */
+    bool operator()(const eoPop < MOEOT > & _pop)
+    {
+    	return update(_pop);
+    }
+
+};
+
+#endif /*MOEOUNBOUNDEDARCHIVE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoAggregativeComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoAggregativeComparator.h
new file mode 100644
index 000000000..d684c54eb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoAggregativeComparator.h
@@ -0,0 +1,80 @@
+/*
+* <moeoAggregativeComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOAGGREGATIVECOMPARATOR_H_
+#define MOEOAGGREGATIVECOMPARATOR_H_
+
+#include <comparator/moeoComparator.h>
+
+/**
+ * Functor allowing to compare two solutions according to their fitness and diversity values, each according to its aggregative value.
+ */
+template < class MOEOT >
+class moeoAggregativeComparator : public moeoComparator < MOEOT >
+  {
+  public:
+
+    /**
+     * Ctor.
+     * @param _weightFitness the weight for fitness
+     * @param _weightDiversity the weight for diversity
+     */
+    moeoAggregativeComparator(double _weightFitness = 1.0, double _weightDiversity = 1.0) : weightFitness(_weightFitness), weightDiversity(_weightDiversity)
+    {}
+
+
+    /**
+     * Returns true if _moeo1 < _moeo2 according to the aggregation of their fitness and diversity values
+     * @param _moeo1 the first solution
+     * @param _moeo2 the second solution
+     */
+    const bool operator()(const MOEOT & _moeo1, const MOEOT & _moeo2)
+    {
+      return ( weightFitness * _moeo1.fitness() + weightDiversity * _moeo1.diversity() ) < ( weightFitness * _moeo2.fitness() + weightDiversity * _moeo2.diversity() );
+    }
+
+
+  private:
+
+    /** the weight for fitness */
+    double weightFitness;
+    /** the weight for diversity */
+    double weightDiversity;
+
+  };
+
+#endif /*MOEOAGGREGATIVECOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoComparator.h
new file mode 100644
index 000000000..e97845505
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoComparator.h
@@ -0,0 +1,50 @@
+/*
+* <moeoComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOCOMPARATOR_H_
+#define MOEOCOMPARATOR_H_
+
+#include <eoFunctor.h>
+
+/**
+ * Functor allowing to compare two solutions.
+ */
+template < class MOEOT >
+class moeoComparator : public eoBF < const MOEOT &, const MOEOT &, const bool >
+  {};
+
+#endif /*MOEOCOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoDiversityThenFitnessComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoDiversityThenFitnessComparator.h
new file mode 100644
index 000000000..db58f936f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoDiversityThenFitnessComparator.h
@@ -0,0 +1,70 @@
+/*
+* <moeoDiversityThenFitnessComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEODIVERSITYTHENFITNESSCOMPARATOR_H_
+#define MOEODIVERSITYTHENFITNESSCOMPARATOR_H_
+
+#include <comparator/moeoComparator.h>
+
+/**
+ * Functor allowing to compare two solutions according to their diversity values, then according to their fitness values.
+ */
+template < class MOEOT >
+class moeoDiversityThenFitnessComparator : public moeoComparator < MOEOT >
+  {
+  public:
+
+    /**
+     * Returns true if _moeo1 < _moeo2 according to their diversity values, then according to their fitness values
+     * @param _moeo1 the first solution
+     * @param _moeo2 the second solution
+     */
+    const bool operator()(const MOEOT & _moeo1, const MOEOT & _moeo2)
+    {
+      if (_moeo1.diversity() == _moeo2.diversity())
+        {
+          return _moeo1.fitness() < _moeo2.fitness();
+        }
+      else
+        {
+          return _moeo1.diversity() < _moeo2.diversity();
+        }
+    }
+
+  };
+
+#endif /*MOEODIVERSITYTHENFITNESSCOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoEpsilonObjectiveVectorComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoEpsilonObjectiveVectorComparator.h
new file mode 100644
index 000000000..54f373583
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoEpsilonObjectiveVectorComparator.h
@@ -0,0 +1,94 @@
+/*
+* <moeoEpsilonObjectiveVectorComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOEPSILONOBJECTIVEVECTORCOMPARATOR_H_
+#define MOEOEPSILONOBJECTIVEVECTORCOMPARATOR_H_
+
+#include <comparator/moeoObjectiveVectorComparator.h>
+
+/**
+ * This functor class allows to compare 2 objective vectors according to epsilon dominance.
+ */
+template < class ObjectiveVector >
+class moeoEpsilonObjectiveVectorComparator : public moeoObjectiveVectorComparator < ObjectiveVector >
+{
+public:
+
+    /**
+     * Ctor.
+     * @param _epsilon the epsilon value
+     */
+    moeoEpsilonObjectiveVectorComparator(double _epsilon) : epsilon(_epsilon)
+    {}
+
+    /**
+     * Returns true if _objectiveVector1 is epsilon-dominated by _objectiveVector2
+     * @param _objectiveVector1 the first objective vector
+     * @param _objectiveVector2 the second objective vector
+     */
+    const bool operator()(const ObjectiveVector & _objectiveVector1, const ObjectiveVector & _objectiveVector2)
+    {
+        for (unsigned int i=0; i<ObjectiveVector::nObjectives(); i++)
+        {
+            //  _objectiveVector1[i] == _objectiveVector2[i] ?
+            if ( fabs((_objectiveVector1[i]/ epsilon) - _objectiveVector2[i]) > ObjectiveVector::Traits::tolerance() )
+            {
+                if (ObjectiveVector::minimizing(i))
+                {
+                    if ((_objectiveVector1[i] / epsilon) <= _objectiveVector2[i])
+                    {
+                        return false;		// _objectiveVector1[i] is not better than _objectiveVector2[i]
+                    }
+                }
+                else if (ObjectiveVector::maximizing(i))
+                {
+                    if ((_objectiveVector1[i] / epsilon) >= _objectiveVector2[i])
+                    {
+                        return false;		// _objectiveVector1[i] is not better than _objectiveVector2[i]
+                    }
+                }
+            }
+        }
+        return true;
+    }
+
+private:
+    /** the reference point */
+    double epsilon;
+};
+
+#endif /*MOEOEPSILONOBJECTIVEVECTORCOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoFitnessComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoFitnessComparator.h
new file mode 100755
index 000000000..dfa20ff75
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoFitnessComparator.h
@@ -0,0 +1,64 @@
+/*
+* <moeoFitnessComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* François Legillon 
+*
+* 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 MOEOFITNESSCOMPARATOR_H_
+#define MOEOFITNESSCOMPARATOR_H_
+
+#include <comparator/moeoComparator.h>
+
+/**
+ * Functor allowing to compare two solutions according to their fitness values
+ */
+template < class MOEOT >
+class moeoFitnessComparator : public moeoComparator < MOEOT >
+  {
+  public:
+
+    /**
+     * Returns true if _moeo1 < _moeo2 according to their fitness values
+     * @param _moeo1 the first solution
+     * @param _moeo2 the second solution
+     */
+    const bool operator()(const MOEOT & _moeo1, const MOEOT & _moeo2) 
+    {
+          return _moeo1.fitness() < _moeo2.fitness();
+    }
+
+  };
+
+#endif /*MOEOFITNESSCOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoFitnessThenDiversityComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoFitnessThenDiversityComparator.h
new file mode 100644
index 000000000..cf6c4004b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoFitnessThenDiversityComparator.h
@@ -0,0 +1,70 @@
+/*
+* <moeoFitnessThenDiversityComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOFITNESSTHENDIVERSITYCOMPARATOR_H_
+#define MOEOFITNESSTHENDIVERSITYCOMPARATOR_H_
+
+#include <comparator/moeoComparator.h>
+
+/**
+ * Functor allowing to compare two solutions according to their fitness values, then according to their diversity values.
+ */
+template < class MOEOT >
+class moeoFitnessThenDiversityComparator : public moeoComparator < MOEOT >
+  {
+  public:
+
+    /**
+     * Returns true if _moeo1 < _moeo2 according to their fitness values, then according to their diversity values	
+     * @param _moeo1 the first solution
+     * @param _moeo2 the second solution
+     */
+    const bool operator()(const MOEOT & _moeo1, const MOEOT & _moeo2)
+    {
+      if (_moeo1.fitness() == _moeo2.fitness())
+        {
+          return _moeo1.diversity() < _moeo2.diversity();
+        }
+      else
+        {
+          return _moeo1.fitness() < _moeo2.fitness();
+        }
+    }
+
+  };
+
+#endif /*MOEOFITNESSTHENDIVERSITYCOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoGDominanceObjectiveVectorComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoGDominanceObjectiveVectorComparator.h
new file mode 100644
index 000000000..c51e26c02
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoGDominanceObjectiveVectorComparator.h
@@ -0,0 +1,127 @@
+/*
+* <moeoGDominanceObjectiveVectorComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOGDOMINANCEOBJECTIVEVECTORCOMPARATOR_H_
+#define MOEOGDOMINANCEOBJECTIVEVECTORCOMPARATOR_H_
+
+#include <comparator/moeoObjectiveVectorComparator.h>
+
+/**
+ * This functor class allows to compare 2 objective vectors according to g-dominance.
+ * The concept of g-dominance as been introduced in:
+ * J. Molina, L. V. Santana, A. G. Hernandez-Diaz, C. A. Coello Coello, R. Caballero,
+ * "g-dominance: Reference point based dominance" (2007)
+ */
+template < class ObjectiveVector >
+class moeoGDominanceObjectiveVectorComparator : public moeoObjectiveVectorComparator < ObjectiveVector >
+  {
+  public:
+
+    /**
+     * Ctor.
+     * @param _ref the reference point
+     */
+    moeoGDominanceObjectiveVectorComparator(ObjectiveVector & _ref) : ref(_ref)
+    {}
+
+
+    /**
+     * Returns true if _objectiveVector1 is g-dominated by _objectiveVector2.
+     * @param _objectiveVector1 the first objective vector
+     * @param _objectiveVector2 the second objective vector
+     */
+    const bool operator()(const ObjectiveVector & _objectiveVector1, const ObjectiveVector & _objectiveVector2)
+    {
+      unsigned int flag1 = flag(_objectiveVector1);
+      unsigned int flag2 = flag(_objectiveVector2);
+      if (flag2==0)
+        {
+          // cannot dominate
+          return false;
+        }
+      else if ( (flag2==1) && (flag1==0) )
+        {
+          // is dominated
+          return true;
+        }
+      else // (flag1==1) && (flag2==1)
+        {
+          // both are on the good region, so let's use the classical Pareto dominance
+          return paretoComparator(_objectiveVector1, _objectiveVector2);
+        }
+    }
+
+
+  private:
+
+    /** the reference point */
+    ObjectiveVector & ref;
+    /** Pareto comparator */
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+
+
+    /**
+     * Returns the flag of _objectiveVector according to the reference point
+     * @param _objectiveVector the first objective vector
+     */
+    unsigned int flag(const ObjectiveVector & _objectiveVector)
+    {
+      unsigned int result=1;
+      for (unsigned int i=0; i<ref.nObjectives(); i++)
+        {
+          if (_objectiveVector[i] > ref[i])
+            {
+              result=0;
+            }
+        }
+      if (result==0)
+        {
+          result=1;
+          for (unsigned int i=0; i<ref.nObjectives(); i++)
+            {
+              if (_objectiveVector[i] < ref[i])
+                {
+                  result=0;
+                }
+            }
+        }
+      return result;
+    }
+
+  };
+
+#endif /*MOEOGDOMINANCEOBJECTIVEVECTORCOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoObjectiveObjectiveVectorComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoObjectiveObjectiveVectorComparator.h
new file mode 100644
index 000000000..751b4b282
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoObjectiveObjectiveVectorComparator.h
@@ -0,0 +1,77 @@
+/*
+* <moeoObjectiveObjectiveVectorComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOOBJECTIVEOBJECTIVEVECTORCOMPARATOR_H_
+#define MOEOOBJECTIVEOBJECTIVEVECTORCOMPARATOR_H_
+
+#include <comparator/moeoObjectiveVectorComparator.h>
+
+/**
+ * Functor allowing to compare two objective vectors according to their first objective value, then their second, and so on.
+ */
+template < class ObjectiveVector >
+class moeoObjectiveObjectiveVectorComparator : public moeoObjectiveVectorComparator < ObjectiveVector >
+  {
+  public:
+
+    /**
+     * Returns true if _objectiveVector1 < _objectiveVector2 on the first objective, then on the second, and so on
+     * @param _objectiveVector1 the first objective vector
+     * @param _objectiveVector2 the second objective vector
+     */
+    const bool operator()(const ObjectiveVector & _objectiveVector1, const ObjectiveVector & _objectiveVector2)
+    {
+      for (unsigned int i=0; i<ObjectiveVector::nObjectives(); i++)
+        {
+          if ( fabs(_objectiveVector1[i] - _objectiveVector2[i]) > ObjectiveVector::Traits::tolerance() )
+            {
+              if (_objectiveVector1[i] < _objectiveVector2[i])
+                {
+                  return true;
+                }
+              else
+                {
+                  return false;
+                }
+            }
+        }
+      return false;
+    }
+
+  };
+
+#endif /*MOEOOBJECTIVEOBJECTIVEVECTORCOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoObjectiveVectorComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoObjectiveVectorComparator.h
new file mode 100644
index 000000000..a34112690
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoObjectiveVectorComparator.h
@@ -0,0 +1,52 @@
+/*
+* <moeoObjectiveVectorComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOOBJECTIVEVECTORCOMPARATOR_H_
+#define MOEOOBJECTIVEVECTORCOMPARATOR_H_
+
+#include <math.h>
+#include <eoFunctor.h>
+
+/**
+ * Abstract class allowing to compare 2 objective vectors.
+ * The template argument ObjectiveVector have to be a moeoObjectiveVector.
+ */
+template < class ObjectiveVector >
+class moeoObjectiveVectorComparator : public eoBF < const ObjectiveVector &, const ObjectiveVector &, const bool >
+  {};
+
+#endif /*MOEOOBJECTIVEVECTORCOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoOneObjectiveComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoOneObjectiveComparator.h
new file mode 100644
index 000000000..66c71a1de
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoOneObjectiveComparator.h
@@ -0,0 +1,82 @@
+/*
+* <moeoOneObjectiveComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOONEOBJECTIVECOMPARATOR_H_
+#define MOEOONEOBJECTIVECOMPARATOR_H_
+
+#include <comparator/moeoComparator.h>
+
+/**
+ * Functor allowing to compare two solutions according to one objective.
+ */
+template < class MOEOT >
+class moeoOneObjectiveComparator : public moeoComparator < MOEOT >
+  {
+  public:
+
+    /**
+     * Ctor.
+     * @param _obj the index of objective
+     */
+    moeoOneObjectiveComparator(unsigned int _obj) : obj(_obj)
+    {
+      if (obj > MOEOT::ObjectiveVector::nObjectives())
+        {
+          throw std::runtime_error("Problem with the index of objective in moeoOneObjectiveComparator");
+        }
+    }
+
+
+    /**
+     * Returns true if _moeo1 < _moeo2 on the obj objective
+     * @param _moeo1 the first solution
+     * @param _moeo2 the second solution
+     */
+    const bool operator()(const MOEOT & _moeo1, const MOEOT & _moeo2)
+    {
+      return _moeo1.objectiveVector()[obj] < _moeo2.objectiveVector()[obj];
+    }
+
+
+  private:
+
+    /** the index of objective */
+    unsigned int obj;
+
+  };
+
+#endif /*MOEOONEOBJECTIVECOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoParetoObjectiveVectorComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoParetoObjectiveVectorComparator.h
new file mode 100644
index 000000000..fca1614f9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoParetoObjectiveVectorComparator.h
@@ -0,0 +1,95 @@
+/*
+* <moeoParetoObjectiveVectorComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOPARETOOBJECTIVEVECTORCOMPARATOR_H_
+#define MOEOPARETOOBJECTIVEVECTORCOMPARATOR_H_
+
+#include <comparator/moeoObjectiveVectorComparator.h>
+
+/**
+ * This functor class allows to compare 2 objective vectors according to Pareto dominance.
+ */
+template < class ObjectiveVector >
+class moeoParetoObjectiveVectorComparator : public moeoObjectiveVectorComparator < ObjectiveVector >
+  {
+  public:
+
+    /**
+     * Returns true if _objectiveVector1 is dominated by _objectiveVector2
+     * @param _objectiveVector1 the first objective vector
+     * @param _objectiveVector2 the second objective vector	
+     */
+    const bool operator()(const ObjectiveVector & _objectiveVector1, const ObjectiveVector & _objectiveVector2)
+    {
+      bool dom = false;
+      for (unsigned int i=0; i<ObjectiveVector::nObjectives(); i++)
+        {
+          // first, we have to check if the 2 objective values are not equal for the ith objective
+          if ( fabs(_objectiveVector1[i] - _objectiveVector2[i]) > ObjectiveVector::Traits::tolerance() )
+            {
+              // if the ith objective have to be minimized...
+              if (ObjectiveVector::minimizing(i))
+                {
+                  if (_objectiveVector1[i] > _objectiveVector2[i])
+                    {
+                      dom = true;		//_objectiveVector1[i] is not better than _objectiveVector2[i]
+                    }
+                  else
+                    {
+                      return false;	//_objectiveVector2 cannot dominate _objectiveVector1
+                    }
+                }
+              // if the ith objective have to be maximized...
+              else if (ObjectiveVector::maximizing(i))
+                {
+                  if (_objectiveVector1[i] < _objectiveVector2[i])
+                    {
+                      dom = true;		//_objectiveVector1[i] is not better than _objectiveVector2[i]
+                    }
+                  else
+                    {
+                      return false;	//_objectiveVector2 cannot dominate _objectiveVector1
+                    }
+                }
+            }
+        }
+      return dom;
+    }
+
+  };
+
+#endif /*MOEOPARETOOBJECTIVEVECTORCOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoPtrComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoPtrComparator.h
new file mode 100644
index 000000000..b36e62fd3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoPtrComparator.h
@@ -0,0 +1,59 @@
+/***************************************************************************
+ *   Copyright (C) 2008 by Waldo Cancino   *
+ *   wcancino@icmc.usp.br   *
+ *                                                                         *
+ *   This program is free software; you can redistribute it and/or modify  *
+ *   it under the terms of the GNU General Public License as published by  *
+ *   the Free Software Foundation; either version 2 of the License, or     *
+ *   (at your option) any later version.                                   *
+ *                                                                         *
+ *   This program is distributed in the hope that it will be useful,       *
+ *   but WITHOUT ANY WARRANTY; without even the implied warranty of        *
+ *   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the         *
+ *   GNU General Public License for more details.                          *
+ *                                                                         *
+ *   You should have received a copy of the GNU General Public License     *
+ *   along with this program; if not, write to the                         *
+ *   Free Software Foundation, Inc.,                                       *
+ *   59 Temple Place - Suite 330, Boston, MA  02111-1307, USA.             *
+ ***************************************************************************/
+
+#ifndef MOEOPTRCOMPARATOR_H_
+#define MOEOPTRCOMPARATOR_H_
+
+#include <comparator/moeoComparator.h>
+/**
+ * Functor allowing to compare two solutions.referenced by pointers.
+ * Several MOEO related stuff have to sort populations according some criterion
+ * Instead to do this, we used a vector whose elements are pointers to true individuals
+ */
+
+template < class MOEOT >
+class moeoPtrComparator : public eoBF < const MOEOT *, const MOEOT *, const bool >
+  {
+	public:
+
+    /**
+     * Ctor with a comparator
+     * @param _cmp comparator to be employed
+
+	*/
+	 moeoPtrComparator( moeoComparator<MOEOT> & _cmp) : cmp(_cmp) {}
+
+	/** compare two const individuals */
+	 const bool operator() (const MOEOT *ptr1, const MOEOT *ptr2)
+	 {
+			return cmp(*ptr1, *ptr2);
+	 }
+
+	 /** compare two non const individuals */
+	 const bool operator() (MOEOT *ptr1, MOEOT *ptr2)
+	 {
+			return cmp(*ptr1, *ptr2);
+	 }
+
+	private:
+		moeoComparator<MOEOT> &cmp;
+  };
+
+#endif /*MOEOPTRCOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoStrictObjectiveVectorComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoStrictObjectiveVectorComparator.h
new file mode 100644
index 000000000..9a017690d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoStrictObjectiveVectorComparator.h
@@ -0,0 +1,85 @@
+/*
+* <moeoStrictObjectiveVectorComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOSTRICTOBJECTIVEVECTORCOMPARATOR_H_
+#define MOEOSTRICTOBJECTIVEVECTORCOMPARATOR_H_
+
+#include <comparator/moeoObjectiveVectorComparator.h>
+
+/**
+ * This functor class allows to compare 2 objective vectors according to strict dominance.
+ */
+template < class ObjectiveVector >
+class moeoStrictObjectiveVectorComparator : public moeoObjectiveVectorComparator < ObjectiveVector >
+{
+public:
+
+    /**
+     * Returns true if _objectiveVector1 is strictly dominated by _objectiveVector2
+     * @param _objectiveVector1 the first objective vector
+     * @param _objectiveVector2 the second objective vector
+     */
+    const bool operator()(const ObjectiveVector & _objectiveVector1, const ObjectiveVector & _objectiveVector2)
+    {
+        for (unsigned int i=0; i<ObjectiveVector::nObjectives(); i++)
+        {
+            //  _objectiveVector1[i] == _objectiveVector2[i] ?
+            if ( fabs(_objectiveVector1[i] - _objectiveVector2[i]) < ObjectiveVector::Traits::tolerance() )
+            {
+                return false;		// _objectiveVector1[i] is not STRICTLY better than _objectiveVector2[i]
+            }
+            else if (ObjectiveVector::minimizing(i))
+            {
+                if (_objectiveVector1[i] < _objectiveVector2[i])
+                {
+                    return false;		// _objectiveVector1[i] is not better than _objectiveVector2[i]
+                }
+            }
+            else if (ObjectiveVector::maximizing(i))
+            {
+                if (_objectiveVector1[i] > _objectiveVector2[i])
+                {
+                    return false;		// _objectiveVector1[i] is not better than _objectiveVector2[i]
+                }
+            }
+        }
+        return true;
+    }
+
+};
+
+#endif /*MOEOSTRICTOBJECTIVEVECTORCOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoWeakObjectiveVectorComparator.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoWeakObjectiveVectorComparator.h
new file mode 100644
index 000000000..d3f13f4a6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/comparator/moeoWeakObjectiveVectorComparator.h
@@ -0,0 +1,84 @@
+/*
+* <moeoWeakObjectiveVectorComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOWEAKOBJECTIVEVECTORCOMPARATOR_H_
+#define MOEOWEAKOBJECTIVEVECTORCOMPARATOR_H_
+
+#include <comparator/moeoObjectiveVectorComparator.h>
+
+/**
+ * This functor class allows to compare 2 objective vectors according to weak dominance.
+ */
+template < class ObjectiveVector >
+class moeoWeakObjectiveVectorComparator : public moeoObjectiveVectorComparator < ObjectiveVector >
+{
+public:
+
+    /**
+     * Returns true if _objectiveVector1 is weakly dominated by _objectiveVector2
+     * @param _objectiveVector1 the first objective vector
+     * @param _objectiveVector2 the second objective vector
+     */
+    const bool operator()(const ObjectiveVector & _objectiveVector1, const ObjectiveVector & _objectiveVector2)
+    {
+        for (unsigned int i=0; i<ObjectiveVector::nObjectives(); i++)
+        {
+            //  _objectiveVector1[i] == _objectiveVector2[i] ?
+            if ( fabs(_objectiveVector1[i] - _objectiveVector2[i]) > ObjectiveVector::Traits::tolerance() )
+            {
+                if (ObjectiveVector::minimizing(i))
+                {
+                    if (_objectiveVector1[i] < _objectiveVector2[i])
+                    {
+                        return false;		// _objectiveVector1[i] is not better than _objectiveVector2[i]
+                    }
+                }
+                else if (ObjectiveVector::maximizing(i))
+                {
+                    if (_objectiveVector1[i] > _objectiveVector2[i])
+                    {
+                        return false;		// _objectiveVector1[i] is not better than _objectiveVector2[i]
+                    }
+                }
+            }
+        }
+        return true;
+    }
+
+};
+
+#endif /*MOEOWEAKOBJECTIVEVECTORCOMPARATOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/MOEO.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/MOEO.h
new file mode 100644
index 000000000..8b03c1bab
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/MOEO.h
@@ -0,0 +1,396 @@
+/*
+* <MOEO.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEO_H_
+#define MOEO_H_
+
+#include <iostream>
+#include <stdexcept>
+#include <string>
+#include <EO.h>
+
+/**
+ * Base class allowing to represent a solution (an individual) for multi-objective optimization.
+ * The template argument MOEOObjectiveVector allows to represent the solution in the objective space (it can be a moeoObjectiveVector object).
+ * The template argument MOEOFitness is an object reflecting the quality of the solution in term of convergence (the fitness of a solution is always to be maximized).
+ * The template argument MOEODiversity is an object reflecting the quality of the solution in term of diversity (the diversity of a solution is always to be maximized).
+ * All template arguments must have a void and a copy constructor.
+ * Using some specific representations, you will have to define a copy constructor if the default one is not what you want.
+ * In the same cases, you will also have to define the affectation operator (operator=).
+ * Then, you will explicitly have to call the parent copy constructor and the parent affectation operator at the beginning of the corresponding implementation.
+ * Besides, note that, contrary to the mono-objective case (and to EO) where the fitness value of a solution is confused with its objective value,
+ * the fitness value differs of the objectives values in the multi-objective case.
+ */
+
+/*
+ template < typename DataType, typename DataTypeEx > struct Wrapper {
+
+	Wrapper() {}
+
+	Wrapper( const DataType& data )
+		: embededData( data ) {}
+
+	Wrapper( const Wrapper& wrapper )
+		: embededData( wrapper.embededData ), embededDataEx( wrapper.embededDataEx ) {}
+
+	operator const DataType& () const { return embededData; }
+
+	Wrapper& operator= ( const Wrapper& wrapper ) {
+
+		embededData = wrapper.embededData;
+		embededDataEx = wrapper.embededDataEx;
+		return *this;
+	}
+
+	Wrapper& operator= ( const DataType& data ) {
+
+		embededData = data;
+		return *this;
+	}
+
+	DataType embededData;
+	DataTypeEx embededDataEx;
+};
+ **/
+
+
+template < class MOEOObjectiveVector, class MOEOFitness=double, class MOEODiversity=double >
+class MOEO : public EO < MOEOObjectiveVector >
+  {
+  public:
+
+    /** the objective vector type of a solution */
+    typedef MOEOObjectiveVector ObjectiveVector;
+
+    /** the fitness type of a solution */
+    typedef MOEOFitness Fitness;
+//	typedef Wrapper< MOEOFitness, MOEOObjectiveVector > Fitness;
+
+    /** the diversity type of a solution */
+    typedef MOEODiversity Diversity;
+
+
+    /**
+     * Ctor
+     */
+    MOEO()
+    {
+      // default values for every parameters
+      objectiveVectorValue = ObjectiveVector();
+      fitnessValue = Fitness();
+      diversityValue = Diversity();
+      // invalidate all
+      invalidate();
+      flagValue=0;
+    }
+
+
+    /**
+     * Virtual dtor
+     */
+    virtual ~MOEO()
+    {};
+
+
+    /**
+     * Returns the objective vector of the current solution
+     */
+    ObjectiveVector objectiveVector() const
+      {
+        if ( invalidObjectiveVector() )
+          {
+            throw std::runtime_error("invalid objective vector in MOEO");
+          }
+        return objectiveVectorValue;
+      }
+
+
+    /**
+     * Sets one dimension of the objective vector 
+     * @param _dim dimension of the objective vector to set
+     * @param _value the new value of the corresponding objective
+     */
+  void objectiveVector(unsigned int _dim, typename ObjectiveVector::Type _value)
+    {
+      objectiveVectorValue[_dim] = _value;
+      invalidObjectiveVectorValue = false;
+    }
+
+
+    /**
+     * Gets one dimension of the objective vector 
+     * @param _dim dimension of the objective vector to set
+     */
+  typename ObjectiveVector::Type objectiveVector(unsigned int _dim)
+    {
+      return objectiveVectorValue[_dim];
+    }
+
+
+    /**
+     * Sets the objective vector of the current solution
+     * @param _objectiveVectorValue the new objective vector
+     */
+    void objectiveVector(const ObjectiveVector & _objectiveVectorValue)
+    {
+      objectiveVectorValue = _objectiveVectorValue;
+      invalidObjectiveVectorValue = false;
+    }
+
+
+    /**
+     * Sets the objective vector as invalid
+     */
+    void invalidateObjectiveVector()
+    {
+      invalidObjectiveVectorValue = true;
+    }
+
+
+    /**
+     * Returns true if the objective vector is invalid, false otherwise
+     */
+    bool invalidObjectiveVector() const
+      {
+        return invalidObjectiveVectorValue;
+      }
+
+
+    /**
+     * Returns the fitness value of the current solution
+     */
+    Fitness fitness() const
+      {
+        if ( invalidFitness() )
+          {
+            throw std::runtime_error("invalid fitness in MOEO");
+          }
+//         const_cast< Fitness& >( fitnessValue ).embededDataEx = objectiveVectorValue;
+
+        return fitnessValue;
+      }
+
+
+    /**
+     * Sets the fitness value of the current solution
+     * @param _fitnessValue the new fitness value
+     */
+    void fitness(const Fitness & _fitnessValue)
+    {
+      fitnessValue = _fitnessValue;
+      invalidFitnessValue = false;
+    }
+
+
+    /**
+     * Sets the fitness value as invalid
+     */
+    void invalidateFitness()
+    {
+      invalidFitnessValue = true;
+    }
+
+
+    /**
+     * Returns true if the fitness value is invalid, false otherwise
+     */
+    bool invalidFitness() const
+      {
+        return invalidFitnessValue;
+      }
+
+
+    /**
+     * Returns the diversity value of the current solution
+     */
+    Diversity diversity() const
+      {
+        if ( invalidDiversity() )
+          {
+            throw std::runtime_error("invalid diversity in MOEO");
+          }
+        return diversityValue;
+      }
+
+
+    /**
+     * Sets the diversity value of the current solution
+     * @param _diversityValue the new diversity value
+     */
+    void diversity(const Diversity & _diversityValue)
+    {
+      diversityValue = _diversityValue;
+      invalidDiversityValue = false;
+    }
+
+
+    /**
+     * Sets the diversity value as invalid
+     */
+    void invalidateDiversity()
+    {
+      invalidDiversityValue = true;
+    }
+
+
+    /**
+     * Returns true if the diversity value is invalid, false otherwise
+     */
+    bool invalidDiversity() const
+      {
+        return invalidDiversityValue;
+      }
+
+
+    /**
+     * Sets the objective vector, the fitness value and the diversity value as invalid
+     */
+    void invalidate()
+    {
+      invalidateObjectiveVector();
+      invalidateFitness();
+      invalidateDiversity();
+    }
+
+
+    /**
+     * Returns true if the objective values are invalid, false otherwise
+     */
+    bool invalid() const
+      {
+        return invalidObjectiveVector();
+      }
+
+
+    /**
+     * Returns true if the objective vector of the current solution is smaller than the objective vector of _other on the first objective,
+     * then on the second, and so on (can be usefull for sorting/printing).
+     * You should implement another function in the sub-class of MOEO to have another sorting mecanism.
+     * @param _other the other MOEO object to compare with
+     */
+    bool operator<(const MOEO & _other) const
+      {
+        return objectiveVector() < _other.objectiveVector();
+      }
+
+
+    /**
+     * Return the class id (the class name as a std::string)
+     */
+    virtual std::string className() const
+      {
+        return "MOEO";
+      }
+
+
+    /**
+     * Writing object
+     * @param _os output stream
+     */
+    virtual void printOn(std::ostream & _os) const
+      {
+        if ( invalidObjectiveVector() )
+          {
+            _os << "INVALID ";
+          }
+        else
+          {
+            _os << objectiveVectorValue << ' ';
+          }
+      }
+
+
+    /**
+     * Reading object
+     * @param _is input stream
+     */
+    virtual void readFrom(std::istream & _is)
+    {
+      std::string objectiveVector_str;
+      int pos = _is.tellg();
+      _is >> objectiveVector_str;
+      if (objectiveVector_str == "INVALID")
+        {
+          invalidateObjectiveVector();
+        }
+      else
+        {
+          invalidObjectiveVectorValue = false;
+          _is.seekg(pos); // rewind
+          _is >> objectiveVectorValue;
+        }
+    }
+
+    /**
+     * Setter for "flag"
+     * @param _flag the flag value
+     */
+    void flag(int _flag){
+    	flagValue=_flag;
+    }
+
+    /**
+     * Getter for "flag"
+     * @return the flag value
+     */
+    int flag() const{
+    	return flagValue;
+    }
+
+
+  private:
+
+    /** the objective vector of this solution */
+    ObjectiveVector objectiveVectorValue;
+    /** true if the objective vector is invalid */
+    bool invalidObjectiveVectorValue;
+    /** the fitness value of this solution */
+    Fitness fitnessValue;
+    /** true if the fitness value is invalid */
+    bool invalidFitnessValue;
+    /** the diversity value of this solution */
+    Diversity diversityValue;
+    /** true if the diversity value is invalid */
+    bool invalidDiversityValue;
+    /** A flag which can be used to stock information*/
+    int flagValue;
+
+  };
+
+
+
+#endif /*MOEO_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoBitVector.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoBitVector.h
new file mode 100644
index 000000000..f3c1be705
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoBitVector.h
@@ -0,0 +1,108 @@
+/*
+* <moeoBitVector.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOBITVECTOR_H_
+#define MOEOBITVECTOR_H_
+
+#include <core/moeoVector.h>
+
+/**
+ * This class is an implementationeo of a simple bit-valued moeoVector.
+ */
+template < class MOEOObjectiveVector, class MOEOFitness=double, class MOEODiversity=double >
+class moeoBitVector : public moeoVector < MOEOObjectiveVector, bool, MOEOFitness, MOEODiversity >
+  {
+  public:
+
+    using moeoVector < MOEOObjectiveVector, bool, MOEOFitness, MOEODiversity > :: begin;
+    using moeoVector < MOEOObjectiveVector, bool, MOEOFitness, MOEODiversity > :: end;
+    using moeoVector < MOEOObjectiveVector, bool, MOEOFitness, MOEODiversity > :: resize;
+    using moeoVector < MOEOObjectiveVector, bool, MOEOFitness, MOEODiversity > :: size;
+
+
+    /**
+     * Ctor
+     * @param _size Length of vector (default is 0)
+     * @param _value Initial value of all elements (default is default value of type GeneType)
+     */
+    moeoBitVector(unsigned int _size = 0, bool _value = false) : moeoVector< MOEOObjectiveVector, bool, MOEOFitness, MOEODiversity >(_size, _value)
+    {}
+
+
+    /**
+     * Returns the class name as a std::string
+     */
+    virtual std::string className() const
+      {
+        return "moeoBitVector";
+      }
+
+
+    /**
+     * Writing object
+     * @param _os output stream
+     */
+    virtual void printOn(std::ostream & _os) const
+      {
+        MOEO < MOEOObjectiveVector, MOEOFitness, MOEODiversity >::printOn(_os);
+        _os << ' ';
+        _os << size() << ' ';
+        std::copy(begin(), end(), std::ostream_iterator<bool>(_os));
+      }
+
+
+    /**
+    * Reading object
+    * @param _is input stream
+    */
+    virtual void readFrom(std::istream & _is)
+    {
+      MOEO < MOEOObjectiveVector, MOEOFitness, MOEODiversity >::readFrom(_is);
+      unsigned int s;
+      _is >> s;
+      std::string bits;
+      _is >> bits;
+      if (_is)
+        {
+          resize(bits.size());
+          std::transform(bits.begin(), bits.end(), begin(), std::bind2nd(std::equal_to<char>(), '1'));
+        }
+    }
+
+  };
+
+#endif /*MOEOBITVECTOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoEvalFunc.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoEvalFunc.h
new file mode 100644
index 000000000..767fe8f9d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoEvalFunc.h
@@ -0,0 +1,50 @@
+/*
+* <moeoEvalFunc.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOEVALFUNC_H_
+#define MOEOEVALFUNC_H_
+
+#include <eoEvalFunc.h>
+
+/*
+ * Functor that evaluates one MOEO by setting all its objective values.
+ */
+template < class MOEOT >
+class moeoEvalFunc : public eoEvalFunc< MOEOT >
+  {};
+
+#endif /*MOEOEVALFUNC_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoIntVector.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoIntVector.h
new file mode 100644
index 000000000..57904a1c6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoIntVector.h
@@ -0,0 +1,71 @@
+/*
+* <moeoIntVector.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 MOEOINTVECTOR_H_
+#define MOEOINTVECTOR_H_
+
+#include <core/moeoVector.h>
+
+/**
+ * This class is an implementation of a simple double-valued moeoVector.
+ */
+template < class MOEOObjectiveVector, class MOEOFitness=double, class MOEODiversity=double >
+class moeoIntVector : public moeoVector < MOEOObjectiveVector, int, MOEOFitness, MOEODiversity >
+  {
+  public:
+
+    /**
+     * Ctor
+     * @param _size Length of vector (default is 0)
+     * @param _value Initial value of all elements (default is default value of type GeneType)
+     */
+    moeoIntVector(unsigned int _size = 0, int _value = 0) : moeoVector< MOEOObjectiveVector, int, MOEOFitness, MOEODiversity  >(_size, _value)
+    {}
+
+
+    /**
+     * Returns the class name as a std::string
+     */
+    virtual std::string className() const
+      {
+        return "moeoIntVector";
+      }
+
+  };
+
+#endif /*MOEOINTVECTOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoObjectiveVector.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoObjectiveVector.h
new file mode 100644
index 000000000..8629a4db9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoObjectiveVector.h
@@ -0,0 +1,116 @@
+/*
+* <moeoObjectiveVector.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOOBJECTIVEVECTOR_H_
+#define MOEOOBJECTIVEVECTOR_H_
+
+#include <vector>
+
+/**
+ * Abstract class allowing to represent a solution in the objective space (phenotypic representation).
+ * The template argument ObjectiveVectorTraits defaults to moeoObjectiveVectorTraits,
+ * but it can be replaced at will by any other class that implements the static functions defined therein.
+ * Some static funtions to access to the traits characteristics are re-defined in order not to write a lot of typedef's.
+ */
+template < class ObjectiveVectorTraits, class ObjectiveVectorType >
+class moeoObjectiveVector : public std::vector < ObjectiveVectorType >
+  {
+  public:
+
+    /** The traits of objective vectors */
+    typedef ObjectiveVectorTraits Traits;
+    /** The type of an objective value */
+    typedef ObjectiveVectorType Type;
+
+
+    /**
+     * Ctor
+     */
+    moeoObjectiveVector(Type _value = Type()) : std::vector < Type > (ObjectiveVectorTraits::nObjectives(), _value)
+    {}
+
+
+    /**
+     * Ctor from a vector of Type
+     * @param _v the std::vector < Type >
+     */
+    moeoObjectiveVector(std::vector < Type > & _v) : std::vector < Type > (_v)
+    {}
+
+
+    /**
+     * Parameters setting (for the objective vector of any solution)
+     * @param _nObjectives the number of objectives
+     * @param _bObjectives the min/max vector (true = min / false = max)
+     */
+    static void setup(unsigned int _nObjectives, std::vector < bool > & _bObjectives)
+    {
+      ObjectiveVectorTraits::setup(_nObjectives, _bObjectives);
+    }
+
+
+    /**
+     * Returns the number of objectives
+     */
+    static unsigned int nObjectives()
+    {
+      return ObjectiveVectorTraits::nObjectives();
+    }
+
+
+    /**
+     * Returns true if the _ith objective have to be minimized
+     * @param _i  the index
+     */
+    static bool minimizing(unsigned int _i)
+    {
+      return ObjectiveVectorTraits::minimizing(_i);
+    }
+
+
+    /**
+     * Returns true if the _ith objective have to be maximized
+     * @param _i  the index
+     */
+    static bool maximizing(unsigned int _i)
+    {
+      return ObjectiveVectorTraits::maximizing(_i);
+    }
+
+  };
+
+#endif /*MOEOOBJECTIVEVECTOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoObjectiveVectorTraits.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoObjectiveVectorTraits.cpp
new file mode 100644
index 000000000..ffa042f24
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoObjectiveVectorTraits.cpp
@@ -0,0 +1,42 @@
+/*
+* <moeoObjectiveVectorTraits.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 <core/moeoObjectiveVectorTraits.h>
+
+// The static variables of the moeoObjectiveVectorTraits class need to be allocated
+unsigned int moeoObjectiveVectorTraits::nObj;
+std::vector < bool > moeoObjectiveVectorTraits::bObj;
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoObjectiveVectorTraits.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoObjectiveVectorTraits.h
new file mode 100644
index 000000000..bf169371c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoObjectiveVectorTraits.h
@@ -0,0 +1,130 @@
+/*
+* <moeoObjectiveVectorTraits.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOOBJECTIVEVECTORTRAITS_H_
+#define MOEOOBJECTIVEVECTORTRAITS_H_
+
+#include <iostream>
+#include <stdexcept>
+#include <vector>
+
+/**
+ * A traits class for moeoObjectiveVector to specify the number of objectives and which ones have to be minimized or maximized.
+ */
+class moeoObjectiveVectorTraits
+  {
+  public:
+
+    /**
+     * Parameters setting
+     * @param _nObjectives the number of objectives
+     * @param _bObjectives the min/max vector (true = min / false = max)
+     */
+    static void setup(unsigned int _nObjectives, std::vector < bool > & _bObjectives)
+    {
+      // in case the number of objectives was already set to a different value
+      if ( nObj && (nObj != _nObjectives) )
+        {
+          std::cout << "WARNING\n";
+          std::cout << "WARNING : the number of objectives are changing\n";
+          std::cout << "WARNING : Make sure all existing objects are destroyed\n";
+          std::cout << "WARNING\n";
+        }
+      // number of objectives
+      nObj = _nObjectives;
+      // min/max vector
+      bObj = _bObjectives;
+      // in case the number of objectives and the min/max vector size don't match
+      if (nObj != bObj.size())
+        throw std::runtime_error("Number of objectives and min/max size don't match in moeoObjectiveVectorTraits::setup");
+    }
+
+
+    /**
+     * Returns the number of objectives
+     */
+    static unsigned int nObjectives()
+    {
+      // in case the number of objectives would not be assigned yet
+      if (! nObj)
+        throw std::runtime_error("Number of objectives not assigned in moeoObjectiveVectorTraits");
+      return nObj;
+    }
+
+
+    /**
+     * Returns true if the _ith objective have to be minimized
+     * @param _i  the index
+     */
+    static bool minimizing(unsigned int _i)
+    {
+      // in case there would be a wrong index
+      if (_i >= bObj.size())
+        throw std::runtime_error("Wrong index in moeoObjectiveVectorTraits");
+      return bObj[_i];
+    }
+
+
+    /**
+     * Returns true if the _ith objective have to be maximized
+     * @param _i  the index
+     */
+    static bool maximizing(unsigned int _i)
+    {
+      return (! minimizing(_i));
+    }
+
+
+    /**
+     * Returns the tolerance value (to compare solutions)
+     */
+    static double tolerance()
+    {
+      return 1e-10;
+    }
+
+
+  private:
+
+    /** The number of objectives */
+    static unsigned int nObj;
+    /** The min/max vector */
+    static std::vector < bool > bObj;
+
+  };
+
+#endif /*MOEOOBJECTIVEVECTORTRAITS_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoRealObjectiveVector.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoRealObjectiveVector.h
new file mode 100644
index 000000000..135a13f75
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoRealObjectiveVector.h
@@ -0,0 +1,190 @@
+/*
+* <moeoRealObjectiveVector.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOREALOBJECTIVEVECTOR_H_
+#define MOEOREALOBJECTIVEVECTOR_H_
+
+#include <iostream>
+#include <math.h>
+#include <comparator/moeoObjectiveObjectiveVectorComparator.h>
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <core/moeoObjectiveVector.h>
+
+/**
+ * This class allows to represent a solution in the objective space (phenotypic representation) by a std::vector of real values,
+ * i.e. that an objective value is represented using a double, and this for any objective.
+ */
+template < class ObjectiveVectorTraits >
+class moeoRealObjectiveVector : public moeoObjectiveVector < ObjectiveVectorTraits, double >
+  {
+  public:
+
+    using moeoObjectiveVector < ObjectiveVectorTraits, double >::size;
+    using moeoObjectiveVector < ObjectiveVectorTraits, double >::operator[];
+
+    /**
+     * Ctor
+     */
+    moeoRealObjectiveVector(double _value = 0.0) : moeoObjectiveVector < ObjectiveVectorTraits, double > (_value)
+    {}
+
+
+    /**
+     * Ctor from a vector of doubles
+     * @param _v the std::vector < double >
+     */
+    moeoRealObjectiveVector(std::vector < double > & _v) : moeoObjectiveVector < ObjectiveVectorTraits, double > (_v)
+    {}
+
+
+    /**
+     * Returns true if the current objective vector dominates _other according to the Pareto dominance relation
+     * (but it's better to use a moeoObjectiveVectorComparator object to compare solutions)
+     * @param _other the other moeoRealObjectiveVector object to compare with
+     */
+    bool dominates(const moeoRealObjectiveVector < ObjectiveVectorTraits > & _other) const
+      {
+        moeoParetoObjectiveVectorComparator < moeoRealObjectiveVector<ObjectiveVectorTraits> > comparator;
+        return comparator(_other, *this);
+      }
+
+
+    /**
+     * Returns true if the current objective vector is equal to _other (according to a tolerance value)
+     * @param _other the other moeoRealObjectiveVector object to compare with
+     */
+    bool operator==(const moeoRealObjectiveVector < ObjectiveVectorTraits > & _other) const
+      {
+        for (unsigned int i=0; i < size(); i++)
+          {
+            if ( fabs(operator[](i) - _other[i]) > ObjectiveVectorTraits::tolerance() )
+              {
+                return false;
+              }
+          }
+        return true;
+      }
+
+
+    /**
+     * Returns true if the current objective vector is different than _other (according to a tolerance value)
+     * @param _other the other moeoRealObjectiveVector object to compare with 
+     */
+    bool operator!=(const moeoRealObjectiveVector < ObjectiveVectorTraits > & _other) const
+      {
+        return ! operator==(_other);
+      }
+
+
+    /**
+     * Returns true if the current objective vector is smaller than _other on the first objective, then on the second, and so on
+     * (can be usefull for sorting/printing)
+     * @param _other the other moeoRealObjectiveVector object to compare with
+     */
+    bool operator<(const moeoRealObjectiveVector < ObjectiveVectorTraits > & _other) const
+      {
+        moeoObjectiveObjectiveVectorComparator < moeoRealObjectiveVector < ObjectiveVectorTraits > > cmp;
+        return cmp(*this, _other);
+      }
+
+
+    /**
+     * Returns true if the current objective vector is greater than _other on the first objective, then on the second, and so on
+     * (can be usefull for sorting/printing)
+     * @param _other the other moeoRealObjectiveVector object to compare with
+     */
+    bool operator>(const moeoRealObjectiveVector < ObjectiveVectorTraits > & _other) const
+      {
+        return _other < *this;
+      }
+
+
+    /**
+     * Returns true if the current objective vector is smaller than or equal to _other on the first objective, then on the second, and so on
+     * (can be usefull for sorting/printing)
+     * @param _other the other moeoRealObjectiveVector object to compare with
+     */
+    bool operator<=(const moeoRealObjectiveVector < ObjectiveVectorTraits > & _other) const
+      {
+        return operator==(_other) || operator<(_other);
+      }
+
+
+    /**
+     * Returns true if the current objective vector is greater than or equal to _other on the first objective, then on the second, and so on
+     * (can be usefull for sorting/printing)
+     * @param _other the other moeoRealObjectiveVector object to compare with
+     */
+    bool operator>=(const moeoRealObjectiveVector < ObjectiveVectorTraits > & _other) const
+      {
+        return operator==(_other) || operator>(_other);
+      }
+
+  };
+
+
+/**
+ * Output for a moeoRealObjectiveVector object
+ * @param _os output stream
+ * @param _objectiveVector the objective vector to write
+ */
+template < class ObjectiveVectorTraits >
+std::ostream & operator<<(std::ostream & _os, const moeoRealObjectiveVector < ObjectiveVectorTraits > & _objectiveVector)
+{
+  for (unsigned int i=0; i<_objectiveVector.size()-1; i++)
+      _os << _objectiveVector[i] << " ";
+  _os << _objectiveVector[_objectiveVector.size()-1];
+  return _os;
+}
+
+/**
+ * Input for a moeoRealObjectiveVector object
+ * @param _is input stream
+ * @param _objectiveVector the objective vector to read
+ */
+template < class ObjectiveVectorTraits >
+std::istream & operator>>(std::istream & _is, moeoRealObjectiveVector < ObjectiveVectorTraits > & _objectiveVector)
+{
+  _objectiveVector = moeoRealObjectiveVector < ObjectiveVectorTraits > ();
+  for (unsigned int i=0; i<_objectiveVector.size(); i++)
+    {
+      _is >> _objectiveVector[i];
+    }
+  return _is;
+}
+
+#endif /*MOEOREALOBJECTIVEVECTOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoRealVector.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoRealVector.h
new file mode 100644
index 000000000..6157ef9da
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoRealVector.h
@@ -0,0 +1,70 @@
+/*
+* <moeoRealVector.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOREALVECTOR_H_
+#define MOEOREALVECTOR_H_
+
+#include <core/moeoVector.h>
+
+/**
+ * This class is an implementation of a simple double-valued moeoVector.
+ */
+template < class MOEOObjectiveVector, class MOEOFitness=double, class MOEODiversity=double >
+class moeoRealVector : public moeoVector < MOEOObjectiveVector, double, MOEOFitness, MOEODiversity >
+  {
+  public:
+
+    /**
+     * Ctor
+     * @param _size Length of vector (default is 0)
+     * @param _value Initial value of all elements (default is default value of type GeneType)
+     */
+    moeoRealVector(unsigned int _size = 0, double _value = 0.0) : moeoVector< MOEOObjectiveVector, double, MOEOFitness, MOEODiversity  >(_size, _value)
+    {}
+
+
+    /**
+     * Returns the class name as a std::string
+     */
+    virtual std::string className() const
+      {
+        return "moeoRealVector";
+      }
+
+  };
+
+#endif /*MOEOREALVECTOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoVector.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoVector.h
new file mode 100644
index 000000000..ea4bfc4e0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/core/moeoVector.h
@@ -0,0 +1,168 @@
+/*
+* <moeoVector.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOVECTOR_H_
+#define MOEOVECTOR_H_
+
+#include <iterator>
+#include <vector>
+#include <core/MOEO.h>
+
+/**
+ * Base class for fixed length chromosomes, just derives from MOEO and std::vector and redirects the smaller than operator to MOEO (objective vector based comparison).
+ * GeneType must have the following methods: void ctor (needed for the std::vector<>), copy ctor.
+ */
+template < class MOEOObjectiveVector, class GeneType, class MOEOFitness=double, class MOEODiversity=double >
+class moeoVector : public MOEO < MOEOObjectiveVector, MOEOFitness, MOEODiversity >, public std::vector < GeneType >
+  {
+  public:
+
+    using MOEO < MOEOObjectiveVector, MOEOFitness, MOEODiversity > :: invalidate;
+    using std::vector < GeneType > :: operator[];
+    using std::vector < GeneType > :: begin;
+    using std::vector < GeneType > :: end;
+    using std::vector < GeneType > :: resize;
+    using std::vector < GeneType > :: size;
+
+    /** the atomic type */
+    typedef GeneType AtomType;
+    /** the container type */
+    typedef std::vector < GeneType > ContainerType;
+
+
+    /**
+     * Default ctor.
+     * @param _size Length of vector (default is 0)
+     * @param _value Initial value of all elements (default is default value of type GeneType)
+     */
+    moeoVector(unsigned int _size = 0, GeneType _value = GeneType()) :
+        MOEO < MOEOObjectiveVector, MOEOFitness, MOEODiversity >(), std::vector<GeneType>(_size, _value)
+    {}
+
+
+    /**
+     * We can't have a Ctor from a std::vector as it would create ambiguity  with the copy Ctor.
+     * @param _v a vector of GeneType
+     */
+    void value(const std::vector < GeneType > & _v)
+    {
+      if (_v.size() != size())	   // safety check
+        {
+          if (size())		   // NOT an initial empty std::vector
+            {
+              std::cout << "Warning: Changing size in moeoVector assignation"<<std::endl;
+              resize(_v.size());
+            }
+          else
+            {
+              throw std::runtime_error("Size not initialized in moeoVector");
+            }
+        }
+      std::copy(_v.begin(), _v.end(), begin());
+      invalidate();
+    }
+
+
+    /**
+     * To avoid conflicts between MOEO::operator< and std::vector<GeneType>::operator<
+     * @param _moeo the object to compare with
+     */
+    bool operator<(const moeoVector< MOEOObjectiveVector, GeneType, MOEOFitness, MOEODiversity> & _moeo) const
+      {
+        return MOEO < MOEOObjectiveVector, MOEOFitness, MOEODiversity >::operator<(_moeo);
+      }
+
+
+    /**
+     * Writing object
+     * @param _os output stream
+     */
+    virtual void printOn(std::ostream & _os) const
+      {
+        MOEO < MOEOObjectiveVector, MOEOFitness, MOEODiversity >::printOn(_os);
+        _os << ' ';
+        _os << size() << ' ';
+        std::copy(begin(), end(), std::ostream_iterator<AtomType>(_os, " "));
+      }
+
+
+    /**
+     * Reading object
+     * @param _is input stream
+     */
+    virtual void readFrom(std::istream & _is)
+    {
+      MOEO < MOEOObjectiveVector, MOEOFitness, MOEODiversity >::readFrom(_is);
+      unsigned int sz;
+      _is >> sz;
+      resize(sz);
+      unsigned int i;
+      for (i = 0; i < sz; ++i)
+        {
+          AtomType atom;
+          _is >> atom;
+          operator[](i) = atom;
+        }
+    }
+
+  };
+
+
+/**
+ * To avoid conflicts between MOEO::operator< and std::vector<double>::operator<
+ * @param _moeo1 the first object to compare
+ * @param _moeo2 the second object to compare
+ */
+template < class MOEOObjectiveVector, class MOEOFitness, class MOEODiversity, class GeneType >
+bool operator<(const moeoVector< MOEOObjectiveVector, GeneType, MOEOFitness, MOEODiversity> & _moeo1, const moeoVector< MOEOObjectiveVector, GeneType, MOEOFitness, MOEODiversity > & _moeo2)
+{
+  return _moeo1.operator<(_moeo2);
+}
+
+
+/**
+ * To avoid conflicts between MOEO::operator> and std::vector<double>::operator>
+ * @param _moeo1 the first object to compare
+ * @param _moeo2 the second object to compare
+ */
+template < class MOEOObjectiveVector, class MOEOFitness, class MOEODiversity, class GeneType >
+bool operator>(const moeoVector< MOEOObjectiveVector, GeneType, MOEOFitness, MOEODiversity> & _moeo1, const moeoVector< MOEOObjectiveVector, GeneType, MOEOFitness, MOEODiversity > & _moeo2)
+{
+  return _moeo1.operator>(_moeo2);
+}
+
+#endif /*MOEOVECTOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoDistance.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoDistance.h
new file mode 100644
index 000000000..d5cf75c75
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoDistance.h
@@ -0,0 +1,79 @@
+/*
+* <moeoDistance.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEODISTANCE_H_
+#define MOEODISTANCE_H_
+
+#include <eoFunctor.h>
+
+/**
+ * The base class for distance computation.
+ */
+template < class MOEOT , class Type >
+class moeoDistance : public eoBF < const MOEOT &, const MOEOT &, const Type >
+  {
+  public:
+
+    /**
+     * Nothing to do
+     * @param _pop the population
+     */
+    virtual void setup(const eoPop < MOEOT > & _pop)
+    {}
+
+
+    /**
+     * Nothing to do
+     * @param _min lower bound
+     * @param _max upper bound
+     * @param _obj the objective index
+     */
+    virtual void setup(double _min, double _max, unsigned int _obj)
+    {}
+
+
+    /**
+     * Nothing to do
+     * @param _realInterval the eoRealInterval object
+     * @param _obj the objective index
+     */
+    virtual void setup(eoRealInterval _realInterval, unsigned int _obj)
+    {}
+
+  };
+
+#endif /*MOEODISTANCE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoDistanceMatrix.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoDistanceMatrix.h
new file mode 100644
index 000000000..40514dc28
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoDistanceMatrix.h
@@ -0,0 +1,101 @@
+/*
+* <moeoDistanceMatrix.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEODISTANCEMATRIX_H_
+#define MOEODISTANCEMATRIX_H_
+
+#include <vector>
+#include <eoFunctor.h>
+#include <distance/moeoDistance.h>
+
+/**
+ * A matrix to compute distances between every pair of individuals contained in a population.
+ */
+template < class MOEOT , class Type >
+class moeoDistanceMatrix : public eoUF < const eoPop < MOEOT > &, void > , public std::vector< std::vector < Type > >
+  {
+  public:
+
+    using std::vector< std::vector < Type > > :: size;
+    using std::vector< std::vector < Type > > :: operator[];
+
+
+    /**
+     * Ctor
+     * @param _size size for every dimension of the matrix
+     * @param _distance the distance to use
+     */
+    moeoDistanceMatrix (unsigned int _size, moeoDistance < MOEOT , Type > & _distance) : distance(_distance)
+    {
+      this->resize(_size);
+      for (unsigned int i=0; i<_size; i++)
+        {
+          this->operator[](i).resize(_size);
+        }
+    }
+
+
+    /**
+     * Sets the distance between every pair of individuals contained in the population _pop
+     * @param _pop the population
+     */
+    void operator()(const eoPop < MOEOT > & _pop)
+    {
+      // 1 - setup the bounds (if necessary)
+      distance.setup(_pop);
+      // 2 - compute distances
+      this->operator[](0).operator[](0) = Type();
+      for (unsigned int i=0; i<size(); i++)
+        {
+          this->operator[](i).operator[](i) = Type();
+          for (unsigned int j=0; j<i; j++)
+            {
+              this->operator[](i).operator[](j) = distance(_pop[i], _pop[j]);
+              this->operator[](j).operator[](i) = this->operator[](i).operator[](j);
+            }
+        }
+    }
+
+
+  private:
+
+    /** the distance to use */
+    moeoDistance < MOEOT , Type > & distance;
+
+  };
+
+#endif /*MOEODISTANCEMATRIX_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoEuclideanDistance.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoEuclideanDistance.h
new file mode 100644
index 000000000..5c43c7599
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoEuclideanDistance.h
@@ -0,0 +1,98 @@
+/*
+* <moeoEuclideanDistance.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* François Legillon
+*
+* 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 MOEOEUCLIDEANDISTANCE_H_
+#define MOEOEUCLIDEANDISTANCE_H_
+
+#include <math.h>
+#include <distance/moeoObjSpaceDistance.h>
+#include <utils/moeoObjectiveVectorNormalizer.h>
+
+/**
+ * A class allowing to compute an euclidian distance between two solutions in the objective space with normalized objective values (i.e. between 0 and 1).
+ * A distance value then lies between 0 and sqrt(nObjectives).
+ */
+template < class MOEOT >
+class moeoEuclideanDistance : public moeoObjSpaceDistance < MOEOT >
+  {
+  public:
+
+    /** the objective vector type of the solutions */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+    /** the fitness type of the solutions */
+    typedef typename MOEOT::Fitness Fitness;
+
+    /**
+      ctr with a normalizer
+      @param _normalizer the normalizer used for every ObjectiveVector
+      */
+    moeoEuclideanDistance (moeoObjectiveVectorNormalizer<MOEOT> _normalizer):normalizer(_normalizer)
+	  {}
+    /**
+      default ctr
+      */
+    moeoEuclideanDistance ():normalizer(defaultNormalizer)
+	  {}
+
+    /**
+     * Returns the euclidian distance between _obj1 and _obj2 in the objective space
+     * @param _obj1 the first objective vector
+     * @param _obj2 the second objective vector
+     */
+const Fitness operator()(const ObjectiveVector & _obj1, const ObjectiveVector & _obj2) 
+    {
+      Fitness result = 0.0;
+      Fitness tmp1, tmp2;
+      for (unsigned int i=0; i<ObjectiveVector::nObjectives(); i++)
+        {
+          tmp1 = normalizer(_obj1)[i];
+          tmp2 = normalizer(_obj2)[i];
+          result += (tmp1-tmp2) * (tmp1-tmp2);
+        }
+      return sqrt(result);
+    }
+
+
+  private:
+
+    moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
+    moeoObjectiveVectorNormalizer<MOEOT> &normalizer;
+
+  };
+
+#endif /*MOEOEUCLIDEANDISTANCE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoManhattanDistance.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoManhattanDistance.h
new file mode 100644
index 000000000..da359c12b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoManhattanDistance.h
@@ -0,0 +1,98 @@
+/*
+* <moeoManhattanDistance.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* Francçois Legillon
+*
+* 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 MOEOMANHATTANDISTANCE_H_
+#define MOEOMANHATTANDISTANCE_H_
+
+#include <math.h>
+#include <distance/moeoObjSpaceDistance.h>
+#include <utils/moeoObjectiveVectorNormalizer.h>
+
+/**
+ * A class allowing to compute the Manhattan distance between two solutions in the objective space normalized objective values (i.e. between 0 and 1).
+ * A distance value then lies between 0 and nObjectives.
+ */
+template < class MOEOT >
+class moeoManhattanDistance : public moeoObjSpaceDistance < MOEOT >
+  {
+  public:
+
+    /** the objective vector type of the solutions */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+    /** the fitness type of the solutions */
+    typedef typename MOEOT::Fitness Fitness;
+
+    /**
+      ctr with a normalizer
+      @param _normalizer the normalizer used for every ObjectiveVector
+      */
+    moeoManhattanDistance (moeoObjectiveVectorNormalizer<MOEOT> &_normalizer):normalizer(_normalizer)
+	  {}
+    /**
+      default ctr
+      */
+    moeoManhattanDistance ():normalizer(defaultNormalizer)
+	  {}
+
+    /**
+     * Returns the Manhattan distance between _obj1 and _obj2 in the objective space
+     * @param _obj1 the first objective vector
+     * @param _obj2 the second objective vector
+     */
+    const double operator()(const ObjectiveVector & _obj1, const ObjectiveVector & _obj2)
+    {
+      double result = 0.0;
+      double tmp1, tmp2;
+      for (unsigned int i=0; i<ObjectiveVector::nObjectives(); i++)
+        {
+          tmp1 = normalizer(_obj1)[i];
+          tmp2 = normalizer(_obj2)[i];
+          result += fabs(tmp1-tmp2);
+        }
+      return result;
+    }
+
+
+  private:
+
+    moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
+    moeoObjectiveVectorNormalizer<MOEOT> &normalizer;
+
+  };
+
+#endif /*MOEOMANHATTANDISTANCE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoNormalizedDistance.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoNormalizedDistance.h
new file mode 100644
index 000000000..8cf2f93a5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoNormalizedDistance.h
@@ -0,0 +1,137 @@
+/*
+* <moeoNormalizedDistance.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEONORMALIZEDDISTANCE_H_
+#define MOEONORMALIZEDDISTANCE_H_
+
+#include <vector>
+#include <utils/eoRealBounds.h>
+#include <distance/moeoDistance.h>
+
+/**
+ * The base class for double distance computation with normalized objective values (i.e. between 0 and 1).
+ */
+template < class MOEOT , class Type = double >
+class moeoNormalizedDistance : public moeoDistance < MOEOT , Type >
+  {
+  public:
+
+    /** the objective vector type of the solutions */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Default ctr
+     */
+    moeoNormalizedDistance()
+    {
+      bounds.resize(ObjectiveVector::Traits::nObjectives());
+      // initialize bounds in case someone does not want to use them
+      for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+        {
+          bounds[i] = eoRealInterval(0,1);
+        }
+    }
+
+
+    /**
+     * Returns a very small value that can be used to avoid extreme cases (where the min bound == the max bound)
+     */
+    static double tiny()
+    {
+      return 1e-6;
+    }
+
+
+    /**
+     * Sets the lower and the upper bounds for every objective using extremes values for solutions contained in the population _pop
+     * @param _pop the population
+     */
+    virtual void setup(const eoPop < MOEOT > & _pop)
+    {
+      double min, max;
+      for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+        {
+          min = _pop[0].objectiveVector()[i];
+          max = _pop[0].objectiveVector()[i];
+          for (unsigned int j=1; j<_pop.size(); j++)
+            {
+              min = std::min(min, _pop[j].objectiveVector()[i]);
+              max = std::max(max, _pop[j].objectiveVector()[i]);
+            }
+          // setting of the bounds for the objective i
+          setup(min, max, i);
+        }
+    }
+
+
+    /**
+     * Sets the lower bound (_min) and the upper bound (_max) for the objective _obj
+     * @param _min lower bound
+     * @param _max upper bound
+     * @param _obj the objective index
+     */
+    virtual void setup(double _min, double _max, unsigned int _obj)
+    {
+      if (_min == _max)
+        {
+          _min -= tiny();
+          _max += tiny();
+        }
+      bounds[_obj] = eoRealInterval(_min, _max);
+    }
+
+
+    /**
+     * Sets the lower bound and the upper bound for the objective _obj using a eoRealInterval object
+     * @param _realInterval the eoRealInterval object
+     * @param _obj the objective index
+     */
+    virtual void setup(eoRealInterval _realInterval, unsigned int _obj)
+    {
+      bounds[_obj] = _realInterval;
+    }
+
+
+  protected:
+
+    /** the bounds for every objective (bounds[i] = bounds for the objective i) */
+    std::vector < eoRealInterval > bounds;
+
+  };
+
+#endif /*MOEONORMALIZEDDISTANCE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoObjSpaceDistance.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoObjSpaceDistance.h
new file mode 100644
index 000000000..2158a7934
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/distance/moeoObjSpaceDistance.h
@@ -0,0 +1,63 @@
+/*
+ * <moeoObjSpaceDistance.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2007
+ *
+ * Jeremie Humeau
+ * Arnaud Liefooghe
+ * François Legillon
+ *
+ * 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 MOEOOBJDIST_H_
+#define MOEOOBJDIST_H_
+
+
+#include <eo>
+#include <moeo>
+#include <cmath>
+
+/**
+ Distances using Objective vectors to evaluate
+  */
+template < class MOEOT>
+class moeoObjSpaceDistance : public moeoDistance < MOEOT, typename MOEOT::Fitness >, public eoBF<const typename MOEOT::ObjectiveVector&,const typename MOEOT::ObjectiveVector&,const typename MOEOT::Fitness>
+{
+	public:
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+
+		virtual const Fitness operator()(const MOEOT &_moeot1,const MOEOT &_moeot2){
+			return operator()(_moeot1.objectiveVector(),_moeot2.objectiveVector());
+		}
+
+		virtual const Fitness operator()(const ObjectiveVector &_obj1, const ObjectiveVector &_obj2)=0;
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoCrowdingDiversityAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoCrowdingDiversityAssignment.h
new file mode 100644
index 000000000..3a37f2db9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoCrowdingDiversityAssignment.h
@@ -0,0 +1,147 @@
+/*
+* <moeoCrowdingDiversityAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOCROWDINGDIVERSITYASSIGNMENT_H_
+#define MOEOCROWDINGDIVERSITYASSIGNMENT_H_
+
+#include <eoPop.h>
+#include <comparator/moeoOneObjectiveComparator.h>
+#include <diversity/moeoDiversityAssignment.h>
+
+/**
+ * Diversity assignment sheme based on crowding proposed in:
+ * K. Deb, A. Pratap, S. Agarwal, T. Meyarivan, "A Fast and Elitist Multi-Objective Genetic Algorithm: NSGA-II", IEEE Transactions on Evolutionary Computation, vol. 6, no. 2 (2002).
+ */
+template < class MOEOT >
+class moeoCrowdingDiversityAssignment : public moeoDiversityAssignment < MOEOT >
+  {
+  public:
+
+    /** the objective vector type of the solutions */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Returns a big value (regarded as infinite)
+     */
+    double inf() const
+      {
+        return std::numeric_limits<double>::max();
+      }
+
+
+    /**
+     * Returns a very small value that can be used to avoid extreme cases (where the min bound == the max bound)
+     */
+    double tiny() const
+      {
+        return 1e-6;
+      }
+
+
+    /**
+     * Computes diversity values for every solution contained in the population _pop
+     * @param _pop the population
+     */
+    void operator()(eoPop < MOEOT > & _pop)
+    {
+      if (_pop.size() <= 2)
+        {
+          for (unsigned int i=0; i<_pop.size(); i++)
+            {
+              _pop[i].diversity(inf());
+            }
+        }
+      else
+        {
+          setDistances(_pop);
+        }
+    }
+
+
+    /**
+     * @warning NOT IMPLEMENTED, DO NOTHING !
+     * Updates the diversity values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     * @warning NOT IMPLEMENTED, DO NOTHING !
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+      std::cout << "WARNING : updateByDeleting not implemented in moeoCrowdingDiversityAssignment" << std::endl;
+    }
+
+
+  protected:
+
+    /**
+     * Sets the distance values
+     * @param _pop the population
+     */
+    virtual void setDistances (eoPop < MOEOT > & _pop)
+    {
+      double min, max, distance;
+      unsigned int nObjectives = MOEOT::ObjectiveVector::nObjectives();
+      // set diversity to 0
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          _pop[i].diversity(0.0);
+        }
+      // for each objective
+      for (unsigned int obj=0; obj<nObjectives; obj++)
+        {
+          // comparator
+          moeoOneObjectiveComparator < MOEOT > objComp(obj);
+          // sort
+          std::sort(_pop.begin(), _pop.end(), objComp);
+          // min & max
+          min = _pop[0].objectiveVector()[obj];
+          max = _pop[_pop.size()-1].objectiveVector()[obj];
+          // set the diversity value to infiny for min and max
+          _pop[0].diversity(inf());
+          _pop[_pop.size()-1].diversity(inf());
+          for (unsigned int i=1; i<_pop.size()-1; i++)
+            {
+              distance = (_pop[i+1].objectiveVector()[obj] - _pop[i-1].objectiveVector()[obj]) / (max-min);
+              _pop[i].diversity(_pop[i].diversity() + distance);
+            }
+        }
+    }
+
+  };
+
+#endif /*MOEOCROWDINGDIVERSITYASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoDiversityAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoDiversityAssignment.h
new file mode 100644
index 000000000..1f3e50560
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoDiversityAssignment.h
@@ -0,0 +1,76 @@
+/*
+* <moeoDiversityAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEODIVERSITYASSIGNMENT_H_
+#define MOEODIVERSITYASSIGNMENT_H_
+
+#include <eoFunctor.h>
+#include <eoPop.h>
+
+/**
+ * Functor that sets the diversity values of a whole population.
+ */
+template < class MOEOT >
+class moeoDiversityAssignment : public eoUF < eoPop < MOEOT > &, void >
+  {
+  public:
+
+    /** The type for objective vector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Updates the diversity values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    virtual void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec) = 0;
+
+
+    /**
+     * Updates the diversity values of the whole population _pop by taking the deletion of the individual _moeo into account.
+     * @param _pop the population
+     * @param _moeo the individual
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, MOEOT & _moeo)
+    {
+      updateByDeleting(_pop, _moeo.objectiveVector());
+    }
+
+  };
+
+#endif /*MOEODIVERSITYASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoDummyDiversityAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoDummyDiversityAssignment.h
new file mode 100644
index 000000000..f36a75252
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoDummyDiversityAssignment.h
@@ -0,0 +1,84 @@
+/*
+* <moeoDummyDiversityAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEODUMMYDIVERSITYASSIGNMENT_H_
+#define MOEODUMMYDIVERSITYASSIGNMENT_H_
+
+#include<diversity/moeoDiversityAssignment.h>
+
+/**
+ * moeoDummyDiversityAssignment is a moeoDiversityAssignment that gives the value '0' as the individual's diversity for a whole population if it is invalid.
+ */
+template < class MOEOT >
+class moeoDummyDiversityAssignment : public moeoDiversityAssignment < MOEOT >
+  {
+  public:
+
+    /** The type for objective vector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Sets the diversity to '0' for every individuals of the population _pop if it is invalid
+     * @param _pop the population
+     */
+    void operator () (eoPop < MOEOT > & _pop)
+    {
+      for (unsigned int idx = 0; idx<_pop.size (); idx++)
+        {
+          if (_pop[idx].invalidDiversity())
+            {
+              // set the diversity to 0
+              _pop[idx].diversity(0.0);
+            }
+        }
+    }
+
+
+    /**
+     * Updates the diversity values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+      // nothing to do...  ;-)
+    }
+
+  };
+
+#endif /*MOEODUMMYDIVERSITYASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoFrontByFrontCrowdingDiversityAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoFrontByFrontCrowdingDiversityAssignment.h
new file mode 100644
index 000000000..7ab4e0067
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoFrontByFrontCrowdingDiversityAssignment.h
@@ -0,0 +1,175 @@
+/*
+* <moeoFrontByFrontCrowdingDiversityAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2009
+* (C) OPAC Team, LIFL, 2002-2009
+*
+* Arnaud Liefooghe, Waldo Cancino
+*
+* 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 MOEOFRONTBYFRONTCROWDINGDIVERSITYASSIGNMENT2_H_
+#define MOEOFRONTBYFRONTCROWDINGDIVERSITYASSIGNMENT2_H_
+
+#include <diversity/moeoCrowdingDiversityAssignment.h>
+#include <comparator/moeoFitnessThenDiversityComparator.h>
+#include <comparator/moeoPtrComparator.h>
+
+
+/**
+ * Diversity assignment sheme based on crowding proposed in:
+ * K. Deb, A. Pratap, S. Agarwal, T. Meyarivan, "A Fast and Elitist Multi-Objective Genetic Algorithm: NSGA-II", IEEE Transactions on Evolutionary Computation, vol. 6, no. 2 (2002).
+ * Tis strategy assigns diversity values FRONT BY FRONT. It is, for instance, used in NSGA-II.
+ */
+template < class MOEOT >
+class moeoFrontByFrontCrowdingDiversityAssignment : public moeoCrowdingDiversityAssignment < MOEOT >
+  {
+  public:
+
+    /** the objective vector type of the solutions */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * @warning NOT IMPLEMENTED, DO NOTHING !
+     * Updates the diversity values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     * @warning NOT IMPLEMENTED, DO NOTHING !
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+      std::cout << "WARNING : updateByDeleting not implemented in moeoFrontByFrontCrowdingDistanceDiversityAssignment" << std::endl;
+    }
+
+  private:
+
+    using moeoCrowdingDiversityAssignment < MOEOT >::inf;
+    using moeoCrowdingDiversityAssignment < MOEOT >::tiny;
+
+    /**
+     * Sets the distance values
+     * @param _pop the population
+     */
+
+    void setDistances (eoPop <MOEOT> & _pop)
+    {
+      unsigned int a,b;
+      double min, max, distance;
+      unsigned int nObjectives = MOEOT::ObjectiveVector::nObjectives();
+      // set diversity to 0 for every individual
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          _pop[i].diversity(0.0);
+        }
+      // sort the whole pop according to fitness values
+      moeoFitnessThenDiversityComparator < MOEOT > fitnessComparator;
+	  std::vector<MOEOT *> sortedptrpop;
+	  sortedptrpop.resize(_pop.size());
+	  // due to intensive sort operations for this diversity assignment,
+	  // it is more efficient to perform sorts using only pointers to the
+      // population members in order to avoid copy of individuals
+	  for(unsigned int i=0; i< _pop.size(); i++) sortedptrpop[i] = & (_pop[i]);	
+      //sort the pointers to population members 
+	  moeoPtrComparator<MOEOT> cmp2( fitnessComparator);
+	  std::sort(sortedptrpop.begin(), sortedptrpop.end(), cmp2);
+      // compute the crowding distance values for every individual "front" by "front" (front : from a to b)
+      a = 0;	        			// the front starts at a
+      while (a < _pop.size())
+        {
+		  b = lastIndex(sortedptrpop,a);	// the front ends at b
+          //b = lastIndex(_pop,a);	// the front ends at b
+          // if there is less than 2 individuals in the front...
+          if ((b-a) < 2)
+            {
+              for (unsigned int i=a; i<=b; i++)
+                {
+					sortedptrpop[i]->diversity(inf());
+                  //_pop[i].diversity(inf());
+                }
+            }
+          // else...
+          else
+            {
+              // for each objective
+              for (unsigned int obj=0; obj<nObjectives; obj++)
+                {
+                  // sort in the descending order using the values of the objective 'obj'
+                  moeoOneObjectiveComparator < MOEOT > objComp(obj);
+				  moeoPtrComparator<MOEOT> cmp2( objComp );
+				  std::sort(sortedptrpop.begin(), sortedptrpop.end(), cmp2);
+                  // min & max
+                  min = (sortedptrpop[b])->objectiveVector()[obj];
+                  max = (sortedptrpop[a])->objectiveVector()[obj];
+	
+                  // avoid extreme case
+                  if (min == max)
+                    {
+                      min -= tiny();
+                      max += tiny();
+                    }
+                  // set the diversity value to infiny for min and max
+                  sortedptrpop[a]->diversity(inf());
+                  sortedptrpop[b]->diversity(inf());
+                  // set the diversity values for the other individuals
+                  for (unsigned int i=a+1; i<b; i++)
+                    {
+                        distance = ( sortedptrpop[i-1]->objectiveVector()[obj] - sortedptrpop[i+1]->objectiveVector()[obj] ) / (max-min);
+                        sortedptrpop[i]->diversity(sortedptrpop[i]->diversity() + distance);
+                    }
+                }
+            }
+          // go to the next front
+          a = b+1;
+        }
+    }
+
+
+
+    /**
+     * Returns the index of the last individual having the same fitness value than _pop[_start]
+     * @param _pop the vector of pointers to population individuals
+     * @param _start the index to start from
+     */
+
+    unsigned int lastIndex (std::vector<MOEOT *> & _pop, unsigned int _start)
+    {
+      unsigned int i=_start;
+      while ( (i<_pop.size()-1) && (_pop[i]->fitness()==_pop[i+1]->fitness()) )
+        {
+          i++;
+        }
+      return i;
+    }
+
+
+  };
+
+#endif /*MOEOFRONTBYFRONTCROWDINGDIVERSITYASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoFrontByFrontSharingDiversityAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoFrontByFrontSharingDiversityAssignment.h
new file mode 100644
index 000000000..56b4cedca
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoFrontByFrontSharingDiversityAssignment.h
@@ -0,0 +1,130 @@
+/*
+* <moeoFrontByFrontSharingDiversityAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOFRONTBYFRONTSHARINGDIVERSITYASSIGNMENT_H_
+#define MOEOFRONTBYFRONTSHARINGDIVERSITYASSIGNMENT_H_
+
+#include <diversity/moeoSharingDiversityAssignment.h>
+
+/**
+ * Sharing assignment scheme on the way it is used in NSGA.
+ */
+template < class MOEOT >
+class moeoFrontByFrontSharingDiversityAssignment : public moeoSharingDiversityAssignment < MOEOT >
+  {
+  public:
+
+    /** the objective vector type of the solutions */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Ctor
+     * @param _distance the distance used to compute the neighborhood of solutions (can be related to the decision space or the objective space)
+     * @param _nicheSize neighborhood size in terms of radius distance (closely related to the way the distances are computed)
+     * @param _alpha parameter used to regulate the shape of the sharing function
+     */
+    moeoFrontByFrontSharingDiversityAssignment(moeoDistance<MOEOT,double> & _distance, double _nicheSize = 0.5, double _alpha = 2.0) : moeoSharingDiversityAssignment < MOEOT >(_distance, _nicheSize, _alpha)
+    {}
+
+
+    /**
+     * Ctor with an euclidean distance (with normalized objective values) in the objective space is used as default
+     * @param _nicheSize neighborhood size in terms of radius distance (closely related to the way the distances are computed)
+     * @param _alpha parameter used to regulate the shape of the sharing function
+     */
+    moeoFrontByFrontSharingDiversityAssignment(double _nicheSize = 0.5, double _alpha = 2.0) : moeoSharingDiversityAssignment < MOEOT >(_nicheSize, _alpha)
+    {}
+
+
+    /**
+     * @warning NOT IMPLEMENTED, DO NOTHING !
+     * Updates the diversity values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     * @warning NOT IMPLEMENTED, DO NOTHING !
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+      std::cout << "WARNING : updateByDeleting not implemented in moeoSharingDiversityAssignment" << std::endl;
+    }
+
+
+  private:
+
+    using moeoSharingDiversityAssignment < MOEOT >::distance;
+    using moeoSharingDiversityAssignment < MOEOT >::nicheSize;
+    using moeoSharingDiversityAssignment < MOEOT >::sh;
+
+
+    /**
+     * Sets similarities FRONT BY FRONT for every solution contained in the population _pop
+     * @param _pop the population
+     */
+    void setSimilarities(eoPop < MOEOT > & _pop)
+    {
+      // compute distances between every individuals
+      moeoDistanceMatrix < MOEOT , double > dMatrix (_pop.size(), distance);
+      dMatrix(_pop);
+      // sets the distance to bigger than the niche size for every couple of solutions that do not belong to the same front
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          for (unsigned int j=0; j<i; j++)
+            {
+              if (_pop[i].fitness() != _pop[j].fitness())
+                {
+                  dMatrix[i][j] = nicheSize;
+                  dMatrix[j][i] = nicheSize;
+                }
+            }
+        }
+      // compute similarities
+      double sum;
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          sum = 0.0;
+          for (unsigned int j=0; j<_pop.size(); j++)
+            {
+              sum += sh(dMatrix[i][j]);
+            }
+          _pop[i].diversity(sum);
+        }
+    }
+
+  };
+
+#endif /*MOEOFRONTBYFRONTSHARINGDIVERSITYASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoNearestNeighborDiversityAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoNearestNeighborDiversityAssignment.h
new file mode 100644
index 000000000..8571ed475
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoNearestNeighborDiversityAssignment.h
@@ -0,0 +1,173 @@
+/*
+* <moeoNearestNeighborDiversityAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoNearestNeighborDiversityAssignment.h
+//-----------------------------------------------------------------------------
+#ifndef MOEONEARESTNEIGHBORDIVERSITYASSIGNMENT_H_
+#define MOEONEARESTNEIGHBORDIVERSITYASSIGNMENT_H_
+
+#include <list>
+#include <diversity/moeoDiversityAssignment.h>
+#include <archive/moeoUnboundedArchive.h>
+#include <archive/moeoArchive.h>
+
+/**
+ * moeoNearestNeighborDiversityAssignment is a moeoDiversityAssignment using distance between individuals to assign diversity.
+ */
+template < class MOEOT >
+class moeoNearestNeighborDiversityAssignment : public moeoDiversityAssignment < MOEOT >
+{
+public:
+
+    /** The type for objective vector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Default ctor
+     * @param _index index for find the k-ieme nearest neighbor, _index correspond to k
+     */
+    moeoNearestNeighborDiversityAssignment(unsigned int _index=1):distance(defaultDistance), archive(defaultArchive), index(_index)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own archive
+     * @param _archive the archive used
+     * @param _index index for find the k-ieme nearest neighbor, _index correspond to k
+     */
+    moeoNearestNeighborDiversityAssignment(moeoArchive <MOEOT>& _archive, unsigned int _index=1) : distance(defaultDistance), archive(_archive), index(_index)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own distance
+     * @param _dist the distance used
+     * @param _index index for find the k-ieme nearest neighbor, _index correspond to k
+     */
+    moeoNearestNeighborDiversityAssignment(moeoDistance <MOEOT, double>& _dist, unsigned int _index=1) : distance(_dist), archive(defaultArchive), index(_index)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own distance and archive
+     * @param _dist the distance used
+     * @param _archive the archive used
+     * @param _index index for find the k-ieme nearest neighbor, _index correspond to k
+     */
+    moeoNearestNeighborDiversityAssignment(moeoDistance <MOEOT, double>& _dist, moeoArchive <MOEOT>& _archive, unsigned int _index=1) : distance(_dist), archive(_archive), index(_index)
+    {}
+
+
+    /**
+     * Affect the diversity to the pop, diversity corresponding to the k-ieme nearest neighbor.
+     * @param _pop the population
+     */
+    void operator () (eoPop < MOEOT > & _pop)
+    {
+        unsigned int i = _pop.size();
+        unsigned int j = archive.size();
+        double tmp=0;
+        std::vector< std::list<double> > matrice(i+j);
+        if (i+j>0)
+        {
+            for (unsigned k=0; k<i+j-1; k++)
+            {
+                for (unsigned l=k+1; l<i+j; l++)
+                {
+                    if ( (k<i) && (l<i) )
+                        tmp=distance(_pop[k], _pop[l]);
+                    else if ( (k<i) && (l>=i) )
+                        tmp=distance(_pop[k], archive[l-i]);
+                    else
+                        tmp=distance(archive[k-i], archive[l-i]);
+                    matrice[k].push_back(tmp);
+                    matrice[l].push_back(tmp);
+                }
+            }
+        }
+        for (unsigned int k=0; k<i+j; k++)
+            matrice[k].sort();
+        for (unsigned int k=0; k<i; k++)
+            _pop[k].diversity(-1 * 1/(2+getElement(matrice[k])));
+        for (unsigned int k=i; k<i+j; k++)
+            archive[k-i].diversity(-1 * 1/(2+getElement(matrice[k])));
+    }
+
+
+    /**
+     * @warning NOT IMPLEMENTED, DOES NOTHING !
+     * Updates the diversity values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     * @warning NOT IMPLEMENTED, DOES NOTHING !
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+        std::cout << "WARNING : updateByDeleting not implemented in moeoNearestNeighborDiversityAssignment" << std::endl;
+    }
+
+
+private:
+
+    /** Distance */
+    moeoDistance <MOEOT, double> & distance;
+    /** Default distance */
+    moeoEuclideanDistance < MOEOT > defaultDistance;
+    /** Archive */
+    moeoArchive < MOEOT > & archive;
+    /** Default archive */
+    moeoUnboundedArchive < MOEOT > defaultArchive;
+    /** the index corresponding to k for search the k-ieme nearest neighbor */
+    unsigned int index;
+
+
+    /**
+     * Return the index-th element of the list _myList
+     * @param _myList the list which contains distances
+     */
+    double getElement(std::list<double> _myList)
+    {
+        std::list<double>::iterator it= _myList.begin();
+        for (unsigned int i=1; i< std::min((unsigned int)_myList.size(),index); i++)
+            it++;
+        return *it;
+    }
+
+};
+
+#endif /*MOEONEARESTNEIGHBORDIVERSITYASSIGNEMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoSharingDiversityAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoSharingDiversityAssignment.h
new file mode 100644
index 000000000..6fa66193a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/diversity/moeoSharingDiversityAssignment.h
@@ -0,0 +1,167 @@
+/*
+* <moeoSharingDiversityAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOSHARINGDIVERSITYASSIGNMENT_H_
+#define MOEOSHARINGDIVERSITYASSIGNMENT_H_
+
+#include <eoPop.h>
+#include <comparator/moeoDiversityThenFitnessComparator.h>
+#include <distance/moeoDistance.h>
+#include <distance/moeoDistanceMatrix.h>
+#include <distance/moeoEuclideanDistance.h>
+#include <diversity/moeoDiversityAssignment.h>
+
+/**
+ * Sharing assignment scheme originally porposed by:
+ * D. E. Goldberg, "Genetic Algorithms in Search, Optimization and Machine Learning", Addision-Wesley, MA, USA (1989).
+ */
+template < class MOEOT >
+class moeoSharingDiversityAssignment : public moeoDiversityAssignment < MOEOT >
+  {
+  public:
+
+    /** the objective vector type of the solutions */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Ctor
+     * @param _distance the distance used to compute the neighborhood of solutions (can be related to the decision space or the objective space)
+     * @param _nicheSize neighborhood size in terms of radius distance (closely related to the way the distances are computed)
+     * @param _alpha parameter used to regulate the shape of the sharing function
+     */
+    moeoSharingDiversityAssignment(moeoDistance<MOEOT,double> & _distance, double _nicheSize = 0.5, double _alpha = 1.0) : distance(_distance), nicheSize(_nicheSize), alpha(_alpha)
+    {}
+
+
+    /**
+     * Ctor with an euclidean distance (with normalized objective values) in the objective space is used as default
+     * @param _nicheSize neighborhood size in terms of radius distance (closely related to the way the distances are computed)
+     * @param _alpha parameter used to regulate the shape of the sharing function
+     */
+    moeoSharingDiversityAssignment(double _nicheSize = 0.5, double _alpha = 1.0) : distance(defaultDistance), nicheSize(_nicheSize), alpha(_alpha)
+    {}
+
+
+    /**
+     * Sets diversity values for every solution contained in the population _pop
+     * @param _pop the population
+     */
+    void operator()(eoPop < MOEOT > & _pop)
+    {
+      // 1 - set simuilarities
+      setSimilarities(_pop);
+      // 2 - a higher diversity is better, so the values need to be inverted
+      moeoDiversityThenFitnessComparator < MOEOT > divComparator;
+      double max = std::max_element(_pop.begin(), _pop.end(), divComparator)->diversity();
+      for (unsigned int i=0 ; i<_pop.size() ; i++)
+        {
+          _pop[i].diversity(max - _pop[i].diversity());
+        }
+    }
+
+
+    /**
+     * @warning NOT IMPLEMENTED, DO NOTHING !
+     * Updates the diversity values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     * @warning NOT IMPLEMENTED, DO NOTHING !
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+      std::cout << "WARNING : updateByDeleting not implemented in moeoSharingDiversityAssignment" << std::endl;
+    }
+
+
+  protected:
+
+    /** the distance used to compute the neighborhood of solutions */
+    moeoDistance < MOEOT , double > & distance;
+    /** euclidean distancein the objective space (can be used as default) */
+    moeoEuclideanDistance < MOEOT > defaultDistance;
+    /** neighborhood size in terms of radius distance */
+    double nicheSize;
+    /** parameter used to regulate the shape of the sharing function */
+    double alpha;
+
+
+    /**
+     * Sets similarities for every solution contained in the population _pop
+     * @param _pop the population
+     */
+    virtual void setSimilarities(eoPop < MOEOT > & _pop)
+    {
+      // compute distances between every individuals
+      moeoDistanceMatrix < MOEOT , double > dMatrix (_pop.size(), distance);
+      dMatrix(_pop);
+      // compute similarities
+      double sum;
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          sum = 0.0;
+          for (unsigned int j=0; j<_pop.size(); j++)
+            {
+              sum += sh(dMatrix[i][j]);
+            }
+          _pop[i].diversity(sum);
+        }
+    }
+
+
+    /**
+     * Sharing function
+     * @param _dist the distance value
+     */
+    double sh(double _dist)
+    {
+      double result;
+      if (_dist < nicheSize)
+        {
+          result = 1.0 - pow(_dist / nicheSize, alpha);
+        }
+      else
+        {
+          result = 0.0;
+        }
+      return result;
+    }
+
+  };
+
+
+#endif /*MOEOSHARINGDIVERSITYASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/do/make_checkpoint_moeo.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/do/make_checkpoint_moeo.h
new file mode 100755
index 000000000..188c340ea
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/do/make_checkpoint_moeo.h
@@ -0,0 +1,203 @@
+/*
+* <make_checkpoint_moeo.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MAKE_CHECKPOINT_MOEO_H_
+#define MAKE_CHECKPOINT_MOEO_H_
+
+#include <limits.h>
+#include <stdlib.h>
+#include <sstream>
+#include <eoContinue.h>
+#include <eoEvalFuncCounter.h>
+#include <utils/checkpointing>
+#include <utils/selectors.h>
+#include <utils/eoParser.h>
+#include <utils/eoState.h>
+#include <metric/moeoContributionMetric.h>
+#include <metric/moeoEntropyMetric.h>
+#include <utils/moeoArchiveUpdater.h>
+#include <utils/moeoArchiveObjectiveVectorSavingUpdater.h>
+#include <utils/moeoBinaryMetricSavingUpdater.h>
+
+
+bool testDirRes(std::string _dirName, bool _erase);
+
+/**
+ * This functions allows to build an eoCheckPoint for multi-objective optimization from the parser (partly taken from make_checkpoint_pareto.h)
+ * @param _parser the parser
+ * @param _state to store allocated objects
+ * @param _eval the funtions evaluator
+ * @param _continue the stopping crietria
+ * @param _pop the population
+ * @param _archive the archive of non-dominated solutions
+ */
+template < class MOEOT >
+eoCheckPoint < MOEOT > & do_make_checkpoint_moeo (eoParser & _parser, eoState & _state, eoEvalFuncCounter < MOEOT > & _eval, eoContinue < MOEOT > & _continue, eoPop < MOEOT > & _pop, moeoArchive < MOEOT > & _archive)
+{
+  eoCheckPoint < MOEOT > & checkpoint = _state.storeFunctor(new eoCheckPoint < MOEOT > (_continue));
+  /* the objective vector type */
+  typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+  ///////////////////
+  // Counters
+  //////////////////
+  // is nb Eval to be used as counter?
+  //bool useEval = _parser.getORcreateParam(true, "useEval", "Use nb of eval. as counter (vs nb of gen.)", '\0', "Output").value();
+  // Create anyway a generation-counter parameter
+  eoValueParam<unsigned int> *generationCounter = new eoValueParam<unsigned int>(0, "Gen.");
+  // Create an incrementor (sub-class of eoUpdater).
+  eoIncrementor<unsigned int> & increment = _state.storeFunctor( new eoIncrementor<unsigned int>(generationCounter->value()) );
+  // Add it to the checkpoint
+  checkpoint.add(increment);
+  // dir for DISK output
+  std::string & dirName =  _parser.getORcreateParam(std::string("Res"), "resDir", "Directory to store DISK outputs", '\0', "Output").value();
+  // shoudl we empty it if exists
+  eoValueParam<bool>& eraseParam = _parser.getORcreateParam(true, "eraseDir", "erase files in dirName if any", '\0', "Output");
+  bool dirOK = false;		   // not tested yet
+
+  // Dump of the whole population
+  //-----------------------------
+  bool printPop = _parser.getORcreateParam(false, "printPop", "Print sorted pop. every gen.", '\0', "Output").value();
+  eoSortedPopStat<MOEOT> * popStat;
+  if ( printPop ) // we do want pop dump
+    {
+      popStat = & _state.storeFunctor(new eoSortedPopStat<MOEOT>);
+      checkpoint.add(*popStat);
+    }
+
+  //////////////////////////////////
+  // State savers
+  //////////////////////////////
+  // feed the state to state savers
+  // save state every N  generation
+  eoValueParam<unsigned int>& saveFrequencyParam = _parser.createParam((unsigned int)(0), "saveFrequency", "Save every F generation (0 = only final state, absent = never)", '\0', "Persistence" );
+  if (_parser.isItThere(saveFrequencyParam))
+    {
+      // first make sure dirName is OK
+      if (! dirOK )
+        dirOK = testDirRes(dirName, eraseParam.value()); // TRUE
+      unsigned int freq = (saveFrequencyParam.value()>0 ? saveFrequencyParam.value() : UINT_MAX );
+#ifdef _MSVC
+      std::string stmp = dirName + "\generations";
+#else
+      std::string stmp = dirName + "/generations";
+#endif
+      eoCountedStateSaver *stateSaver1 = new eoCountedStateSaver(freq, _state, stmp);
+      _state.storeFunctor(stateSaver1);
+      checkpoint.add(*stateSaver1);
+    }
+  // save state every T seconds
+  eoValueParam<unsigned int>& saveTimeIntervalParam = _parser.getORcreateParam((unsigned int)(0), "saveTimeInterval", "Save every T seconds (0 or absent = never)", '\0',"Persistence" );
+  if (_parser.isItThere(saveTimeIntervalParam) && saveTimeIntervalParam.value()>0)
+    {
+      // first make sure dirName is OK
+      if (! dirOK )
+        dirOK = testDirRes(dirName, eraseParam.value()); // TRUE
+#ifdef _MSVC
+      std::string stmp = dirName + "\time";
+#else
+      std::string stmp = dirName + "/time";
+#endif
+      eoTimedStateSaver *stateSaver2 = new eoTimedStateSaver(saveTimeIntervalParam.value(), _state, stmp);
+      _state.storeFunctor(stateSaver2);
+      checkpoint.add(*stateSaver2);
+    }
+
+  ///////////////////
+  // Archive
+  //////////////////
+  // update the archive every generation
+  bool updateArch = _parser.getORcreateParam(true, "updateArch", "Update the archive at each gen.", '\0', "Evolution Engine").value();
+  if (updateArch)
+    {
+      moeoArchiveUpdater < MOEOT > * updater = new moeoArchiveUpdater < MOEOT > (_archive, _pop);
+      _state.storeFunctor(updater);
+      checkpoint.add(*updater);
+    }
+  // store the objective vectors contained in the archive every generation
+  bool storeArch = _parser.getORcreateParam(false, "storeArch", "Store the archive's objective vectors at each gen.", '\0', "Output").value();
+  if (storeArch)
+    {
+      if (! dirOK )
+        dirOK = testDirRes(dirName, eraseParam.value()); // TRUE
+#ifdef _MSVC
+      std::string stmp = dirName + "\arch";
+#else
+      std::string stmp = dirName + "/arch";
+#endif
+      moeoArchiveObjectiveVectorSavingUpdater < MOEOT > * save_updater = new moeoArchiveObjectiveVectorSavingUpdater < MOEOT > (_archive, stmp);
+      _state.storeFunctor(save_updater);
+      checkpoint.add(*save_updater);
+    }
+  // store the contribution of the non-dominated solutions
+  bool cont = _parser.getORcreateParam(false, "contribution", "Store the contribution of the archive at each gen.", '\0', "Output").value();
+  if (cont)
+    {
+      if (! dirOK )
+        dirOK = testDirRes(dirName, eraseParam.value()); // TRUE
+#ifdef _MSVC
+      std::string stmp = dirName + "\contribution";
+#else
+      std::string stmp = dirName + "/contribution";
+#endif
+      moeoContributionMetric < ObjectiveVector > * contribution = new moeoContributionMetric < ObjectiveVector >;
+      moeoBinaryMetricSavingUpdater < MOEOT > * contribution_updater = new moeoBinaryMetricSavingUpdater < MOEOT > (*contribution, _archive, stmp);
+      _state.storeFunctor(contribution_updater);
+      checkpoint.add(*contribution_updater);
+    }
+  // store the entropy of the non-dominated solutions
+  bool ent = _parser.getORcreateParam(false, "entropy", "Store the entropy of the archive at each gen.", '\0', "Output").value();
+  if (ent)
+    {
+      if (! dirOK )
+        dirOK = testDirRes(dirName, eraseParam.value()); // TRUE
+#ifdef _MSVC
+      std::string stmp = dirName + "\entropy";
+#else
+      std::string stmp = dirName + "/entropy";
+#endif
+      moeoEntropyMetric < ObjectiveVector > * entropy = new moeoEntropyMetric < ObjectiveVector >;
+      moeoBinaryMetricSavingUpdater < MOEOT > * entropy_updater = new moeoBinaryMetricSavingUpdater < MOEOT > (*entropy, _archive, stmp);
+      _state.storeFunctor(entropy_updater);
+      checkpoint.add(*entropy_updater);
+    }
+
+  // and that's it for the (control and) output
+  return checkpoint;
+}
+
+#endif /*MAKE_CHECKPOINT_MOEO_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/do/make_continue_moeo.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/do/make_continue_moeo.h
new file mode 100755
index 000000000..84695d7ee
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/do/make_continue_moeo.h
@@ -0,0 +1,131 @@
+/*
+* <make_continue_moeo.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MAKE_CONTINUE_MOEO_H_
+#define MAKE_CONTINUE_MOEO_H_
+
+#include <eoCombinedContinue.h>
+#include <eoGenContinue.h>
+#include <eoEvalContinue.h>
+#include <eoFitContinue.h>
+#include <eoTimeContinue.h>
+#ifndef _MSC_VER
+#include <eoCtrlCContinue.h>
+#endif
+#include <utils/eoParser.h>
+#include <utils/eoState.h>
+
+
+/**
+ * Helper function
+ * @param _combined the eoCombinedContinue object
+ * @param _cont the eoContinue to add
+ */
+template <class MOEOT>
+eoCombinedContinue<MOEOT> * make_combinedContinue(eoCombinedContinue<MOEOT> *_combined, eoContinue<MOEOT> *_cont)
+{
+  if (_combined)		   // already exists
+    _combined->add(*_cont);
+  else
+    _combined = new eoCombinedContinue<MOEOT>(*_cont);
+  return _combined;
+}
+
+
+/**
+ * This functions allows to build a eoContinue for multi-objective optimization from the parser (partly taken from make_continue_pareto.h)
+ * @param _parser the parser
+ * @param _state to store allocated objects
+ * @param _eval the funtions evaluator
+ */
+template <class MOEOT>
+eoContinue<MOEOT> & do_make_continue_moeo(eoParser& _parser, eoState& _state, eoEvalFuncCounter<MOEOT> & _eval)
+{
+  // the combined continue - to be filled
+  eoCombinedContinue<MOEOT> *continuator = NULL;
+  // First the eoGenContinue - need a default value so you can run blind
+  // but we also need to be able to avoid it <--> 0
+  eoValueParam<unsigned int>& maxGenParam = _parser.createParam((unsigned int)(100), "maxGen", "Maximum number of generations (0 = none)",'G',"Stopping criterion");
+  if (maxGenParam.value()) // positive: -> define and store
+    {
+      eoGenContinue<MOEOT> *genCont = new eoGenContinue<MOEOT>(maxGenParam.value());
+      _state.storeFunctor(genCont);
+      // and "add" to combined
+      continuator = make_combinedContinue<MOEOT>(continuator, genCont);
+    }
+  // maxEval
+  eoValueParam<unsigned long>& maxEvalParam = _parser.getORcreateParam((unsigned long)(0), "maxEval", "Maximum number of evaluations (0 = none)", 'E', "Stopping criterion");
+  if (maxEvalParam.value())
+    {
+      eoEvalContinue<MOEOT> *evalCont = new eoEvalContinue<MOEOT>(_eval, maxEvalParam.value());
+      _state.storeFunctor(evalCont);
+      // and "add" to combined
+      continuator = make_combinedContinue<MOEOT>(continuator, evalCont);
+    }
+  // maxTime
+  eoValueParam<unsigned long>& maxTimeParam = _parser.getORcreateParam((unsigned long)(0), "maxTime", "Maximum running time in seconds (0 = none)", 'T', "Stopping criterion");
+  if (maxTimeParam.value()) // positive: -> define and store
+    {
+      eoTimeContinue<MOEOT> *timeCont = new eoTimeContinue<MOEOT>(maxTimeParam.value());
+      _state.storeFunctor(timeCont);
+      // and "add" to combined
+      continuator = make_combinedContinue<MOEOT>(continuator, timeCont);
+    }
+  // CtrlC
+#ifndef _MSC_VER
+  // the CtrlC interception (Linux only I'm afraid)
+  eoCtrlCContinue<MOEOT> *ctrlCCont;
+  eoValueParam<bool>& ctrlCParam = _parser.createParam(true, "CtrlC", "Terminate current generation upon Ctrl C",'C', "Stopping criterion");
+  if (ctrlCParam.value())
+    {
+      ctrlCCont = new eoCtrlCContinue<MOEOT>;
+      // store
+      _state.storeFunctor(ctrlCCont);
+      // add to combinedContinue
+      continuator = make_combinedContinue<MOEOT>(continuator, ctrlCCont);
+    }
+#endif
+  // now check that there is at least one!
+  if (!continuator)
+    throw std::runtime_error("You MUST provide a stopping criterion");
+  // OK, it's there: store in the eoState
+  _state.storeFunctor(continuator);
+  // and return
+  return *continuator;
+}
+
+#endif /*MAKE_CONTINUE_MOEO_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/do/make_ea_moeo.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/do/make_ea_moeo.h
new file mode 100755
index 000000000..aa5a38ad9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/do/make_ea_moeo.h
@@ -0,0 +1,297 @@
+/*
+* <make_ea_moeo.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MAKE_EA_MOEO_H_
+#define MAKE_EA_MOEO_H_
+
+#include <stdlib.h>
+#include <eoContinue.h>
+#include <eoEvalFunc.h>
+#include <eoGeneralBreeder.h>
+#include <eoGenOp.h>
+#include <utils/eoParser.h>
+#include <utils/eoState.h>
+
+#include <algo/moeoEA.h>
+#include <algo/moeoEasyEA.h>
+#include <archive/moeoArchive.h>
+#include <comparator/moeoAggregativeComparator.h>
+#include <comparator/moeoComparator.h>
+#include <comparator/moeoDiversityThenFitnessComparator.h>
+#include <comparator/moeoFitnessThenDiversityComparator.h>
+#include <diversity/moeoDiversityAssignment.h>
+#include <diversity/moeoDummyDiversityAssignment.h>
+#include <diversity/moeoFrontByFrontCrowdingDiversityAssignment.h>
+#include <diversity/moeoFrontByFrontSharingDiversityAssignment.h>
+#include <fitness/moeoDummyFitnessAssignment.h>
+#include <fitness/moeoExpBinaryIndicatorBasedFitnessAssignment.h>
+#include <fitness/moeoDominanceDepthFitnessAssignment.h>
+#include <fitness/moeoFitnessAssignment.h>
+#include <metric/moeoAdditiveEpsilonBinaryMetric.h>
+#include <metric/moeoHypervolumeBinaryMetric.h>
+#include <metric/moeoNormalizedSolutionVsSolutionBinaryMetric.h>
+#include <replacement/moeoElitistReplacement.h>
+#include <replacement/moeoEnvironmentalReplacement.h>
+#include <replacement/moeoGenerationalReplacement.h>
+#include <replacement/moeoReplacement.h>
+#include <selection/moeoDetTournamentSelect.h>
+#include <selection/moeoRandomSelect.h>
+#include <selection/moeoStochTournamentSelect.h>
+#include <selection/moeoSelectOne.h>
+#include <selection/moeoSelectors.h>
+
+
+/**
+ * This functions allows to build a moeoEA from the parser
+ * @param _parser the parser
+ * @param _state to store allocated objects
+ * @param _eval the funtions evaluator
+ * @param _continue the stopping crietria
+ * @param _op the variation operators
+ * @param _archive the archive of non-dominated solutions
+ */
+template < class MOEOT >
+moeoEA < MOEOT > & do_make_ea_moeo(eoParser & _parser, eoState & _state, eoEvalFunc < MOEOT > & _eval, eoContinue < MOEOT > & _continue, eoGenOp < MOEOT > & _op, moeoArchive < MOEOT > & _archive)
+{
+
+  /* the objective vector type */
+  typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+  /* the fitness assignment strategy */
+  std::string & fitnessParam = _parser.createParam(std::string("DomDepth"), "fitness",
+                               "Fitness assignment scheme: Dummy, DomDepth or IndicatorBased", 'F',
+                               "Evolution Engine").value();
+  std::string & indicatorParam = _parser.createParam(std::string("Epsilon"), "indicator",
+                                 "Binary indicator for IndicatorBased: Epsilon, Hypervolume", 'i',
+                                 "Evolution Engine").value();
+  double rho = _parser.createParam(1.1, "rho", "reference point for the hypervolume indicator", '\0',
+                                   "Evolution Engine").value();
+  double kappa = _parser.createParam(0.05, "kappa", "Scaling factor kappa for IndicatorBased", 'k',
+                                     "Evolution Engine").value();
+  moeoFitnessAssignment < MOEOT > * fitnessAssignment;
+  if (fitnessParam == std::string("Dummy"))
+    {
+      fitnessAssignment = new moeoDummyFitnessAssignment < MOEOT> ();
+    }
+  else if (fitnessParam == std::string("DomDepth"))
+    {
+      fitnessAssignment = new moeoDominanceDepthFitnessAssignment < MOEOT> ();
+    }
+  else if (fitnessParam == std::string("IndicatorBased"))
+    {
+      // metric
+      moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > *metric;
+      if (indicatorParam == std::string("Epsilon"))
+        {
+          metric = new moeoAdditiveEpsilonBinaryMetric < ObjectiveVector >;
+        }
+      else if (indicatorParam == std::string("Hypervolume"))
+        {
+          metric = new moeoHypervolumeBinaryMetric < ObjectiveVector > (rho);
+        }
+      else
+        {
+          std::string stmp = std::string("Invalid binary quality indicator: ") + indicatorParam;
+          throw std::runtime_error(stmp.c_str());
+        }
+      fitnessAssignment = new moeoExpBinaryIndicatorBasedFitnessAssignment < MOEOT > (*metric, kappa);
+    }
+  else
+    {
+      std::string stmp = std::string("Invalid fitness assignment strategy: ") + fitnessParam;
+      throw std::runtime_error(stmp.c_str());
+    }
+  _state.storeFunctor(fitnessAssignment);
+
+
+  /* the diversity assignment strategy */
+  eoValueParam<eoParamParamType> & diversityParam = _parser.createParam(eoParamParamType("Dummy"), "diversity",
+      "Diversity assignment scheme: Dummy, Sharing(nicheSize) or Crowding", 'D', "Evolution Engine");
+  eoParamParamType & diversityParamValue = diversityParam.value();
+  moeoDiversityAssignment < MOEOT > * diversityAssignment;
+  if (diversityParamValue.first == std::string("Dummy"))
+    {
+      diversityAssignment = new moeoDummyDiversityAssignment < MOEOT> ();
+    }
+  else if (diversityParamValue.first == std::string("Sharing"))
+    {
+      double nicheSize;
+      if (!diversityParamValue.second.size())   // no parameter added
+        {
+          std::cerr << "WARNING, no niche size given for Sharing, using 0.5" << std::endl;
+          nicheSize = 0.5;
+          diversityParamValue.second.push_back(std::string("0.5"));
+        }
+      else
+        {
+          nicheSize = atoi(diversityParamValue.second[0].c_str());
+        }
+      diversityAssignment = new moeoFrontByFrontSharingDiversityAssignment < MOEOT> (nicheSize);
+    }
+  else if (diversityParamValue.first == std::string("Crowding"))
+    {
+      diversityAssignment = new moeoFrontByFrontCrowdingDiversityAssignment < MOEOT> ();
+    }
+  else
+    {
+      std::string stmp = std::string("Invalid diversity assignment strategy: ") + diversityParamValue.first;
+      throw std::runtime_error(stmp.c_str());
+    }
+  _state.storeFunctor(diversityAssignment);
+
+
+  /* the comparator strategy */
+  std::string & comparatorParam = _parser.createParam(std::string("FitnessThenDiversity"), "comparator",
+                                  "Comparator scheme: FitnessThenDiversity, DiversityThenFitness or Aggregative", 'c', "Evolution Engine").value();
+  moeoComparator < MOEOT > * comparator;
+  if (comparatorParam == std::string("FitnessThenDiversity"))
+    {
+      comparator = new moeoFitnessThenDiversityComparator < MOEOT> ();
+    }
+  else if (comparatorParam == std::string("DiversityThenFitness"))
+    {
+      comparator = new moeoDiversityThenFitnessComparator < MOEOT> ();
+    }
+  else if (comparatorParam == std::string("Aggregative"))
+    {
+      comparator = new moeoAggregativeComparator < MOEOT> ();
+    }
+  else
+    {
+      std::string stmp = std::string("Invalid comparator strategy: ") + comparatorParam;
+      throw std::runtime_error(stmp.c_str());
+    }
+  _state.storeFunctor(comparator);
+
+
+  /* the selection strategy */
+  eoValueParam < eoParamParamType > & selectionParam = _parser.createParam(eoParamParamType("DetTour(2)"), "selection",
+      "Selection scheme: DetTour(T), StochTour(t) or Random", 'S', "Evolution Engine");
+  eoParamParamType & ppSelect = selectionParam.value();
+  moeoSelectOne < MOEOT > * select;
+  if (ppSelect.first == std::string("DetTour"))
+    {
+      unsigned int tSize;
+      if (!ppSelect.second.size()) // no parameter added
+        {
+          std::cerr << "WARNING, no parameter passed to DetTour, using 2" << std::endl;
+          tSize = 2;
+          // put back 2 in parameter for consistency (and status file)
+          ppSelect.second.push_back(std::string("2"));
+        }
+      else // parameter passed by user as DetTour(T)
+        {
+          tSize = atoi(ppSelect.second[0].c_str());
+        }
+      select = new moeoDetTournamentSelect < MOEOT > (*comparator, tSize);
+    }
+  else if (ppSelect.first == std::string("StochTour"))
+    {
+      double tRate;
+      if (!ppSelect.second.size()) // no parameter added
+        {
+          std::cerr << "WARNING, no parameter passed to StochTour, using 1" << std::endl;
+          tRate = 1;
+          // put back 1 in parameter for consistency (and status file)
+          ppSelect.second.push_back(std::string("1"));
+        }
+      else // parameter passed by user as StochTour(T)
+        {
+          tRate = atof(ppSelect.second[0].c_str());
+        }
+      select = new moeoStochTournamentSelect < MOEOT > (*comparator, tRate);
+    }
+  /*
+  else if (ppSelect.first == string("Roulette"))
+  {
+      // TO DO !
+      // ...
+  }
+  */
+  else if (ppSelect.first == std::string("Random"))
+    {
+      select = new moeoRandomSelect <MOEOT > ();
+    }
+  else
+    {
+      std::string stmp = std::string("Invalid selection strategy: ") + ppSelect.first;
+      throw std::runtime_error(stmp.c_str());
+    }
+  _state.storeFunctor(select);
+
+
+  /* the replacement strategy */
+  std::string & replacementParam = _parser.createParam(std::string("Elitist"), "replacement",
+                                   "Replacement scheme: Elitist, Environmental or Generational", 'R', "Evolution Engine").value();
+  moeoReplacement < MOEOT > * replace;
+  if (replacementParam == std::string("Elitist"))
+    {
+      replace = new moeoElitistReplacement < MOEOT> (*fitnessAssignment, *diversityAssignment, *comparator);
+    }
+  else if (replacementParam == std::string("Environmental"))
+    {
+      replace = new moeoEnvironmentalReplacement < MOEOT> (*fitnessAssignment, *diversityAssignment, *comparator);
+    }
+  else if (replacementParam == std::string("Generational"))
+    {
+      replace = new moeoGenerationalReplacement < MOEOT> ();
+    }
+  else
+    {
+      std::string stmp = std::string("Invalid replacement strategy: ") + replacementParam;
+      throw std::runtime_error(stmp.c_str());
+    }
+  _state.storeFunctor(replace);
+
+
+  /* the number of offspring  */
+  eoValueParam < eoHowMany > & offspringRateParam = _parser.createParam(eoHowMany(1.0), "nbOffspring",
+      "Number of offspring (percentage or absolute)", 'O', "Evolution Engine");
+
+
+  // the general breeder
+  eoGeneralBreeder < MOEOT > * breed = new eoGeneralBreeder < MOEOT > (*select, _op, offspringRateParam.value());
+  _state.storeFunctor(breed);
+  // the eoEasyEA
+  moeoEA < MOEOT > * algo = new moeoEasyEA < MOEOT > (_continue, _eval, *breed, *replace, *fitnessAssignment, *diversityAssignment);
+  _state.storeFunctor(algo);
+  return *algo;
+
+}
+
+#endif /*MAKE_EA_MOEO_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoExhaustiveNeighborhoodExplorer.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoExhaustiveNeighborhoodExplorer.h
new file mode 100644
index 000000000..1f08a9a92
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoExhaustiveNeighborhoodExplorer.h
@@ -0,0 +1,129 @@
+/*
+* <moeoExhaustiveNeighborhoodExplorer.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEOEXHAUSTIVENEIGHBORHOODEXPLORER_H
+#define _MOEOEXHAUSTIVENEIGHBORHOODEXPLORER_H
+
+#include <eoPop.h>
+#include <neighborhood/moNeighbor.h>
+#include <neighborhood/moNeighborhood.h>
+#include <explorer/moeoPopNeighborhoodExplorer.h>
+#include <eval/moEval.h>
+
+/**
+ * Explorer which explore all the neighborhood
+ */
+template < class Neighbor>
+class moeoExhaustiveNeighborhoodExplorer : public moeoPopNeighborhoodExplorer <Neighbor>
+{
+	/** Alias for the type */
+    typedef typename Neighbor::EOT MOEOT;
+    /** Alias for the objeciveVector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+public:
+
+	/**
+	 * Constructor
+	 * @param _neighborhood a neighborhood
+	 * @param _eval neighbor evaluation function
+	 */
+    moeoExhaustiveNeighborhoodExplorer(
+    	moNeighborhood<Neighbor>& _neighborhood,
+    	moEval < Neighbor > & _eval):
+    	neighborhood(_neighborhood), eval(_eval){}
+
+    /**
+     * functor to explore the neighborhood
+     * @param _src the population to explore
+     * @param _select contains index of individuals from the population to explore
+     * @param _dest contains new generated individuals
+     */
+    void operator()(eoPop < MOEOT > & _src, std::vector < unsigned int> _select, eoPop < MOEOT > & _dest)
+    {
+        for(unsigned int i=0; i<_select.size(); i++)
+        	explore(_src[_select[i]], _dest);
+    }
+
+private:
+
+	/**
+	 * explorer of one individual
+	 * @param _src the individual to explore
+	 * @param _dest contains new generated individuals
+	 */
+	void explore(MOEOT & _src , eoPop < MOEOT > & _dest)
+	{
+		//if the neighborhood is not empty
+		if(neighborhood.hasNeighbor(_src)){
+			//init the neighborhood
+			neighborhood.init(_src, neighbor);
+			//copy the solution (_src) at the end of the destination (_dest)
+			_dest.push_back(_src);
+			//eval the neighbor
+			eval(_dest.back(),neighbor);
+			//move the copy
+			neighbor.move(_dest.back());
+			//affect objective vector to the copy
+			_dest.back().objectiveVector(neighbor.fitness());
+			//fix its flag to 0 (unvisited solution)
+			_dest.back().flag(0);
+			//repeat all instructions for each neighbor in the neighborhood
+			while (neighborhood.cont(_src)){
+				neighborhood.next(_src, neighbor);
+				_dest.push_back(_src);
+				eval(_dest.back(),neighbor);
+				neighbor.move(_dest.back());
+				_dest.back().objectiveVector(neighbor.fitness());
+				_dest.back().flag(0);
+			}
+			//fix the source flag to 1 (visited solution)
+			_src.flag(1);
+		}
+	}
+
+	/** Neighbor */
+	Neighbor neighbor;
+	/** Neighborhood */
+	moNeighborhood<Neighbor>& neighborhood;
+	/** neighbor evaluation function */
+    moEval < Neighbor > & eval;
+
+};
+
+#endif /*_MOEOEXHAUSTIVENEIGHBORHOODEXPLORER_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoFirstImprovingNeighborhoodExplorer.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoFirstImprovingNeighborhoodExplorer.h
new file mode 100644
index 000000000..fdc3ad4e7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoFirstImprovingNeighborhoodExplorer.h
@@ -0,0 +1,124 @@
+/*
+* <moeoFirstImprovingNeighborhoodExplorer.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEOFIRSTIMPROVINGNEIGHBORHOODEXPLORER_H
+#define _MOEOFIRSTIMPROVINGNEIGHBORHOODEXPLORER_H
+
+#include <explorer/moeoSubNeighborhoodExplorer.h>
+
+/**
+ * Explorer which explore the neighborhood until a improving neighbor is found.
+ * No dominating neighbor are keeped.
+ */
+template < class Neighbor >
+class moeoFirstImprovingNeighborhoodExplorer : public moeoSubNeighborhoodExplorer < Neighbor >
+{
+	/** Alias for the type */
+    typedef typename Neighbor::EOT MOEOT;
+    /** Alias for the objeciveVector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+    using moeoSubNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moeoSubNeighborhoodExplorer<Neighbor>::neighbor;
+
+public:
+
+	/**
+	 * Constructor
+	 * @param _neighborhood a neighborhood
+	 * @param _eval neighbor evaluation function
+	 */
+    moeoFirstImprovingNeighborhoodExplorer(
+			moNeighborhood<Neighbor>& _neighborhood,
+        	moEval < Neighbor > & _eval):
+        		moeoSubNeighborhoodExplorer< Neighbor >(_neighborhood, 0), eval(_eval){}
+
+private:
+
+	/**
+	 * explorer of one individual
+	 * @param _src the individual to explore
+	 * @param _dest contains new generated individuals
+	 */
+	void explore(MOEOT & _src, eoPop < MOEOT > & _dest)
+	{
+		//if the neighborhood is not empty
+		if(neighborhood.hasNeighbor(_src)){
+			//init the neighborhood
+			neighborhood.init(_src, neighbor);
+			//eval the neighbor
+			cycle(_src, _dest);
+			//repeat all instructions for each neighbor in the neighborhood until a best neighbor is found
+			while (!comparator(_src.objectiveVector(), neighbor.fitness()) && neighborhood.cont(_src)){
+				neighborhood.next(_src, neighbor);
+				cycle(_src, _dest);
+			}
+			//if all neighbors are been visited, fix the source flag to 1 (visited solution)
+			if(!neighborhood.cont(_src))
+				_src.flag(1);
+		}
+	}
+
+	/**
+	 * subfunction of explore
+	 * @param _src the individual to explore
+	 * @param _dest contains new generated individuals
+	 */
+	void cycle(MOEOT & _src, eoPop < MOEOT > & _dest){
+		eval(_src, neighbor);
+		if(!comparator(neighbor.fitness(), _src.objectiveVector())){
+			//copy the solution (_src) at the end of the destination (_dest)
+			_dest.push_back(_src);
+			//move the copy
+			neighbor.move(_dest.back());
+			//affect objective vector to the copy
+			_dest.back().objectiveVector(neighbor.fitness());
+			//fix its flag to 0 (unvisited solution)
+			_dest.back().flag(0);
+			_dest.back().fitness(0);
+		}
+	}
+
+	/** Objective Vector Pareto Comparator */
+	moeoParetoObjectiveVectorComparator<ObjectiveVector> comparator;
+	/** neighbor evaluation function */
+	moEval < Neighbor > & eval;
+
+};
+
+#endif /*_MOEOFIRSTIMPROVINGNEIGHBORHOODEXPLORER_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoNoDesimprovingNeighborhoodExplorer.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoNoDesimprovingNeighborhoodExplorer.h
new file mode 100644
index 000000000..d5858a70d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoNoDesimprovingNeighborhoodExplorer.h
@@ -0,0 +1,112 @@
+/*
+* <moeoNoDesimprovingNeighborhoodExplorer.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEONODESIMPROVINGNEIGHBORHOODEXPLORER_H
+#define _MOEONODESIMPROVINGNEIGHBORHOODEXPLORER_H
+
+#include <explorer/moeoSubNeighborhoodExplorer.h>
+
+/**
+ * Explorer which explore the neighborhood until a no desimproving neighbor is found.
+ */
+template < class Neighbor >
+class moeoNoDesimprovingNeighborhoodExplorer : public moeoSubNeighborhoodExplorer < Neighbor >
+{
+	/** Alias for the type */
+    typedef typename Neighbor::EOT MOEOT;
+    /** Alias for the objeciveVector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+    using moeoSubNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moeoSubNeighborhoodExplorer<Neighbor>::neighbor;
+
+public:
+
+	/**
+	 * Constructor
+	 * @param _neighborhood a neighborhood
+	 * @param _eval a neighbor evaluation function
+	 */
+    moeoNoDesimprovingNeighborhoodExplorer(
+    		moNeighborhood<Neighbor>& _neighborhood,
+        	moEval < Neighbor > & _eval)
+            : moeoSubNeighborhoodExplorer< Neighbor >(_neighborhood, 0), eval(_eval){}
+
+private:
+
+	/**
+	 * explorer of one individual
+	 * @param _src the individual to explore
+	 * @param _dest contains new generated individuals
+	 */
+	void explore(MOEOT & _src, eoPop < MOEOT > & _dest)
+	{
+		bool tmp=true;
+		if(neighborhood.hasNeighbor(_src)){
+			neighborhood.init(_src, neighbor);
+			eval(_src,neighbor);
+			if(!comparator(neighbor.fitness(), _src.objectiveVector())){
+				_dest.push_back(_src);
+				neighbor.move(_dest.back());
+				_dest.back().objectiveVector(neighbor.fitness());
+				_dest.back().flag(0);
+				tmp=false;
+			}
+			while (neighborhood.cont(_src) && tmp){
+				neighborhood.next(_src, neighbor);
+				eval(_src,neighbor);
+				if(!comparator(neighbor.fitness(), _src.objectiveVector())){
+					_dest.push_back(_src);
+					neighbor.move(_dest.back());
+					_dest.back().objectiveVector(neighbor.fitness());
+					_dest.back().flag(0);
+					tmp=false;
+				}
+			}
+			if(!neighborhood.cont(_src))
+				_src.flag(1);
+		}
+	}
+
+	/** Objective Vector Pareto Comparator */
+	moeoParetoObjectiveVectorComparator<ObjectiveVector> comparator;
+	/** neighbor evaluation function */
+	moEval < Neighbor > & eval;
+};
+
+#endif /*_MOEONODESIMPROVINGNEIGHBORHOODEXPLORER_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoPopNeighborhoodExplorer.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoPopNeighborhoodExplorer.h
new file mode 100755
index 000000000..ef7b6e589
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoPopNeighborhoodExplorer.h
@@ -0,0 +1,60 @@
+/*
+* <moeoPopNeighborhoodExplorer.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEOPOPNEIGHBORHOODEXPLORER_H
+#define _MOEOPOPNEIGHBORHOODEXPLORER_H
+
+#include <eoPop.h>
+
+/**
+ * Abstract class for multi-objective local search neighborhood exploration
+ */
+template < class Neighbor >
+class moeoPopNeighborhoodExplorer: public eoFunctorBase{
+
+public:
+
+	typedef typename Neighbor::EOT MOEOT;
+	/**
+	 * abstract functor which realize exploration
+	 */
+	virtual void operator()(eoPop<MOEOT> &, std::vector <unsigned int>, eoPop<MOEOT> &) = 0;
+
+};
+
+#endif /*MOEONEIGHBORHOODEXPLORER_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoSimpleSubNeighborhoodExplorer.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoSimpleSubNeighborhoodExplorer.h
new file mode 100644
index 000000000..ab79cd61b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoSimpleSubNeighborhoodExplorer.h
@@ -0,0 +1,124 @@
+/*
+* <moeoSubNeighborhoodExplorer.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEOSIMPLESUBNEIGHBORHOODEXPLORER_H
+#define _MOEOSIMPLESUBNEIGHBORHOODEXPLORER_H
+
+#include <explorer/moeoSubNeighborhoodExplorer.h>
+
+/**
+ * Explorer which explore a part of the neighborhood
+ */
+template < class Neighbor >
+class moeoSimpleSubNeighborhoodExplorer : public moeoSubNeighborhoodExplorer < Neighbor >
+{
+	/** Alias for the type */
+    typedef typename Neighbor::EOT MOEOT;
+    /** Alias for the objeciveVector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+    using moeoSubNeighborhoodExplorer<Neighbor>::neighborhood;
+    using moeoSubNeighborhoodExplorer<Neighbor>::neighbor;
+    using moeoSubNeighborhoodExplorer<Neighbor>::number;
+
+public:
+
+	/**
+	 * Constructor
+	 * @param _neighborhood a neighborhood
+	 * @param _number number of neighbor to explore
+	 * @param _eval a neighbor evaluation function
+	 */
+    moeoSimpleSubNeighborhoodExplorer(
+			moNeighborhood<Neighbor>& _neighborhood,
+	        unsigned int _number,
+        	moEval < Neighbor > & _eval)
+            : moeoSubNeighborhoodExplorer<Neighbor>(_neighborhood, _number), eval(_eval){}
+
+private:
+
+	/**
+	 * explorer of one individual
+	 * @param _src the individual to explore
+	 * @param _dest contains new generated individuals
+	 */
+	void explore(MOEOT & _src, eoPop < MOEOT > & _dest)
+	{
+		unsigned int tmp=number;
+		//if the neighborhood is not empty
+		if(neighborhood.hasNeighbor(_src) && tmp>0){
+			//init the neighborhood
+			neighborhood.init(_src, neighbor);
+			//eval the neighbor
+			cycle(_src, _dest);
+			tmp--;
+			//repeat all instructions for each neighbor in the neighborhood until a best neighbor is found
+			while (neighborhood.cont(_src) && tmp>0){
+				neighborhood.next(_src, neighbor);
+				cycle(_src, _dest);
+				tmp--;
+			}
+			//if all neighbors are been visited, fix the source flag to 1 (visited solution)
+			if(!neighborhood.cont(_src))
+				_src.flag(1);
+		}
+	}
+
+	/**
+	 * subfunction of explore
+	 * @param _src the individual to explore
+	 * @param _dest contains new generated individuals
+	 */
+	void cycle(MOEOT & _src, eoPop < MOEOT > & _dest){
+		eval(_src, neighbor);
+		//copy the solution (_src) at the end of the destination (_dest)
+		_dest.push_back(_src);
+		//move the copy
+		neighbor.move(_dest.back());
+		//affect objective vector to the copy
+		_dest.back().objectiveVector(neighbor.fitness());
+		//fix its flag to 0 (unvisited solution)
+		_dest.back().flag(0);
+	}
+
+	/** Incremental evaluation of a neighbor */
+	moEval < Neighbor > & eval;
+
+};
+
+#endif /*_MOEOSIMPLESUBNEIGHBORHOODEXPLORER_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoSubNeighborhoodExplorer.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoSubNeighborhoodExplorer.h
new file mode 100644
index 000000000..d41bc5c9f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/explorer/moeoSubNeighborhoodExplorer.h
@@ -0,0 +1,101 @@
+/*
+* <moeoSubNeighborhoodExplorer.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEOSUBNEIGHBORHOODEXPLORER_H
+#define _MOEOSUBNEIGHBORHOODEXPLORER_H
+
+#include <eoPop.h>
+#include <neighborhood/moNeighbor.h>
+#include <neighborhood/moNeighborhood.h>
+#include <explorer/moeoPopNeighborhoodExplorer.h>
+
+/**
+ * Explorer which explore a part of the neighborhood
+ */
+template < class Neighbor >
+class moeoSubNeighborhoodExplorer : public moeoPopNeighborhoodExplorer < Neighbor >
+{
+	/** Alias for the type */
+    typedef typename Neighbor::EOT MOEOT;
+    /** Alias for the objeciveVector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+public:
+
+	/**
+	 * Constructor
+	 * @param _neighborhood a neighborhood
+	 * @param _number the number of neighbor to explore
+	 */
+    moeoSubNeighborhoodExplorer(
+    		moNeighborhood<Neighbor>& _neighborhood,
+    		unsigned int _number)
+            : neighborhood(_neighborhood), number(_number){}
+
+	/**
+	 * functor to explore the neighborhood
+	 * @param _src the population to explore
+	 * @param _select contains index of individuals from the population to explore
+	 * @param _dest contains new generated individuals
+	 */
+    void operator()(eoPop < MOEOT > & _src, std::vector <unsigned int> _select, eoPop < MOEOT > & _dest)
+    {
+		for(unsigned int i=0; i<_select.size(); i++)
+			explore(_src[_select[i]], _dest);
+    }
+
+protected:
+
+	/**
+	 * explorer of one individual
+	 * @param _src the individual to explore
+	 * @param _dest contains new generated individuals
+	 */
+	virtual void explore(MOEOT & _src, eoPop < MOEOT > & _dest) = 0;
+
+	/** Neighbor */
+	Neighbor neighbor;
+	/** Neighborhood */
+	moNeighborhood<Neighbor> & neighborhood;
+
+    /** number of neighbor to explore for each selected individual*/
+    unsigned int number;
+
+};
+
+#endif /*_MOEOSUBNEIGHBORHOODEXPLORER_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoAggregationFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoAggregationFitnessAssignment.h
new file mode 100644
index 000000000..7b9c809e4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoAggregationFitnessAssignment.h
@@ -0,0 +1,129 @@
+/*
+ * <moeoAggregationFitnessAssignment.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * François Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// moeoAggregationFitnessAssignment.h
+//-----------------------------------------------------------------------------
+#ifndef MOEOAGGREGATIONFITNESSASSIGNMENT_H_
+#define MOEOAGGREGATIONFITNESSASSIGNMENT_H_
+
+#include <eoPop.h>
+#include <eoEvalFunc.h>
+#include <fitness/moeoSingleObjectivization.h>
+
+/*
+ * Fitness assignment scheme which use weight for each objective
+ */
+template < class MOEOT >
+class moeoAggregationFitnessAssignment : public moeoSingleObjectivization < MOEOT >
+{
+	public:
+
+		/** the objective vector type of the solutions */
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+
+		/**
+		 * Default ctor
+		 * @param _weight vectors contains all weights.
+		 * @param _eval a eval function, to revalidate the objectiveVector if needed
+		 */
+		moeoAggregationFitnessAssignment(std::vector<double> & _weight,eoEvalFunc<MOEOT> &_eval) : weight(_weight),eval(_eval){}
+
+		/**
+		 * Ctor with a dummy evaluation function
+		 * @param _weight vectors contains all weights.
+		 */
+		moeoAggregationFitnessAssignment(std::vector<double> & _weight) : weight(_weight),eval(defaultEval){}
+
+		/** 
+		 * Sets the fitness values for _moeot
+		 * @param _moeot the MOEOT
+		 */
+		virtual void operator()(MOEOT &  _moeot){
+			if (_moeot.invalidObjectiveVector())
+				eval(_moeot);
+			_moeot.fitness(operator()(_moeot.objectiveVector()));
+		}
+
+		/**
+		 * function which calculate the fitness from an objectiveVector (which has troi be valid.)
+		 * @param _mo an valid objectiveVector
+		 * @return the fitness value of _mo
+		 */
+		virtual Fitness operator()(const typename MOEOT::ObjectiveVector &  _mo){
+			unsigned int dim=_mo.nObjectives();
+			Fitness res=0;
+			if (dim>weight.size()){
+				std::cout<<"moeoAggregationFitnessAssignmentFitness: Error -> given weight dimension is smaller than MOEOTs"<<std::endl;
+				return res;
+			}
+			for(unsigned int l=0; l<dim; l++){
+				if (_mo.minimizing(l))
+					res-=(_mo[l]) * weight[l];
+				else
+					res+=(_mo[l]) * weight[l];
+			}
+			return res;
+		}
+
+		/**
+		 * Sets the fitness values for every solution contained in the population _pop  (and in the archive)
+		 * @param _pop the population
+		 */
+		virtual void operator()(eoPop < MOEOT > & _pop){
+			for (unsigned int k=0; k < _pop.size(); k++)
+				operator()(_pop[k]);
+		}
+
+		/**
+		 * Warning: no yet implemented: Updates the fitness values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+		 * @param _pop the population
+		 * @param _objVec the objective vector
+		 */
+		void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec){}
+
+	private:
+
+		class DummyEval: public eoEvalFunc<MOEOT>{
+			void operator()(MOEOT &moeo){}
+		}defaultEval;
+
+		//the vector of weight
+		std::vector<double>& weight;
+		eoEvalFunc<MOEOT>& eval;
+
+};
+#endif /*MOEOAGGREGATIONFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoBinaryIndicatorBasedFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoBinaryIndicatorBasedFitnessAssignment.h
new file mode 100644
index 000000000..3a06b0443
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoBinaryIndicatorBasedFitnessAssignment.h
@@ -0,0 +1,65 @@
+/*
+* <moeoBinaryIndicatorBasedFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOBINARYINDICATORBASEDFITNESSASSIGNMENT_H_
+#define MOEOBINARYINDICATORBASEDFITNESSASSIGNMENT_H_
+
+#include <fitness/moeoIndicatorBasedFitnessAssignment.h>
+
+/**
+ * moeoIndicatorBasedFitnessAssignment for binary indicators.
+ */
+template < class MOEOT >
+class moeoBinaryIndicatorBasedFitnessAssignment : public moeoIndicatorBasedFitnessAssignment < MOEOT >
+  {
+  public:
+
+    /** The type for objective vector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Updates the fitness values of the whole population _pop by taking the new objective vector _objVec into account 
+     * and returns the fitness value of _objVec.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    virtual double updateByAdding(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec) = 0;
+
+  };
+
+#endif /*MOEOINDICATORBASEDFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoConstraintFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoConstraintFitnessAssignment.h
new file mode 100644
index 000000000..c87ee3514
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoConstraintFitnessAssignment.h
@@ -0,0 +1,171 @@
+/*
+ * <moeoConstraintFitnessAssignment.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * François Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// moeoConstraintFitnessAssignment.h
+//-----------------------------------------------------------------------------
+#ifndef MOEOCONSTRAINTFITNESSASSIGNMENT_H_
+#define MOEOCONSTRAINTFITNESSASSIGNMENT_H_
+
+#include <eoPop.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <utils/moeoObjectiveVectorNormalizer.h>
+
+/*
+ * Fitness assignment scheme which give a penalty if MOEOT does not respect constraints
+ */
+template < class MOEOT >
+class moeoConstraintFitnessAssignment : public moeoSingleObjectivization < MOEOT >
+{
+	public:
+
+		/** the objective vector type of the solutions */
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		/** the fitness type of the solutions */
+		typedef typename MOEOT::Fitness Fitness;
+		/** the type of the solutions */
+		typedef typename ObjectiveVector::Type Type;
+
+		/**
+		 * Default ctor
+		 * @param _weight vectors contains all weights to apply for not respecting the contraint in each dimension.
+		 * @param _constraint vector containing the constraints, normalizer is applied to it
+		 * @param _to_optimize dimension in which we ignore the constraint
+		 * @param _normalizer normalizer to apply to each objective
+		 */
+		moeoConstraintFitnessAssignment(std::vector<double> & _weight, ObjectiveVector &_constraint, int _to_optimize, moeoObjectiveVectorNormalizer<MOEOT> &_normalizer, eoEvalFunc<MOEOT> &_eval) : weight(_weight),constraint(_constraint),to_optimize(_to_optimize),normalizer(_normalizer),eval(_eval),to_eval(true){}
+
+		/**
+		 * Ctor with a dummy eval
+		 * @param _weight vectors contains all weights to apply for not respecting the contraint in each dimension.
+		 * @param _constraint vector containing the constraints, normalizer is applied to it
+		 * @param _to_optimize dimension in which we ignore the constraint
+		 * @param _normalizer normalizer to apply to each objective
+		 */
+		moeoConstraintFitnessAssignment(std::vector<double> & _weight, ObjectiveVector &_constraint, int _to_optimize, moeoObjectiveVectorNormalizer<MOEOT> &_normalizer) : weight(_weight), constraint(_constraint), to_optimize(_to_optimize), normalizer(_normalizer), eval(defaultEval), to_eval(false){}
+
+		/** 
+		 * Sets the fitness values for every solution contained in the population _pop  (and in the archive)
+		 * @param _mo the MOEOT
+		 */
+		void operator()(MOEOT &  _mo){
+			if (to_eval && _mo.invalidObjectiveVector())
+				eval(_mo);
+			_mo.fitness(operator()(_mo.objectiveVector()));
+		}
+
+		/**
+		 * Calculate a fitness from a valid objectiveVector
+		 * @param _mo a valid objectiveVector
+		 * @return the fitness of _mo
+		 */
+		Fitness operator()(const typename MOEOT::ObjectiveVector &  _mo){
+			unsigned int dim=_mo.nObjectives();
+			Fitness res=0;
+			if (dim>weight.size()){
+				std::cout<<"moeoAggregationFitnessAssignmentFitness: ouch, given weight dimension is smaller than MOEOTs"<<std::endl;
+			}
+			else{
+				for(unsigned int l=0; l<dim; l++){
+					if ((int)l==to_optimize)
+						if (_mo.minimizing(l))
+							res-=(normalizer(_mo)[l]) * weight[l];
+						else
+							res+=(normalizer(_mo)[l]) * weight[l];
+					else{
+						if(_mo.minimizing(l)){
+							if (normalizer(_mo)[l]>normalizer(constraint)[l])
+								res-=(normalizer(_mo)[l]-normalizer(constraint)[l])*weight[l];
+						}
+						else{
+							if (normalizer(_mo)[l]<normalizer(constraint)[l])
+								//negative so we add it instead of removing it
+								res+=(normalizer(_mo)[l]-normalizer(constraint)[l])*weight[l];
+						}
+					}
+				}
+			}
+			return res;
+		}
+
+		/**
+		 * Sets the fitness values for every solution contained in the population _pop  (and in the archive)
+		 * @param _pop the population
+		 */
+		void operator()(eoPop < MOEOT > & _pop)
+		{
+			for(unsigned int k=0; k<_pop.size(); k++)
+				operator()(_pop[k]);
+		}
+
+		/**
+		 * Warning: no yet implemented: Updates the fitness values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+		 * @param _pop the population
+		 * @param _objVec the objective vector
+		 */
+		void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+		{
+			//std::cout << "WARNING : updateByDeleting not implemented in moeoAssignmentFitnessAssignment" << std::endl;
+		}
+
+	private:
+
+		//dummy evaluation function
+		class DummyEval: public eoEvalFunc<MOEOT>{
+			void operator()(MOEOT &moeo){
+			}
+		} defaultEval;
+
+		//the vector of weight
+		std::vector<double> weight;
+
+		//the vector of constraints
+		ObjectiveVector constraint;
+
+		//index of the objective to optimize
+		int to_optimize;
+
+		//the normalizer
+		moeoObjectiveVectorNormalizer<MOEOT>& normalizer;
+
+		//the evaluation function
+		eoEvalFunc<MOEOT> &eval;
+
+		//true if the evaluation has to be done
+		bool to_eval;
+
+};
+
+#endif /*MOEOAGGREGATIONFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoCriterionBasedFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoCriterionBasedFitnessAssignment.h
new file mode 100644
index 000000000..398e005bc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoCriterionBasedFitnessAssignment.h
@@ -0,0 +1,50 @@
+/*
+* <moeoCriterionBasedFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOCRITERIONBASEDFITNESSASSIGNMENT_H_
+#define MOEOCRITERIONBASEDFITNESSASSIGNMENT_H_
+
+#include <fitness/moeoFitnessAssignment.h>
+
+/**
+ * moeoCriterionBasedFitnessAssignment is a moeoFitnessAssignment for criterion-based strategies.
+ */
+template < class MOEOT >
+class moeoCriterionBasedFitnessAssignment : public moeoFitnessAssignment < MOEOT >
+  {};
+
+#endif /*MOEOCRITERIONBASEDFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceBasedFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceBasedFitnessAssignment.h
new file mode 100644
index 000000000..af5ca70dd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceBasedFitnessAssignment.h
@@ -0,0 +1,50 @@
+/*
+* <moeoDominanceBasedFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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 MOEODOMINANCEBASEDFITNESSASSIGNMENT_H_
+#define MOEODOMINANCEBASEDFITNESSASSIGNMENT_H_
+
+#include <fitness/moeoFitnessAssignment.h>
+
+/**
+ * moeoDominanceBasedFitnessAssignment is a moeoFitnessAssignment for dominance-based strategies.
+ */
+template < class MOEOT >
+class moeoDominanceBasedFitnessAssignment : public moeoFitnessAssignment < MOEOT >
+{};
+
+#endif /*MOEODOMINANCEBASEDFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceCountFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceCountFitnessAssignment.h
new file mode 100644
index 000000000..2de727d7e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceCountFitnessAssignment.h
@@ -0,0 +1,143 @@
+/*
+* <moeoDominanceCountFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoDominanceCountFitnessAssignment.h
+//-----------------------------------------------------------------------------
+#ifndef MOEODOMINANCECOUNTFITNESSASSIGNMENT_H_
+#define MOEODOMINANCECOUNTFITNESSASSIGNMENT_H_
+
+#include <vector>
+#include <eoPop.h>
+#include <archive/moeoArchive.h>
+#include <archive/moeoUnboundedArchive.h>
+#include <comparator/moeoObjectiveVectorComparator.h>
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <fitness/moeoDominanceBasedFitnessAssignment.h>
+#include <utils/moeoDominanceMatrix.h>
+
+/**
+ * Fitness assignment sheme that computes how many solutions does each solution dominate.
+ */
+template < class MOEOT >
+class moeoDominanceCountFitnessAssignment : public moeoDominanceBasedFitnessAssignment < MOEOT >
+{
+public:
+
+
+    /** the objective vector type of the solutions */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Default ctor
+     * @param _nocopy boolean to move away clone individuals (default = false)
+     */
+    moeoDominanceCountFitnessAssignment(bool _nocopy=false) : comparator(paretoComparator), archive(defaultArchive), matrix(_nocopy)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own archive
+     * @param _archive an archive to be included in the fitness assignment process
+     * @param _nocopy boolean to penalize clone individuals (default = false)
+     */
+    moeoDominanceCountFitnessAssignment(moeoArchive < MOEOT > & _archive, bool _nocopy=false) : comparator(paretoComparator), archive(_archive), matrix(_nocopy)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own way to compare objective vectors
+     * @param _comparator the functor used to compare objective vectors
+     * @param _nocopy boolean to penalize clone individuals (default = false)
+     */
+    moeoDominanceCountFitnessAssignment(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, bool _nocopy=false) : comparator(_comparator), archive(defaultArchive), matrix(_comparator, _nocopy)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own archive and your own way to compare objective vectors
+     * @param _comparator the functor used to compare objective vectors
+     * @param _archive an archive to be included in the fitness assignment process
+     * @param _nocopy boolean to penalize clone individuals (default = false)
+     */
+    moeoDominanceCountFitnessAssignment(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, moeoArchive < MOEOT > & _archive, bool _nocopy=false) : comparator(_comparator), archive(_archive), matrix(_comparator, _nocopy)
+    {}
+
+
+    /**
+     * Sets the fitness values for every solution contained in the population _pop  (and in the archive)
+     * @param _pop the population
+     */
+    void operator()(eoPop < MOEOT > & _pop)
+    {
+        unsigned int j= _pop.size();
+        unsigned int i= archive.size();
+        matrix(archive,_pop);
+        for (unsigned int k=0; k<i; k++)
+            archive[k].fitness(matrix.count(k));
+        for (unsigned int k=i; k<i+j; k++)
+            _pop[k-i].fitness(matrix.count(k));
+    }
+
+
+    /**
+     * Updates the fitness values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+        std::cout << "WARNING : updateByDeleting not implemented in moeoDominanceCountFitnessAssignment" << std::endl;
+    }
+
+
+private:
+
+    /** Functor to compare two objective vectors */
+    moeoObjectiveVectorComparator < ObjectiveVector > & comparator;
+    /** Functor to compare two objective vectors according to Pareto dominance relation */
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+    /** Archive to be included in the fitness assignment process */
+    moeoArchive < MOEOT > & archive;
+    /** Default archive */
+    moeoUnboundedArchive < MOEOT > defaultArchive;
+    /** Dominance Matrix */
+    moeoDominanceMatrix < MOEOT > matrix;
+
+};
+
+#endif /*MOEODOMINANCECOUNTFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceCountRankingFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceCountRankingFitnessAssignment.h
new file mode 100644
index 000000000..562823703
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceCountRankingFitnessAssignment.h
@@ -0,0 +1,162 @@
+/*
+* <moeoDominanceCountRankingFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoDominanceCountRankingFitnessAssignment.h
+//-----------------------------------------------------------------------------
+
+#ifndef MOEODOMINANCECOUNTRANKINGFITNESSASSIGNMENT_H_
+#define MOEODOMINANCECOUNTRANKINGFITNESSASSIGNMENT_H_
+
+#include <vector>
+#include <eoPop.h>
+#include <archive/moeoArchive.h>
+#include <archive/moeoUnboundedArchive.h>
+#include <comparator/moeoObjectiveVectorComparator.h>
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <fitness/moeoDominanceBasedFitnessAssignment.h>
+#include <utils/moeoDominanceMatrix.h>
+
+/**
+ * Fitness assignment sheme that sum-up the ranks of all solutions dominated by each solution.
+ * This strategy is used, for instance, in SPEA2.
+ * E. Zitzler, M. Laumanns, and L. Thiele. SPEA2: Improving the Strength Pareto Evolutionary Algorithm. Technical Report 103,
+ * Computer Engineering and Networks Laboratory (TIK), ETH Zurich, Zurich, Switzerland, 2001.
+ */
+template < class MOEOT >
+class moeoDominanceCountRankingFitnessAssignment : public moeoDominanceBasedFitnessAssignment < MOEOT >
+{
+public:
+
+
+    /** the objective vector type of the solutions */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Default ctor
+     * @param _nocopy boolean to move away copies
+     */
+    moeoDominanceCountRankingFitnessAssignment(bool _nocopy=true) : comparator(paretoComparator), archive(defaultArchive), matrix(_nocopy)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own archive
+     * @param _archive the archive used
+     * @param _nocopy boolean to move away copies
+     */
+    moeoDominanceCountRankingFitnessAssignment(moeoArchive < MOEOT > & _archive, bool _nocopy=true) : comparator(paretoComparator), archive(_archive), matrix(_nocopy)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own way to compare objective vectors
+     * @param _comparator the functor used to compare objective vectors
+     * @param _nocopy boolean to move away copies
+     */
+    moeoDominanceCountRankingFitnessAssignment(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, bool _nocopy=true) : comparator(_comparator), archive(defaultArchive), matrix(_comparator, _nocopy)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own archive and your own way to compare objective vectors
+     * @param _comparator the functor used to compare objective vectors
+     * @param _archive the archive used
+     * @param _nocopy boolean to move away copies
+     */
+    moeoDominanceCountRankingFitnessAssignment(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, moeoArchive < MOEOT > & _archive, bool _nocopy=true) : comparator(_comparator), archive(_archive), matrix(_comparator, _nocopy)
+    {}
+
+
+    /**
+     * Sets the fitness values for every solution contained in the population _pop (and in the archive)
+     * @param _pop the population
+     */
+    void operator()(eoPop < MOEOT > & _pop)
+    {
+        unsigned int i= _pop.size();
+        unsigned int j= archive.size();
+        matrix(archive,_pop);
+        for (unsigned int k=0; k<j; k++)
+            archive[k].fitness(countRanking(k));
+        for (unsigned int k=j; k<i+j; k++)
+            _pop[k-j].fitness(countRanking(k));
+    }
+
+
+    /**
+     * Updates the fitness values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+        std::cout << "WARNING : updateByDeleting not implemented in moeoDominanceCountRankingFitnessAssignment" << std::endl;
+    }
+
+
+private:
+
+    /** Functor to compare two objective vectors */
+    moeoObjectiveVectorComparator < ObjectiveVector > & comparator;
+    /** Functor to compare two objective vectors according to Pareto dominance relation */
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+    /** Archive to be included in the fitness assignment process */
+    moeoArchive < MOEOT > & archive;
+    /** Default archive */
+    moeoUnboundedArchive < MOEOT > defaultArchive;
+    /** Dominance Matrix */
+    moeoDominanceMatrix <MOEOT> matrix;
+
+
+    /**
+     * @param _i index of the column
+     */
+    double countRanking(unsigned int _i)
+    {
+        double res=0;
+        for (unsigned int k=0; k<matrix.size(); k++)
+        {
+            if (matrix[k][_i])
+                res+=matrix.count(k);
+        }
+        return -res;
+    }
+
+};
+
+#endif /*MOEODOMINANCECOUNTRANKINGFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceDepthFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceDepthFitnessAssignment.h
new file mode 100644
index 000000000..7d214b66c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceDepthFitnessAssignment.h
@@ -0,0 +1,265 @@
+/*
+* <moeoDominanceDepthFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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 MOEODOMINANCEDEPTHFITNESSASSIGNMENT_H_
+#define MOEODOMINANCEDEPTHFITNESSASSIGNMENT_H_
+
+#include <vector>
+#include <eoPop.h>
+#include <comparator/moeoObjectiveObjectiveVectorComparator.h>
+#include <comparator/moeoObjectiveVectorComparator.h>
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <fitness/moeoDominanceBasedFitnessAssignment.h>
+
+
+/**
+ * Fitness assignment sheme based on Pareto-dominance count proposed in:
+ * N. Srinivas, K. Deb, "Multiobjective Optimization Using Nondominated Sorting in Genetic Algorithms", Evolutionary Computation vol. 2, no. 3, pp. 221-248 (1994)
+ * and in:
+ * K. Deb, A. Pratap, S. Agarwal, T. Meyarivan, "A Fast and Elitist Multi-Objective Genetic Algorithm: NSGA-II", IEEE Transactions on Evolutionary Computation, vol. 6, no. 2 (2002).
+ * This strategy is, for instance, used in NSGA and NSGA-II.
+ */
+template < class MOEOT >
+class moeoDominanceDepthFitnessAssignment : public moeoDominanceBasedFitnessAssignment < MOEOT >
+  {
+  public:
+
+    /** the objective vector type of the solutions */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Default ctor
+     */
+    moeoDominanceDepthFitnessAssignment() : comparator(paretoComparator)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own way to compare objective vectors
+     * @param _comparator the functor used to compare objective vectors
+     */
+    moeoDominanceDepthFitnessAssignment(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator) : comparator(_comparator)
+    {}
+
+
+    /**
+     * Sets the fitness values for every solution contained in the population _pop
+     * @param _pop the population
+     */
+    void operator()(eoPop < MOEOT > & _pop)
+    {
+      // number of objectives for the problem under consideration
+      unsigned int nObjectives = MOEOT::ObjectiveVector::nObjectives();
+      if (nObjectives == 1)
+        {
+          // one objective
+          oneObjective(_pop);
+        }
+      else if (nObjectives == 2)
+        {
+          // two objectives (the two objectives function is still to implement)
+          mObjectives(_pop);
+        }
+      else if (nObjectives > 2)
+        {
+          // more than two objectives
+          mObjectives(_pop);
+        }
+      else
+        {
+          // problem with the number of objectives
+          throw std::runtime_error("Problem with the number of objectives in moeoDominanceDepthFitnessAssignment");
+        }
+      // a higher fitness is better, so the values need to be inverted
+      double max = _pop[0].fitness();
+      for (unsigned int i=1 ; i<_pop.size() ; i++)
+        {
+          max = std::max(max, _pop[i].fitness());
+        }
+      for (unsigned int i=0 ; i<_pop.size() ; i++)
+        {
+          _pop[i].fitness(max - _pop[i].fitness());
+        }
+    }
+
+
+    /**
+     * Updates the fitness values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          // if _pop[i] is dominated by _objVec
+          if ( comparator(_pop[i].objectiveVector(), _objVec) )
+            {
+              _pop[i].fitness(_pop[i].fitness()+1);
+            }
+        }
+    }
+
+
+  private:
+
+    /** Functor to compare two objective vectors */
+    moeoObjectiveVectorComparator < ObjectiveVector > & comparator;
+    /** Functor to compare two objective vectors according to Pareto dominance relation */
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+    /** Functor allowing to compare two solutions according to their first objective value, then their second, and so on. */
+  class ObjectiveComparator : public moeoComparator < MOEOT >
+      {
+      public:
+        /**
+         * Returns true if _moeo1 < _moeo2 on the first objective, then on the second, and so on
+         * @param _moeo1 the first solution
+         * @param _moeo2 the second solution
+         */
+        const bool operator()(const MOEOT & _moeo1, const MOEOT & _moeo2)
+        {
+          return cmp(_moeo1.objectiveVector(), _moeo2.objectiveVector());
+        }
+      private:
+        /** the corresponding comparator for objective vectors */
+        moeoObjectiveObjectiveVectorComparator < ObjectiveVector > cmp;
+      }
+    objComparator;
+
+
+    /**
+     * Sets the fitness values for mono-objective problems
+     * @param _pop the population
+     */
+    void oneObjective (eoPop < MOEOT > & _pop)
+    {
+      // sorts the population in the ascending order
+      std::sort(_pop.begin(), _pop.end(), objComparator);
+      // assign fitness values
+      unsigned int rank = 1;
+      _pop[_pop.size()-1].fitness(rank);
+      for (int i=_pop.size()-2; i>=0; i--)
+        {
+          if (_pop[i].objectiveVector() != _pop[i+1].objectiveVector())
+            {
+              rank++;
+            }
+          _pop[i].fitness(rank);
+        }
+    }
+
+
+    /**
+     * Sets the fitness values for bi-objective problems with a complexity of O(n log n), where n stands for the population size
+     * @param _pop the population
+     */
+    void twoObjectives (eoPop < MOEOT > & _pop)
+    {
+      //... TO DO !
+    }
+
+
+    /**
+     * Sets the fitness values for problems with more than two objectives with a complexity of O(n² log n), where n stands for the population size
+     * @param _pop the population
+     */
+    void mObjectives (eoPop < MOEOT > & _pop)
+    {
+      // S[i] = indexes of the individuals dominated by _pop[i]
+      std::vector < std::vector<unsigned int> > S(_pop.size());
+      // n[i] = number of individuals that dominate the individual _pop[i]
+      std::vector < unsigned int > n(_pop.size(), 0);
+      // fronts: F[i] = indexes of the individuals contained in the ith front
+      std::vector < std::vector<unsigned int> > F(_pop.size()+2);
+      // used to store the number of the first front
+      F[1].reserve(_pop.size());
+      for (unsigned int p=0; p<_pop.size(); p++)
+        {
+          for (unsigned int q=0; q<_pop.size(); q++)
+            {
+              // if q is dominated by p
+              if ( comparator(_pop[q].objectiveVector(), _pop[p].objectiveVector()) )
+                {
+                  // add q to the set of solutions dominated by p
+                  S[p].push_back(q);
+                }
+              // if p is dominated by q
+              else if  ( comparator(_pop[p].objectiveVector(), _pop[q].objectiveVector()) )
+                {
+                  // increment the domination counter of p
+                  n[p]++;
+                }
+            }
+          // if no individual dominates p
+          if (n[p] == 0)
+            {
+              // p belongs to the first front
+              _pop[p].fitness(1);
+              F[1].push_back(p);
+            }
+        }
+      // front counter
+      unsigned int counter=1;
+      unsigned int p,q;
+      while (! F[counter].empty())
+        {
+          // used to store the number of the next front
+          F[counter+1].reserve(_pop.size());
+          for (unsigned int i=0; i<F[counter].size(); i++)
+            {
+              p = F[counter][i];
+              for (unsigned int j=0; j<S[p].size(); j++)
+                {
+                  q = S[p][j];
+                  n[q]--;
+                  // if no individual dominates q anymore
+                  if (n[q] == 0)
+                    {
+                      // q belongs to the next front
+                      _pop[q].fitness(counter+1);
+                      F[counter+1].push_back(q);
+                    }
+                }
+            }
+          counter++;
+        }
+    }
+
+  } ;
+
+#endif /*MOEODOMINANCEDEPTHFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceRankFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceRankFitnessAssignment.h
new file mode 100644
index 000000000..e265b94c1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDominanceRankFitnessAssignment.h
@@ -0,0 +1,149 @@
+/*
+* <moeoDominanceRankFitnessAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoDominanceRankFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+#ifndef MOEODOMINANCERANKFITNESSASSIGNEMENT_H_
+#define MOEODOMINANCERANKFITNESSASSIGNEMENT_H_
+
+#include <vector>
+#include <eoPop.h>
+#include <archive/moeoArchive.h>
+#include <archive/moeoUnboundedArchive.h>
+#include <comparator/moeoObjectiveVectorComparator.h>
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <fitness/moeoDominanceBasedFitnessAssignment.h>
+#include <utils/moeoDominanceMatrix.h>
+
+/**
+ * Fitness assignment sheme that computes how many solutions each solution is dominated by.
+ */
+template < class MOEOT >
+class moeoDominanceRankFitnessAssignment : public moeoDominanceBasedFitnessAssignment < MOEOT >
+{
+public:
+
+
+    /** the objective vector type of the solutions */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Default ctor
+     * @param _start a start value used to determine the fitness (default _start = 1.0)
+     * @param _nocopy boolean to penalize clone individuals (default = false)
+     */
+    moeoDominanceRankFitnessAssignment(double _start=1.0, bool _nocopy=true) : comparator(paretoComparator), archive(defaultArchive), start(_start), matrix(_nocopy)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own archive
+     * @param _archive an archive to be included in the fitness assignment process
+     * @param _start a start value used to determine the fitness (default _start = 1.0)
+     * @param _nocopy boolean to penalize clone individuals (default = false)
+     */
+    moeoDominanceRankFitnessAssignment(moeoArchive < MOEOT > & _archive, double _start=1.0, bool _nocopy=true) : comparator(paretoComparator), archive(_archive), start(_start), matrix(_nocopy)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own way to compare objective vectors
+     * @param _comparator the functor used to compare objective vectors
+     * @param _start a start value used to determine the fitness (default _start = 1.0)
+     * @param _nocopy boolean to penalize clone individuals (default = false)
+     */
+    moeoDominanceRankFitnessAssignment(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, double _start=1.0, bool _nocopy=true) : comparator(_comparator), archive(defaultArchive), start(_start), matrix(_comparator, _nocopy)
+    {}
+
+
+    /**
+     * Ctor where you can choose your own archive and your own way to compare objective vectors
+     * @param _comparator the functor used to compare objective vectors
+     * @param _archive an archive to be included in the fitness assignment process
+     * @param _start a start value used to determine the fitness (default _start = 1.0)
+     * @param _nocopy boolean to penalize clone individuals (default = false)
+     */
+    moeoDominanceRankFitnessAssignment(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, moeoArchive < MOEOT > & _archive, double _start=1.0, bool _nocopy=true) : comparator(_comparator), archive(_archive), start(_start), matrix(_comparator, _nocopy)
+    {}
+
+
+    /**
+     * Sets the fitness values for every solution contained in the population _pop  (and in the archive)
+     * @param _pop the population
+     */
+    void operator()(eoPop < MOEOT > & _pop)
+    {
+        unsigned int i= archive.size();
+        unsigned int j= _pop.size();
+        matrix(archive, _pop);
+        for (unsigned int k=0; k<i; k++)
+            archive[k].fitness(-(matrix.rank(k)+start));
+        for (unsigned int k=i; k<i+j; k++)
+            _pop[k-i].fitness(-(matrix.rank(k)+start));
+    }
+
+
+    /**
+     * Updates the fitness values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+        std::cout << "WARNING : updateByDeleting not implemented in moeoDominanceRankFitnessAssignment" << std::endl;
+    }
+
+
+private:
+
+    /** Functor to compare two objective vectors */
+    moeoObjectiveVectorComparator < ObjectiveVector > & comparator;
+    /** Functor to compare two objective vectors according to Pareto dominance relation */
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+    /** Archive to be included in the fitness assignment process */
+    moeoArchive < MOEOT > & archive;
+    /** Default archive */
+    moeoUnboundedArchive < MOEOT > defaultArchive;
+    /** Start value */
+    double start;
+    /** Dominance Matrix */
+    moeoDominanceMatrix < MOEOT > matrix;
+
+};
+
+#endif /*MOEODOMINANCERANKFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDummyFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDummyFitnessAssignment.h
new file mode 100644
index 000000000..be80edb57
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoDummyFitnessAssignment.h
@@ -0,0 +1,84 @@
+/*
+* <moeoDummyFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEODUMMYFITNESSASSIGNMENT_H_
+#define MOEODUMMYFITNESSASSIGNMENT_H_
+
+#include <fitness/moeoFitnessAssignment.h>
+
+/**
+ * moeoDummyFitnessAssignment is a moeoFitnessAssignment that gives the value '0' as the individual's fitness for a whole population if it is invalid.
+ */
+template < class MOEOT >
+class moeoDummyFitnessAssignment : public moeoFitnessAssignment < MOEOT >
+  {
+  public:
+
+    /** The type for objective vector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Sets the fitness to '0' for every individuals of the population _pop if it is invalid
+     * @param _pop the population
+     */
+    void operator () (eoPop < MOEOT > & _pop)
+    {
+      for (unsigned int idx = 0; idx<_pop.size (); idx++)
+        {
+          if (_pop[idx].invalidFitness())
+            {
+              // set the diversity to 0
+              _pop[idx].fitness(0.0);
+            }
+        }
+    }
+
+
+    /**
+     * Updates the fitness values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+      // nothing to do...  ;-)
+    }
+
+  };
+
+#endif /*MOEODUMMYFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoExpBinaryIndicatorBasedFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoExpBinaryIndicatorBasedFitnessAssignment.h
new file mode 100644
index 000000000..a25382f41
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoExpBinaryIndicatorBasedFitnessAssignment.h
@@ -0,0 +1,227 @@
+/*
+* <moeoExpBinaryIndicatorBasedFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOEXPBINARYINDICATORBASEDFITNESSASSIGNMENT_H_
+#define MOEOEXPBINARYINDICATORBASEDFITNESSASSIGNMENT_H_
+
+#include <math.h>
+#include <vector>
+#include <eoPop.h>
+#include <fitness/moeoBinaryIndicatorBasedFitnessAssignment.h>
+#include <metric/moeoNormalizedSolutionVsSolutionBinaryMetric.h>
+#include <utils/moeoConvertPopToObjectiveVectors.h>
+
+/**
+ * Fitness assignment sheme based on an indicator proposed in:
+ * E. Zitzler, S. Künzli, "Indicator-Based Selection in Multiobjective Search", Proc. 8th International Conference on Parallel Problem Solving from Nature (PPSN VIII), pp. 832-842, Birmingham, UK (2004).
+ * This strategy is, for instance, used in IBEA.
+ */
+template < class MOEOT >
+class moeoExpBinaryIndicatorBasedFitnessAssignment : public moeoBinaryIndicatorBasedFitnessAssignment < MOEOT >
+  {
+  public:
+
+    /** The type of objective vector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Ctor.
+     * @param _metric the quality indicator
+     * @param _kappa the scaling factor
+     */
+    moeoExpBinaryIndicatorBasedFitnessAssignment(moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & _metric, const double _kappa = 0.05) : metric(_metric), kappa(_kappa)
+    {}
+
+
+    /**
+     * Sets the fitness values for every solution contained in the population _pop
+     * @param _pop the population
+     */
+    void operator()(eoPop < MOEOT > & _pop)
+    {
+      // 1 - setting of the bounds
+      setup(_pop);
+      // 2 - computing every indicator values
+      computeValues(_pop);
+      // 3 - setting fitnesses
+      setFitnesses(_pop);
+    }
+
+
+    /**
+     * Updates the fitness values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+      std::vector < double > v;
+      v.resize(_pop.size());
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          v[i] = metric(_objVec, _pop[i].objectiveVector());
+        }
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          _pop[i].fitness( _pop[i].fitness() + exp(-v[i]/kappa) );
+        }
+    }
+
+
+    /**
+     * Updates the fitness values of the whole population _pop by taking the adding of the objective vector _objVec into account
+     * and returns the fitness value of _objVec.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    double updateByAdding(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+      std::vector < double > v;
+      // update every fitness values to take the new individual into account
+      v.resize(_pop.size());
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          v[i] = metric(_objVec, _pop[i].objectiveVector());
+        }
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          _pop[i].fitness( _pop[i].fitness() - exp(-v[i]/kappa) );
+        }
+      // compute the fitness of the new individual
+      v.clear();
+      v.resize(_pop.size());
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          v[i] = metric(_pop[i].objectiveVector(), _objVec);
+        }
+      double result = 0;
+      for (unsigned int i=0; i<v.size(); i++)
+        {
+          result -= exp(-v[i]/kappa);
+        }
+      return result;
+    }
+
+
+  protected:
+
+    /** the quality indicator */
+    moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & metric;
+    /** the scaling factor */
+    double kappa;
+    /** the computed indicator values */
+    std::vector < std::vector<double> > values;
+
+
+    /**
+     * Sets the bounds for every objective using the min and the max value for every objective vector of _pop
+     * @param _pop the population
+     */
+    void setup(const eoPop < MOEOT > & _pop)
+    {
+      double min, max;
+      for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+        {
+          min = _pop[0].objectiveVector()[i];
+          max = _pop[0].objectiveVector()[i];
+          for (unsigned int j=1; j<_pop.size(); j++)
+            {
+              min = std::min(min, _pop[j].objectiveVector()[i]);
+              max = std::max(max, _pop[j].objectiveVector()[i]);
+            }
+          // setting of the bounds for the objective i
+          metric.setup(min, max, i);
+        }
+    }
+
+
+    /**
+     * Compute every indicator value in values (values[i] = I(_v[i], _o))
+     * @param _pop the population
+     */
+    void computeValues(const eoPop < MOEOT > & _pop)
+    {
+      values.clear();
+      values.resize(_pop.size());
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          values[i].resize(_pop.size());
+          for (unsigned int j=0; j<_pop.size(); j++)
+            {
+              if (i != j)
+                {
+                  values[i][j] = metric(_pop[i].objectiveVector(), _pop[j].objectiveVector());
+                }
+            }
+        }
+    }
+
+
+    /**
+     * Sets the fitness value of the whple population
+     * @param _pop the population
+     */
+    void setFitnesses(eoPop < MOEOT > & _pop)
+    {
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          _pop[i].fitness(computeFitness(i));
+        }
+    }
+
+
+    /**
+     * Returns the fitness value of the _idx th individual of the population
+     * @param _idx the index
+     */
+    double computeFitness(const unsigned int _idx)
+    {
+      double result = 0;
+      for (unsigned int i=0; i<values.size(); i++)
+        {
+          if (i != _idx)
+            {
+              result -= exp(-values[i][_idx]/kappa);
+            }
+        }
+      return result;
+    }
+
+  };
+
+#endif /*MOEOEXPBINARYINDICATORBASEDFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoFitnessAssignment.h
new file mode 100644
index 000000000..396c46bfa
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoFitnessAssignment.h
@@ -0,0 +1,76 @@
+/*
+* <moeoFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOFITNESSASSIGNMENT_H_
+#define MOEOFITNESSASSIGNMENT_H_
+
+#include <eoFunctor.h>
+#include <eoPop.h>
+
+/**
+ * Functor that sets the fitness values of a whole population.
+ */
+template < class MOEOT >
+class moeoFitnessAssignment : public eoUF < eoPop < MOEOT > &, void >
+  {
+  public:
+
+    /** The type for objective vector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Updates the fitness values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    virtual void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec) = 0;
+
+
+    /**
+     * Updates the fitness values of the whole population _pop by taking the deletion of the individual _moeo into account.
+     * @param _pop the population
+     * @param _moeo the individual
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, MOEOT & _moeo)
+    {
+      updateByDeleting(_pop, _moeo.objectiveVector());
+    }
+
+  };
+
+#endif /*MOEOFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoIndicatorBasedFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoIndicatorBasedFitnessAssignment.h
new file mode 100644
index 000000000..23a761436
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoIndicatorBasedFitnessAssignment.h
@@ -0,0 +1,50 @@
+/*
+* <moeoIndicatorBasedFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOINDICATORBASEDFITNESSASSIGNMENT_H_
+#define MOEOINDICATORBASEDFITNESSASSIGNMENT_H_
+
+#include <fitness/moeoFitnessAssignment.h>
+
+/**
+ * moeoIndicatorBasedFitnessAssignment is a moeoFitnessAssignment for Indicator-based strategies.
+ */
+template < class MOEOT >
+class moeoIndicatorBasedFitnessAssignment : public moeoFitnessAssignment < MOEOT >
+  {};
+
+#endif /*MOEOINDICATORBASEDFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoReferencePointIndicatorBasedFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoReferencePointIndicatorBasedFitnessAssignment.h
new file mode 100755
index 000000000..6fb4470d2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoReferencePointIndicatorBasedFitnessAssignment.h
@@ -0,0 +1,134 @@
+/*
+* <moeoReferencePointIndicatorBasedFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOREFERENCEPOINTINDICATORBASEDFITNESSASSIGNMENT_H_
+#define MOEOREFERENCEPOINTINDICATORBASEDFITNESSASSIGNMENT_H_
+
+#include <math.h>
+#include <eoPop.h>
+#include <fitness/moeoFitnessAssignment.h>
+#include <metric/moeoNormalizedSolutionVsSolutionBinaryMetric.h>
+
+/**
+ * Fitness assignment sheme based a Reference Point and a Quality Indicator.
+ */
+template < class MOEOT >
+class moeoReferencePointIndicatorBasedFitnessAssignment : public moeoFitnessAssignment < MOEOT >
+  {
+  public:
+
+    /** The type of objective vector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+    /**
+     * Ctor
+     * @param _refPoint the reference point
+     * @param _metric the quality indicator
+     */
+    moeoReferencePointIndicatorBasedFitnessAssignment (ObjectiveVector & _refPoint, moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & _metric) :
+        refPoint(_refPoint), metric(_metric)
+    {}
+
+
+    /**
+     * Sets the fitness values for every solution contained in the population _pop
+     * @param _pop the population
+     */
+    void operator()(eoPop < MOEOT > & _pop)
+    {
+      // 1 - setting of the bounds
+      setup(_pop);
+      // 2 - setting fitnesses
+      setFitnesses(_pop);
+    }
+
+
+    /**
+     * Updates the fitness values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+      // nothing to do  ;-)
+    }
+
+
+  protected:
+
+    /** the reference point */
+    ObjectiveVector & refPoint;
+    /** the quality indicator */
+    moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > & metric;
+
+
+    /**
+     * Sets the bounds for every objective using the min and the max value for every objective vector of _pop (and the reference point)
+     * @param _pop the population
+     */
+    void setup(const eoPop < MOEOT > & _pop)
+    {
+      double min, max;
+      for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+        {
+          min = refPoint[i];
+          max = refPoint[i];
+          for (unsigned int j=0; j<_pop.size(); j++)
+            {
+              min = std::min(min, _pop[j].objectiveVector()[i]);
+              max = std::max(max, _pop[j].objectiveVector()[i]);
+            }
+          // setting of the bounds for the objective i
+          metric.setup(min, max, i);
+        }
+    }
+
+    /**
+     * Sets the fitness of every individual contained in the population _pop
+     * @param _pop the population
+     */
+    void setFitnesses(eoPop < MOEOT > & _pop)
+    {
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          _pop[i].fitness(- metric(_pop[i].objectiveVector(), refPoint) );
+        }
+    }
+
+  };
+
+#endif /*MOEOREFERENCEPOINTINDICATORBASEDFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoScalarFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoScalarFitnessAssignment.h
new file mode 100644
index 000000000..1cbbd56d9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoScalarFitnessAssignment.h
@@ -0,0 +1,50 @@
+/*
+* <moeoScalarFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOSCALARFITNESSASSIGNMENT_H_
+#define MOEOSCALARFITNESSASSIGNMENT_H_
+
+#include <fitness/moeoFitnessAssignment.h>
+
+/**
+ * moeoScalarFitnessAssignment is a moeoFitnessAssignment for scalar strategies.
+ */
+template < class MOEOT >
+class moeoScalarFitnessAssignment : public moeoFitnessAssignment < MOEOT >
+  {};
+
+#endif /*MOEOSCALARFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoSingleObjectivization.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoSingleObjectivization.h
new file mode 100644
index 000000000..f3ecbba06
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoSingleObjectivization.h
@@ -0,0 +1,67 @@
+/*
+* <moeoSingleObjectivization.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2009
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* François Legillon 
+*
+* 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 MOEOSINGLEOBJECTIVIZATION_H_
+#define MOEOSINGLEOBJECTIVIZATION_H_
+
+#include <fitness/moeoFitnessAssignment.h>
+#include <eoEvalFunc.h>
+/**
+ * Class to adapt multiobjective problems to single objective algorithms
+ */
+template < class MOEOT >
+class moeoSingleObjectivization : public moeoFitnessAssignment < MOEOT > , public eoEvalFunc < MOEOT >
+  {
+  public:
+
+    /**
+     * herited from moeoFitnessAssignment 
+     * @param _pop the population
+     */
+    virtual void operator () (eoPop < MOEOT > & _pop)=0;
+
+    /**
+      herited from eoEvalFunc      
+      @param _moeot
+     */
+    virtual void operator() (MOEOT & _moeot)=0;
+
+    virtual typename MOEOT::Fitness operator() (const typename MOEOT::ObjectiveVector & _obj)=0;
+	    
+  };
+
+#endif /*MOEOSINGLEOBJECTIVIZATION_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoUnaryIndicatorBasedFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoUnaryIndicatorBasedFitnessAssignment.h
new file mode 100644
index 000000000..119ea37a8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/fitness/moeoUnaryIndicatorBasedFitnessAssignment.h
@@ -0,0 +1,50 @@
+/*
+* <moeoUnaryIndicatorBasedFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOUNARYINDICATORBASEDFITNESSASSIGNMENT_H_
+#define MOEOUNARYINDICATORBASEDFITNESSASSIGNMENT_H_
+
+#include <fitness/moeoIndicatorBasedFitnessAssignment.h>
+
+/**
+ * moeoIndicatorBasedFitnessAssignment for unary indicators.
+ */
+template < class MOEOT >
+class moeoUnaryIndicatorBasedFitnessAssignment : public moeoIndicatorBasedFitnessAssignment < MOEOT >
+  {};
+
+#endif /*MOEOINDICATORBASEDFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/hybridization/moeoDMLSGenUpdater.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/hybridization/moeoDMLSGenUpdater.h
new file mode 100644
index 000000000..c318f76ca
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/hybridization/moeoDMLSGenUpdater.h
@@ -0,0 +1,150 @@
+/*
+* <moeoDMLSGenUpdater.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEODMLSGENUPDATER_H
+#define _MOEODMLSGENUPDATER_H
+
+#include <eoGenContinue.h>
+#include <eoEvalFunc.h>
+#include <archive/moeoArchive.h>
+#include <archive/moeoUnboundedArchive.h>
+#include <explorer/moeoPopNeighborhoodExplorer.h>
+#include <selection/moeoUnvisitedSelect.h>
+#include <algo/moeoUnifiedDominanceBasedLS.h>
+
+/** updater allowing hybridization with a dmls at checkpointing*/
+template < class Neighbor >
+class moeoDMLSGenUpdater : public eoUpdater
+{
+
+	typedef typename Neighbor::EOT MOEOT;
+
+	public :
+	/** Ctor with a dmls.
+	 * @param _dmls the dmls use for the hybridization (!!! Special care is needed when choosing the continuator of the dmls !!!)
+	 * @param _dmlsArchive an archive (used to instantiate the dmls)
+	 * @param _globalArchive the same archive used in the other algorithm
+	 * @param _continuator is a Generational Continuator which allow to run dmls on the global archive each X generation(s)
+		 * @param _verbose verbose mode
+	 */
+    moeoDMLSGenUpdater(moeoUnifiedDominanceBasedLS <Neighbor> & _dmls,
+    		moeoArchive < MOEOT > & _dmlsArchive,
+    		moeoArchive < MOEOT > & _globalArchive,
+    		eoGenContinue < MOEOT > & _continuator,
+    		bool _verbose = true):
+    			defaultContinuator(0), dmlsArchive(_dmlsArchive), dmls(_dmls), globalArchive(_globalArchive), continuator(_continuator), verbose(_verbose){}
+
+	/** Ctor with a dmls.
+	 * @param _eval a evaluation function (used to instantiate the dmls)
+	 * @param _explorer a neighborhood explorer (used to instantiate the dmls)
+	 * @param _select a selector of unvisited individuals of a population (used to instantiate the dmls)
+	 * @param _globalArchive the same archive used in the other algorithm
+	 * @param _continuator is a Generational Continuator which allow to run dmls on the global archive each X generation(s)
+	 * @param _step (default=1) is the number of Generation of dmls (used to instantiate the defaultContinuator for the dmls)
+	 * @param _verbose verbose mode
+	 */
+    moeoDMLSGenUpdater(eoEvalFunc < MOEOT > & _eval,
+            moeoPopNeighborhoodExplorer < Neighbor > & _explorer,
+            moeoUnvisitedSelect < MOEOT > & _select,
+    		moeoArchive < MOEOT > & _globalArchive,
+    		eoGenContinue < MOEOT > & _continuator,
+    		unsigned int _step=1,
+    		bool _verbose = true):
+    			defaultContinuator(_step), dmlsArchive(defaultArchive), dmls(defaultContinuator, _eval, defaultArchive, _explorer, _select), globalArchive(_globalArchive), continuator(_continuator), verbose(_verbose){}
+
+    /** Ctor with a dmls.
+	 * @param _eval a evaluation function (used to instantiate the dmls)
+	 * @param _dmlsArchive an archive (used to instantiate the dmls)
+	 * @param _explorer a neighborhood explorer (used to instantiate the dmls)
+	 * @param _select a selector of unvisited individuals of a population (used to instantiate the dmls)
+	 * @param _globalArchive the same archive used in the other algorithm
+	 * @param _continuator is a Generational Continuator which allow to run dmls on the global archive each X generation(s)
+	 * @param _step (default=1) is the number of Generation of dmls (used to instantiate the defaultContinuator for the dmls)
+	 * @param _verbose verbose mode
+	 */
+	moeoDMLSGenUpdater(eoEvalFunc < MOEOT > & _eval,
+			moeoArchive < MOEOT > & _dmlsArchive,
+			moeoPopNeighborhoodExplorer < Neighbor > & _explorer,
+			moeoUnvisitedSelect < MOEOT > & _select,
+			moeoArchive < MOEOT > & _globalArchive,
+			eoGenContinue < MOEOT > & _continuator,
+			unsigned int _step=1,
+			bool _verbose = true):
+				defaultContinuator(_step), dmlsArchive(_dmlsArchive), dmls(defaultContinuator, _eval, _dmlsArchive, _explorer, _select), globalArchive(_globalArchive), continuator(_continuator), verbose(_verbose){}
+
+  /** functor which allow to run the dmls*/
+    virtual void operator()()
+    {
+    	if(!continuator(globalArchive)){
+    		if(verbose)
+				std::cout << std::endl << "moeoDMLSGenUpdater: dmls start" << std::endl;
+			dmls(globalArchive);
+			globalArchive(dmlsArchive);
+    		if(verbose)
+				std::cout << "moeoDMLSGenUpdater: dmls stop" << std::endl;
+			defaultContinuator.totalGenerations(defaultContinuator.totalGenerations());
+    		if(verbose)
+				std::cout << "the other algorithm  restart for " << continuator.totalGenerations() << " generation(s)" << std::endl << std::endl;
+			continuator.totalGenerations(continuator.totalGenerations());
+    	}
+    }
+
+    /**
+     * @return the class name
+     */
+  virtual std::string className(void) const { return "moeoDMLSGenUpdater"; }
+
+private:
+	/** defaultContinuator used for the dmls */
+	eoGenContinue < MOEOT > defaultContinuator;
+	/** dmls archive */
+	moeoArchive < MOEOT > & dmlsArchive;
+	/** default archive used for the dmls */
+	moeoUnboundedArchive < MOEOT > defaultArchive;
+	/** the dmls */
+	moeoUnifiedDominanceBasedLS <Neighbor> dmls;
+	/** the global archive */
+	moeoArchive < MOEOT > & globalArchive;
+	/** continuator used to run the dmls each X generation(s) */
+	eoGenContinue < MOEOT > & continuator;
+	/** verbose mode */
+	bool verbose;
+};
+
+
+#endif /*_MOEODMLSGENUPDATER_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/hybridization/moeoDMLSMonOp.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/hybridization/moeoDMLSMonOp.h
new file mode 100644
index 000000000..a9c52d4c8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/hybridization/moeoDMLSMonOp.h
@@ -0,0 +1,134 @@
+/*
+* <moeoDMLSMonOp.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEODMLSMONOP_H
+#define _MOEODMLSMONOP_H
+
+#include <eoGenContinue.h>
+#include <utils/eoRNG.h>
+#include <eoEvalFunc.h>
+#include <archive/moeoArchive.h>
+#include <archive/moeoUnboundedArchive.h>
+#include <explorer/moeoPopNeighborhoodExplorer.h>
+#include <selection/moeoUnvisitedSelect.h>
+#include <algo/moeoUnifiedDominanceBasedLS.h>
+
+/** eoMonOp allowing hybridization with a dmls at mutation */
+template < class Neighbor >
+class moeoDMLSMonOp : public eoMonOp < typename Neighbor::EOT >
+{
+
+	typedef typename Neighbor::EOT MOEOT;
+
+	public :
+	/** Ctor with a dmls.
+	 * @param _dmls the dmls use for the hybridization (!!! Special care is needed when choosing the continuator of the dmls !!!)
+	 * @param _dmlsArchive an archive (used to instantiate the dmls)
+	 * @param _verbose verbose mode
+	 */
+    moeoDMLSMonOp(moeoUnifiedDominanceBasedLS <Neighbor> & _dmls,
+    		moeoArchive < MOEOT > & _dmlsArchive,
+    		bool _verbose = true):
+    			defaultContinuator(0), dmlsArchive(_dmlsArchive), dmls(_dmls), verbose(_verbose)	{}
+
+	/** Ctor with a dmls.
+	 * @param _eval a evaluation function (used to instantiate the dmls)
+	 * @param _explorer a neighborhood explorer (used to instantiate the dmls)
+	 * @param _select a selector of unvisited individuals of a population (used to instantiate the dmls)
+	 * @param _step (default=1) is the number of Generation of dmls (used to instantiate the defaultContinuator for the dmls)
+	 * @param _verbose verbose mode
+	 */
+    moeoDMLSMonOp(eoEvalFunc < MOEOT > & _eval,
+            moeoPopNeighborhoodExplorer < Neighbor > & _explorer,
+            moeoUnvisitedSelect < MOEOT > & _select,
+    		unsigned int _step=1,
+    		bool _verbose = true):
+    			defaultContinuator(_step), dmlsArchive(defaultArchive), dmls(defaultContinuator, _eval, defaultArchive, _explorer, _select), verbose(_verbose){}
+
+    /** Ctor with a dmls.
+	 * @param _eval a evaluation function (used to instantiate the dmls)
+	 * @param _dmlsArchive an archive (used to instantiate the dmls)
+	 * @param _explorer a neighborhood explorer (used to instantiate the dmls)
+	 * @param _select a selector of unvisited individuals of a population (used to instantiate the dmls)
+	 * @param _step (default=1) is the number of Generation of dmls (used to instantiate the defaultContinuator for the dmls)
+	 * @param _verbose verbose mode
+	 */
+	moeoDMLSMonOp(eoEvalFunc < MOEOT > & _eval,
+			moeoArchive < MOEOT > & _dmlsArchive,
+			moeoPopNeighborhoodExplorer < Neighbor > & _explorer,
+			moeoUnvisitedSelect < MOEOT > & _select,
+			unsigned int _step=1,
+			bool _verbose = true):
+				defaultContinuator(_step), dmlsArchive(_dmlsArchive), dmls(defaultContinuator, _eval, _dmlsArchive, _explorer, _select), verbose(_verbose){}
+
+  /** functor which allow to run the dmls on a MOEOT and return one of the resulting archive*/
+    bool operator()( MOEOT & _moeo)
+    {
+    	if(verbose)
+    		std::cout << std::endl << "moeoDMLSMonOp: dmls start" << std::endl;
+    	unsigned int tmp;
+		eoPop < MOEOT> pop;
+		pop.push_back(_moeo);
+    	dmls(pop);
+		tmp = rng.random(dmlsArchive.size());
+		_moeo = dmlsArchive[tmp];
+		defaultContinuator.totalGenerations(defaultContinuator.totalGenerations());
+    	if(verbose)
+    		std::cout << "moeoDMLSMonOp: dmls stop" << std::endl << std::endl;
+		return false;
+    }
+
+    /**
+     * @return the class name
+     */
+  virtual std::string className(void) const { return "moeoDMLSMonOp"; }
+
+private:
+	/** defaultContinuator used for the dmls */
+	eoGenContinue < MOEOT > defaultContinuator;
+	/** dmls archive */
+	moeoArchive < MOEOT > & dmlsArchive;
+	/** default archive used for the dmls */
+	moeoUnboundedArchive < MOEOT > defaultArchive;
+	/** the dmls */
+	moeoUnifiedDominanceBasedLS <Neighbor> dmls;
+	/** verbose mode */
+	bool verbose;
+};
+
+#endif /*_MOEODMLSMONOP_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoAdditiveEpsilonBinaryMetric.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoAdditiveEpsilonBinaryMetric.h
new file mode 100644
index 000000000..8dacc9d7c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoAdditiveEpsilonBinaryMetric.h
@@ -0,0 +1,109 @@
+/*
+* <moeoAdditiveEpsilonBinaryMetric.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOADDITIVEEPSILONBINARYMETRIC_H_
+#define MOEOADDITIVEEPSILONBINARYMETRIC_H_
+
+#include <metric/moeoNormalizedSolutionVsSolutionBinaryMetric.h>
+
+/**
+ * Additive epsilon binary metric allowing to compare two objective vectors as proposed in
+ * Zitzler E., Thiele L., Laumanns M., Fonseca C. M., Grunert da Fonseca V.:
+ * Performance Assessment of Multiobjective Optimizers: An Analysis and Review. IEEE Transactions on Evolutionary Computation 7(2), pp.117–132 (2003).
+ */
+template < class ObjectiveVector >
+class moeoAdditiveEpsilonBinaryMetric : public moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double >
+  {
+  public:
+
+    /**
+     * Returns the minimal distance by which the objective vector _o1 must be translated in all objectives 
+     * so that it weakly dominates the objective vector _o2	
+     * @warning don't forget to set the bounds for every objective before the call of this function
+     * @param _o1 the first objective vector
+     * @param _o2 the second objective vector
+     */
+    double operator()(const ObjectiveVector & _o1, const ObjectiveVector & _o2)
+    {
+      // computation of the epsilon value for the first objective
+      double result = epsilon(_o1, _o2, 0);
+      // computation of the epsilon value for the other objectives
+      double tmp;
+      for (unsigned int i=1; i<ObjectiveVector::Traits::nObjectives(); i++)
+        {
+          tmp = epsilon(_o1, _o2, i);
+          result = std::max(result, tmp);
+        }
+      // returns the maximum epsilon value
+      return result;
+    }
+
+
+  private:
+
+    /** the bounds for every objective */
+    using moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > :: bounds;
+
+
+    /**
+     * Returns the epsilon value by which the objective vector _o1 must be translated in the objective _obj 
+     * so that it dominates the objective vector _o2
+     * @param _o1 the first objective vector
+     * @param _o2 the second objective vector
+     * @param _obj the index of the objective
+     */
+    double epsilon(const ObjectiveVector & _o1, const ObjectiveVector & _o2, const unsigned int _obj)
+    {
+      double result;
+      // if the objective _obj have to be minimized
+      if (ObjectiveVector::Traits::minimizing(_obj))
+        {
+          // _o1[_obj] - _o2[_obj]
+          result = ( (_o1[_obj] - bounds[_obj].minimum()) / bounds[_obj].range() ) - ( (_o2[_obj] - bounds[_obj].minimum()) / bounds[_obj].range() );
+        }
+      // if the objective _obj have to be maximized
+      else
+        {
+          // _o2[_obj] - _o1[_obj]
+          result = ( (_o2[_obj] - bounds[_obj].minimum()) / bounds[_obj].range() ) - ( (_o1[_obj] - bounds[_obj].minimum()) / bounds[_obj].range() );
+        }
+      return result;
+    }
+
+  };
+
+#endif /*MOEOADDITIVEEPSILONBINARYMETRIC_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoContributionMetric.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoContributionMetric.h
new file mode 100644
index 000000000..f8df458da
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoContributionMetric.h
@@ -0,0 +1,138 @@
+/*
+* <moeoContributionMetric.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOCONTRIBUTIONMETRIC_H_
+#define MOEOCONTRIBUTIONMETRIC_H_
+
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <metric/moeoMetric.h>
+
+/**
+ * The contribution metric evaluates the proportion of non-dominated solutions given by a Pareto set relatively to another Pareto set
+ * (Meunier, Talbi, Reininger: 'A multiobjective genetic algorithm for radio network optimization', in Proc. of the 2000 Congress on Evolutionary Computation, IEEE Press, pp. 317-324)
+ */
+template < class ObjectiveVector >
+class moeoContributionMetric : public moeoVectorVsVectorBinaryMetric < ObjectiveVector, double >
+  {
+  public:
+
+    /**
+     * Returns the contribution of the Pareto set '_set1' relatively to the Pareto set '_set2'
+     * @param _set1 the first Pareto set
+     * @param _set2 the second Pareto set
+     */
+    double operator()(const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2)
+    {
+      unsigned int c  = card_C(_set1, _set2);
+      unsigned int w1 = card_W(_set1, _set2);
+      unsigned int n1 = card_N(_set1, _set2);
+      unsigned int w2 = card_W(_set2, _set1);
+      unsigned int n2 = card_N(_set2, _set1);
+      return (double) (c / 2.0 + w1 + n1) / (c + w1 + n1 + w2 + n2);
+    }
+
+
+  private:
+
+    /** Functor to compare two objective vectors according to Pareto dominance relation */
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+
+
+    /**
+     * Returns the number of solutions both in '_set1' and '_set2'
+     * @param _set1 the first Pareto set
+     * @param _set2 the second Pareto set
+     */
+    unsigned int card_C (const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2)
+    {
+      unsigned int c=0;
+      for (unsigned int i=0; i<_set1.size(); i++)
+        for (unsigned int j=0; j<_set2.size(); j++)
+          if (_set1[i] == _set2[j])
+            {
+              c++;
+              break;
+            }
+      return c;
+    }
+
+
+    /**
+     * Returns the number of solutions in '_set1' dominating at least one solution of '_set2'
+     * @param _set1 the first Pareto set
+     * @param _set2 the second Pareto set
+     */
+    unsigned int card_W (const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2)
+    {
+      unsigned int w=0;
+      for (unsigned int i=0; i<_set1.size(); i++)
+        for (unsigned int j=0; j<_set2.size(); j++)
+          if (paretoComparator(_set2[j], _set1[i]))
+            {
+              w++;
+              break;
+            }
+      return w;
+    }
+
+
+    /**
+     * Returns the number of solutions in '_set1' having no relation of dominance with those from '_set2'
+     * @param _set1 the first Pareto set
+     * @param _set2 the second Pareto set
+     */
+    unsigned int card_N (const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2)
+    {
+      unsigned int n=0;
+      for (unsigned int i=0; i<_set1.size(); i++)
+        {
+          bool domin_rel = false;
+          for (unsigned int j=0; j<_set2.size(); j++)
+            if ( (paretoComparator(_set2[j], _set1[i])) || (paretoComparator(_set1[i], _set2[j])) )
+              {
+                domin_rel = true;
+                break;
+              }
+          if (! domin_rel)
+            n++;
+        }
+      return n;
+    }
+
+  };
+
+#endif /*MOEOCONTRIBUTIONMETRIC_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoDistanceMetric.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoDistanceMetric.h
new file mode 100644
index 000000000..13c642acd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoDistanceMetric.h
@@ -0,0 +1,86 @@
+/*
+ * <moeoDistanceMetric.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2007
+ *
+ * Jeremie Humeau
+ * Arnaud Liefooghe
+ * François Legillon
+ *
+ * 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 MOEODISTANCEMETRIC_H_
+#define MOEODISTANCEMETRIC_H_
+
+#include <cmath>
+#include <distance/moeoObjSpaceDistance.h>
+
+/**
+  Adapter to use Distances as a metric
+  */
+template < class MOEOT>
+class moeoDistanceMetric : public moeoUnaryMetric < typename MOEOT::ObjectiveVector , typename MOEOT::Fitness >
+{
+	public:
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+
+		/**
+		  constructor with a normalizer
+		  @param _distance the distance
+		  @param _referencePoint the point from which we evaluate the distance
+		  @param _normalizer the normalizer
+		 */
+		moeoDistanceMetric(moeoObjSpaceDistance<MOEOT> &_distance, const ObjectiveVector &_referencePoint,moeoObjectiveVectorNormalizer<MOEOT>& _normalizer): distance(_distance), reference(_referencePoint),normalizer(_normalizer){}
+
+		/**
+		  constructor with a dummy normalizer
+		  @param _distance the distance
+		  @param _referencePoint the point from which we evaluate the distance
+		 */
+		moeoDistanceMetric(moeoObjSpaceDistance<MOEOT> &_distance, const ObjectiveVector &_referencePoint): distance(_distance), reference(_referencePoint),normalizer(defaultNormalizer){}
+
+		/**
+		  fonction which apply the metric to calculate a fitness
+		  @param _obj the point to evaluate
+		  @return the fitness conrresponding to the distance
+		  */
+		Fitness operator()(ObjectiveVector _obj){
+			return distance(normalizer(reference), normalizer(_obj));
+		}
+
+	private:
+		moeoObjSpaceDistance<MOEOT>& distance;
+		const ObjectiveVector& reference;
+		moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
+		moeoObjectiveVectorNormalizer<MOEOT>& normalizer;
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoEntropyMetric.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoEntropyMetric.h
new file mode 100644
index 000000000..012e99d9e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoEntropyMetric.h
@@ -0,0 +1,223 @@
+/*
+* <moeoEntropyMetric.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOENTROPYMETRIC_H_
+#define MOEOENTROPYMETRIC_H_
+
+#include <vector>
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <metric/moeoMetric.h>
+
+/**
+ * The entropy gives an idea of the diversity of a Pareto set relatively to another
+ * (Basseur, Seynhaeve, Talbi: 'Design of Multi-objective Evolutionary Algorithms: Application to the Flow-shop Scheduling Problem', in Proc. of the 2002 Congress on Evolutionary Computation, IEEE Press, pp. 1155-1156)
+ */
+template < class ObjectiveVector >
+class moeoEntropyMetric : public moeoVectorVsVectorBinaryMetric < ObjectiveVector, double >
+  {
+  public:
+
+    /**
+     * Returns the entropy of the Pareto set '_set1' relatively to the Pareto set '_set2'
+     * @param _set1 the first Pareto set
+     * @param _set2 the second Pareto set
+     */
+    double operator()(const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2)
+    {
+      // normalization
+      std::vector< ObjectiveVector > set1 = _set1;
+      std::vector< ObjectiveVector > set2= _set2;
+      removeDominated (set1);
+      removeDominated (set2);
+      prenormalize (set1);
+      normalize (set1);
+      normalize (set2);
+
+      // making of PO*
+      std::vector< ObjectiveVector > star; // rotf :-)
+      computeUnion (set1, set2, star);
+      removeDominated (star);
+
+      // making of PO1 U PO*
+      std::vector< ObjectiveVector > union_set1_star; // rotf again ...
+      computeUnion (set1, star, union_set1_star);
+
+      unsigned int C = union_set1_star.size();
+      float omega=0;
+      float entropy=0;
+
+      for (unsigned int i=0 ; i<C ; i++)
+        {
+          unsigned int N_i = howManyInNicheOf (union_set1_star, union_set1_star[i], star.size());
+          unsigned int n_i = howManyInNicheOf (set1, union_set1_star[i], star.size());
+          if (n_i > 0)
+            {
+              omega += 1.0 / N_i;
+              entropy += (float) n_i / (N_i * C) * log (((float) n_i / C) / log (2.0));
+            }
+        }
+      entropy /= - log (omega);
+      entropy *= log (2.0);
+      return entropy;
+    }
+
+
+  private:
+
+    /** vector of min values */
+    std::vector<double> vect_min_val;
+    /** vector of max values */
+    std::vector<double> vect_max_val;
+    /** Functor to compare two objective vectors according to Pareto dominance relation */
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+
+
+    /**
+     * Removes the dominated individuals contained in _f
+     * @param _f a Pareto set
+     */
+    void removeDominated(std::vector < ObjectiveVector > & _f)
+    {
+      for (unsigned int i=0 ; i<_f.size(); i++)
+        {
+          bool dom = false;
+          for (unsigned int j=0; j<_f.size(); j++)
+            if (i != j && paretoComparator(_f[i],_f[j]))
+              {
+                dom = true;
+                break;
+              }
+          if (dom)
+            {
+              _f[i] = _f.back();
+              _f.pop_back();
+              i--;
+            }
+        }
+    }
+
+
+    /**
+     * Prenormalization
+     * @param _f a Pareto set
+     */
+    void prenormalize (const std::vector< ObjectiveVector > & _f)
+    {
+      vect_min_val.clear();
+      vect_max_val.clear();
+
+      for (unsigned int i=0 ; i<ObjectiveVector::nObjectives(); i++)
+        {
+          float min_val = _f.front()[i], max_val = min_val;
+          for (unsigned int j=1 ; j<_f.size(); j++)
+            {
+              if (_f[j][i] < min_val)
+                min_val = _f[j][i];
+              if (_f[j][i]>max_val)
+                max_val = _f[j][i];
+            }
+          vect_min_val.push_back(min_val);
+          vect_max_val.push_back (max_val);
+        }
+    }
+
+
+    /**
+     * Normalization
+     * @param _f a Pareto set
+     */
+    void normalize (std::vector< ObjectiveVector > & _f)
+    {
+      for (unsigned int i=0 ; i<ObjectiveVector::nObjectives(); i++)
+        for (unsigned int j=0; j<_f.size(); j++)
+          _f[j][i] = (_f[j][i] - vect_min_val[i]) / (vect_max_val[i] - vect_min_val[i]);
+    }
+
+
+    /**
+     * Computation of the union of _f1 and _f2 in _f
+     * @param _f1 the first Pareto set
+     * @param _f2 the second Pareto set
+     * @param _f the final Pareto set
+     */
+    void computeUnion(const std::vector< ObjectiveVector > & _f1, const std::vector< ObjectiveVector > & _f2, std::vector< ObjectiveVector > & _f)
+    {
+      _f = _f1 ;
+      for (unsigned int i=0; i<_f2.size(); i++)
+        {
+          bool b = false;
+          for (unsigned int j=0; j<_f1.size(); j ++)
+            if (_f1[j] == _f2[i])
+              {
+                b = true;
+                break;
+              }
+          if (! b)
+            _f.push_back(_f2[i]);
+        }
+    }
+
+
+    /**
+     * How many in niche
+     */
+    unsigned int howManyInNicheOf (const std::vector< ObjectiveVector > & _f, const ObjectiveVector & _s, unsigned int _size)
+    {
+      unsigned int n=0;
+      for (unsigned int i=0 ; i<_f.size(); i++)
+        {
+          if (euclidianDistance(_f[i], _s) < (_s.size() / (double) _size))
+            n++;
+        }
+      return n;
+    }
+
+
+    /**
+     * Euclidian distance
+     */
+    double euclidianDistance (const ObjectiveVector & _set1, const ObjectiveVector & _to, unsigned int _deg = 2)
+    {
+      double dist=0;
+      for (unsigned int i=0; i<_set1.size(); i++)
+        dist += pow(fabs(_set1[i] - _to[i]), (int)_deg);
+      return pow(dist, 1.0 / _deg);
+    }
+
+  };
+
+#endif /*MOEOENTROPYMETRIC_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoHyperVolumeDifferenceMetric.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoHyperVolumeDifferenceMetric.h
new file mode 100644
index 000000000..3e222e21b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoHyperVolumeDifferenceMetric.h
@@ -0,0 +1,176 @@
+/*
+* <moeoHyperVolumeDifferenceMetric.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Jeremie Humeau
+* Arnaud Liefooghe
+*
+* 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 MOEOHYPERVOLUMEDIFFERENCEMETRIC_H_
+#define MOEOHYPERVOLUMEDIFFERENCEMETRIC_H_
+
+#include <metric/moeoMetric.h>
+#include <metric/moeoHyperVolumeMetric.h>
+
+/**
+ * The contribution metric evaluates the proportion of non-dominated solutions given by a Pareto set relatively to another Pareto set
+ * (Meunier, Talbi, Reininger: 'A multiobjective genetic algorithm for radio network optimization', in Proc. of the 2000 Congress on Evolutionary Computation, IEEE Press, pp. 317-324)
+ */
+template < class ObjectiveVector >
+class moeoHyperVolumeDifferenceMetric : public moeoVectorVsVectorBinaryMetric < ObjectiveVector, double >
+  {
+	public:
+
+    /**
+     * Constructor with a coefficient (rho)
+     * @param _normalize allow to normalize data (default true)
+     * @param _rho coefficient to determine the reference point.
+     */
+    moeoHyperVolumeDifferenceMetric(bool _normalize=true, double _rho=1.1): normalize(_normalize), rho(_rho), ref_point(NULL){
+        bounds.resize(ObjectiveVector::Traits::nObjectives());
+        // initialize bounds in case someone does not want to use them
+        for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+        {
+            bounds[i] = eoRealInterval(0,1);
+        }
+    }
+
+    /**
+     * Constructor with a reference point
+     * @param _normalize allow to normalize data (default true)
+     * @param _ref_point the reference point
+     */
+    moeoHyperVolumeDifferenceMetric(bool _normalize=true, ObjectiveVector& _ref_point=NULL): normalize(_normalize), rho(0.0), ref_point(_ref_point){
+        bounds.resize(ObjectiveVector::Traits::nObjectives());
+        // initialize bounds in case someone does not want to use them
+        for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+        {
+            bounds[i] = eoRealInterval(0,1);
+        }
+    }
+
+    /**
+     * calculates and returns the HyperVolume value of a pareto front
+     * @param _set1 the vector contains all objective Vector of the first pareto front
+     * @param _set2 the vector contains all objective Vector of the second pareto front
+     */
+    double operator()(const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2)
+    {
+    	double hypervolume_set1;
+    	double hypervolume_set2;
+
+    	if(rho >= 1.0){
+		//determine bounds
+		setup(_set1, _set2);
+		//determine reference point
+   		for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++){
+   			if(normalize){
+   				if (ObjectiveVector::Traits::minimizing(i))
+   					ref_point[i]= rho;
+   				else
+   					ref_point[i]= 1-rho;
+   			}
+   			else{
+   				if (ObjectiveVector::Traits::minimizing(i))
+   					ref_point[i]= bounds[i].maximum() * rho;
+   				else
+   					ref_point[i]= bounds[i].maximum() * (1-rho);
+   			}
+    	}
+    	//if no normalization, reinit bounds to O..1 for
+    	if(!normalize)
+     		for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+        		bounds[i] = eoRealInterval(0,1);
+
+    	}
+    	else if(normalize)
+    		setup(_set1, _set2);
+
+	   	moeoHyperVolumeMetric <ObjectiveVector> unaryMetric(ref_point, bounds);
+	   	hypervolume_set1 = unaryMetric(_set1);
+	   	hypervolume_set2 = unaryMetric(_set2);
+
+    	return hypervolume_set1 - hypervolume_set2;
+    }
+
+    /**
+     * getter on bounds
+     * @return bounds
+     */
+    std::vector < eoRealInterval > getBounds(){
+        return bounds;
+    }
+
+    /**
+     * method caclulate bounds for the normalization
+     * @param _set1 the vector contains all objective Vector of the first pareto front
+     * @param _set2 the vector contains all objective Vector of the second pareto front
+     */
+    void setup(const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2){
+    	if(_set1.size() < 1 || _set2.size() < 1)
+    		throw("Error in moeoHyperVolumeUnaryMetric::setup -> argument1: vector<ObjectiveVector> size must be greater than 0");
+    	else{
+	        double min, max;
+	        unsigned int nbObj=ObjectiveVector::Traits::nObjectives();
+	        bounds.resize(nbObj);
+	        for (unsigned int i=0; i<nbObj; i++){
+	            min = _set1[0][i];
+	            max = _set1[0][i];
+	            for (unsigned int j=1; j<_set1.size(); j++){
+	                min = std::min(min, _set1[j][i]);
+	                max = std::max(max, _set1[j][i]);
+	            }
+	            for (unsigned int j=0; j<_set2.size(); j++){
+	                min = std::min(min, _set2[j][i]);
+	                max = std::max(max, _set2[j][i]);
+	            }
+	            bounds[i] = eoRealInterval(min, max);
+	        }
+    	}
+    }
+
+  	private:
+
+    /*boolean indicates if data must be normalized or not*/
+    bool normalize;
+
+    double rho;
+
+    /*vectors contains bounds for normalization*/
+    std::vector < eoRealInterval > bounds;
+
+    ObjectiveVector ref_point;
+
+  };
+
+#endif /*MOEOHYPERVOLUMEMETRIC_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoHyperVolumeMetric.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoHyperVolumeMetric.h
new file mode 100644
index 000000000..c5028094e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoHyperVolumeMetric.h
@@ -0,0 +1,359 @@
+/*
+* <moeoHyperVolumeMetric.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Jeremie Humeau
+* Arnaud Liefooghe
+*
+* 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 MOEOHYPERVOLUMEMETRIC_H_
+#define MOEOHYPERVOLUMEMETRIC_H_
+
+#include <metric/moeoMetric.h>
+
+/**
+ * The contribution metric evaluates the proportion of non-dominated solutions given by a Pareto set relatively to another Pareto set
+ * (Meunier, Talbi, Reininger: 'A multiobjective genetic algorithm for radio network optimization', in Proc. of the 2000 Congress on Evolutionary Computation, IEEE Press, pp. 317-324)
+ */
+template < class ObjectiveVector >
+class moeoHyperVolumeMetric : public moeoVectorUnaryMetric < ObjectiveVector , double >
+  {
+  public:
+
+    /**
+     * Constructor with a coefficient (rho)
+     * @param _normalize allow to normalize data (default true)
+     * @param _rho coefficient to determine the reference point.
+     */
+    moeoHyperVolumeMetric(bool _normalize=true, double _rho=1.1): normalize(_normalize), rho(_rho), ref_point(NULL){
+        bounds.resize(ObjectiveVector::Traits::nObjectives());
+        // initialize bounds in case someone does not want to use them
+        for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+        {
+            bounds[i] = eoRealInterval(0,1);
+        }
+    }
+
+    /**
+     * Constructor with a reference point
+     * @param _normalize allow to normalize data (default true)
+     * @param _ref_point the reference point
+     */
+    moeoHyperVolumeMetric(bool _normalize=true, ObjectiveVector& _ref_point=NULL): normalize(_normalize), rho(0.0), ref_point(_ref_point){
+	    bounds.resize(ObjectiveVector::Traits::nObjectives());
+	    // initialize bounds in case someone does not want to use them
+	    for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+	    {
+	        bounds[i] = eoRealInterval(0,1);
+	    }
+    }
+
+    /**
+     * Constructor with a reference point
+     * @param _ref_point the reference point
+     * @param _bounds bounds value
+     */
+    moeoHyperVolumeMetric(ObjectiveVector& _ref_point=NULL, std::vector < eoRealInterval >& _bounds=NULL): normalize(false), rho(0.0), ref_point(_ref_point), bounds(_bounds){}
+
+    /**
+     * calculates and returns the HyperVolume value of a pareto front
+     * @param _set the vector contains all objective Vector of pareto front
+     */
+    double operator()(const std::vector < ObjectiveVector > & _set)
+    {
+    	std::vector < std::vector<double> > front;
+
+    	//determine the reference point if a coefficient is passed in paremeter
+    	if(rho >= 1.0){
+    		//determine bounds
+    		setup(_set);
+    		//determine reference point
+       		for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++){
+       			if(normalize){
+       				if (ObjectiveVector::Traits::minimizing(i))
+       					ref_point[i]= rho;
+       				else
+       					ref_point[i]= 1-rho;
+       			}
+       			else{
+       				if (ObjectiveVector::Traits::minimizing(i))
+       					ref_point[i]= bounds[i].maximum() * rho;
+       				else
+       					ref_point[i]= bounds[i].maximum() * (1-rho);
+       			}
+        	}
+        	//if no normalization, reinit bounds to O..1 for
+        	if(!normalize)
+         		for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+            		bounds[i] = eoRealInterval(0,1);
+
+    	}
+    	else if(normalize)
+    		setup(_set);
+    	front.resize(_set.size());
+    	for(unsigned int i=0; i < _set.size(); i++){
+    		front[i].resize(ObjectiveVector::Traits::nObjectives());
+	    	for (unsigned int j=0; j<ObjectiveVector::Traits::nObjectives(); j++){
+	    		if (ObjectiveVector::Traits::minimizing(j)){
+	    			front[i][j]=ref_point[j] - ((_set[i][j] - bounds[j].minimum()) /bounds[j].range());
+	    		}
+	    		else{
+	    			front[i][j]=((_set[i][j] - bounds[j].minimum()) /bounds[j].range()) - ref_point[j];
+	    		}
+	    	}
+    	}
+
+    	return calc_hypervolume(front, front.size(),ObjectiveVector::Traits::nObjectives());
+    }
+
+    /**
+     * getter on bounds
+     * @return bounds
+     */
+    std::vector < eoRealInterval > getBounds(){
+        return bounds;
+    }
+
+    /**
+     * method caclulate bounds for the normalization
+     * @param _set the vector of objective vectors
+     */
+    void setup(const std::vector < ObjectiveVector > & _set){
+    	if(_set.size() < 1)
+    		throw("Error in moeoHyperVolumeUnaryMetric::setup -> argument1: vector<ObjectiveVector> size must be greater than 0");
+    	else{
+	        double min, max;
+	        unsigned int nbObj=ObjectiveVector::Traits::nObjectives();
+	        bounds.resize(nbObj);
+	        for (unsigned int i=0; i<nbObj; i++){
+	            min = _set[0][i];
+	            max = _set[0][i];
+	            for (unsigned int j=1; j<_set.size(); j++){
+	                min = std::min(min, _set[j][i]);
+	                max = std::max(max, _set[j][i]);
+	            }
+	            bounds[i] = eoRealInterval(min, max);
+	        }
+    	}
+    }
+
+    /**
+     * method calculate if a point dominates another one regarding the x first objective
+     * @param _point1 a vector of distances
+     * @param _point2 a vector of distances
+     * @param _no_objectives a number of objectives
+     * @return true if '_point1' dominates '_point2' with respect to the first 'no_objectives' objectives
+     */
+    bool dominates(std::vector<double>& _point1, std::vector<double>& _point2, unsigned int _no_objectives){
+    	unsigned int i;
+    	bool better_in_any_objective = false;
+    	bool worse_in_any_objective = false;
+
+    	for(i=0; i < _no_objectives && !worse_in_any_objective; i++){
+    		if(_point1[i] > _point2[i])
+    			better_in_any_objective = true;
+    		else if(_point1[i] < _point2[i])
+    			worse_in_any_objective = true;
+    	}
+    	//_point1 dominates _point2 if it is better than _point2 on a objective and if it is never worse in any other objectives
+    	return(!worse_in_any_objective && better_in_any_objective);
+
+    }
+
+    /**
+     * swap two elements of a vector
+     * @param _front the vector
+     * @param _i index of the first element to swap
+     * @param _j index of the second element to swap
+     */
+    void swap(std::vector< std::vector<double> >& _front, unsigned int _i, unsigned int _j){
+    	std::vector<double> tmp;
+    	tmp=_front[_i];
+    	_front[_i]=_front[_j];
+    	_front[_j]=tmp;
+//another way (don't work on visual studio)
+//    	_front.push_back(_front[_i]);
+//    	_front[_i]= _front[_j];
+//    	_front[_j]=_front.back();
+//    	_front.pop_back();
+    }
+
+
+    /**
+     * collect all nondominated points regarding the first '_no_objectives' objectives (dominated points are stored at the end of _front)
+     * @param _front the front
+     * @param _no_points the number of points of the front to consider (index 0 to _no_points are considered)
+     * @param _no_objectives the number of objective to consider
+     * @return the index of the last nondominated point
+     */
+    unsigned int filter_nondominated_set( std::vector < std::vector< double > >& _front, unsigned int _no_points, unsigned int _no_objectives){
+    	unsigned int i,j,n;
+
+    	n=_no_points;
+    	i=0;
+    	while(i < n){
+    		j=i+1;
+    		while(j < n){
+    			//if a point 'A' (index i) dominates another one 'B' (index j), swap 'B' with the point of index n-1
+    			if( dominates(_front[i], _front[j], _no_objectives)){
+    				n--;
+    				swap(_front, j, n);
+    			}
+    			//if a point 'B'(index j) dominates another one 'A' (index i), swap 'A' with the point of index n-1
+    			else if( dominates(_front[j], _front[i], _no_objectives)){
+    				n--;
+    				swap(_front, i, n);
+    				i--;
+    				break;
+    			}
+    			else
+    				j++;
+    		}
+    		i++;
+    	}
+    	return n;
+    }
+
+    /**
+     * find a minimum value
+     * @param _front the front
+     * @param _no_points the number of points of the front to consider (index 0 to _no_points are considered)
+     * @param _objective the objective to consider
+     * @return the minimum value regarding dimension '_objective' consider points O to _no_points in '_front'
+     */
+    double surface_unchanged_to(std::vector < std::vector< double > >& _front, unsigned int _no_points, unsigned int _objective){
+    	unsigned int i;
+    	double min, value;
+
+    	if(_no_points < 1)
+    		throw("Error in moeoHyperVolumeUnaryMetric::surface_unchanged_to -> argument2: _no_points must be greater than 0");
+    	min = _front[0][_objective];
+
+    	for(i=1; i < _no_points; i++){
+    		value = _front[i][_objective];
+    		if(value < min)
+    			min = value;
+    	}
+    	return min;
+    }
+
+
+    /**
+     * remove all points having a value <= 'threshold' regarding the dimension 'objective', only points of index 0 to _no_points are considered.
+     * points removed are swap at the end of the front.
+     * @param _front the front
+     * @param _no_points the number of points of the front to consider (index 0 to _no_points are considered)
+     * @param _objective the objective to consider
+     * @param _threshold the threshold
+     * @return index of the last points of '_front' greater than the threshold
+     */
+    unsigned int reduce_nondominated_set(std::vector < std::vector< double > >& _front, unsigned int _no_points, unsigned int _objective, double _threshold){
+    	unsigned int i,n ;
+
+    	n=_no_points;
+    	for(i=0; i < n ; i++)
+    		if(_front[i][_objective] <= _threshold){
+    			n--;
+    			swap(_front, i, n);
+    			i--; //ATTENTION I had this to reconsider the point copied to index i (it can be useless verify algorythimic in calc_hypervolume)
+    		}
+
+    	return n;
+    }
+
+
+    /**
+     * calculate hypervolume of the front (data are redrafted before)
+     * @param _front the front
+     * @param _no_points the number of points of the front to consider (index 0 to _no_points are considered)
+     * @param _no_objectives the number of objective to consider
+     * @return the hypervolume of the front
+     */
+    double calc_hypervolume(std::vector < std::vector< double > >& _front, unsigned int _no_points, unsigned int _no_objectives){
+    	unsigned int n;
+    	double volume, distance;
+
+    	volume=0;
+    	distance=0;
+    	n=_no_points;
+    	while(n > 0){
+    		unsigned int no_nondominated_points;
+    		double temp_vol, temp_dist;
+
+    		//get back the index of non dominated points of the front regarding the first "_nb_objectives - 1" objectives
+    		//So one dimension is not determinante for the dominance
+    		no_nondominated_points = filter_nondominated_set(_front, n, _no_objectives - 1);
+
+    		temp_vol=0;
+
+    		//if there are less than 3 objectifs take the fisrt objectif of the first point of front to begin computation of hypervolume
+    		if(_no_objectives < 3){
+    	    	if(_no_objectives < 1)
+    	    		throw("Error in moeoHyperVolumeUnaryMetric::calc_hypervolume -> argument3: _no_objectives must be greater than 0");
+    			temp_vol=_front[0][0];
+    		}
+    		//else if there at least 3 objectives, a recursive computation of hypervolume starts with _no_objectives -1 on the filter_nondominated_set calculating previously.
+    		else
+    			temp_vol= calc_hypervolume(_front, no_nondominated_points, _no_objectives - 1);
+
+    		//search the next minimum distance on the dimension _no_objectives -1
+    		temp_dist = surface_unchanged_to(_front, n, _no_objectives - 1);
+    		//calculate the area
+    		volume+= temp_vol * (temp_dist - distance);
+    		//change distance to have the good lenght on next step
+    		distance= temp_dist;
+    		//remove all points <= distance on dimension _no_objectives
+    		n=reduce_nondominated_set(_front, n , _no_objectives - 1, distance);
+    	}
+    	return volume;
+    }
+
+
+
+  private:
+
+	    /*boolean indicates if data must be normalized or not*/
+	    bool normalize;
+
+	    double rho;
+
+	    ObjectiveVector ref_point;
+
+	    /*vectors contains bounds for normalization*/
+	    std::vector < eoRealInterval > bounds;
+
+
+
+  };
+
+#endif /*MOEOHYPERVOLUMEMETRIC_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoHypervolumeBinaryMetric.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoHypervolumeBinaryMetric.h
new file mode 100644
index 000000000..d2e61cbf0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoHypervolumeBinaryMetric.h
@@ -0,0 +1,166 @@
+/*
+* <moeoHypervolumeBinaryMetric.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOHYPERVOLUMEBINARYMETRIC_H_
+#define MOEOHYPERVOLUMEBINARYMETRIC_H_
+
+#include <stdexcept>
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <metric/moeoNormalizedSolutionVsSolutionBinaryMetric.h>
+
+/**
+ * Hypervolume binary metric allowing to compare two objective vectors as proposed in
+ * Zitzler E., Künzli S.: Indicator-Based Selection in Multiobjective Search. In Parallel Problem Solving from Nature (PPSN VIII).
+ * Lecture Notes in Computer Science 3242, Springer, Birmingham, UK pp.832–842 (2004).
+ * This indicator is based on the hypervolume concept introduced in
+ * Zitzler, E., Thiele, L.: Multiobjective Optimization Using Evolutionary Algorithms - A Comparative Case Study.
+ * Parallel Problem Solving from Nature (PPSN-V), pp.292-301 (1998).
+ */
+template < class ObjectiveVector >
+class moeoHypervolumeBinaryMetric : public moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double >
+  {
+  public:
+
+    /**
+     * Ctor
+     * @param _rho value used to compute the reference point from the worst values for each objective (default : 1.1)
+     */
+    moeoHypervolumeBinaryMetric(double _rho = 1.1) : rho(_rho)
+    {
+      // not-a-maximization problem check
+      for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+        {
+          if (ObjectiveVector::Traits::maximizing(i))
+            {
+              throw std::runtime_error("Hypervolume binary metric not yet implemented for a maximization problem in moeoHypervolumeBinaryMetric");
+            }
+        }
+      // consistency check
+      if (rho < 1)
+        {
+          std::cout << "Warning, value used to compute the reference point rho for the hypervolume calculation must not be smaller than 1" << std::endl;
+          std::cout << "Adjusted to 1" << std::endl;
+          rho = 1;
+        }
+    }
+
+
+    /**
+     * Returns the volume of the space that is dominated by _o2 but not by _o1 with respect to a reference point computed using rho.
+     * @warning don't forget to set the bounds for every objective before the call of this function
+     * @param _o1 the first objective vector
+     * @param _o2 the second objective vector
+     */
+    double operator()(const ObjectiveVector & _o1, const ObjectiveVector & _o2)
+    {
+      double result;
+      // if _o2 is dominated by _o1
+      if ( paretoComparator(_o2,_o1) )
+        {
+          result = - hypervolume(_o1, _o2, ObjectiveVector::Traits::nObjectives()-1);
+        }
+      else
+        {
+          result = hypervolume(_o2, _o1, ObjectiveVector::Traits::nObjectives()-1);
+        }
+      return result;
+    }
+
+
+  private:
+
+    /** value used to compute the reference point from the worst values for each objective */
+    double rho;
+    /** the bounds for every objective */
+    using moeoNormalizedSolutionVsSolutionBinaryMetric < ObjectiveVector, double > :: bounds;
+    /** Functor to compare two objective vectors according to Pareto dominance relation */
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+
+
+    /**
+     * Returns the volume of the space that is dominated by _o2 but not by _o1 with respect to a reference point computed using rho for the objective _obj.
+     * @param _o1 the first objective vector
+     * @param _o2 the second objective vector
+     * @param _obj the objective index
+     * @param _flag used for iteration, if _flag=true _o2 is not talen into account (default : false)
+     */
+    double hypervolume(const ObjectiveVector & _o1, const ObjectiveVector & _o2, const unsigned int _obj, const bool _flag = false)
+    {
+      double result;
+      double range = rho * bounds[_obj].range();
+      double max = bounds[_obj].minimum() + range;
+      // value of _1 for the objective _obj
+      double v1 = _o1[_obj];
+      // value of _2 for the objective _obj (if _flag=true, v2=max)
+      double v2;
+      if (_flag)
+        {
+          v2 = max;
+        }
+      else
+        {
+          v2 = _o2[_obj];
+        }
+      // computation of the volume
+      if (_obj == 0)
+        {
+          if (v1 < v2)
+            {
+              result = (v2 - v1) / range;
+            }
+          else
+            {
+              result = 0;
+            }
+        }
+      else
+        {
+          if (v1 < v2)
+            {
+              result = ( hypervolume(_o1, _o2, _obj-1, true) * (v2 - v1) / range ) + ( hypervolume(_o1, _o2, _obj-1) * (max - v2) / range );
+            }
+          else
+            {
+              result = hypervolume(_o1, _o2, _obj-1) * (max - v2) / range;
+            }
+        }
+      return result;
+    }
+
+  };
+
+#endif /*MOEOHYPERVOLUMEBINARYMETRIC_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoMetric.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoMetric.h
new file mode 100644
index 000000000..b214803de
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoMetric.h
@@ -0,0 +1,99 @@
+/*
+* <moeoMetric.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOMETRIC_H_
+#define MOEOMETRIC_H_
+
+#include <vector>
+#include <eoFunctor.h>
+
+/**
+ * Base class for performance metrics (also known as quality indicators).
+ */
+class moeoMetric : public eoFunctorBase
+  {};
+
+
+/**
+ * Base class for unary metrics.
+ */
+template < class A, class R >
+class moeoUnaryMetric : public eoUF < A, R >, public moeoMetric
+  {};
+
+
+/**
+ * Base class for binary metrics.
+ */
+template < class A1, class A2, class R >
+class moeoBinaryMetric : public eoBF < A1, A2, R >, public moeoMetric
+  {};
+
+
+/**
+ * Base class for unary metrics dedicated to the performance evaluation of a single solution's objective vector.
+ */
+template < class ObjectiveVector, class R >
+class moeoSolutionUnaryMetric : public moeoUnaryMetric < const ObjectiveVector &, R >
+  {};
+
+
+/**
+ * Base class for unary metrics dedicated to the performance evaluation of a Pareto set (a vector of objective vectors)
+ */
+template < class ObjectiveVector, class R >
+class moeoVectorUnaryMetric : public moeoUnaryMetric < const std::vector < ObjectiveVector > &, R >
+  {};
+
+
+/**
+ * Base class for binary metrics dedicated to the performance comparison between two solutions's objective vectors.
+ */
+template < class ObjectiveVector, class R >
+class moeoSolutionVsSolutionBinaryMetric : public moeoBinaryMetric < const ObjectiveVector &, const ObjectiveVector &, R >
+  {};
+
+
+/**
+ * Base class for binary metrics dedicated to the performance comparison between two Pareto sets (two vectors of objective vectors)
+ */
+template < class ObjectiveVector, class R >
+class moeoVectorVsVectorBinaryMetric : public moeoBinaryMetric < const std::vector < ObjectiveVector > &, const std::vector < ObjectiveVector > &, R >
+  {};
+
+
+#endif /*MOEOMETRIC_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoNormalizedSolutionVsSolutionBinaryMetric.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoNormalizedSolutionVsSolutionBinaryMetric.h
new file mode 100644
index 000000000..95a4e54ab
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoNormalizedSolutionVsSolutionBinaryMetric.h
@@ -0,0 +1,113 @@
+/*
+* <moeoNormalizedSolutionVsSolutionBinaryMetric.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEONORMALIZEDSOLUTIONVSSOLUTIONBINARYMETRIC_H_
+#define MOEONORMALIZEDSOLUTIONVSSOLUTIONBINARYMETRIC_H_
+
+#include <vector>
+#include <utils/eoRealBounds.h>
+#include <metric/moeoMetric.h>
+
+/**
+ * Base class for binary metrics dedicated to the performance comparison between two solutions's objective vectors using normalized values.
+ * Then, indicator values lie in the interval [-1,1].
+ * Note that you have to set the bounds for every objective before using the operator().
+ */
+template < class ObjectiveVector, class R >
+class moeoNormalizedSolutionVsSolutionBinaryMetric : public moeoSolutionVsSolutionBinaryMetric < ObjectiveVector, R >
+  {
+  public:
+
+    /**
+     * Default ctr for any moeoNormalizedSolutionVsSolutionBinaryMetric object
+     */
+    moeoNormalizedSolutionVsSolutionBinaryMetric()
+    {
+      bounds.resize(ObjectiveVector::Traits::nObjectives());
+      // initialize bounds in case someone does not want to use them
+      for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+        {
+          bounds[i] = eoRealInterval(0,1);
+        }
+    }
+
+
+    /**
+     * Sets the lower bound (_min) and the upper bound (_max) for the objective _obj
+     * @param _min lower bound
+     * @param _max upper bound
+     * @param _obj the objective index
+     */
+    void setup(double _min, double _max, unsigned int _obj)
+    {
+      if (_min == _max)
+        {
+          _min -= tiny();
+          _max += tiny();
+        }
+      bounds[_obj] = eoRealInterval(_min, _max);
+    }
+
+
+    /**
+     * Sets the lower bound and the upper bound for the objective _obj using a eoRealInterval object
+     * @param _realInterval the eoRealInterval object
+     * @param _obj the objective index
+     */
+    virtual void setup(eoRealInterval _realInterval, unsigned int _obj)
+    {
+      bounds[_obj] = _realInterval;
+    }
+
+
+    /**
+     * Returns a very small value that can be used to avoid extreme cases (where the min bound == the max bound)
+     */
+    static double tiny()
+    {
+      return 1e-6;
+    }
+
+
+  protected:
+
+    /** the bounds for every objective (bounds[i] = bounds for the objective i) */
+    std::vector < eoRealInterval > bounds;
+
+  };
+
+#endif /*MOEONORMALIZEDSOLUTIONVSSOLUTIONBINARYMETRIC_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoVecVsVecAdditiveEpsilonBinaryMetric.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoVecVsVecAdditiveEpsilonBinaryMetric.h
new file mode 100644
index 000000000..c157c49fe
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoVecVsVecAdditiveEpsilonBinaryMetric.h
@@ -0,0 +1,93 @@
+/*
+* <moeoVecVsVecAdditiveEpsilonBinaryMetric.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Jeremie Humeau
+* Arnaud Liefooghe
+*
+* 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 MOEOVECVSVECADDITIVEEPSILONBINARYMETRIC_H_
+#define MOEOVECVSVECADDITIVEEPSILONBINARYMETRIC_H_
+
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <metric/moeoMetric.h>
+#include <metric/moeoVecVsVecEpsilonBinaryMetric.h>
+
+/**
+ * moeoVecVsVecAdditiveEpsilonBinaryMetric is the implementation of moeoVecVsVecEpsilonBinaryMetric whose calculate an additive epsilon indicator
+ */
+template < class ObjectiveVector >
+class moeoVecVsVecAdditiveEpsilonBinaryMetric : public moeoVecVsVecEpsilonBinaryMetric < ObjectiveVector >
+{
+
+public:
+
+    /**
+     * Default Constructor: inherit of moeoVecVsVecEpsilonBinaryMetric
+     */
+    moeoVecVsVecAdditiveEpsilonBinaryMetric(bool _normalize=true): moeoVecVsVecEpsilonBinaryMetric < ObjectiveVector >(_normalize){}
+
+private:
+
+
+    /**
+     * compute the additive epsilon indicator. Ieps+(A,B) equals the minimum factor eps such that any objective vector in B is eps-dominated by at least one objective vector in A.
+     * a vector z1 is said to eps+-dominate another vector z2, if we can add each objective value in z2 by eps and the resulting objective vector is still weakly dominates by z1.
+     * @param _o1 the first objective vector (correspond to A, must not have dominated elements)
+     * @param _o2 the second objective vector (correspond to B, must not have dominated elements)
+     * @param _obj the objective in consideration
+     * @return the additive epsilon indicator between the two objective vector _o1 and _o2
+     */
+    double epsilon(const ObjectiveVector & _o1, const ObjectiveVector & _o2, const unsigned int _obj){
+
+        double result;
+        // if the objective _obj have to be minimized
+        if (ObjectiveVector::Traits::minimizing(_obj))
+        {
+            // _o1[_obj] - _o2[_obj]
+            result = ( (_o1[_obj] - moeoVecVsVecEpsilonBinaryMetric < ObjectiveVector >::bounds[_obj].minimum()) / moeoVecVsVecEpsilonBinaryMetric < ObjectiveVector >::bounds[_obj].range() ) - ( (_o2[_obj] - moeoVecVsVecEpsilonBinaryMetric < ObjectiveVector >::bounds[_obj].minimum()) / moeoVecVsVecEpsilonBinaryMetric < ObjectiveVector >::bounds[_obj].range() );
+        }
+        // if the objective _obj have to be maximized
+        else
+        {
+            // _o2[_obj] - _o1[_obj]
+            result = ( (_o2[_obj] - moeoVecVsVecEpsilonBinaryMetric < ObjectiveVector >::bounds[_obj].minimum()) / moeoVecVsVecEpsilonBinaryMetric < ObjectiveVector >::bounds[_obj].range() ) - ( (_o1[_obj] - moeoVecVsVecEpsilonBinaryMetric < ObjectiveVector >::bounds[_obj].minimum()) / moeoVecVsVecEpsilonBinaryMetric < ObjectiveVector >::bounds[_obj].range() );
+        }
+        return result;
+    }
+
+
+
+};
+
+#endif /*MOEOVECVSVECEPSILONBINARYMETRIC_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoVecVsVecEpsilonBinaryMetric.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoVecVsVecEpsilonBinaryMetric.h
new file mode 100644
index 000000000..eee6f0625
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoVecVsVecEpsilonBinaryMetric.h
@@ -0,0 +1,153 @@
+/*
+* <moeoVecVsVecEpsilonBinaryMetric.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Jeremie Humeau
+* Arnaud Liefooghe
+*
+* 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 MOEOVECVSVECEPSILONBINARYMETRIC_H_
+#define MOEOVECVSVECEPSILONBINARYMETRIC_H_
+
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <metric/moeoMetric.h>
+
+/**
+ * moeoVecVsVecEpsilonBinaryMetric is an abstract class allow to calculate the epsilon indicator betweend two Pareto sets
+ */
+template < class ObjectiveVector >
+class moeoVecVsVecEpsilonBinaryMetric : public moeoVectorVsVectorBinaryMetric < ObjectiveVector, double >
+{
+public:
+
+    /**
+     * Default Construtcor
+     * @param _normalize allow to normalize data (default true)
+     */
+    moeoVecVsVecEpsilonBinaryMetric(bool _normalize=true): normalize(_normalize){
+        bounds.resize(ObjectiveVector::Traits::nObjectives());
+        // initialize bounds in case someone does not want to use them
+        for (unsigned int i=0; i<ObjectiveVector::Traits::nObjectives(); i++)
+        {
+            bounds[i] = eoRealInterval(0,1);
+        }
+    }
+
+
+    /**
+     * Returns the epsilon indicator between two pareto sets.
+     * @param _set1 the first Pareto set (must not have dominated element)
+     * @param _set2 the second Pareto set (must not have dominated element)
+     */
+    double operator()(const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2)
+    {
+        if (normalize)
+            setup(_set1, _set2);
+        double eps, eps_temp, eps_j, eps_k;
+
+        unsigned i, j, k;
+
+        for (i = 0; i < _set2.size(); i++) {
+            for (j = 0; j < _set1.size(); j++) {
+                for (k = 0; k < ObjectiveVector::Traits::nObjectives(); k++) {
+                    eps_temp=epsilon(_set1[j], _set2[i], k);
+                    if (k == 0)
+                        eps_k = eps_temp;
+                    else if (eps_k < eps_temp)
+                        eps_k = eps_temp;
+                }
+                if (j == 0)
+                    eps_j = eps_k;
+                else if (eps_j > eps_k)
+                    eps_j = eps_k;
+            }
+            if (i == 0)
+                eps = eps_j;
+            else if (eps < eps_j)
+                eps = eps_j;
+        }
+        return eps;
+    }
+
+    std::vector < eoRealInterval > getBounds(){
+        return bounds;
+    }
+
+    /**
+     * method caclulate bounds for the normalization
+     * @param _set1 the first vector of objective vectors
+     * @param _set2 the second vector of objective vectors
+     */
+    void setup(const std::vector < ObjectiveVector > & _set1, const std::vector < ObjectiveVector > & _set2){
+        double min, max;
+        unsigned int nbObj=ObjectiveVector::Traits::nObjectives();
+        bounds.resize(nbObj);
+        for (unsigned int i=0; i<nbObj; i++){
+            min = _set1[0][i];
+            max = _set1[0][i];
+            for (unsigned int j=1; j<_set1.size(); j++){
+                min = std::min(min, _set1[j][i]);
+                max = std::max(max, _set1[j][i]);
+            }
+            for (unsigned int j=0; j<_set2.size(); j++){
+                min = std::min(min, _set2[j][i]);
+                max = std::max(max, _set2[j][i]);
+            }
+            bounds[i] = eoRealInterval(min, max);
+        }
+    }
+
+
+protected:
+
+    /*vectors contains bounds for normalization*/
+    std::vector < eoRealInterval > bounds;
+
+
+    /*boolean indicates if data must be normalized or not*/
+    bool normalize;
+
+private :
+
+    /**
+     * abstract method allow to use differents epsilon indicators
+     * @param _o1 the first objective vector
+     * @param _o2 the second objective vector
+     * @param _obj the objective in consideration
+     * @return an epsilon indicator between two objective vectors
+     */
+    virtual double epsilon(const ObjectiveVector & _o1, const ObjectiveVector & _o2, const unsigned int _obj)=0;
+
+};
+
+#endif /*MOEOVECVSVECEPSILONBINARYMETRIC_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoVecVsVecMultiplicativeEpsilonBinaryMetric.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoVecVsVecMultiplicativeEpsilonBinaryMetric.h
new file mode 100644
index 000000000..803d44bbb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/metric/moeoVecVsVecMultiplicativeEpsilonBinaryMetric.h
@@ -0,0 +1,99 @@
+/*
+* <moeoVecVsVecMultiplicativeEpsilonBinaryMetric.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Jeremie Humeau
+* Arnaud Liefooghe
+*
+* 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 MOEOVECVSVECMULTIPLICATIVEEPSILONBINARYMETRIC_H_
+#define MOEOVECVSVECMULTIPLICATIVEEPSILONBINARYMETRIC_H_
+
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <metric/moeoMetric.h>
+#include <exception>
+
+/**
+ * moeoVecVsVecMultiplicativeEpsilonBinaryMetric is the implementation of moeoVecVsVecEpsilonBinaryMetric whose calculate a multiplicative epsilon indicator
+ */
+template < class ObjectiveVector >
+class moeoVecVsVecMultiplicativeEpsilonBinaryMetric : public moeoVecVsVecEpsilonBinaryMetric < ObjectiveVector >
+{
+public:
+
+    /**
+     * Default Constructor: inherit of moeoVecVsVecEpsilonBinaryMetric
+     */
+    moeoVecVsVecMultiplicativeEpsilonBinaryMetric(): moeoVecVsVecEpsilonBinaryMetric < ObjectiveVector >(false){}
+
+private:
+
+    /**
+     * Precondition : for a given _obj, _o1 and _o2 must both have a strictly positive or a strictly negative value else an exception is thrown
+       * compute the epsilon indicator. Ieps(A,B) equals the minimum factor eps such that any objective vector in B is eps-dominated by at least one objective vector in A.
+       * a vector z1 is said to eps-dominate another vector z2, if we can multiply each objective value in z2 by a factor of z2 and the resulting objective vector is still weakly dominates by z1.
+       * @param _o1 the first objective vector (correspond to A, must not have dominated elements)
+       * @param _o2 the second objective vector (correspond to B, must not have dominated elements)
+       * @param _obj the objective in consideration
+       * @return the epsilon indicator between the two objective vector _o1 and _o2
+       */
+    double epsilon(const ObjectiveVector & _o1, const ObjectiveVector & _o2, const unsigned int _obj){
+
+        double result;
+
+        //test if values are correct
+        if ( _o1[_obj] * _o2[_obj] <= 0.0){
+            std::cout << "ERROR in moeoVecVsVecMultiplicativeEpsilonBinaryMetric::epsilon -> ObjectiveVectors contains bad values";
+            throw("ERROR in moeoVecVsVecMultiplicativeEpsilonBinaryMetric::epsilon -> ObjectiveVectors contains bad values");
+        }
+        else{
+
+            // if the objective _obj have to be minimized
+            if (ObjectiveVector::Traits::minimizing(_obj))
+            {
+                // _o1[_obj] / _o2[_obj]
+                result = ( _o1[_obj] / _o2[_obj]);
+            }
+            // if the objective _obj have to be maximized
+            else
+            {
+                // _o2[_obj] / _o1[_obj]
+                result = (_o2[_obj] / _o1[_obj]);
+            }
+        }
+        return result;
+    }
+
+};
+
+#endif /*MOEOVECVSVECEPSILONBINARYMETRIC_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/moeo b/tags/paradiseo1.4-beta/paradiseo-moeo/src/moeo
new file mode 100644
index 000000000..3178d638d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/moeo
@@ -0,0 +1,215 @@
+/* 
+* <moeo>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEO_
+#define MOEO_
+
+
+#include <eo>
+
+#include <algo/moeoAlgo.h>
+#include <algo/moeoASEEA.h>
+#include <algo/moeoEA.h>
+#include <algo/moeoEasyEA.h>
+#include <algo/moeoIBEA.h>
+#include <algo/moeoMOGA.h>
+#include <algo/moeoNSGA.h>
+#include <algo/moeoNSGAII.h>
+#include <algo/moeoPLS1.h>
+#include <algo/moeoPLS2.h>
+#include <algo/moeoPopAlgo.h>
+#include <algo/moeoPopLS.h>
+#include <algo/moeoSEEA.h>
+#include <algo/moeoSPEA2.h>
+#include <algo/moeoUnifiedDominanceBasedLS.h>
+
+#include <archive/moeo2DMinHypervolumeArchive.h>
+#include <archive/moeoArchive.h>
+#include <archive/moeoBoundedArchive.h>
+#include <archive/moeoEpsilonHyperboxArchive.h>
+#include <archive/moeoFitDivBoundedArchive.h>
+#include <archive/moeoFixedSizeArchive.h>
+#include <archive/moeoImprOnlyBoundedArchive.h>
+#include <archive/moeoSPEA2Archive.h>
+#include <archive/moeoUnboundedArchive.h>
+
+#include <comparator/moeoAggregativeComparator.h>
+#include <comparator/moeoComparator.h>
+#include <comparator/moeoDiversityThenFitnessComparator.h>
+#include <comparator/moeoEpsilonObjectiveVectorComparator.h>
+#include <comparator/moeoFitnessComparator.h>
+#include <comparator/moeoFitnessThenDiversityComparator.h>
+#include <comparator/moeoGDominanceObjectiveVectorComparator.h>
+#include <comparator/moeoObjectiveObjectiveVectorComparator.h>
+#include <comparator/moeoObjectiveVectorComparator.h>
+#include <comparator/moeoOneObjectiveComparator.h>
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <comparator/moeoPtrComparator.h>
+#include <comparator/moeoStrictObjectiveVectorComparator.h>
+#include <comparator/moeoWeakObjectiveVectorComparator.h>
+
+#include <core/MOEO.h>
+#include <core/moeoBitVector.h>
+#include <core/moeoEvalFunc.h>
+#include <core/moeoIntVector.h>
+#include <core/moeoObjectiveVector.h>
+#include <core/moeoObjectiveVectorTraits.h>
+#include <core/moeoRealObjectiveVector.h>
+#include <core/moeoRealVector.h>
+#include <core/moeoVector.h>
+
+#include <distance/moeoDistance.h>
+#include <distance/moeoDistanceMatrix.h>
+#include <distance/moeoEuclideanDistance.h>
+#include <distance/moeoManhattanDistance.h>
+#include <distance/moeoNormalizedDistance.h>
+#include <distance/moeoObjSpaceDistance.h>
+
+#include <diversity/moeoCrowdingDiversityAssignment.h>
+#include <diversity/moeoDiversityAssignment.h>
+#include <diversity/moeoDummyDiversityAssignment.h>
+#include <diversity/moeoFrontByFrontCrowdingDiversityAssignment.h>
+#include <diversity/moeoFrontByFrontSharingDiversityAssignment.h>
+#include <diversity/moeoNearestNeighborDiversityAssignment.h>
+#include <diversity/moeoSharingDiversityAssignment.h>
+
+#include <explorer/moeoExhaustiveNeighborhoodExplorer.h>
+#include <explorer/moeoFirstImprovingNeighborhoodExplorer.h>
+#include <explorer/moeoNoDesimprovingNeighborhoodExplorer.h>
+#include <explorer/moeoPopNeighborhoodExplorer.h>
+#include <explorer/moeoSimpleSubNeighborhoodExplorer.h>
+#include <explorer/moeoSubNeighborhoodExplorer.h>
+
+#include <fitness/moeoAggregationFitnessAssignment.h>
+#include <fitness/moeoBinaryIndicatorBasedFitnessAssignment.h>
+#include <fitness/moeoConstraintFitnessAssignment.h>
+#include <fitness/moeoCriterionBasedFitnessAssignment.h>
+#include <fitness/moeoDominanceBasedFitnessAssignment.h>
+#include <fitness/moeoDominanceCountFitnessAssignment.h>
+#include <fitness/moeoDominanceCountRankingFitnessAssignment.h>
+#include <fitness/moeoDominanceDepthFitnessAssignment.h>
+#include <fitness/moeoDominanceRankFitnessAssignment.h>
+#include <fitness/moeoDummyFitnessAssignment.h>
+#include <fitness/moeoExpBinaryIndicatorBasedFitnessAssignment.h>
+#include <fitness/moeoFitnessAssignment.h>
+#include <fitness/moeoIndicatorBasedFitnessAssignment.h>
+#include <fitness/moeoReferencePointIndicatorBasedFitnessAssignment.h>
+#include <fitness/moeoScalarFitnessAssignment.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <fitness/moeoUnaryIndicatorBasedFitnessAssignment.h>
+
+#include <hybridization/moeoDMLSGenUpdater.h>
+#include <hybridization/moeoDMLSMonOp.h>
+
+#include <metric/moeoAdditiveEpsilonBinaryMetric.h>
+#include <metric/moeoContributionMetric.h>
+#include <metric/moeoDistanceMetric.h>
+#include <metric/moeoEntropyMetric.h>
+#include <metric/moeoHypervolumeBinaryMetric.h>
+#include <metric/moeoHyperVolumeDifferenceMetric.h>
+#include <metric/moeoHyperVolumeMetric.h>
+#include <metric/moeoMetric.h>
+#include <metric/moeoNormalizedSolutionVsSolutionBinaryMetric.h>
+#include <metric/moeoVecVsVecAdditiveEpsilonBinaryMetric.h>
+#include <metric/moeoVecVsVecEpsilonBinaryMetric.h>
+#include <metric/moeoVecVsVecMultiplicativeEpsilonBinaryMetric.h>
+
+#include <replacement/moeoElitistReplacement.h>
+#include <replacement/moeoEnvironmentalReplacement.h>
+#include <replacement/moeoGenerationalReplacement.h>
+#include <replacement/moeoReplacement.h>
+
+//#include <scalarStuffs/algo/moeoHC.h>
+//#include <scalarStuffs/algo/moeoILS.h>
+//#include <scalarStuffs/algo/moeoSA.h>
+//#include <scalarStuffs/algo/moeoSolAlgo.h>
+//#include <scalarStuffs/algo/moeoTS.h>
+//#include <scalarStuffs/algo/moeoVFAS.h>
+//#include <scalarStuffs/algo/moeoVNS.h>
+//#include <scalarStuffs/archive/moeoArchiveIndex.h>
+//#include <scalarStuffs/archive/moeoIndexedArchive.h>
+//#include <scalarStuffs/archive/moeoQuadTree.h>
+//#include <scalarStuffs/archive/moeoQuadTreeArchive.h>
+//#include <scalarStuffs/archive/moeoQuickUnboundedArchiveIndex.h>
+//#include <scalarStuffs/distance/moeoAchievementScalarizingFunctionDistance.h>
+//#include <scalarStuffs/distance/moeoAugmentedAchievementScalarizingFunctionDistance.h>
+//#include <scalarStuffs/distance/moeoAugmentedWeightedChebychevDistance.h>
+//#include <scalarStuffs/distance/moeoWeightedChebychevDistance.h>
+//#include <scalarStuffs/explorer/moeoHCMoveLoopExpl.h>
+//#include <scalarStuffs/explorer/moeoTSMoveLoopExpl.h>
+//#include <scalarStuffs/fitness/moeoAchievementFitnessAssignment.h>
+//#include <scalarStuffs/fitness/moeoAchievementScalarizingFunctionMetricFitnessAssignment.h>
+//#include <scalarStuffs/fitness/moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment.h>
+//#include <scalarStuffs/fitness/moeoAugmentedWeightedChebychevMetricFitnessAssignment.h>
+//#include <scalarStuffs/fitness/moeoIncrEvalSingleObjectivizer.h>
+//#include <scalarStuffs/fitness/moeoMetricFitnessAssignment.h>
+//#include <scalarStuffs/fitness/moeoWeightedChebychevMetricFitnessAssignment.h>
+//#include <scalarStuffs/weighting/moeoAnytimeWeightStrategy.h>
+//#include <scalarStuffs/weighting/moeoAugmentedQexploreWeightStrategy.h>
+//#include <scalarStuffs/weighting/moeoDichoWeightStrategy.h>
+//#include <scalarStuffs/weighting/moeoDummyRefPointStrategy.h>
+//#include <scalarStuffs/weighting/moeoDummyWeightStrategy.h>
+//#include <scalarStuffs/weighting/moeoFixedTimeBothDirectionWeightStrategy.h>
+//#include <scalarStuffs/weighting/moeoFixedTimeOneDirectionWeightStrategy.h>
+//#include <scalarStuffs/weighting/moeoQexploreWeightStrategy.h>
+//#include <scalarStuffs/weighting/moeoRandWeightStrategy.h>
+//#include <scalarStuffs/weighting/moeoVariableRefPointStrategy.h>
+//#include <scalarStuffs/weighting/moeoVariableWeightStrategy.h>
+
+#include <selection/moeoDetArchiveSelect.h>
+#include <selection/moeoDetTournamentSelect.h>
+#include <selection/moeoExhaustiveUnvisitedSelect.h>
+#include <selection/moeoNumberUnvisitedSelect.h>
+#include <selection/moeoRandomSelect.h>
+#include <selection/moeoRouletteSelect.h>
+#include <selection/moeoSelectFromPopAndArch.h>
+#include <selection/moeoSelectOne.h>
+#include <selection/moeoSelectors.h>
+#include <selection/moeoStochTournamentSelect.h>
+#include <selection/moeoUnvisitedSelect.h>
+
+#include <utils/moeoArchiveObjectiveVectorSavingUpdater.h>
+#include <utils/moeoArchiveUpdater.h>
+#include <utils/moeoAverageObjVecStat.h>
+#include <utils/moeoBestObjVecStat.h>
+#include <utils/moeoBinaryMetricSavingUpdater.h>
+#include <utils/moeoConvertPopToObjectiveVectors.h>
+#include <utils/moeoDominanceMatrix.h>
+#include <utils/moeoObjectiveVectorNormalizer.h>
+#include <utils/moeoObjVecStat.h>
+
+#endif /*MOEO_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/replacement/moeoElitistReplacement.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/replacement/moeoElitistReplacement.h
new file mode 100644
index 000000000..75f896b2e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/replacement/moeoElitistReplacement.h
@@ -0,0 +1,156 @@
+/*
+* <moeoElitistReplacement.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOELITISTREPLACEMENT_H_
+#define MOEOELITISTREPLACEMENT_H_
+
+#include <comparator/moeoComparator.h>
+#include <comparator/moeoFitnessThenDiversityComparator.h>
+#include <diversity/moeoDiversityAssignment.h>
+#include <diversity/moeoDummyDiversityAssignment.h>
+#include <fitness/moeoFitnessAssignment.h>
+#include <replacement/moeoReplacement.h>
+
+/**
+ * Elitist replacement strategy that consists in keeping the N best individuals.
+ */
+template < class MOEOT > class moeoElitistReplacement:public moeoReplacement < MOEOT >
+  {
+  public:
+
+    /**
+     * Full constructor.
+     * @param _fitnessAssignment the fitness assignment strategy
+     * @param _diversityAssignment the diversity assignment strategy
+     * @param _comparator the comparator (used to compare 2 individuals)
+     */
+    moeoElitistReplacement (moeoFitnessAssignment < MOEOT > & _fitnessAssignment, moeoDiversityAssignment < MOEOT > & _diversityAssignment, moeoComparator < MOEOT > & _comparator) :
+        fitnessAssignment (_fitnessAssignment), diversityAssignment (_diversityAssignment), comparator (_comparator)
+    {}
+
+
+    /**
+     * Constructor without comparator. A moeoFitThenDivComparator is used as default.
+     * @param _fitnessAssignment the fitness assignment strategy
+     * @param _diversityAssignment the diversity assignment strategy
+     */
+    moeoElitistReplacement (moeoFitnessAssignment < MOEOT > & _fitnessAssignment, moeoDiversityAssignment < MOEOT > & _diversityAssignment) :
+        fitnessAssignment (_fitnessAssignment), diversityAssignment (_diversityAssignment), comparator (defaultComparator)
+    {}
+
+
+    /**
+     * Constructor without moeoDiversityAssignement. A dummy diversity is used as default.
+     * @param _fitnessAssignment the fitness assignment strategy
+     * @param _comparator the comparator (used to compare 2 individuals)
+     */
+    moeoElitistReplacement (moeoFitnessAssignment < MOEOT > & _fitnessAssignment, moeoComparator < MOEOT > & _comparator) :
+        fitnessAssignment (_fitnessAssignment), diversityAssignment (defaultDiversity), comparator (_comparator)
+    {}
+
+
+    /**
+     * Constructor without moeoDiversityAssignement nor moeoComparator.
+     * A moeoFitThenDivComparator and a dummy diversity are used as default.
+     * @param _fitnessAssignment the fitness assignment strategy
+     */
+    moeoElitistReplacement (moeoFitnessAssignment < MOEOT > & _fitnessAssignment) :
+        fitnessAssignment (_fitnessAssignment), diversityAssignment (defaultDiversity), comparator (defaultComparator)
+    {}
+
+
+    /**
+     * Replaces the first population by adding the individuals of the second one, sorting with a moeoComparator and resizing the whole population obtained.
+        * @param _parents the population composed of the parents (the population you want to replace)
+        * @param _offspring the offspring population
+     */
+    void operator () (eoPop < MOEOT > &_parents, eoPop < MOEOT > &_offspring)
+    {
+      unsigned int sz = _parents.size ();
+      // merges offspring and parents into a global population
+      _parents.reserve (_parents.size () + _offspring.size ());
+      std::copy (_offspring.begin (), _offspring.end (), back_inserter (_parents));
+      // evaluates the fitness and the diversity of this global population
+      fitnessAssignment (_parents);
+      diversityAssignment (_parents);
+      // sorts the whole population according to the comparator
+      std::sort(_parents.begin(), _parents.end(), comparator);
+      // finally, resize this global population
+      _parents.resize (sz);
+      // and clear the offspring population
+      _offspring.clear ();
+    }
+
+
+  protected:
+
+    /** the fitness assignment strategy */
+    moeoFitnessAssignment < MOEOT > & fitnessAssignment;
+    /** the diversity assignment strategy */
+    moeoDiversityAssignment < MOEOT > & diversityAssignment;
+    /** a dummy diversity assignment can be used as default */
+    moeoDummyDiversityAssignment < MOEOT > defaultDiversity;
+    /** a fitness then diversity comparator can be used as default */
+    moeoFitnessThenDiversityComparator < MOEOT > defaultComparator;
+    /** this object is used to compare solutions in order to sort the population */
+    class Cmp
+      {
+      public:
+        /**
+         * Ctor.
+         * @param _comp the comparator
+         */
+        Cmp(moeoComparator < MOEOT > & _comp) : comp(_comp)
+        {}
+        /**
+         * Returns true if _moeo1 is greater than _moeo2 according to the comparator
+         * _moeo1 the first individual
+         * _moeo2 the first individual
+         */
+        bool operator()(const MOEOT & _moeo1, const MOEOT & _moeo2)
+        {
+          return comp(_moeo2,_moeo1);
+        }
+      private:
+        /** the comparator */
+        moeoComparator < MOEOT > & comp;
+      }
+    comparator;
+
+  };
+
+#endif /*MOEOELITISTREPLACEMENT_H_ */
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/replacement/moeoEnvironmentalReplacement.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/replacement/moeoEnvironmentalReplacement.h
new file mode 100755
index 000000000..4bba8e962
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/replacement/moeoEnvironmentalReplacement.h
@@ -0,0 +1,172 @@
+/*
+* <moeoEnvironmentalReplacement.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOENVIRONMENTALREPLACEMENT_H_
+#define MOEOENVIRONMENTALREPLACEMENT_H_
+
+#include <comparator/moeoComparator.h>
+#include <comparator/moeoFitnessThenDiversityComparator.h>
+#include <diversity/moeoDiversityAssignment.h>
+#include <fitness/moeoFitnessAssignment.h>
+#include <replacement/moeoReplacement.h>
+
+/**
+ * Environmental replacement strategy that consists in keeping the N best individuals by deleting individuals 1 by 1
+ * and by updating the fitness and diversity values after each deletion.
+ */
+template < class MOEOT > class moeoEnvironmentalReplacement:public moeoReplacement < MOEOT >
+  {
+  public:
+
+    /** The type for objective vector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Full constructor.
+     * @param _fitnessAssignment the fitness assignment strategy
+     * @param _diversityAssignment the diversity assignment strategy
+     * @param _comparator the comparator (used to compare 2 individuals)
+     */
+    moeoEnvironmentalReplacement (moeoFitnessAssignment < MOEOT > & _fitnessAssignment, moeoDiversityAssignment < MOEOT > & _diversityAssignment, moeoComparator < MOEOT > & _comparator) :
+        fitnessAssignment (_fitnessAssignment), diversityAssignment (_diversityAssignment), comparator (_comparator)
+    {}
+
+
+    /**
+     * Constructor without comparator. A moeoFitThenDivComparator is used as default.
+     * @param _fitnessAssignment the fitness assignment strategy
+     * @param _diversityAssignment the diversity assignment strategy
+     */
+    moeoEnvironmentalReplacement (moeoFitnessAssignment < MOEOT > & _fitnessAssignment, moeoDiversityAssignment < MOEOT > & _diversityAssignment) :
+        fitnessAssignment (_fitnessAssignment), diversityAssignment (_diversityAssignment), comparator (defaultComparator)
+    {}
+
+
+    /**
+     * Constructor without moeoDiversityAssignement. A dummy diversity is used as default.
+     * @param _fitnessAssignment the fitness assignment strategy
+     * @param _comparator the comparator (used to compare 2 individuals)
+     */
+    moeoEnvironmentalReplacement (moeoFitnessAssignment < MOEOT > & _fitnessAssignment, moeoComparator < MOEOT > & _comparator) :
+        fitnessAssignment (_fitnessAssignment), diversityAssignment (defaultDiversity), comparator (_comparator)
+    {}
+
+
+    /**
+     * Constructor without moeoDiversityAssignement nor moeoComparator.
+     * A moeoFitThenDivComparator and a dummy diversity are used as default.
+     * @param _fitnessAssignment the fitness assignment strategy
+     */
+    moeoEnvironmentalReplacement (moeoFitnessAssignment < MOEOT > & _fitnessAssignment) :
+        fitnessAssignment (_fitnessAssignment), diversityAssignment (defaultDiversity), comparator (defaultComparator)
+    {}
+
+
+    /**
+     * Replaces the first population by adding the individuals of the second one, sorting with a moeoComparator and resizing the whole population obtained.
+     * @param _parents the population composed of the parents (the population you want to replace)
+     * @param _offspring the offspring population
+     */
+    void operator () (eoPop < MOEOT > &_parents, eoPop < MOEOT > &_offspring)
+    {
+      unsigned int sz = _parents.size();
+      // merges offspring and parents into a global population
+      _parents.reserve (_parents.size() + _offspring.size());
+      std::copy (_offspring.begin(), _offspring.end(), back_inserter(_parents));
+      // evaluates the fitness and the diversity of this global population
+      fitnessAssignment (_parents);
+      diversityAssignment (_parents);
+      // remove individuals 1 by 1 and update the fitness values
+      unsigned int worstIdx;
+      ObjectiveVector worstObjVec;
+      while (_parents.size() > sz)
+        {
+          // the individual to delete
+          worstIdx = std::min_element(_parents.begin(), _parents.end(), comparator) - _parents.begin();
+          worstObjVec = _parents[worstIdx].objectiveVector();
+          // remove the woorst individual
+          _parents[worstIdx] = _parents.back();
+          _parents.pop_back();
+          // update of the fitness and diversity values
+          fitnessAssignment.updateByDeleting(_parents, worstObjVec);
+          diversityAssignment.updateByDeleting(_parents, worstObjVec);
+
+        }
+      // clear the offspring population
+      _offspring.clear ();
+    }
+
+
+  protected:
+
+    /** the fitness assignment strategy */
+    moeoFitnessAssignment < MOEOT > & fitnessAssignment;
+    /** the diversity assignment strategy */
+    moeoDiversityAssignment < MOEOT > & diversityAssignment;
+    /** a dummy diversity assignment can be used as default */
+    moeoDummyDiversityAssignment < MOEOT > defaultDiversity;
+    /** a fitness then diversity comparator can be used as default */
+    moeoFitnessThenDiversityComparator < MOEOT > defaultComparator;
+    /** this object is used to compare solutions in order to sort the population */
+    class Cmp
+      {
+      public:
+        /**
+         * Ctor.
+         * @param _comp the comparator
+         */
+        Cmp(moeoComparator < MOEOT > & _comp) : comp(_comp)
+        {}
+        /**
+         * Returns true if _moeo1 is greater than _moeo2 according to the comparator
+         * _moeo1 the first individual
+         * _moeo2 the first individual
+         */
+        bool operator()(const MOEOT & _moeo1, const MOEOT & _moeo2)
+        {
+          return comp(_moeo1,_moeo2);
+        }
+      private:
+        /** the comparator */
+        moeoComparator < MOEOT > & comp;
+      }
+    comparator;
+
+  };
+
+#endif /*MOEOENVIRONMENTALREPLACEMENT_H_ */
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/replacement/moeoGenerationalReplacement.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/replacement/moeoGenerationalReplacement.h
new file mode 100644
index 000000000..bf78a7745
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/replacement/moeoGenerationalReplacement.h
@@ -0,0 +1,64 @@
+/*
+* <moeoGenerationalReplacement.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOGENERATIONALREPLACEMENT_H_
+#define MOEOGENERATIONALREPLACEMENT_H_
+
+#include <eoReplacement.h>
+#include <replacement/moeoReplacement.h>
+
+/**
+ * Generational replacement: only the new individuals are preserved.
+ */
+template < class MOEOT >
+class moeoGenerationalReplacement : public moeoReplacement < MOEOT >, public eoGenerationalReplacement < MOEOT >
+  {
+  public:
+
+    /**
+     * Swaps _parents and _offspring
+     * @param _parents the parents population
+     * @param _offspring the offspring population
+     */
+    void operator()(eoPop < MOEOT > & _parents, eoPop < MOEOT > & _offspring)
+    {
+      eoGenerationalReplacement < MOEOT >::operator ()(_parents, _offspring);
+    }
+
+  };
+
+#endif /*MOEOGENERATIONALREPLACEMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/replacement/moeoReplacement.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/replacement/moeoReplacement.h
new file mode 100644
index 000000000..286575cc7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/replacement/moeoReplacement.h
@@ -0,0 +1,50 @@
+/*
+* <moeoReplacement.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOREPLACEMENT_H_
+#define MOEOREPLACEMENT_H_
+
+#include <eoReplacement.h>
+
+/**
+ * Replacement strategy for multi-objective optimization.
+ */
+template < class MOEOT >
+class moeoReplacement : public eoReplacement < MOEOT >
+  {};
+
+#endif /*MOEOREPLACEMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoHC.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoHC.h
new file mode 100644
index 000000000..8c922b1b3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoHC.h
@@ -0,0 +1,99 @@
+/*
+   <moeoHC.h>
+   Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+   (C) OPAC Team, LIFL, 2002-2008
+
+   Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.fr)
+   François Legillon
+
+   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 __moeoHC_h
+#define __moeoHC_h
+#include <scalarStuffs/explorer/moeoHCMoveLoopExpl.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <scalarStuffs/fitness/moeoIncrEvalSingleObjectivizer.h>
+#include <scalarStuffs/algo/moeoSolAlgo.h>
+#include <moHC.h>
+//! Hill Climbing (HC)
+/*!
+  Class which describes the algorithm for a hill climbing.
+  Adapts the moHC for a multi-objective problem using a moeoSingleObjectivization.
+  M is for Move
+ */
+template <class M>
+class moeoHC : public moeoSolAlgo < typename M::EOType >
+{
+
+	public:
+		typedef typename M::EOType MOEOT;
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+
+		//! Full constructor.
+		/*!
+		  All the boxes are given in order the HC to use a moHCMoveLoopExpl.
+
+		  \param _move_initializer a move initialiser.
+		  \param _next_move_generator a neighborhood explorer.
+		  \param _incremental_evaluation a (generally) efficient evaluation function.
+		  \param _move_selection a move selector.
+		  \param _singler a singleObjectivizer to translate objectiveVectors into fitness
+		 */
+		moeoHC (moMoveInit < M > & _move_initializer, moNextMove < M > & _next_move_generator,
+				moMoveIncrEval < M,ObjectiveVector > & _incremental_evaluation, moMoveSelect < M > & _move_selection, moeoSingleObjectivization < MOEOT > & _singler) :
+			incrEval((new moeoIncrEvalSingleObjectivizer<MOEOT,M>(_singler,_incremental_evaluation))),
+			moveLoop(new moeoHCMoveLoopExpl<M>(_move_initializer,_next_move_generator,*(incrEval),_move_selection)),
+			algo(*(moveLoop), (_singler))
+	{}
+		//! Function which launches the HC
+		/*!
+		  The HC has to improve a current solution.
+		  As the moSA and the mo TS, it can be used for HYBRIDATION in an evolutionnary algorithm.
+
+		  \param _solution a current solution to improve.
+		  \return true.
+		 */
+
+		bool operator()(MOEOT &_solution){
+			if (_solution.invalidObjectiveVector()) {
+				(*incrEval)(_solution);
+			}else{
+			}
+			return algo(_solution);
+		}
+
+	private:
+		moeoIncrEvalSingleObjectivizer<MOEOT,M> *incrEval;
+		moeoHCMoveLoopExpl<M> *moveLoop;
+		//! the actual algo
+		moHC<M> algo;
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoILS.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoILS.h
new file mode 100644
index 000000000..37b9ea8f7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoILS.h
@@ -0,0 +1,156 @@
+/*
+   <moeoILS.h>
+   Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+   (C) OPAC Team, LIFL, 2002-2008
+
+   Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.fr)
+   François Legillon
+
+   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 _moeoILS_h
+#define _moeoILS_h
+
+#include <moComparator.h>
+#include <moILS.h>
+
+
+#include <scalarStuffs/algo/moeoHC.h>
+#include <scalarStuffs/algo/moeoTS.h>
+#include <scalarStuffs/algo/moeoSA.h>
+#include <eoEvalFunc.h>
+#include <scalarStuffs/algo/moeoSolAlgo.h>
+#include <moHCMoveLoopExpl.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <scalarStuffs/explorer/moeoHCMoveLoopExpl.h>
+
+//! Iterated Local Search (ILS)
+/*!
+    Class which describes the algorithm for a iterated local search.
+    Adapts the moILS for a multi-objective problem using a moeoSingleObjectivization.
+    M is for Move
+    */
+
+template < class M >
+class moeoILS:public moeoSolAlgo < typename M::EOType >
+{
+
+	public:
+		typedef typename M::EOType MOEOT;
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+  //! Generic constructor
+  /*!
+    Generic constructor using a moAlgo
+
+    \param _algorithm The solution based heuristic to use.
+    \param _continue The stopping criterion.
+    \param _acceptance_criterion The acceptance criterion.
+    \param _perturbation The pertubation generator.
+    \param _full_evaluation The evaluation function.
+  */
+		moeoILS (moeoSolAlgo<MOEOT> & _algorithm, moSolContinue <MOEOT> & _continue, moComparator<MOEOT> & _acceptance_criterion,
+				eoMonOp<MOEOT> & _perturbation, moeoSingleObjectivization<MOEOT> & _full_evaluation):
+			algo(_algorithm,_continue,_acceptance_criterion,_perturbation,_full_evaluation)
+	{}
+  //! Constructor for using a moHC
+  /*!
+    \param _move_initializer The move initialisation (for the moHC).
+    \param _next_move_generator The move generator (for the moHC).
+    \param _incremental_evaluation The partial evaluation function (for the moHC).
+    \param _singler a singleObjectivizer to translate objectiveVectors into fitness
+    \param _move_selection The move selection strategy (for the moHC).
+    \param _continue The stopping criterion.
+    \param _acceptance_criterion The acceptance criterion.
+    \param _perturbation The pertubation generator.
+  */
+		moeoILS (moMoveInit < M > & _move_initializer, moNextMove < M > & _next_move_generator,
+				moMoveIncrEval < M,ObjectiveVector > & _incremental_evaluation, moeoSingleObjectivization<MOEOT> &_singler,moMoveSelect < M > & _move_selection,
+				moSolContinue <MOEOT> & _continue, moComparator<MOEOT> & _acceptance_criterion,
+				eoMonOp<MOEOT> & _perturbation):
+			subAlgo(new moeoHC<M>(_move_initializer,_next_move_generator,_incremental_evaluation,_move_selection,_singler)),
+			algo(*subAlgo,_continue,_acceptance_criterion,_perturbation,_singler)
+	{}
+ //! Constructor for using a moTS for the moAlgo
+  /*!
+    \param _move_initializer The move initialisation (for the moTS).
+    \param _next_move_generator The move generator (for the moTS).
+    \param _incremental_evaluation The partial evaluation function (for the moTS).
+    \param _singler a singleObjectivizer to translate objectiveVectors into fitness
+    \param _tabu_list The tabu list (for the moTS !!!!).
+    \param _aspiration_criterion The aspiration criterion (for the moTS).
+    \param _moTS_continue The stopping criterion (for the moTS).
+    \param _continue The stopping criterion.
+    \param _acceptance_criterion The acceptance criterion.
+    \param _perturbation The pertubation generator.
+  */
+
+		moeoILS (moMoveInit <M> & _move_initializer, moNextMove <M> & _next_move_generator,moMoveIncrEval <M,ObjectiveVector> & _incremental_evaluation, moeoSingleObjectivization<MOEOT> &_singler, moTabuList <M> & _tabu_list,moAspirCrit <M> & _aspiration_criterion, moSolContinue <MOEOT> & _moTS_continue,moSolContinue <MOEOT> & _continue, moComparator<MOEOT> & _acceptance_criterion, eoMonOp<MOEOT> & _perturbation):
+			subAlgo(new moeoTS<M>(_move_initializer,_next_move_generator,_incremental_evaluation,_tabu_list,_aspiration_criterion,_moTS_continue,_singler)),
+			algo((*subAlgo),_continue,_acceptance_criterion,_perturbation,_singler)
+	{}
+  //! Constructor for using a moSA for the moAlgo
+  /*!
+    \param _random_move_generator The random move generator (for the moSA).
+    \param _incremental_evaluation The partial evaluation function (for the moSA).
+    \param _singler a singleObjectivizer to translate objectiveVectors into fitness
+    \param _moSA_continue The stopping criterion (for the moSA).
+    \param _initial_temperature The initial temperature (for the moSA).
+    \param _cooling_schedule The cooling schedule (for the moSA).
+    \param _continue The stopping criterion.
+    \param _acceptance_criterion The acceptance criterion.
+    \param _perturbation The pertubation generator.
+  */
+		moeoILS (moRandMove<M> & _random_move_generator, moMoveIncrEval <M,ObjectiveVector> & _incremental_evaluation,moeoSingleObjectivization<MOEOT> &_singler, moSolContinue <MOEOT> & _moSA_continue,double _initial_temperature, moCoolingSchedule & _cooling_schedule, moSolContinue <MOEOT> & _continue,moComparator<MOEOT> & _acceptance_criterion, eoMonOp<MOEOT> & _perturbation):
+			subAlgo(new moeoSA<M>(_random_move_generator, _incremental_evaluation, _moSA_continue, _initial_temperature,_cooling_schedule, _singler)),
+			algo(*subAlgo,_continue, _acceptance_criterion, _perturbation, _singler)
+	{}
+
+
+
+		//! Function which launches the ILS
+		/*!
+		  The ILS has to improve a current solution.
+
+		  \param _solution a current solution to improve.
+		  \return true.
+		 */
+		bool operator()(MOEOT &_solution){
+//			std::cout<<"moeoILS"<<std::endl;
+			return algo(_solution);
+		}
+
+	private:
+		moeoSolAlgo<MOEOT> *subAlgo;
+		//! the actual algo
+		moILS<M> algo;
+
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoSA.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoSA.h
new file mode 100644
index 000000000..9b1615a2f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoSA.h
@@ -0,0 +1,85 @@
+/*
+   <moeoSA.h>
+   Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+   (C) OPAC Team, LIFL, 2002-2008
+
+   Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.fr)
+   François Legillon
+
+   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 __moeoSA_h
+#define __moeoSA_h
+
+#include <eoEvalFunc.h>
+#include <scalarStuffs/algo/moeoSolAlgo.h>
+#include <moTSMoveLoopExpl.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <scalarStuffs/explorer/moeoTSMoveLoopExpl.h>
+#include <moSA.h>
+//! Simulated annealing (SA)
+/*!
+  Generic algorithm that describes a Simulated Annealing algorithm.
+  Adapts the moSA for a multi-objective problem using a moeoSingleObjectivization.
+  M is for Move
+ */
+
+template < class M >
+class moeoSA:public moeoSolAlgo < typename M::EOType >
+{
+
+	public:
+
+		typedef typename M::EOType MOEOT;
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+		moeoSA (moRandMove < M > & _random_move_generator, moMoveIncrEval < M,ObjectiveVector > & _incremental_evaluation, 
+				moSolContinue < MOEOT > & _continue, double _initial_temperature, moCoolingSchedule & _cooling_schedule,
+				moeoSingleObjectivization<MOEOT> &_singler):
+			incrEval(_singler,_incremental_evaluation),
+			algo(_random_move_generator,incrEval,_continue,_initial_temperature,_cooling_schedule, _singler)
+	{}
+		/*!
+		  Algorithm of the SA
+		  As a moHC, it can be used for HYBRIDATION in an evolutionary algorithm.
+
+		  \param _solution a solution to improve.
+		  \return TRUE.
+		 */
+		bool operator()(MOEOT &_solution){
+			return algo(_solution);
+		}
+
+	private:
+		moeoIncrEvalSingleObjectivizer<MOEOT,M> incrEval;
+		//! the actual algo
+		moSA<M> algo;
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoSolAlgo.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoSolAlgo.h
new file mode 100755
index 000000000..4bdafc583
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoSolAlgo.h
@@ -0,0 +1,55 @@
+/*
+* <moeoSolAlgo.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+* François Legillon
+*
+* 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 MOEOSOLALGO_H_
+#define MOEOSOLALGO_H_
+
+#include <eoAlgo.h>
+#include <algo/moeoAlgo.h>
+#include <moAlgo.h>
+
+/**
+ * Abstract class for Solution based multi-objective evolutionary algorithms.
+ */
+template < class MOEOT >
+class moeoSolAlgo :  public moAlgo<MOEOT>, public moeoAlgo
+{
+};
+
+#endif /*MOEOSOLALGO_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoTS.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoTS.h
new file mode 100644
index 000000000..4eadcb289
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoTS.h
@@ -0,0 +1,102 @@
+/*
+   <moeoTS.h>
+   Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+   (C) OPAC Team, LIFL, 2002-2008
+
+   Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.fr)
+   François Legillon
+
+   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 __moeoTS_h
+#define __moeoTS_h
+
+#include <moTS.h>
+#include <eoEvalFunc.h>
+#include <scalarStuffs/algo/moeoSolAlgo.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <scalarStuffs/explorer/moeoTSMoveLoopExpl.h>
+//! Tabu Search (TS)
+/*!
+  Generic algorithm that describes a tabu search.
+  Adapts the moTS for a multi-objective problem using a moeoSingleObjectivization.
+  M is for Move
+ */
+
+template < class M >
+class moeoTS:public moeoSolAlgo < typename M::EOType >
+{
+
+	public:
+		typedef typename M::EOType MOEOT;
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+
+		//! Full constructor.
+		/*!
+		  All the boxes are given in order the TS to use a moTSMoveLoopExpl.
+
+		  \param _move_initializer a move initialiser.
+		  \param _next_move_generator a neighborhood explorer.
+		  \param _incremental_evaluation a (generally) efficient evaluation function.
+		  \param _tabu_list The tabu list.
+		  \param _aspiration_criterion An aspiration criterion.
+		  \param _continue The stopping criterion.
+		  \param _singler a singleObjectivizer to translate objectiveVectors into fitness
+		 */
+		moeoTS (moMoveInit < M > & _move_initializer, moNextMove < M > & _next_move_generator, 
+				moMoveIncrEval < M, typename MOEOT::ObjectiveVector > & _incremental_evaluation, moTabuList < M > & _tabu_list, 
+				moAspirCrit < M > & _aspiration_criterion, moSolContinue < MOEOT > & _continue, 
+				moeoSingleObjectivization<MOEOT> &_singler):
+			incrEval(_singler,_incremental_evaluation),
+			moveLoop(_move_initializer,_next_move_generator,incrEval,_tabu_list,_aspiration_criterion),
+			algo(moveLoop,_continue,_singler)
+	{}
+
+		//! Function which launchs the Tabu Search
+		/*!
+		  Algorithm of the tabu search.
+		  As a moSA or a moHC, it can be used for HYBRIDATION in an evolutionary algorithm.
+		  For security a lock (pthread_mutex_t) is closed during the algorithm. 
+
+		  \param _solution a solution to improve.
+		  \return TRUE.
+		 */
+		bool operator()(MOEOT &_solution){
+			return algo(_solution);
+		}
+
+	private:
+		moeoIncrEvalSingleObjectivizer<MOEOT,M> incrEval;
+		moeoTSMoveLoopExpl<M> moveLoop;
+		//! the actual algo
+		moTS<M> algo;
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoVFAS.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoVFAS.h
new file mode 100644
index 000000000..507063322
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoVFAS.h
@@ -0,0 +1,160 @@
+/*
+   <moeoVFAS.h>
+   Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+   (C) OPAC Team, LIFL, 2002-2008
+
+   Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.fr)
+   François Legillon
+
+   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 _moeoVFAS_h
+#define _moeoVFAS_h
+
+#include <moComparator.h>
+
+#include <eoEvalFunc.h>
+#include <scalarStuffs/algo/moeoSolAlgo.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <fitness/moeoAggregationFitnessAssignment.h>
+#include <scalarStuffs/explorer/moeoHCMoveLoopExpl.h>
+#include <scalarStuffs/weighting/moeoVariableWeightStrategy.h>
+#include <scalarStuffs/weighting/moeoVariableRefPointStrategy.h>
+#include <scalarStuffs/weighting/moeoDummyWeightStrategy.h>
+#include <scalarStuffs/weighting/moeoDummyRefPointStrategy.h>
+//! Variable fitness assignment search (vfas)
+/*!
+  Search using multiple fitness assignment to search solution to a multi objective problem
+ */
+
+template < class M >
+class moeoVFAS:public moeoPopAlgo < typename M::EOType >
+{
+
+	public:
+		typedef typename M::EOType MOEOT;
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+		/**
+		 * constructor using a moAlgo and a vector of weight
+		 * take a base vector of weight, and modify it to relaunch the algo with a diferent fitness
+		 * use a selectOne to determine which moeot should be the base for the algo launch
+		 * use a eoPop to keep result from each iteration
+		 * @param _algorithm The solution based heuristic to use. It should at least use the fitness value at some point.
+		 * @param _continue The stopping criterion.
+		 * @param _select a selector to choose on which moeot we use the algorithm
+		 * @param _weights a vector containing the base weights, which will be changed at each iteration.
+		 * @param _eval The evaluation function.
+		 * @param _wstrat the strategy to change weights (should be constructed with the same weights as the fitness)
+		 */
+		moeoVFAS (moeoSolAlgo<MOEOT> & _algorithm, eoContinue <MOEOT> & _continue,moeoSelectOne<MOEOT> &_select,
+				std::vector<double> &_weights, eoEvalFunc< MOEOT > &_eval , moeoVariableWeightStrategy<MOEOT> &_wstrat ):
+			algo(_algorithm),cont(_continue), select(_select), weights(_weights),eval(_eval),refPoint(defaultRefPoint), wstrat(_wstrat), rstrat(defaultRstrat)
+	{}
+
+		/**
+		 * constructor using a moAlgo an ObjectiveVector and a vector of weight
+		 * take a base vector of weight, and modify it to relaunch the algo with a diferent fitness
+		 * use a selectOne to determine which moeot should be the base for the algo launch
+		 * use a eoPop to keep result from each iteration
+		 * @param _algorithm The solution based heuristic to use. It should at least use the fitness value at some point.
+		 * @param _continue The stopping criterion.
+		 * @param _select a selector to choose on which moeot we use the algorithm
+		 * @param _weights a vector containing the base weights, which will be changed at each iteration.
+		 * @param _refPoint a reference point changed at each iteration
+		 * @param _eval The evaluation function.
+		 * @param _wstrat the strategy to change weights (should be constructed with the same weights as the fitness)
+		 * @param _rstrat the strategy to change the reference point
+		 */
+		moeoVFAS (moeoSolAlgo<MOEOT> & _algorithm, eoContinue <MOEOT> & _continue,moeoSelectOne<MOEOT> &_select,
+				std::vector<double> &_weights, ObjectiveVector &_refPoint, eoEvalFunc< MOEOT > &_eval , moeoVariableWeightStrategy<MOEOT> &_wstrat , moeoVariableRefPointStrategy<MOEOT>& _rstrat):
+			algo(_algorithm),cont(_continue), select(_select), weights(_weights),eval(_eval),refPoint(_refPoint),wstrat(_wstrat), rstrat(_rstrat)
+	{}
+
+		/**
+		 * constructor without the weights
+		 * @param _algorithm The solution based heuristic to use. It should at least use the fitness value at some point.
+		 * @param _continue The stopping criterion.
+		 * @param _select a selector to choose on which moeot we use the algorithm
+		 * @param _eval The evaluation function.
+		 * @param _wstrat the strategy to change weights (should be constructed with the same weights as the fitness)
+		 */
+		moeoVFAS (moeoSolAlgo<MOEOT> & _algorithm, eoContinue <MOEOT> & _continue,moeoSelectOne<MOEOT> &_select,
+				eoEvalFunc< MOEOT > &_eval, moeoVariableWeightStrategy<MOEOT> &_wstrat):
+			algo(_algorithm),cont(_continue), select(_select), weights(defaultWeights), eval(_eval), refPoint(defaultRefPoint), wstrat(defaultWstrat), rstrat(defaultRstrat)
+	{
+		weights.resize(MOEOT::ObjectiveVector::nObjectives(),1.0/MOEOT::ObjectiveVector::nObjectives());
+	}
+		/**
+		 * launch the algorithm
+		 * @param _pop the initial population on which algo will be launched
+		 **/
+		virtual void operator()(eoPop<MOEOT> &_pop){
+			uniform_generator<double> rngGen(0.0,1.0);
+			for (unsigned int i=0;i<_pop.size();i++){
+				if (_pop[i].invalidObjectiveVector())
+					eval(_pop[i]);
+			}
+			moeoObjectiveVectorNormalizer<MOEOT> norm(_pop);
+			moeoAggregationFitnessAssignment<MOEOT> fitness(weights,eval);
+			bool res=false;
+			fitness(_pop);
+			MOEOT moeot(select(_pop));
+			wstrat(weights,moeot);
+			rstrat(refPoint,moeot);
+
+			do {
+				norm.update_by_pop(_pop);
+				fitness(_pop);
+				moeot=(select(_pop));
+				res=algo(moeot)||res;
+				_pop.push_back(moeot);
+				std::cout<<moeot.objectiveVector()<<std::endl;
+				wstrat(weights,moeot);
+				rstrat(refPoint,moeot);
+			}while(cont(_pop));
+		}
+
+	private:
+		moeoSolAlgo<MOEOT> &algo;
+		eoContinue<MOEOT> &cont;
+		moeoSelectOne<MOEOT> &select;
+		std::vector<double> &weights;
+		std::vector<double> defaultWeights;
+		eoEvalFunc<MOEOT> &eval;
+		ObjectiveVector &refPoint;
+		ObjectiveVector defaultRefPoint;
+		moeoVariableWeightStrategy<MOEOT> &wstrat;
+		moeoVariableRefPointStrategy<MOEOT> &rstrat;
+		moeoDummyRefPointStrategy<MOEOT> defaultRstrat;
+		moeoDummyWeightStrategy<MOEOT> defaultWstrat;
+
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoVNS.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoVNS.h
new file mode 100644
index 000000000..3d3668174
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/algo/moeoVNS.h
@@ -0,0 +1,86 @@
+/*
+   <moeoVNS.h>
+   Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+   (C) OPAC Team, LIFL, 2002-2008
+
+   Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.fr)
+   François Legillon
+
+   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 _moeoVNS_h
+#define _moeoVNS_h
+
+#include <moAlgo.h>
+#include <eoEvalFunc.h>
+#include <scalarStuffs/algo/moeoSolAlgo.h>
+#include <moHCMoveLoopExpl.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <scalarStuffs/explorer/moeoHCMoveLoopExpl.h>
+//! Variable Neighbors Search (VNS)
+/*!
+  Class which describes the algorithm for a Variable Neighbors Search.
+  Adapts the moVNS for a multi-objective problem using a moeoSingleObjectivization.
+  M is for Move
+ */
+
+template < class MOEOT >
+class moeoVNS:public moeoSolAlgo < MOEOT >
+{
+
+	public:
+//		typedef typename M::EOType MOEOT;
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+		//! Generic constructor
+		/*!
+		  Generic constructor using a moExpl
+
+		  \param _explorer Vector of Neighborhoods.
+		  \param _full_evaluation The singleObjectivization containing a full eval.
+		 */
+		moeoVNS(moExpl< MOEOT> & _explorer, moeoSingleObjectivization < MOEOT> & _full_evaluation): algo(_explorer,_full_evaluation) {}
+		
+		//! Function which launches the VNS
+		/*!
+		  The VNS has to improve a current solution.
+
+		  \param _solution a current solution to improve.
+		  \return true.
+		 */
+		bool operator()(MOEOT &_solution){
+			return algo(_solution);
+		}
+
+	private:
+		//! the actual algo
+		moVNS<MOEOT> algo;
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoArchiveIndex.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoArchiveIndex.h
new file mode 100755
index 000000000..809530d6e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoArchiveIndex.h
@@ -0,0 +1,83 @@
+#ifndef MOEOARCHIVEINDEX_H_
+#define MOEOARCHIVEINDEX_H_
+
+#include <eoPop.h>
+#include <archive/moeoArchive.h>
+
+/**
+ * Inteface for Archive Indexes
+ */
+template < class MOEOT >
+class moeoArchiveIndex
+{
+
+	public:
+		//type of MOEOT Objective vector
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+		/**type for a modification that will have to be applied to the archive
+		 * each item concern one ObjectiveVector, designated by itemObjective
+		 **/
+		struct modif{
+			public:
+				//Objective vector of the concerned item 
+			       	ObjectiveVector itemObjective;
+				//oldIdx is the index of the item in the vector before the modification (in the archive itself, not in the index)
+				int oldIdx;
+				//newIdx is the new index of the item in the vector after the modification (in the archive itself, not in the index)
+				//-1 if deletion has to occur
+				int newIdx;
+				/**
+				 * ctor for a deletion
+				 * @param _obj the objectiveVector of the concerned entry
+				 * @param _oldIdx the current index of the concerned entry in the vector (before deletion)
+				 */
+				modif(ObjectiveVector& _obj, int _oldIdx):itemObjective(_obj),oldIdx(_oldIdx),newIdx(-1){}
+				/**
+				 * ctor for a move
+				 * @param _obj the objectiveVector of the concerned entry
+				 * @param _oldIdx the current index of the concerned entry in the vector (before moving)
+				 * @param _newIdx the index of the concerned entry in the vector after moving
+				 **/
+				modif(ObjectiveVector& _obj, int _oldIdx,int _newIdx):itemObjective(_obj),oldIdx(_oldIdx),newIdx(_newIdx){}
+		};
+
+		/**
+		 * principal method for the index, add a moeot to the index
+		 * @param _moeot the MOEOT we try to insert
+		 * @param _insert should we really insert the moeot, or just check if we have to
+		 * @return a pair, the first is a boolean indicating if the insertion can occur, the second a vector of modification
+		 **/
+		virtual std::pair<bool,std::vector<modif> > operator()(const MOEOT& _moeot, bool _insert=true)=0;
+
+		/*
+		 * method for adding a population of moeot to the the index
+		 * @param _pop the population of MOEOT we try to insert
+		 * @param _insert should we really insert the moeot, or just check if we have to
+		 * @return a pair, the first is how many moeot can be inserted, the second a vector of modification that would have to occur to insert
+		 */
+//		virtual std::pair<bool,std::vector<modif> > operator()(const eoPop<MOEOT>& _pop, bool _insert=true)=0;
+
+		/**
+		 * when updates will be necessary to keep indexes of archive and index synced, the archive will launch this method
+		 * @param _update the update to do, see modif documentation
+		 * @return false if no problem occured
+		 */
+		virtual bool update( modif& _update)=0;
+
+		/**
+		* creates a modif that move the item ObjectiveVector placed at idx oldIdx in the archive to newIdx, or delete it if newIdx=-1
+		* @param _obj the objectiveVector we want to move
+		* @param _oldIdx the index of the item we want to move in the vector
+		* @param _newIdx the new index for the item, -1 if we want it deleted
+		**/
+		static modif make_modif(ObjectiveVector &_obj,int _oldIdx,int _newIdx=-1){
+			modif res(_obj,_oldIdx,_newIdx);
+			return res;
+		}
+
+
+
+};
+
+#endif /*MOEOARCHIVEINDEX_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoIndexedArchive.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoIndexedArchive.h
new file mode 100755
index 000000000..3e2c574dc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoIndexedArchive.h
@@ -0,0 +1,110 @@
+#ifndef MOEOINDEXEDARCHIVE_H_
+#define MOEOINDEXEDARCHIVE_H_
+
+#include <eoPop.h>
+#include <archive/moeoArchive.h>
+#include <scalarStuffs/archive/moeoArchiveIndex.h>
+
+/**
+ * Archive used for 2 dimension vectors which remove pareto dominated values
+ * Use an moeoArchiveIndex
+ */
+template < class MOEOT >
+class moeoIndexedArchive : public moeoArchive < MOEOT >
+{
+
+	public:
+
+
+		using eoPop < MOEOT > :: size;
+		using eoPop < MOEOT > :: operator[];
+		using eoPop < MOEOT > :: pop_back;
+
+		/**
+		 * The type of an objective vector for a solution
+		 */
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+		/**
+		 * Default ctor.
+		 * The moeoObjectiveVectorComparator used to compare solutions is based on Pareto dominance
+		 */
+		moeoIndexedArchive(moeoArchiveIndex<MOEOT>& _index) : index(_index) {}
+
+
+		/**
+		 * Updates the archive with a given individual _moeo
+		 * @param _moeo the given individual
+		 */
+		bool operator()(const MOEOT & _moeo){
+			std::pair<bool,std::vector<typename moeoArchiveIndex<MOEOT>::modif> > res=index(_moeo);
+			if (!(res.first)){
+				return false;
+			}
+			else{
+				for (unsigned int i=0;i<res.second.size();i++){
+					apply_modif(res.second[i]);
+				}
+				push_back(_moeo);
+				return true;
+			}
+		}
+
+		/**
+		 * Updates the archive with a given population _pop
+		 * @param _pop the given population
+		 */
+		bool operator()(const eoPop < MOEOT > & _pop)
+		{
+			bool res=false;
+			for (unsigned int i=0;i<_pop.size();i++){
+				res=operator()(_pop[i])||res;
+			}
+			return res;
+	}
+
+
+
+	protected:
+		/**
+		 * apply a modification
+		 * @param _modif the modification to apply
+		 **/
+		void apply_modif(typename moeoArchiveIndex<MOEOT>::modif &_modif){
+			if (_modif.newIdx==-1){
+				int oldIdx=size()-1;
+				(*this)[_modif.oldIdx]=(*this)[size()-1];
+				ObjectiveVector obj=(*this)[_modif.oldIdx].objectiveVector();
+				typename moeoArchiveIndex<MOEOT>::modif upd(obj,oldIdx,_modif.oldIdx);
+				index.update(upd);
+				pop_back();
+			}
+		}
+
+		//not used yet...
+		void apply_modif(std::vector<typename moeoArchiveIndex<MOEOT>::modif> &_modifs){
+			unsigned int num_to_delete=0;
+			for (unsigned int i=0;i<_modifs.size();i++){
+				if (_modifs[i].newIdx==-1){
+					num_to_delete++;
+					int oldIdx=size()-1;
+					(*this)[_modifs[i].oldIdx]=(*this)[size()-1];
+					ObjectiveVector obj=(*this)[_modifs[i].oldIdx].objectiveVector();
+					typename moeoArchiveIndex<MOEOT>::modif upd(obj,oldIdx,_modifs[i].oldIdx);
+					index.update(upd);
+				}
+			}
+			for (unsigned int i=0;i<num_to_delete;i++)
+				pop_back();
+		}
+
+
+
+	private:
+		moeoArchiveIndex<MOEOT> &index;
+
+
+
+};
+
+#endif /*MOEOINDEXEDARCHIVE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoQuadTree.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoQuadTree.h
new file mode 100755
index 000000000..b06a248d4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoQuadTree.h
@@ -0,0 +1,527 @@
+/*
+* <moeoQuadTree.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 MOEOQUADTREE_H_
+#define MOEOQUADTREE_H_
+
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <scalarStuffs/archive/moeoArchiveIndex.h>
+template < class ObjectiveVector >
+class QuadTreeNode{
+public:
+
+
+	QuadTreeNode(ObjectiveVector& _objVec):objVec(_objVec),subTree(){}
+
+	QuadTreeNode(const QuadTreeNode& _source):objVec(_source.objVec),subTree(_source.subTree){}
+
+	QuadTreeNode& operator=(const QuadTreeNode& _src){
+		(*this).objVec=_src.objVec;
+		(*this).subTree=subTree;
+		(*this).inserted=_src.is_inserted();
+		if(inserted) (*this).index=_src.get_index();
+		return *this;
+	}
+
+	ObjectiveVector& getVec(){
+		return objVec;
+	}
+
+	/**
+	 * @param _kSuccesor the k_successor of _child regarding this Node
+	 * @param _child the child to link at the index _kSuccessor
+	 * @return true if _child is inserted, false if there is already a child for this index
+	 */
+	bool setChild(unsigned int _kSuccesor, QuadTreeNode<ObjectiveVector>* _child){
+		bool res = false;
+		if((*this).subTree[_kSuccesor] == NULL){
+			res=true;
+			(*this).subTree[_kSuccesor]= _child;
+		}
+		return res;
+	}
+
+
+
+
+	std::map<unsigned int, QuadTreeNode<ObjectiveVector>*>& getSubTree(){
+		return (*this).subTree;
+	}
+
+	void set_index(int idx){
+		inserted=true;
+		index=idx;
+	}
+	unsigned int get_index(){
+		if (!inserted) std::cerr<<"moeoQuadTree getting index of a non-inserted node"<<std::endl;
+		return index;
+	}
+	bool is_inserted(){
+		return inserted;
+	}
+
+private:
+	ObjectiveVector objVec;
+	std::map<unsigned int, QuadTreeNode<ObjectiveVector>*> subTree;
+	unsigned int index;
+	bool inserted;
+};
+
+
+
+template < class MOEOT >
+class moeoQuadTree : public moeoArchiveIndex<MOEOT>  {
+
+	typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+	typedef typename std::map<unsigned int, QuadTreeNode<ObjectiveVector>*>::iterator QuadTreeIterator;
+	typedef typename moeoArchiveIndex<MOEOT>::modif modif;
+public:
+	moeoQuadTree():root(NULL),current_size(0){
+		bound=pow(2,ObjectiveVector::nObjectives())-1;
+		comparator=new moeoParetoObjectiveVectorComparator<ObjectiveVector>();
+	}
+
+	~moeoQuadTree(){
+		delete(comparator);
+	}
+
+	/**
+	 * insert a _moeot in the index if it can be inserted
+	 * @param @_moeot the individual ton insert
+	 * @param _insert not used, should be changed...
+	 */
+	std::pair<bool,std::vector<modif> > operator()(const MOEOT& _moeot, bool _insert=true){
+		std::pair<bool,std::vector<modif> > res;
+		insert(_moeot.objectiveVector(),res);
+		if (res.first){
+			current_size=current_size+1-res.second.size();
+		}
+		return res;
+	};
+
+	/**
+	 * apply the modif
+	 * @param _update the modif to apply (move only)
+	 * @return false if no problem occured
+	 **/
+	bool update( modif& _update){
+		QuadTreeNode<ObjectiveVector>* node=find_node(_update.itemObjective,getRoot());
+		if (node==NULL) return true;
+		node->set_index(_update.newIdx);
+		return false;
+	}
+
+	/**
+	 * @paramm _obj the Objective Vector to insert into the tree.
+	 * @return true if it is inserted
+	 */
+	void insert(ObjectiveVector _obj, std::pair<bool, std::vector<modif> > &res){
+		//create a new node
+		QuadTreeNode<ObjectiveVector>* tmp = new QuadTreeNode<ObjectiveVector>(_obj);
+		//if the tree is empty, we have a new root!
+		if(isEmpty()){
+			root=tmp;
+			tmp->set_index(0);
+			res.first=true;
+		}
+		//else try to insert the new node in the tree
+		else{
+			res.first = insert_aux(tmp, root, NULL, 0, res.second);
+			if(res.first) tmp->set_index(size()-1);
+		}
+	}
+
+	/**
+	 * @param _newnode the node to insert
+	 * @param _tmproot the temporary root
+	 * @param _parent the parent of _tmproot
+	 * @param _succ the index of _parent where the _tmproot is linked
+	 * @return true if the _newnode is inserted
+	 */
+	bool insert_aux(QuadTreeNode<ObjectiveVector>* _newnode, QuadTreeNode<ObjectiveVector>* _tmproot, QuadTreeNode<ObjectiveVector>* _parent, unsigned int _succ, std::vector<modif> &modifs){
+		bool res=false;
+		bool dominated=false;
+
+		unsigned int succ=k_succ(_newnode->getVec(), _tmproot->getVec());
+		if(succ==bound){
+			//_newnode is dominated by _tmproot
+			delete(_newnode);
+		}
+		else if(succ==0){
+			//_newnode dominates _tmproot
+			replace(_newnode, _tmproot, _parent, _succ, modifs);
+			res=true;
+		}
+		else{
+			//dominance test1 (test if _newnode is dominated by the childs of _tmproot)
+			if(!(_tmproot->getSubTree().empty())){
+				QuadTreeIterator it=_tmproot->getSubTree().begin();
+				while(!dominated && (it != _tmproot->getSubTree().end())){
+					if((*it).second != NULL){
+						if( ((*it).first < succ) && (((succ ^ bound) & ((*it).first ^ bound)) == (succ ^ bound)) ){
+							dominated = test1(_newnode, (*it).second);
+						}
+					}
+					it++;
+				}
+			}
+			if(dominated){
+				//_newnode is dominated by a node of the subtree
+				delete(_newnode);
+			}
+			else{
+				//dominance test2 (test if _newnode dominates the childs of _tmproot)
+				QuadTreeIterator it=_tmproot->getSubTree().begin();
+				while(it != _tmproot->getSubTree().end()){
+					if((*it).second != NULL){
+						if( (succ < (*it).first) && ((succ & (*it).first) == succ)){
+							test2(_newnode, (*it).second, _tmproot, (*it).first, modifs);
+						}
+					}
+					it++;
+				}
+
+				//insertion
+				if(_tmproot->setChild(succ, _newnode)){
+					//the child is inserted
+					res=true;
+				}
+				else{
+					//else if the child is not inserted, insert it in the subtree
+					res=insert_aux(_newnode, _tmproot->getSubTree()[succ], _tmproot, succ , modifs);
+				}
+			}
+		}
+		return res;
+	}
+
+	/*
+	 * @param _objVec1
+	 * @param _objVec2
+	 * @return the k-successor of _objVec1 with respect to _objVec2
+	 */
+	unsigned int k_succ(const ObjectiveVector& _objVec1, const ObjectiveVector& _objVec2){
+		unsigned int res=0;
+		if(!(*comparator)(_objVec2, _objVec1)){
+			for(unsigned int i=0; i < ObjectiveVector::nObjectives(); i++){
+				if( (ObjectiveVector::minimizing(i) && ((_objVec1[i] - _objVec2[i]) >= (-1.0 * 1e-6 ))) ||
+					(ObjectiveVector::maximizing(i) && ((_objVec1[i] - _objVec2[i]) <= 1e-6 ))){
+					res+=pow(2,ObjectiveVector::nObjectives()-i-1);
+				}
+			}
+		}
+		return res;
+	}
+
+	/*
+	 * replace the root by a new one
+	 * @param _newnode thee new root
+	 * @param _tmproot the old root
+	 * @param _parent the parent of _tmproot
+	 * @param _succ the index of _parent where the _tmproot is linked
+	 */
+	void replace(QuadTreeNode<ObjectiveVector>* _newnode, QuadTreeNode<ObjectiveVector>* _tmproot, QuadTreeNode<ObjectiveVector>* _parent, unsigned int _succ, std::vector<modif> & res){
+		if(!(_tmproot->getSubTree().empty())){
+			//reconsider each son of the old root
+			QuadTreeIterator it;
+			for(it=(_tmproot->getSubTree()).begin(); it != (_tmproot->getSubTree()).end(); it++){
+				if((*it).second!=NULL){
+					reconsider(_newnode, (*it).second, res);
+				}
+			}
+		}
+		//replace the old root by the new one
+		if(_parent==NULL){
+			root=_newnode;
+		}
+		else{
+			_parent->getSubTree()[_succ]=_newnode;
+		}
+		//kill the old root
+		modif new_modif(_tmproot->getVec(),_tmproot->get_index());
+		res.push_back(new_modif);
+		delete(_tmproot);
+	}
+
+	/**
+	 * @param _newroot the new root
+	 * @param _child a node to reconsider regarding tthe _newroot
+	 */
+	void reconsider(QuadTreeNode<ObjectiveVector>* _newroot, QuadTreeNode<ObjectiveVector>* _child, std::vector<modif> & res){
+		unsigned int succ;
+		//reconsider all child of _child
+		if(!(_child->getSubTree().empty())){
+			QuadTreeIterator it;
+			for(it=(_child->getSubTree()).begin(); it != (_child->getSubTree()).end(); it++){
+				if((*it).second != NULL){
+					QuadTreeNode<ObjectiveVector>* tmp=(*it).second;
+					_child->getSubTree()[(*it).first]=NULL;
+					reconsider(_newroot, tmp, res );
+				}
+			}
+		}
+		succ=k_succ(_child->getVec(),_newroot->getVec());
+		//if _child is dominated by the newroot, delete it
+		if(succ==bound){
+			modif new_modif(_child->getVec(),_child->get_index());
+			res.push_back(new_modif);
+			delete(_child);
+		}
+		//else reinsert it in the tree rooted at _newroot
+		else if(_newroot->getSubTree()[succ] != NULL){
+			reinsert(_newroot->getSubTree()[succ],_child);
+		}
+		else{
+			_newroot->setChild(succ, _child);
+		}
+	}
+
+	/**
+	 * reinsert _node2 into _node1
+	 * @param _node1 first node
+	 * @param _node2 second node
+	 */
+	void reinsert(QuadTreeNode<ObjectiveVector>* _node1, QuadTreeNode<ObjectiveVector>* _node2){
+		//first resinsert all child of the second node into node1
+		if(_node1 != _node2){
+			unsigned int succ;
+			if(!(_node2->getSubTree().empty())){
+				QuadTreeIterator it;
+				for(it=(_node2->getSubTree()).begin(); it != (_node2->getSubTree()).end(); it++){
+					if((*it).second != NULL){
+						QuadTreeNode<ObjectiveVector>* tmp=(*it).second;
+						_node2->getSubTree()[(*it).first]=NULL;
+						reinsert(_node1, tmp);
+					}
+				}
+			}
+			//insert node2 into node1
+			succ=k_succ(_node2->getVec(),_node1->getVec());
+			if(_node1->getSubTree()[succ] != NULL){
+				reinsert(_node1->getSubTree()[succ],_node2);
+			}
+			else{
+				_node1->setChild(succ, _node2);
+			}
+		}
+	}
+
+	/**
+	 * remove a node
+	 * @param _node the node to remove
+	 * @param _parent its parent
+	 * @param _succ the index of _parent where the _node is linked
+	 */
+	void remove(QuadTreeNode<ObjectiveVector>* _node, QuadTreeNode<ObjectiveVector>* _parent, unsigned int _succ, std::vector<modif> & res){
+		unsigned int k=1;
+		QuadTreeNode<ObjectiveVector>* tmp=NULL;
+		_parent->getSubTree()[_succ]=NULL;
+		while((k < (bound -1)) && _node->getSubTree()[k]==NULL){
+			k++;
+		}
+		if(_node->getSubTree()[k]!=NULL){
+			tmp =_node->getSubTree()[k];
+			_parent->setChild(_succ, tmp);
+		}
+		k++;
+		while(k < (bound -1)){
+			if(_node->getSubTree()[k]!=NULL){
+				reinsert(tmp ,_node->getSubTree()[k]);
+			}
+			k++;
+		}
+		modif new_modif(_node->getVec(),_node->get_index());
+		res.push_back(new_modif);
+		delete(_node);
+	}
+
+	/**
+	 * test if _node1 is dominated by _node2 (and recursivly by its childs)
+	 * @param _node1 first node
+	 * @param _node2 second node
+	 */
+	bool test1(QuadTreeNode<ObjectiveVector>* _node1, QuadTreeNode<ObjectiveVector>* _node2){
+		bool res = false;
+		unsigned int succ;
+		succ=k_succ(_node1->getVec(), _node2->getVec());
+		if(succ==bound){
+			res=true;
+		}
+		else{
+			QuadTreeIterator it=_node2->getSubTree().begin();
+			while(!res && (it != _node2->getSubTree().end())){
+				if((*it).second!=NULL){
+					if( ((succ ^ bound) & ((*it).first ^ bound)) == (succ^bound)){
+						res = res || test1(_node1, (*it).second);
+					}
+				}
+				it++;
+			}
+		}
+		return res;
+	}
+
+	/**
+	 * test if _node1 dominates _node2 (and recursivly its childs)
+	 * @param _node1 first node
+	 * @param _node2 second node
+	 */
+	void test2(QuadTreeNode<ObjectiveVector>* _node1, QuadTreeNode<ObjectiveVector>* _node2, QuadTreeNode<ObjectiveVector>* _parent, unsigned int _succ, std::vector<modif> & res){
+
+		unsigned int succ;
+		succ=k_succ(_node1->getVec(), _node2->getVec());
+		if(succ==0){
+			remove(_node2, _parent, _succ, res);
+			if(_parent->getSubTree()[_succ]!=NULL)
+				test2(_node1, _parent->getSubTree()[_succ], _parent, _succ, res);
+		}
+		else{
+			QuadTreeIterator it=_node2->getSubTree().begin();
+			while(it != _node2->getSubTree().end()){
+				if((*it).second!=NULL){
+					if( (succ & (*it).first) == succ){
+						test2(_node1, (*it).second, _node2, (*it).first, res);
+					}
+				}
+				it++;
+			}
+		}
+	}
+
+	//************* A REVOIR ************
+	void printTree(){
+		QuadTreeIterator it;
+		if(!isEmpty()){
+			std::cout << "root: " << root->getVec()  << " -> ";
+			if(!(root->getSubTree().empty())){
+				for(it=(root->getSubTree()).begin(); it != (root->getSubTree()).end(); it++){
+					if((*it).second!=NULL)
+						std::cout << (*it).second->getVec() << " ; ";
+				}
+				std::cout << std::endl;
+				for(it=(root->getSubTree()).begin(); it != (root->getSubTree()).end(); it++){
+					if((*it).second!=NULL){
+						printChild((*it).second, (*it).first);
+						std::cout << std::endl;
+					}
+				}
+			}
+		}
+	}
+
+	void printChild(QuadTreeNode<ObjectiveVector>* _child, unsigned int _key){
+		QuadTreeIterator it;
+		std::cout << "[" << _key << " : " << _child->getVec() << "] -> ";
+		if(!(_child->getSubTree().empty())){
+			for(it=(_child->getSubTree()).begin(); it != (_child->getSubTree()).end(); it++){
+				if((*it).second!=NULL)
+					std::cout << (*it).second->getVec() << " ; ";
+			}
+			std::cout << std::endl;
+			for(it=(_child->getSubTree()).begin(); it != (_child->getSubTree()).end(); it++){
+				if((*it).second!=NULL){
+					printChild((*it).second, (*it).first);
+					std::cout << std::endl;
+				}
+			}
+		}
+	}
+	//***********************************
+
+	/**
+	 * @return if the tree is empty or not
+	 */
+	bool isEmpty(){
+		return root==NULL;
+	}
+
+	/**
+	 * @return a pointer on the root of the tree
+	 */
+	QuadTreeNode<ObjectiveVector>* getRoot(){
+		return root;
+	}
+
+	/**
+	 * the number of individual currently indexed
+	 * @return the tree size
+	 */
+	unsigned int size(){
+		return current_size;
+	}
+
+
+private:
+
+	/**
+	 * to find a node from  his objectiveVector
+	 * @param _obj the objective to find
+	 * @param current the node in which we are looking (to be able to recurse)
+	 * @return the node with obj as objectiveVector, or null if it's not found
+	 */
+	QuadTreeNode<ObjectiveVector>* find_node(ObjectiveVector &_obj, QuadTreeNode<ObjectiveVector>* current){
+		if (current->getVec()==_obj) return current;
+		else{
+			int succ=k_succ(current->getVec(),_obj);
+			if(current->getSubTree()[succ]!=NULL)
+				return find_node(_obj,current->getSubTree()[succ]);
+			else{
+				return NULL;
+			}
+
+		}
+
+	}
+
+	//pointer on the root of the tree
+	QuadTreeNode<ObjectiveVector>* root;
+
+	//size max of an index
+	unsigned int bound;
+
+	//Pareto comparator
+	moeoParetoObjectiveVectorComparator<ObjectiveVector>* comparator;
+
+	//current tree size
+	int current_size;
+
+};
+
+
+
+#endif /*MOEOQUADTREE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoQuadTreeArchive.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoQuadTreeArchive.h
new file mode 100644
index 000000000..9f95224bb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoQuadTreeArchive.h
@@ -0,0 +1,103 @@
+/*
+* <moeoQuadTreeArchive.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoEpsilonHyperboxArchive.h
+//-----------------------------------------------------------------------------
+
+#ifndef MOEOQUADTREEARCHIVE_H_
+#define MOEOQUADTREEARCHIVE_H_
+
+#include <eoPop.h>
+
+
+/**
+ * This class represents an epsilon hyperbox archive.
+ */
+template < class MOEOT >
+class moeoQuadTreeArchive : public moeoArchive < MOEOT >
+{
+public:
+
+    using moeoArchive < MOEOT > :: size;
+    using moeoArchive < MOEOT > :: resize;
+    using moeoArchive < MOEOT > :: operator[];
+    using moeoArchive < MOEOT > :: back;
+    using moeoArchive < MOEOT > :: pop_back;
+    using moeoArchive < MOEOT > :: push_back;
+    using moeoArchive < MOEOT > :: begin;
+    using moeoArchive < MOEOT > :: end;
+    using moeoArchive < MOEOT > :: replace;
+
+
+    /**
+     * The type of an objective vector for a solution
+     */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    moeoQuadTreeArchive() : moeoArchive < MOEOT >(){}
+
+    /**
+     * Updates the archive with a given individual _moeo
+     * @param _moeo the given individual
+     * @return if the _moeo is added to the archive
+     */
+    bool operator()(const MOEOT & _moeo){
+    	return false;
+    }
+
+
+    /**
+     * Updates the archive with a given population _pop
+     * @param _pop the given population
+     * @return if at least one _pop[i] is added to the archive
+     */
+    bool operator()(const eoPop < MOEOT > & _pop){
+    	bool res, tmp = false;
+    	for(unsigned int i=0; i<_pop.size(); i++){
+    		tmp = (*this)(_pop[i]);
+    		res = res || tmp;
+    	}
+    	return res;
+    }
+
+
+
+
+};
+
+#endif /*MOEOQUADTREEARCHIVE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoQuickUnboundedArchiveIndex.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoQuickUnboundedArchiveIndex.h
new file mode 100755
index 000000000..a40add6ae
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/archive/moeoQuickUnboundedArchiveIndex.h
@@ -0,0 +1,235 @@
+#ifndef MOEOQUICKUNBOUNDEDARCHIVEINDEX_H_
+#define MOEOQUICKUNBOUNDEDARCHIVEINDEX_H_
+
+#include <eoPop.h>
+#include <archive/moeoArchive.h>
+#include <comparator/moeoObjectiveVectorComparator.h>
+#include <comparator/moeoParetoObjectiveVectorComparator.h>
+#include <algorithm>
+#include <iostream>
+
+/**
+ * Archive used for 2 dimension vectors which remove pareto dominated values
+ * the index is ordered following the first objective
+ */
+template < class MOEOT >
+class moeoQuickUnboundedArchiveIndex : public moeoArchiveIndex < MOEOT >
+{
+
+	public:
+
+
+
+		/**
+		 * The type of an objective vector for a solution
+		 */
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename moeoArchiveIndex<MOEOT>::modif modif;
+//		typedef typename moeoArchiveIndex < MOEOT> :: s_update s_update;
+
+		/**
+		 * Default ctor. Pareto !!!!
+		 * The moeoObjectiveVectorComparator used to compare solutions is based on Pareto dominance
+		 */
+		moeoQuickUnboundedArchiveIndex() : index() {}
+
+		/**
+		 * Ctor
+		 * @param _comparator the moeoObjectiveVectorComparator used to compare solutions
+		 */
+		//moeoQuickUnboundedArchive(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator) : moeoArchive < MOEOT >(_comparator),index() {}
+
+		/**struct for an entry of the index
+		 * obj is the objective vector of the vector[indice]
+		 */
+		struct entree{
+			entree(ObjectiveVector _obj, int _indice):obj(_obj),indice(_indice){}
+			bool operator == (const entree a){
+				return obj==a.obj;
+			}
+			ObjectiveVector obj;
+			int indice;
+		};
+		/**
+		 * equivalent to "number one element should be on top of number two element" in the list by looking to the first obj
+		 */
+		struct CompareByFirst
+			: std::binary_function< bool, entree, entree > {
+				bool operator ()(
+						const entree& elem1,
+						const entree& elem2
+						) const {
+					if (ObjectiveVector::minimizing(0)){
+						return elem1.obj[0] > elem2.obj[0];
+					}
+					else{
+						return elem1.obj[0] < elem2.obj[0];
+					}
+				}
+			}cbf; 
+		/**
+		 * equivalent to "number one element should be on top of number two element" in the list by looking to the 2nd obj
+		 */
+		struct CompareByLast
+			: std::binary_function< bool, entree, entree > {
+				bool operator ()(
+						const entree& elem1,
+						const entree& elem2
+						) const {
+					if (ObjectiveVector::minimizing(1)){
+						return elem1.obj[1] < elem2.obj[1];
+					}
+					else{
+						return elem1.obj[1] > elem2.obj[1];
+					}
+				}
+			}cbl; 
+
+
+		struct CompareByLast2
+			: std::binary_function< bool, MOEOT, MOEOT > {
+				bool operator ()(
+						const MOEOT& elem1,
+						const MOEOT& elem2
+						) const {
+					if (ObjectiveVector::minimizing(1)){
+						return elem1.objectiveVector()[1] < elem2.objectiveVector()[1];
+					}
+					else{
+						return elem1.objectiveVector()[1] > elem2.objectiveVector()[1];
+					}
+				}
+			}cbl2; 
+		/**
+		 * type for the index
+		 */
+		typedef typename std::set<entree,CompareByLast> MOEOTIndex;
+		/**
+		 * iterator from the index
+		 */
+		typedef typename std::set<entree,CompareByLast>::iterator MOEOTIndexIte;
+		/**
+		 * iterator for gcc stop being annoying
+		 */
+		typedef typename std::set<MOEOT>::iterator set_ite;
+
+
+
+		/**
+		  updates the index following a modif
+		  @param _update the modification to apply
+		  @return false
+		  */
+		bool update(modif& _update){
+			entree oldEnt(_update.itemObjective,_update.oldIdx);
+			entree newEnt(_update.itemObjective,_update.newIdx);
+			index.erase(oldEnt);
+			index.insert(newEnt);
+			return false;
+		}
+
+/*
+		std::pair<bool,std::vector<modif> > operator()(const eoPop<MOEOT>& _pop, bool _insert=true){
+			std::cout<<"OH, HI, je fais quelque chose"<<std::endl;
+			std::pair < bool, std::vector<modif> > res;
+			res.first=false;
+			std::vector <modif> tmp;
+			for (unsigned int i=0;i<_pop.size();i++){
+				std::cout<<"once va être créé"<<std::endl;
+				std::pair<bool,std::vector<modif> > once=operator()(_pop[i],_insert);
+				if (once.first){
+					std::cout<<"once vrai taille "<<once.second.size()<<std::endl;
+					std::copy(once.second.begin(),once.second.end(),res.second.end());
+					res.first=true;
+				}
+
+			}
+			return res;
+		};
+*/
+
+		virtual std::pair<bool,std::vector<modif> > operator()(const MOEOT& _moeo, bool _insert=true){
+			return insert(_moeo,_insert);
+		}
+		/**
+		 * inserts a _moeo in the index
+		 * @param _moeo the MOEOT to insert
+		 * @param _insert if _insert is false we only ask the index, and dont modify it
+		 * @return a pair composed by a boolean indicating if the moeot can be inserted, and a list of modif to do so
+		 */
+		virtual std::pair<bool,std::vector<modif> > insert(const MOEOT& _moeo, bool _insert=true){
+//			std::cout<<"entree dans l'algo avec "<<_moeo.objectiveVector()<<std::endl;
+			MOEOTIndexIte it,it2,it4;
+			std::pair<bool,std::vector<modif> > res;
+			std::vector<entree> to_er;
+			res.first=false;
+			if (index.empty()){
+				std::cout<<"empty donc ok"<<std::endl;
+				if (_insert)
+					index.insert(entree(_moeo.objectiveVector(),index.size()));
+				res.first=true;
+				return res;  
+			}
+			it=index.lower_bound(entree(_moeo.objectiveVector(),-1));
+			if (it==index.end()) {
+				it--;
+				if (!comparator(_moeo.objectiveVector(),(*it).obj)){
+					std::cout<<"fin et ok"<<std::endl;
+					if (_insert)
+						index.insert(entree(_moeo.objectiveVector(),index.size()));
+					res.first=true;
+				}else {
+					std::cout<<"fin et ko"<<std::endl;
+				}
+				return res;
+			}
+			if ((_moeo.objectiveVector()==(*it).obj) or  (comparator(_moeo.objectiveVector(),(*it).obj))){
+				std::cout<<"middle ko bas"<<std::endl;
+				return res;
+			}
+			if (it!=index.begin()){
+				it2=it;
+				it2--;
+				if (comparator(_moeo.objectiveVector(),(*it2).obj)){
+					std::cout<<"middle ko haut"<<std::endl;
+					return res;
+				}
+			}
+
+			it2=it;
+			while (it2!=index.end() && comparator((*it2).obj,_moeo.objectiveVector())){ 
+				it2++;
+			}
+			for (it4=it;it4!=it2;it4++){
+				std::cout<<"ajout d'un truc à del"<<std::endl;
+				ObjectiveVector cpy=(*it4).obj;
+				int cpy_idx=(*it4).indice;
+				modif new_modif(cpy,cpy_idx);
+				res.second.push_back(new_modif);
+				to_er.push_back(*it4);
+			}
+			if (_insert){
+				for (unsigned int i=0;i<to_er.size();i++){
+					index.erase(to_er[i]);
+				}
+				index.insert(entree(_moeo.objectiveVector(),index.size()));
+			}
+			res.first=true;
+			std::cout<<"sortie avec insertion"<<std::endl;
+			return res;
+		}
+
+
+	protected:
+
+
+
+	private:
+		MOEOTIndex index;
+		moeoParetoObjectiveVectorComparator<ObjectiveVector> comparator;
+
+
+
+};
+
+#endif /*MOEOQUICKUNBOUNDEDARCHIVE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/distance/moeoAchievementScalarizingFunctionDistance.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/distance/moeoAchievementScalarizingFunctionDistance.h
new file mode 100644
index 000000000..192feae33
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/distance/moeoAchievementScalarizingFunctionDistance.h
@@ -0,0 +1,109 @@
+/*
+ * <moeoAchievementScalarizingFunctionDistance.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2007
+ *
+ * Jeremie Humeau
+ * Arnaud Liefooghe
+ * François Legillon
+ *
+ * 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 MOEOASFADIST_H_
+#define MOEOASFADIST_H_
+
+#include <utils/moeoObjectiveVectorNormalizer.h>
+
+/**
+  Achievment scalarizing function aproach to calculate a distance
+  */
+template < class MOEOT>
+class moeoAchievementScalarizingFunctionDistance : public moeoObjSpaceDistance< MOEOT >
+{
+	public:
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+
+		/**
+		  constructor with a normalizer
+		  @param _rho
+		  @param _weight the weight to apply to each dimension
+		  @param _normalizer the normalizer
+		 */
+		moeoAchievementScalarizingFunctionDistance(unsigned int _rho, const ObjectiveVector& _weight, moeoObjectiveVectorNormalizer<MOEOT>& _normalizer): normalizer(_normalizer), weight(_weight), rho(_rho){}
+
+		/**
+		  constructor without a normalizer
+		  @param _rho
+		  @param _weight the weight to apply to each dimension
+		 */
+		moeoAchievementScalarizingFunctionDistance(unsigned int _rho, const ObjectiveVector& _weight): normalizer(defaultNormalizer), weight(_weight), rho(_rho){}
+
+		/**
+		  fonction which calculate the distance
+		  @param _obj the point to evaluate
+		  @param _reference the reference to calculate the distance from
+		  @return the fitness conrresponding to the distance
+		  */
+		const Fitness operator()(const ObjectiveVector& _reference, const ObjectiveVector& _obj){
+			unsigned int dim=_obj.size();
+			ObjectiveVector tmp1(_reference);
+			ObjectiveVector tmp2(_obj);
+			Fitness max=iteration(tmp2,tmp1,0,_obj.minimizing(0));
+			Fitness res=max;
+			for (unsigned i=0;i<dim;i++){
+				res=iteration(_obj,_reference,i,_obj.minimizing(i));
+				if (max<res)
+					max=res;
+			}
+			return max;
+		}
+
+	private:
+
+		moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
+		moeoObjectiveVectorNormalizer<MOEOT> &normalizer;
+		const ObjectiveVector &weight;
+		double rho;
+
+		Fitness iteration(const ObjectiveVector &obj, const ObjectiveVector& reference, int dim, bool mini){
+			ObjectiveVector obj_norm=normalizer(obj);
+			ObjectiveVector ref_norm=normalizer(reference);
+			Fitness res;
+			if (mini){
+				res=(obj_norm[dim]-ref_norm[dim]);
+			}else{
+				res=(ref_norm[dim]-obj_norm[dim]);
+			}
+			res=weight[dim]*res;
+			return res;
+		}
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/distance/moeoAugmentedAchievementScalarizingFunctionDistance.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/distance/moeoAugmentedAchievementScalarizingFunctionDistance.h
new file mode 100644
index 000000000..62120071a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/distance/moeoAugmentedAchievementScalarizingFunctionDistance.h
@@ -0,0 +1,111 @@
+/*
+ * <moeoAugmentedAchievmentScalarizingFunctionDistance.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2007
+ *
+ * Jeremie Humeau
+ * Arnaud Liefooghe
+ * Legillon François
+ *
+ * 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 MOEOASFAORDIST_H_
+#define MOEOASFAORDIST_H_
+
+
+#include <eo>
+#include <moeo>
+#include <cmath>
+
+/**
+  Order representing Achievment scalarizing function aproach to calculate a metric
+ */
+template < class MOEOT>
+class moeoAugmentedAchievementScalarizingFunctionDistance : public moeoObjSpaceDistance< MOEOT >
+{
+	public:
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+		/**
+		  constructor with a normalizer
+		  @param _rho
+		  @param _weight the weight to apply to each dimansion
+		  @param _normalizer the normalizer
+		 */
+		moeoAugmentedAchievementScalarizingFunctionDistance(unsigned int _rho,const ObjectiveVector &_weight,moeoObjectiveVectorNormalizer<MOEOT> &_normalizer): normalizer(_normalizer),weight(_weight),rho(_rho)
+	{}
+		/**
+		  constructor without a normalizer
+		  @param _rho
+		  @param _weight the weight to apply to each dimansion
+		 */
+		moeoAugmentedAchievementScalarizingFunctionDistance(unsigned int _rho,const ObjectiveVector &_weight): normalizer(defaultNormalizer),weight(_weight),rho(_rho)
+	{}
+
+
+		/**
+		  fonction which apply the metric to calculate a fitness
+		  @param _reference the reference point to calculate the distance
+		  @param _obj the point to evaluate
+		  @return the fitness conrresponding to the distance
+		 */
+		const Fitness operator()(const ObjectiveVector &_reference,const ObjectiveVector &_obj){
+			unsigned int dim=_obj.size();
+			Fitness res=0;
+			Fitness max=iteration(_obj,_reference,0,_obj.minimizing(0));
+			for (unsigned i=0;i<dim;i++){
+				Fitness tmp=iteration(_obj,_reference,i,_obj.minimizing(i));
+				if (max<tmp) 
+					max=tmp;
+				res+=tmp;
+			}
+			return res+rho*max;
+		}
+
+	private:
+		moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
+		moeoObjectiveVectorNormalizer<MOEOT> &normalizer;
+		const ObjectiveVector &weight;
+		double rho;
+		Fitness iteration(const ObjectiveVector &obj,const ObjectiveVector &reference,int dim,bool mini){
+			ObjectiveVector obj_norm=normalizer(obj);
+			ObjectiveVector ref_norm=normalizer(reference);
+			Fitness res;
+			if (mini){
+				res=obj_norm[dim]-ref_norm[dim];
+			}else{
+
+				res=ref_norm[dim]-obj_norm[dim];
+			}
+			res=weight[dim]*res;
+			return res;
+		}
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/distance/moeoAugmentedWeightedChebychevDistance.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/distance/moeoAugmentedWeightedChebychevDistance.h
new file mode 100644
index 000000000..098b3c817
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/distance/moeoAugmentedWeightedChebychevDistance.h
@@ -0,0 +1,102 @@
+/*
+ * <moeoAugmentedWeightedChebychevDistance.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2007
+ *
+ * François Legillon
+ * Jeremie Humeau
+ * Arnaud Liefooghe
+ *
+ * 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 MOEOCHEBYCHEVORDIST_H_
+#define MOEOCHEBYCHEVORDIST_H_
+
+#include <distance/moeoObjSpaceDistance.h>
+
+/**
+  order representing chebychev distance
+  */
+template < class MOEOT>
+class moeoAugmentedWeightedChebychevDistance : public moeoObjSpaceDistance < MOEOT >
+{
+	public:
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+
+		/**
+		  constructor with a normalizer
+		  @param _rho
+		  @param _weight the weight to apply to each dimension
+		  @param _normalizer the normalizer
+		 */
+		moeoAugmentedWeightedChebychevDistance(unsigned int _rho, const ObjectiveVector& _weight, moeoObjectiveVectorNormalizer<MOEOT>& _normalizer): normalizer(_normalizer), weight(_weight), rho(_rho){}
+
+		/**
+		  constructor with a dummy normalizer
+		  @param _rho
+		  @param _weight the weight to apply to each dimension
+		 */
+		moeoAugmentedWeightedChebychevDistance(unsigned int _rho, const ObjectiveVector& _weight): normalizer(defaultNormalizer), weight(_weight), rho(_rho){}
+		
+		/**
+		  fonction which calculate a fitness
+		  @param _reference the reference to calculate the distance from
+		  @param _obj the point to evaluate
+		  @return the fitness conrresponding to the distance
+		  */
+		const Fitness operator()(const ObjectiveVector& _reference, const ObjectiveVector& _obj){
+			unsigned int dim=_obj.size();
+			Fitness res=iteration(_obj,_reference,0);
+			Fitness max=res*weight[0];
+			for (unsigned i=1;i<dim;i++){
+				Fitness tmp=iteration(_obj,_reference,i);
+				if (tmp*weight[i]>max)
+					max=tmp*weight[i];
+				res+=tmp;
+			}
+			res=res*rho+max;
+			return res;
+		}
+
+	private:
+		moeoObjectiveVectorNormalizer<MOEOT> &normalizer;
+		moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
+		const ObjectiveVector &weight;
+		double rho;
+
+		Fitness iteration(const ObjectiveVector &obj,const ObjectiveVector &reference,int dim){
+			ObjectiveVector obj_norm=normalizer(obj);
+			ObjectiveVector ref_norm=normalizer(reference);
+			Fitness res=abs(obj_norm[dim]-ref_norm[dim]);
+			return res;
+		}
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/distance/moeoWeightedChebychevDistance.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/distance/moeoWeightedChebychevDistance.h
new file mode 100644
index 000000000..c25c86987
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/distance/moeoWeightedChebychevDistance.h
@@ -0,0 +1,101 @@
+/*
+ * <moeoWeightedChebychevDistance.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2007
+ *
+ * Jeremie Humeau
+ * Arnaud Liefooghe
+ * François Legillon
+ *
+ * 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 MOEOCHEBYCHEVDIST_H_
+#define MOEOCHEBYCHEVDIST_H_
+
+
+#include <eo>
+#include <moeo>
+#include <cmath>
+/**
+ * weighted chebychev distance
+ */
+template < class MOEOT>
+class moeoWeightedChebychevDistance : public moeoObjSpaceDistance < MOEOT >
+{
+	public:
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+
+		/**
+		 * constructor with a normalizer
+		 * @param _rho
+		 * @param _weight the weight to apply to each dimansion
+		 * @param _normalizer the normalizer
+		 */
+		moeoWeightedChebychevDistance(unsigned int _rho, const ObjectiveVector& _weight, moeoObjectiveVectorNormalizer<MOEOT>& _normalizer): normalizer(_normalizer), weight(_weight), rho(_rho){}
+
+		/**
+		 * constructor with a normalizer
+		 * @param _rho
+		 * @param _weight the weight to apply to each dimansion
+		 */
+		moeoWeightedChebychevDistance(unsigned int _rho, const ObjectiveVector& _weight): normalizer(defaultNormalizer), weight(_weight), rho(_rho){}
+		
+		/**
+		 * fonction which apply the metric to calculate a fitness
+		 * @param _obj the point to evaluate
+		 * @param _reference the reference to calculate the distance from
+		 * @return the fitness conrresponding to the distance
+		 */
+		const Fitness operator()(const ObjectiveVector& _reference, const ObjectiveVector& _obj){
+			unsigned int dim=_obj.size();
+			Fitness res=0;
+			ObjectiveVector obj_norm=normalizer(_obj);
+			ObjectiveVector ref_norm=normalizer(_reference);
+			for (unsigned i=0;i<dim;i++){
+				res+=iteration(obj_norm,ref_norm,i);
+			}
+			return res;
+		}
+
+	private:
+		moeoObjectiveVectorNormalizer<MOEOT> &normalizer;
+		moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
+		const ObjectiveVector &weight;
+		double rho;
+
+		Fitness iteration(const ObjectiveVector &obj,const ObjectiveVector &reference,int dim){
+			Fitness res=abs(obj[dim]-reference[dim]);
+			res=weight[dim]*pow(res,rho);
+			res=pow(res,1/rho);
+			return res;
+		}
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/explorer/moeoHCMoveLoopExpl.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/explorer/moeoHCMoveLoopExpl.h
new file mode 100755
index 000000000..79f1b8003
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/explorer/moeoHCMoveLoopExpl.h
@@ -0,0 +1,148 @@
+/*
+   <moeoHCMoveLoopExpl.h>
+   Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+   (C) OPAC Team, LIFL, 2002-2008
+
+   Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 __moeoHCLoopExpl_h
+#define __moeoHCLoopExpl_h
+
+#include <moMoveLoopExpl.h>
+#include <moMoveInit.h>
+#include <moNextMove.h>
+#include <moMoveIncrEval.h>
+#include <moMoveSelect.h>
+#include <moeo>
+#include <scalarStuffs/fitness/moeoIncrEvalSingleObjectivizer.h>
+/**
+  move explorer for multiobjectives solutions
+ */
+template < class M >
+class moeoHCMoveLoopExpl:public moMoveLoopExpl < M >
+{
+	//! Alias for the type.
+	typedef typename M::EOType EOT;
+
+	//! Alias for the fitness.
+	typedef typename M::EOType::Fitness Fitness;
+
+	typedef typename M::EOType::ObjectiveVector ObjectiveVector;
+
+	public:
+
+	//! Constructor.
+	/*!
+	  All the boxes have to be specified.
+
+	  \param _move_initializer The move initialiser.
+	  \param _next_move_generator The neighbourhood explorer.
+	  \param _incremental_evaluation (generally) Efficient evaluation function.
+	  \param _move_selection The move selector.
+	 */
+	moeoHCMoveLoopExpl (moMoveInit < M > & _move_initializer, moNextMove < M > & _next_move_generator, 
+			moeoIncrEvalSingleObjectivizer < EOT,M > & _incremental_evaluation, moMoveSelect < M > & _move_selection) :
+		move_initializer (_move_initializer), next_move_generator (_next_move_generator), 
+		incremental_evaluation (_incremental_evaluation), move_selection (_move_selection)
+	{}
+
+	//!  Procedure which launches the explorer.
+	/*!
+	  The exploration starts from an old solution and provides a new solution.
+
+	  \param _old_solution The current solution.
+	  \param _new_solution The new solution (result of the procedure).
+	 */
+	void operator () (const EOT & _old_solution, EOT & _new_solution)
+	{
+		M move, best_move;
+		Fitness best_fitness;
+		bool has_next_move, selection_update_is_ok;
+
+		if( _old_solution.invalid() )
+		{
+			throw std::runtime_error("[moHCMoveLoopExpl.h]: The current solution has not been evaluated.");
+		}
+
+		/*
+		   The two following lines are added to avoid compilation warning.
+		   <=> current best move fitness is the current fitness.
+		   <=> move and best move are empty for the moment.
+		 */
+		best_fitness=_old_solution.fitness();
+		move=best_move;
+		//At the begining, the new sol is equivalent to the old one.
+		_new_solution=(EOT)_old_solution;
+
+		// Restarting the exploration of the neighbourhood
+		move_initializer(move, _old_solution); 
+
+		move_selection.init(_old_solution.fitness ());
+
+		do
+		{
+			selection_update_is_ok = move_selection.update (move, incremental_evaluation(move, _old_solution) );
+			has_next_move = next_move_generator (move, _old_solution);
+		}
+		while ( selection_update_is_ok && has_next_move);
+		//The selecter gives the value of the best move and the corresponding best fitness.
+		move_selection (best_move, best_fitness);
+
+		/*std::cout<<"bonjour moeoloopexpl"<<std::endl;   
+		  for (unsigned i=0;i<6;i++){
+		  std::cout<<"move"<<best_move[i]<<std::endl;
+		  } */
+		//The best move is applied on the new solution.
+		best_move(_new_solution);
+
+		//fitness and objective are set. 
+		_new_solution.fitness(best_fitness);
+		_new_solution.objectiveVector(incremental_evaluation.incr_obj(best_move, _old_solution));
+		//we make a full eval
+		//    incremental_evaluation(_new_solution);
+	}
+
+	private:
+
+	//! Move initialiser.
+	moMoveInit < M > & move_initializer;
+
+	//! Neighborhood explorer.
+	moNextMove < M > & next_move_generator;
+
+	//! (generally) Efficient evaluation.
+	moeoIncrEvalSingleObjectivizer < EOT,M > & incremental_evaluation;
+
+	//! Move selector.
+	moMoveSelect < M > & move_selection;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/explorer/moeoTSMoveLoopExpl.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/explorer/moeoTSMoveLoopExpl.h
new file mode 100755
index 000000000..0f51d2a96
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/explorer/moeoTSMoveLoopExpl.h
@@ -0,0 +1,175 @@
+/*
+  <moeoTSMoveLoopExpl.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moeoTSMoveLoopExpl_h
+#define _moeoTSMoveLoopExpl_h
+#include <oldmo>
+#include <moMoveLoopExpl.h>
+#include <moMoveInit.h>
+#include <moNextMove.h>
+#include <moMoveIncrEval.h>
+#include <moMoveSelect.h>
+#include <moTabuList.h>
+#include <moAspirCrit.h>
+#include <moBestImprSelect.h>
+
+
+
+template <class M>
+class moeoTSMoveLoopExpl:public moMoveLoopExpl < M >
+{
+	//!Alias for the type
+	typedef typename M::EOType EOT;
+
+	//!Alias for the fitness
+	typedef typename M::EOType::Fitness Fitness;
+
+	public:
+
+	//!Constructor
+	/*!
+	  \param _move_initializer The move initializer.
+	  \param _next_move_generator The neighbourhood explorer.
+	  \param _incremental_evaluation A (generally) efficient evaluation.
+	  \param _tabu_list The tabu list.
+	  \param _aspiration_criterion An aspiration criterion.
+	 */
+	moeoTSMoveLoopExpl (moMoveInit < M > & _move_initializer, moNextMove < M > & _next_move_generator, moeoIncrEvalSingleObjectivizer < EOT, M > & _incremental_evaluation, moTabuList < M > & _tabu_list,  moAspirCrit < M > & _aspiration_criterion):
+		move_initializer(_move_initializer), 
+		next_move_generator(_next_move_generator), 
+		incremental_evaluation(_incremental_evaluation),
+		tabu_list(_tabu_list), 
+		aspiration_criterion(_aspiration_criterion)
+	{
+		tabu_list.init ();
+		aspiration_criterion.init ();
+	}
+	//!Procedure which lauches the exploration
+	/*!
+	  The exploration continues while the chosen move is not in the tabu list 
+	  or the aspiration criterion is true. If these 2 conditions are not true, the
+	  exploration stops if the move selector update function returns false.
+
+	  \param _old_solution the initial solution
+	  \param _new_solution the new solution
+	 */
+	void operator () (const EOT & _old_solution, EOT & _new_solution)
+	{
+		M move, best_move;
+		Fitness fitness, best_move_fitness;
+
+    bool move_is_tabu, aspiration_criterion_is_verified, selection_update_is_ok, has_next_move;
+
+    if( _old_solution.invalidFitness() || _old_solution.invalid() )
+      {
+	throw std::runtime_error("[moTSMoveLoopExpl.h]: The current solution has not been evaluated.");
+      }
+    
+    //At the begining, the new solution is equivalent to the old one.
+    _new_solution=(EOT)_old_solution;
+ //   EOT mem(_old_solution);
+
+ 
+    // Restarting the exploration of  of the neighborhood !
+    move_initializer (move, _old_solution);	
+
+    move_selection.init( _old_solution.fitness() );
+
+    selection_update_is_ok=true;
+//    std::cout<<"moeoTS lets go"<<std::cout;
+    do
+      {
+	fitness = incremental_evaluation(move, _old_solution);
+//	std::cout<<"fit: "<<fitness<<std::endl;
+
+	move_is_tabu = tabu_list(move, _old_solution);
+
+	aspiration_criterion_is_verified = aspiration_criterion(move, fitness);
+
+	if( !move_is_tabu || aspiration_criterion_is_verified )
+	  {
+	    selection_update_is_ok = move_selection.update(move, fitness);
+	  }
+
+	has_next_move = next_move_generator(move, _old_solution);
+      }
+    while( has_next_move && selection_update_is_ok );
+  //  std::cout<<"moeoTS before select"<<std::cout;
+
+    move_selection(best_move, best_move_fitness);
+    typename EOT::ObjectiveVector best_obj=incremental_evaluation.incr_obj(best_move,_new_solution);
+
+    //std::cout<<"moeo explo apply move "<<std::endl;
+    // Apply the best move.
+    best_move(_new_solution);
+    
+    // The fitness is set to avoid an additionnal fitness computation.
+   // std::cout<<"moeo explo apply fit"<<std::endl;
+    _new_solution.fitness(best_move_fitness);
+   // std::cout<<"moeo explo apply obj"<<std::endl;
+    _new_solution.objectiveVector(best_obj);
+   // std::cout<<"moeo explo apply obj OK"<<std::endl;
+  //  incremental_evaluation(_new_solution);
+      
+    // Removing moves that are no more tabu.
+    tabu_list.update ();
+    
+    // Updating the tabu list
+    tabu_list.add(best_move, _new_solution);
+    //std::cout<<"moeo end "<<std::endl;
+  }
+
+ private:
+
+  //! Move initialisation
+  moMoveInit < M > & move_initializer;
+
+  //! Neighborhood explorer
+  moNextMove < M > & next_move_generator;
+
+  //! Efficient evaluation
+  moeoIncrEvalSingleObjectivizer < EOT,M > & incremental_evaluation;
+
+  //! Move selector
+  moBestImprSelect < M > move_selection;
+
+  //! Tabu list
+  moTabuList < M > & tabu_list;
+
+  //! Aspiration criterion
+  moAspirCrit < M > & aspiration_criterion;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoAchievementFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoAchievementFitnessAssignment.h
new file mode 100644
index 000000000..b77355bb1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoAchievementFitnessAssignment.h
@@ -0,0 +1,170 @@
+/*
+* <moeoAchievementFitnessAssignment.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOACHIEVEMENTFITNESSASSIGNMENT_H_
+#define MOEOACHIEVEMENTFITNESSASSIGNMENT_H_
+
+#include <vector>
+#include <eoPop.h>
+#include <fitness/moeoScalarFitnessAssignment.h>
+
+/**
+ * Fitness assignment sheme based on the achievement scalarizing function propozed by Wiersbicki (1980).
+ */
+template < class MOEOT >
+class moeoAchievementFitnessAssignment : public moeoScalarFitnessAssignment < MOEOT >
+  {
+  public:
+
+    /** the objective vector type of the solutions */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Default ctor
+     * @param _reference reference point vector
+     * @param _lambdas weighted coefficients vector
+     * @param _spn arbitrary small positive number (0 < _spn << 1)
+     */
+    moeoAchievementFitnessAssignment(ObjectiveVector & _reference, std::vector < double > & _lambdas, double _spn=0.0001) : reference(_reference), lambdas(_lambdas), spn(_spn)
+    {
+      // consistency check
+      if ((spn < 0.0) || (spn > 1.0))
+        {
+          std::cout << "Warning, the arbitrary small positive number should be > 0 and <<1, adjusted to 0.0001\n";
+          spn = 0.0001;
+        }
+    }
+
+
+    /**
+     * Ctor with default values for lambdas (1/nObjectives)
+     * @param _reference reference point vector
+     * @param _spn arbitrary small positive number (0 < _spn << 1)
+     */
+    moeoAchievementFitnessAssignment(ObjectiveVector & _reference, double _spn=0.0001) : reference(_reference), spn(_spn)
+    {
+      // compute the default values for lambdas
+      lambdas  = std::vector < double > (ObjectiveVector::nObjectives());
+      for (unsigned int i=0 ; i<lambdas.size(); i++)
+        {
+          lambdas[i] = 1.0 / ObjectiveVector::nObjectives();
+        }
+      // consistency check
+      if ((spn < 0.0) || (spn > 1.0))
+        {
+          std::cout << "Warning, the arbitrary small positive number should be > 0 and <<1, adjusted to 0.0001\n";
+          spn = 0.0001;
+        }
+    }
+
+
+    /**
+     * Sets the fitness values for every solution contained in the population _pop
+     * @param _pop the population
+     */
+    virtual void operator()(eoPop < MOEOT > & _pop)
+    {
+      for (unsigned int i=0; i<_pop.size() ; i++)
+        {
+          compute(_pop[i]);
+        }
+    }
+
+
+    /**
+     * Updates the fitness values of the whole population _pop by taking the deletion of the objective vector _objVec into account (nothing to do).
+     * @param _pop the population
+     * @param _objVec the objective vector
+     */
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+    {
+      // nothing to do ;-)
+    }
+
+
+    /**
+     * Sets the reference point
+     * @param _reference the new reference point
+     */
+    void setReference(const ObjectiveVector & _reference)
+    {
+      reference = _reference;
+    }
+
+
+  private:
+
+    /** the reference point */
+    ObjectiveVector reference;
+    /** the weighted coefficients vector */
+    std::vector < double > lambdas;
+    /** an arbitrary small positive number (0 < _spn << 1) */
+    double spn;
+
+
+    /**
+     * Returns a big value (regarded as infinite)
+     */
+    double inf() const
+      {
+        return std::numeric_limits<double>::max();
+      }
+
+
+    /**
+     * Computes the fitness value for a solution
+     * @param _moeo the solution
+     */
+    void compute(MOEOT & _moeo)
+    {
+      unsigned int nobj = MOEOT::ObjectiveVector::nObjectives();
+      double temp;
+      double min = inf();
+      double sum = 0;
+      for (unsigned int obj=0; obj<nobj; obj++)
+        {
+          temp = lambdas[obj] * (reference[obj] - _moeo.objectiveVector()[obj]);
+          min = std::min(min, temp);
+          sum += temp;
+        }
+      _moeo.fitness(min + spn*sum);
+    }
+
+  };
+
+#endif /*MOEOACHIEVEMENTFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoAchievementScalarizingFunctionMetricFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoAchievementScalarizingFunctionMetricFitnessAssignment.h
new file mode 100644
index 000000000..e396a798b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoAchievementScalarizingFunctionMetricFitnessAssignment.h
@@ -0,0 +1,148 @@
+/*
+ * <moeoScalarizationFunctionMetricFitnessAssignment.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * François Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// moeoScalarizationFunctionMetricFitnessAssignment.h
+//-----------------------------------------------------------------------------
+#ifndef MOEOASFAFITNESSASSIGNMENT_H_
+#define MOEOASFAFITNESSASSIGNMENT_H_
+
+#include <eoPop.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <scalarStuffs/distance/moeoAchievementScalarizingFunctionDistance.h>
+#include <metric/moeoDistanceMetric.h>
+#include <utils/moeoObjectiveVectorNormalizer.h>
+
+/*
+ * Fitness assignment scheme which use a metric
+ */
+template < class MOEOT>
+class moeoAchievementScalarizingFunctionMetricFitnessAssignment : public moeoSingleObjectivization < MOEOT >
+{
+	public:
+
+		/** the objective vector type of the solutions */
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+		typedef typename ObjectiveVector::Type Type;
+
+		/**
+		 * ctor with normalizer
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 * @param _normalizer the normalizer to apply to objectiveVectors
+		 */
+		moeoAchievementScalarizingFunctionMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector& _reference, const ObjectiveVector& _weight, moeoObjectiveVectorNormalizer<MOEOT>& _normalizer) : normalizer(_normalizer), eval(defaultEval), distance(_rho, _weight),	metric( distance, _reference, defaultNormalizer){}
+
+		/**
+		 * ctor with an evaluing fonction, applied if give moeot is invalid
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 * @param _eval a evalFunc to regenerate the objectiveVector if needed
+		 */
+		moeoAchievementScalarizingFunctionMetricFitnessAssignment(unsigned int _rho, ObjectiveVector& _reference, const ObjectiveVector& _weight, eoEvalFunc<MOEOT>& _eval): normalizer(defaultNormalizer), eval(_eval), distance(_rho, _weight),	metric( distance, _reference, defaultNormalizer){}
+
+		/**
+		 * ctor with an evaluing fonction, applied if give moeot is invalid, and a noramlizer, applied to ObjectiveVectors
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 * @param _normalizer the normalizer to apply to objectiveVectors
+		 * @param _eval a evalFunc to regenerate the objectiveVector if needed
+		 */
+		moeoAchievementScalarizingFunctionMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector& _reference, const ObjectiveVector& _weight, moeoObjectiveVectorNormalizer<MOEOT>& _normalizer, eoEvalFunc<MOEOT>& _eval) :	normalizer(_normalizer), eval(_eval), distance(_rho, _weight), metric(distance, _reference, _normalizer){}
+
+		/**
+		  default constructor
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 */
+		moeoAchievementScalarizingFunctionMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector& _reference, const ObjectiveVector& _weight) : normalizer(defaultNormalizer), eval(defaultEval), distance(_rho, _weight), metric(distance, _reference, defaultNormalizer){}
+
+		/** 
+		 * Sets the fitness values for a moeot
+		 * @param _mo the MOEOT
+		 */
+		void operator()(MOEOT &  _mo){
+			if (_mo.invalidObjectiveVector())
+				eval(_mo);
+			_mo.fitness(operator()(_mo.objectiveVector()));
+		}
+
+		/**
+		  return the fitness of a valid objectiveVector
+		  @param _mo the objectiveVector
+		  @return the fitness value of _mo
+		 */
+		typename MOEOT::Fitness operator()(const typename MOEOT::ObjectiveVector& _mo){
+			return -metric(_mo);
+		}
+
+		/**
+		 * Sets the fitness values for every solution contained in the populing _pop  (and in the archive)
+		 * @param _pop the populing
+		 */
+		void operator()(eoPop < MOEOT > & _pop)
+		{
+			for (unsigned int k=0; k < _pop.size(); k++)
+				operator()(_pop[k]);
+		}
+
+		/**
+		 * @param _pop the populing
+		 * @param _objVec the objective vector
+		 */
+		void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec){}
+
+	private:
+
+		class DummyEval: public eoEvalFunc<MOEOT>{
+			void operator()(MOEOT &moeo){
+			}
+		} defaultEval;
+
+		moeoObjectiveVectorNormalizer<MOEOT> &normalizer;
+		moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
+		eoEvalFunc<MOEOT> &eval;
+		moeoAchievementScalarizingFunctionDistance<MOEOT> distance;
+		moeoDistanceMetric<MOEOT> metric;
+
+
+};
+
+#endif /*moeoAugmentedScalarizingFunctionMetricFitnessASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment.h
new file mode 100644
index 000000000..b0a1499bd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment.h
@@ -0,0 +1,161 @@
+/*
+ * <moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * François Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// moeoAugmentedScalarizingFunctionMetricFitnessAssignment.h
+//-----------------------------------------------------------------------------
+#ifndef MOEOAUGASFAFITNESSASSIGNMENT_H_
+#define MOEOAUGASFAFITNESSASSIGNMENT_H_
+
+#include <moeo>
+#include <eo>
+#include <vector>
+#include <eoPop.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <utils/moeoObjectiveVectorNormalizer.h>
+#include <scalarStuffs/distance/moeoAugmentedAchievementScalarizingFunctionDistance.h>
+
+/*
+ * Fitness assignment scheme which use a metric
+ */
+template < class MOEOT>
+class moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment : public moeoSingleObjectivization < MOEOT >
+{
+	public:
+
+
+		/** the objective vector type of the solutions */
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+		typedef typename ObjectiveVector::Type Type;
+
+
+		/**
+		 * ctor with normalizer
+		 * @param _normalizer the normalizer to apply to objectiveVectors
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 */
+		moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment(unsigned int _rho,const ObjectiveVector &_reference,const ObjectiveVector &_weight,moeoObjectiveVectorNormalizer<MOEOT> &_normalizer) : normalizer(_normalizer),eval(defaultEval), distance(_rho,_weight), metric(distance,_reference,normalizer)
+	{}
+		/**
+		 * ctor with an evaluing fonction, applied if give moeot is invalid
+		 * @param _eval a evalFunc to regenerate the objectiveVector if needed
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 */
+		moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector &_reference,const ObjectiveVector &_weight,eoEvalFunc<MOEOT> &_eval) : normalizer(defaultNormalizer), eval(_eval), distance(_rho,_weight), metric(distance,_reference,normalizer)
+	{}
+		/**
+		 * ctor with an evaluing fonction, applied if give moeot is invalid, and a noramlizer, applied to ObjectiveVectors
+		 * @param _eval a evalFunc to regenerate the objectiveVector if needed
+		 * @param _normalizer the normalizer to apply to objectiveVectors
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 */
+		moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector &_reference,const ObjectiveVector &_weight,moeoObjectiveVectorNormalizer<MOEOT> &_normalizer,eoEvalFunc<MOEOT> &_eval) :normalizer(_normalizer),eval(_eval), distance(_rho,_weight), metric(distance,_reference,normalizer)
+	{}
+		/**
+		  default constructor
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		  */
+		moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector &_reference,const ObjectiveVector &_weight) : normalizer(defaultNormalizer), eval(defaultEval), distance(_rho,_weight), metric(distance,_reference,normalizer)
+	{}
+
+		 /** 
+		  * Sets the fitness values for a moeot
+		  * @param _mo the MOEOT
+		  */
+		void operator()(MOEOT &  _mo){
+			if (_mo.invalidObjectiveVector()) eval(_mo);
+			_mo.fitness(operator()(_mo.objectiveVector()));
+
+		}
+
+		/**
+		  return the fitness of a valid objectiveVector
+		  @param _mo the objectiveVector
+		  @return the fitness value of _mo
+		  */
+		typename MOEOT::Fitness operator()(const typename MOEOT::ObjectiveVector &  _mo){
+			return -metric(_mo);
+		}
+
+
+		/**
+		 * Sets the fitness values for every solution contained in the populing _pop  (and in the archive)
+		 * @param _pop the populing
+		 */
+		void operator()(eoPop < MOEOT > & _pop)
+		{
+			unsigned int pop_size= _pop.size();
+			for (unsigned int k=0; k<pop_size; k++){
+				operator()(_pop[k]);
+			}
+		}
+
+
+
+
+		/**
+		 * @param _pop the populing
+		 * @param _objVec the objective vector
+		 */
+		void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+		{
+		}
+
+
+	private:
+
+		class DummyEval: public eoEvalFunc<MOEOT>{
+			void operator()(MOEOT &moeo){
+			}
+		} defaultEval;
+
+		moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
+		moeoObjectiveVectorNormalizer<MOEOT> &normalizer;
+		eoEvalFunc<MOEOT> &eval;
+		moeoAugmentedAchievementScalarizingFunctionDistance<MOEOT> distance;
+		moeoDistanceMetric<MOEOT> metric;
+
+};
+
+#endif /*moeoAugmentedScalarizingFunctionMetricFitnessASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoAugmentedWeightedChebychevMetricFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoAugmentedWeightedChebychevMetricFitnessAssignment.h
new file mode 100644
index 000000000..356ac2144
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoAugmentedWeightedChebychevMetricFitnessAssignment.h
@@ -0,0 +1,145 @@
+/*
+ * <moeoAugmentedWeightedChebychevMetricFitnessAssignment.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * François Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// moeoAugmentedWeightedChebychevMetricFitnessAssignment.h
+//-----------------------------------------------------------------------------
+#ifndef MOEOAUGCHEVMETRICFITNESSASSIGNMENT_H_
+#define MOEOAUGCHEVMETRICFITNESSASSIGNMENT_H_
+
+#include <eoPop.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <utils/moeoObjectiveVectorNormalizer.h>
+
+/*
+ * Fitness assignment scheme which use a metric
+ */
+template < class MOEOT>
+class moeoAugmentedWeightedChebychevMetricFitnessAssignment : public moeoSingleObjectivization < MOEOT >
+{
+	public:
+
+		/** the objective vector type of the solutions */
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+		typedef typename ObjectiveVector::Type Type;
+
+		/**
+		 * ctor with normalizer
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 * @param _normalizer the normalizer to apply to objectiveVectors
+		 */
+		moeoAugmentedWeightedChebychevMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector& _reference, const ObjectiveVector& _weight, moeoObjectiveVectorNormalizer<MOEOT>& _normalizer) : normalizer(_normalizer), eval(defaultEval), distance(_rho, _weight), metric(distance, _reference, normalizer){}
+
+		/**
+		 * ctor with an evaluation fonction, applied if give moeot is invalid
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 * @param _eval a evalFunc to regenerate the objectiveVector if needed
+		 */
+		moeoAugmentedWeightedChebychevMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector& _reference, const ObjectiveVector& _weight, eoEvalFunc<MOEOT>& _eval) : normalizer(defaultNormalizer), eval(_eval), distance(_rho, _weight), metric(distance, _reference, normalizer){}
+
+		/**
+		 * ctor with an evaluation fonction, applied if give moeot is invalid, and a noramlizer, applied to ObjectiveVectors
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 * @param _normalizer the normalizer to apply to objectiveVectors
+		 * @param _eval a evalFunc to regenerate the objectiveVector if needed
+		 */
+		moeoAugmentedWeightedChebychevMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector& _reference, const ObjectiveVector& _weight, moeoObjectiveVectorNormalizer<MOEOT>& _normalizer, eoEvalFunc<MOEOT>& _eval) : normalizer(_normalizer), eval(_eval), distance(_rho, _weight), metric(distance, _reference, normalizer){}
+
+		/**
+		  default constructor
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		  */
+		moeoAugmentedWeightedChebychevMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector& _reference, const ObjectiveVector& _weight) : normalizer(defaultNormalizer), eval(defaultEval), distance(_rho, _weight), metric(distance, _reference, normalizer){}
+
+		 /** 
+		  * Sets the fitness values for a moeot
+		  * @param _mo the MOEOT
+		  */
+		void operator()(MOEOT &  _mo){
+			if (_mo.invalidObjectiveVector())
+				eval(_mo);
+			_mo.fitness(operator()(_mo.objectiveVector()));
+		}
+
+		/**
+		  return the fitness of a valid objectiveVector
+		  @param _mo the objectiveVector
+		  @return the fitness value of _mo
+		  */
+		typename MOEOT::Fitness operator()(const typename MOEOT::ObjectiveVector & _mo){
+			return -metric(_mo);
+		}
+
+		/**
+		 * Sets the fitness values for every solution contained in the population _pop  (and in the archive)
+		 * @param _pop the population
+		 */
+		void operator()(eoPop < MOEOT > & _pop){
+			for (unsigned int k=0; k<_pop.size(); k++)
+				operator()(_pop[k]);
+		}
+
+		/**
+		 * @param _pop the population
+		 * @param _objVec the objective vector
+		 */
+		void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec){}
+
+	private:
+
+		class DummyEval: public eoEvalFunc<MOEOT>{
+			void operator()(MOEOT &moeo){
+			}
+		} defaultEval;
+
+		moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
+		moeoObjectiveVectorNormalizer<MOEOT> &normalizer;
+		eoEvalFunc<MOEOT> &eval;
+		moeoAugmentedWeightedChebychevDistance<MOEOT> distance;
+		moeoDistanceMetric<MOEOT> metric;
+
+
+};
+
+#endif /*moeoAugmentedWeightedChebychevMetricFitnessASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoIncrEvalSingleObjectivizer.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoIncrEvalSingleObjectivizer.h
new file mode 100644
index 000000000..d316e6cc3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoIncrEvalSingleObjectivizer.h
@@ -0,0 +1,120 @@
+/*
+* <moeoIncrEvalSingleObjectivizer.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2009
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* François Legillon 
+*
+* 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 MOEOINCREVALSINGLEOBJECTIVIZER_H_
+#define MOEOINCREVALSINGLEOBJECTIVIZER_H_
+
+#include <moeo>
+#include <eo>
+#include <moMoveIncrEval.h>
+#include <fitness/moeoFitnessAssignment.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <eoEvalFunc.h>
+
+/**
+ * Class to adapt mo algorithms (moTS moVNC...) for multiobjectives
+ * This class play a moMoveIncrEval but can be used with multi objectives
+ * Use a Singleobjectivizer to set the fitness value according to each dimension
+ */
+template < class MOEOT , class Move  >
+class moeoIncrEvalSingleObjectivizer : public moeoSingleObjectivization<MOEOT>, public moMoveIncrEval < Move, typename MOEOT::Fitness>
+  {
+  public:
+
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    moeoIncrEvalSingleObjectivizer (){}
+    /**
+      Constructor
+      @param _singler a singleObjectivizer to calculte the fitness from the objectiveVector
+      @param _incr incremental evaluation of moeots
+     */
+	  moeoIncrEvalSingleObjectivizer ( moeoSingleObjectivization<MOEOT> &_singler, moMoveIncrEval<Move,typename MOEOT::ObjectiveVector> &_incr):
+		  singler(_singler), incr(_incr)
+	  {}
+    /**
+     * herited from moeoFitnessAssignment, calculate fitness for all population
+     * @param _pop the population
+     */
+    virtual void operator () (eoPop < MOEOT > & _pop){
+	    singler(_pop);
+    };
+
+    /**
+      herited from eoEvalFunc, calculate fitness for a moeot      
+      @param _moeot
+     */
+    virtual void operator() (MOEOT & _moeot){
+	    singler(_moeot);
+    };
+
+    /**
+      calculate fitness from an objectiveVector
+      @param _moeot a valid ObejctiveVector
+      @return the fitness value for the objectiveVector
+     */
+    virtual typename MOEOT::Fitness operator() (const typename MOEOT::ObjectiveVector & _moeot){
+	    return singler(_moeot);
+    };
+    /**
+      evaluates incrementally the fitness for a moeo 
+     @param _mov a movement to virtually apply to _moeo
+     @param _moeo the base solution
+     @return the fitness of _moeo with _move applied
+     */
+    virtual typename MOEOT::Fitness operator() ( const Move &_mov, const MOEOT &_moeo ){
+	    return singler(incr_obj(_mov,_moeo));
+    }
+
+    /**
+      evaluates incrementally the objectiveVector for a moeo
+     @param _mov a movement to virtually apply to _moeo
+     @param _moeo the base solution
+     @return the objectiveVector of _moeo with _move applied
+      */
+    virtual ObjectiveVector incr_obj ( const Move &_mov, const MOEOT &_moeo ){
+	    return incr(_mov,_moeo);
+    }
+    /** dummy method**/
+    void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec){}
+  private: 
+    moeoSingleObjectivization<MOEOT> &singler; 
+    moMoveIncrEval<Move,typename MOEOT::ObjectiveVector> &incr;
+  };
+
+#endif /*MOEOINCREVALSINGLEOBJECTIVIZER_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoMetricFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoMetricFitnessAssignment.h
new file mode 100644
index 000000000..f5c3e5549
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoMetricFitnessAssignment.h
@@ -0,0 +1,140 @@
+/*
+ * <moeoMetricFitnessAssignment.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * François Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// moeoMetrucFitnessAssignment.h
+//-----------------------------------------------------------------------------
+#ifndef MOEOMETRICFITNESSASSIGNMENT_H_
+#define MOEOMETRICFITNESSASSIGNMENT_H_
+
+#include <moeo>
+#include <eo>
+#include <vector>
+#include <eoPop.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <utils/moeoObjectiveVectorNormalizer.h>
+
+/*
+ * Fitness assignment scheme which use a metric
+ */
+template < class MOEOT>
+class moeoMetricFitnessAssignment : public moeoSingleObjectivization < MOEOT >
+{
+	public:
+
+
+		/** the objective vector type of the solutions */
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+		typedef typename ObjectiveVector::Type Type;
+
+
+		/**
+		 * Default ctor
+		 * @param _metric a metric function to calculate fitness
+		 * @param _negate true if fitness should be maxed
+		 */
+		moeoMetricFitnessAssignment(moeoUnaryMetric<ObjectiveVector,Fitness> &_metric, bool _negate=true) : metric(_metric),eval(defaultEval),negate(_negate)
+	{}
+		/**
+		 * ctor with an evaluation fonction, applied if give moeot is invalid
+		 * @param _eval a evalFunc to regenerate the objectiveVector if needed
+		 * @param _metric a metric function to calculate fitness
+		 * @param _negate true if fitness should be maxed
+		 */
+		moeoMetricFitnessAssignment(moeoUnaryMetric<ObjectiveVector,Fitness> &_metric,eoEvalFunc<MOEOT> &_eval, bool _negate=false) : metric(_metric),eval(_eval),negate(_negate)
+	{}
+
+		 /** 
+		  * Sets the fitness values for a moeot
+		  * @param _mo the MOEOT
+		  */
+		void operator()(MOEOT &  _mo){
+			if (_mo.invalidObjectiveVector()) eval(_mo);
+			_mo.fitness(operator()(_mo.objectiveVector()));
+
+		}
+
+		/**
+		  return the fitness of a valid objectiveVector
+		  @param _mo the objectiveVector
+		  @return the fitness value of _mo
+		  */
+		typename MOEOT::Fitness operator()(const typename MOEOT::ObjectiveVector &  _mo){
+			if (negate)
+			return 1/metric(_mo);
+			else return metric(_mo);
+		}
+
+
+		/**
+		 * Sets the fitness values for every solution contained in the population _pop  (and in the archive)
+		 * @param _pop the population
+		 */
+		void operator()(eoPop < MOEOT > & _pop)
+		{
+			unsigned int pop_size= _pop.size();
+			for (unsigned int k=0; k<pop_size; k++){
+				operator()(_pop[k]);
+			}
+		}
+
+
+
+
+		/**
+		 * Warning: no yet implemented: Updates the fitness values of the whole population _pop by taking the deletion of the objective vector _objVec into account.
+		 * @param _pop the population
+		 * @param _objVec the objective vector
+		 */
+		void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec)
+		{
+			//std::cout << "WARNING : updateByDeleting not implemented in moeoAssignmentFitnessAssignment" << std::endl;
+		}
+
+
+	private:
+
+		moeoUnaryMetric<typename MOEOT::ObjectiveVector,Fitness> &metric;
+		eoEvalFunc<MOEOT> &eval;
+		bool negate;
+		class DummyEval: public eoEvalFunc<MOEOT>{
+			void operator()(MOEOT &moeo){
+			}
+		} defaultEval;
+
+};
+
+#endif /*MOEOMETRICFITNESSASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoWeightedChebychevMetricFitnessAssignment.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoWeightedChebychevMetricFitnessAssignment.h
new file mode 100644
index 000000000..382d4e2ef
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/fitness/moeoWeightedChebychevMetricFitnessAssignment.h
@@ -0,0 +1,148 @@
+/*
+ * <moeoWeightedChebychevMetricFitnessAssignment.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * François Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// moeoWeightedChebychevMetricFitnessAssignment.h
+//-----------------------------------------------------------------------------
+#ifndef MOEOCHEVMETRICFITNESSASSIGNMENT_H_
+#define MOEOCHEVMETRICFITNESSASSIGNMENT_H_
+
+#include <moeo>
+#include <eo>
+#include <vector>
+#include <eoPop.h>
+#include <fitness/moeoSingleObjectivization.h>
+#include <utils/moeoObjectiveVectorNormalizer.h>
+#include <scalarStuffs/distance/moeoWeightedChebychevDistance.h>
+
+/*
+ * Fitness assignment scheme which use a metric
+ */
+template < class MOEOT>
+class moeoWeightedChebychevMetricFitnessAssignment : public moeoSingleObjectivization < MOEOT >
+{
+	public:
+
+		/** the objective vector type of the solutions */
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::Fitness Fitness;
+		typedef typename ObjectiveVector::Type Type;
+
+		/**
+		 * ctor with normalizer
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 * @param _normalizer the normalizer to apply to objectiveVectors
+		 */
+		moeoWeightedChebychevMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector& _reference, const ObjectiveVector& _weight, moeoObjectiveVectorNormalizer<MOEOT>& _normalizer) : normalizer(_normalizer), eval(defaultEval), distance(_rho, _weight), metric(distance, _reference, _normalizer){}
+
+		/**
+		 * ctor with an evaluation fonction, applied if give moeot is invalid
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 * @param _eval a evalFunc to regenerate the objectiveVector if needed
+		 */
+		moeoWeightedChebychevMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector& _reference, const ObjectiveVector& _weight, eoEvalFunc<MOEOT>& _eval) : normalizer(defaultNormalizer), eval(_eval), distance(_rho, _weight), metric(distance, _reference, normalizer){}
+
+		/**
+		 * ctor with an evaluation fonction, applied if give moeot is invalid, and a noramlizer, applied to ObjectiveVectors
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		 * @param _normalizer the normalizer to apply to objectiveVectors
+		 * @param _eval a evalFunc to regenerate the objectiveVector if needed
+		 */
+		moeoWeightedChebychevMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector& _reference, const ObjectiveVector& _weight, moeoObjectiveVectorNormalizer<MOEOT>& _normalizer, eoEvalFunc<MOEOT>& _eval) : normalizer(_normalizer), eval(_eval), distance(_rho, _weight), metric(distance, _reference, normalizer){}
+
+		/**
+		  default constructor
+		 * @param _rho
+		 * @param _reference the reference point
+		 * @param _weight the weights applied to the objectives
+		  */
+		moeoWeightedChebychevMetricFitnessAssignment(unsigned int _rho, const ObjectiveVector& _reference, const ObjectiveVector& _weight) : normalizer(defaultNormalizer), eval(defaultEval), distance(_rho, _weight), metric(distance, _reference, normalizer){}
+
+		 /** 
+		  * Sets the fitness values for a moeot
+		  * @param _mo the MOEOT
+		  */
+		void operator()(MOEOT &  _mo){
+			if (_mo.invalidObjectiveVector())
+				eval(_mo);
+			_mo.fitness(operator()(_mo.objectiveVector()));
+		}
+
+		/**
+		  return the fitness of a valid objectiveVector
+		  @param _mo the objectiveVector
+		  @return the fitness value of _mo
+		  */
+		typename MOEOT::Fitness operator()(const typename MOEOT::ObjectiveVector &  _mo){
+			return -metric(_mo);
+		}
+
+		/**
+		 * Sets the fitness values for every solution contained in the population _pop  (and in the archive)
+		 * @param _pop the population
+		 */
+		void operator()(eoPop < MOEOT > & _pop)
+		{
+			for (unsigned int k=0; k < _pop.size(); k++)
+				operator()(_pop[k]);
+		}
+
+		/**
+		 * @param _pop the population
+		 * @param _objVec the objective vector
+		 */
+		void updateByDeleting(eoPop < MOEOT > & _pop, ObjectiveVector & _objVec){}
+
+	private:
+
+		class DummyEval: public eoEvalFunc<MOEOT>{
+			void operator()(MOEOT &moeo){
+			}
+		} defaultEval;
+
+		moeoObjectiveVectorNormalizer<MOEOT> defaultNormalizer;
+		moeoObjectiveVectorNormalizer<MOEOT>& normalizer;
+		eoEvalFunc<MOEOT> &eval;
+		moeoWeightedChebychevDistance<MOEOT> distance;
+		moeoDistanceMetric<MOEOT> metric;
+};
+
+#endif /*moeoWeightedChebychevMetricFitnessASSIGNMENT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoAnytimeWeightStrategy.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoAnytimeWeightStrategy.h
new file mode 100755
index 000000000..83ee36883
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoAnytimeWeightStrategy.h
@@ -0,0 +1,101 @@
+/*
+* <moeoAnytimeWeightStrategy.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* François Legillon
+*
+* 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 MOEOANYTIMEWEIGHTSTRAT_H_
+#define MOEOANYTIMEWEIGHTSTRAT_H_
+#include <scalarStuffs/weighting/moeoVariableWeightStrategy.h>
+#include <algorithm>
+#include <utility>
+#include <utils/rnd_generators.h>
+
+/**
+ * Change all weights according to a pattern ressembling to a "double strategy" 2 to 1 then 1 to 2.
+ * Can only be applied to 2 objectives vector problem
+ */
+template <class MOEOT>
+class moeoAnytimeWeightStrategy: public moeoVariableWeightStrategy<MOEOT>
+{
+	public:
+		/**
+		 * default constructor
+		 */
+		moeoAnytimeWeightStrategy():random(default_random),depth(0){}
+
+		/**
+		 * constructor with a given random generator, for algorithms wanting to keep the same generator for some reason
+		 * @param _random an uniform random generator
+		 */
+		moeoAnytimeWeightStrategy(UF_random_generator<double> &_random):random(_random), depth(0){}
+
+		/**
+		 *
+		 * @param _weights the weights to change
+		 * @param _moeot not used
+		 */
+		void operator()(std::vector<double>& _weights, const MOEOT& _moeot){
+			if (depth<2){
+				if (depth==0) toTest.push_back(0.5);
+				_weights[0]=depth;
+				_weights[1]=1-_weights[0];
+				depth++;
+				old1=0;
+				old2=1;
+				return;
+			}
+			if (!toTest.empty()){
+				_weights[0]=toTest.front();
+				_weights[1]=1-_weights[0];
+				toTest.erase(toTest.begin());
+				toTest.push_back((_weights[0]+old1)/2);
+				toTest.push_back((_weights[0]+old2)/2);
+				old2=old1;
+				old1=_weights[0];
+			}else{
+				std::cout<<"Error: Strange occurence in moeoAnytimeWeightStrategy "<<std::endl;
+			}
+		}
+
+	private:
+		double old1;
+		double old2;
+		UF_random_generator<double> &random;
+		UF_random_generator<double> default_random;
+		int depth;
+		std::list<double> toTest;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoAugmentedQexploreWeightStrategy.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoAugmentedQexploreWeightStrategy.h
new file mode 100755
index 000000000..0db3f34b0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoAugmentedQexploreWeightStrategy.h
@@ -0,0 +1,169 @@
+/*
+* <moeoAugmentedQexploreWeightStrategy.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* François Legillon
+*
+* 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 MOEOAUGMENTEDQEXPLWEIGHTSTRAT_H_
+#define MOEOAUGMENTEDQEXPLWEIGHTSTRAT_H_
+#include <scalarStuffs/weighting/moeoVariableWeightStrategy.h>
+#include <algorithm>
+#include <utility>
+#include <utils/rnd_generators.h>
+
+/**
+ * Change all weights according to a pattern ressembling to a "double strategy" 2 to 1 then 1 to 2.
+ * Can only be applied to 2 objectives vector problem
+ */
+template <class MOEOT>
+class moeoAugmentedQexploreWeightStrategy: public moeoVariableWeightStrategy<MOEOT>
+{
+	public:
+		/**
+		 * default constructor
+		 */
+		moeoAugmentedQexploreWeightStrategy():depth(0),num(0),reset(true){
+			nums.resize(1,0);
+		}
+		/**
+		 *
+		 * @param _weights the weights to change
+		 * @param moeot a moeot, not used
+		 */
+		void operator()(std::vector<double> &_weights,const MOEOT &moeot){
+			int dim=moeot.objectiveVector().size();
+			bool res=false;
+			int max=dim-1;
+			if (depth==0) do_reset();
+			while (!res) {
+				res=translate(dim,_weights);
+				next_num(dim);
+				if (nums[0]>max){
+					do_reset();
+				}
+			}
+		}
+
+	private:
+
+		void next_num(int dim){
+			int max=dim-1;
+			int idx=nums.size()-1;
+			if (depth==0){
+				do_reset();
+			}else{
+				idx=nums.size()-1;
+				while(idx>0 && nums[idx]==max) idx--;
+				int to_assign=nums[idx]+1;
+				for (unsigned int i=idx;i<nums.size();i++){
+					nums[i]=to_assign;
+				}
+			}
+		}
+
+		bool translate(int dim, std::vector<double> &_weights){
+			_weights.clear();
+			_weights.resize(dim,0);
+			for (unsigned int i=0;i<nums.size();i++){
+				_weights[nums[i]]++;
+				if (depth>1 && _weights[nums[i]]==depth) {
+					return false;
+				}
+			}
+
+			bool accept_pow=false;
+			bool accept_prim=false;
+			for (unsigned int i=0;i<_weights.size();i++){
+				if (accept_pow || (_weights[i]!=1 && !is2pow(_weights[i]))) {
+					accept_pow=true;
+				}
+				if (accept_prim || (coprim(_weights[i],depth)))
+					accept_prim=true;
+
+				_weights[i]=(_weights[i]+0.0)/(0.0+depth);
+			}
+			return accept_prim && accept_pow;
+		}
+
+		void do_reset(){
+			if (depth==0) depth=1;
+			else depth=depth*2;
+			nums.resize(depth);
+			for (unsigned int i=0;i<nums.size();i++){
+				nums[i]=0;
+			}
+			reset=false;
+		}
+
+		int next_prime(int old){
+			int res=old;
+			bool prim=true;
+			do{
+				res+=1;
+				prim=true;
+				for (unsigned int i=2;i<=sqrt(res);i++){
+					if ((res%i)==0) prim=false;
+				}
+			}while (!prim);
+			return res;
+		}
+
+		bool coprim(int a, int b){
+			if (b==0){
+				return a==1;
+			}else {
+				return coprim(b,a%b);
+			}
+		}
+
+		bool is2pow(int a){
+			if (a==1 || a==0) {
+				return true;
+			}
+			else if ((a%2)!=0) {
+				return false;
+			}
+
+			else {
+				return is2pow(a/2);
+			}
+		}
+
+		std::vector<int> nums;
+		int depth,num;
+		bool reset;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoDichoWeightStrategy.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoDichoWeightStrategy.h
new file mode 100644
index 000000000..cacfa3273
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoDichoWeightStrategy.h
@@ -0,0 +1,153 @@
+/*
+ * <moeoDichoWeightStrategy.h>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2007
+ *
+ * Fran<-61><-89>ois Legillon
+ *
+ * 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 MOEODICHOWEIGHTSTRAT_H_
+#define MOEODICHOWEIGHTSTRAT_H_
+#include <scalarStuffs/weighting/moeoVariableWeightStrategy.h>
+#include <algorithm>
+#include <utility>
+#include <utils/rnd_generators.h>
+
+/**
+ * Change all weights according to a pattern ressembling to a "double strategy" 2 to 1 then 1 to 2.
+ * Can only be applied to 2 objectives vector problem
+ */
+template <class MOEOT>
+class moeoDichoWeightStrategy: public moeoVariableWeightStrategy<MOEOT>
+{
+	public:
+		/**
+		 * default constructor
+		 */
+		moeoDichoWeightStrategy():random(default_random),num(0){}
+
+		/**
+		 * constructor with a given random generator, for algorithms wanting to keep the same generator for some reason
+		 * @param _random an uniform random generator
+		 */
+		moeoDichoWeightStrategy(UF_random_generator<double> &_random):random(_random),num(0){}
+
+		/**
+		 *
+		 * @param _weights the weights to change
+		 * @param moeot a moeot, will be kept in an archive in order to calculate weights later
+		 */
+		void operator()(std::vector<double> &_weights,const MOEOT &moeot){
+			std::vector<double> res;
+			ObjectiveVector tmp;
+			_weights.resize(moeot.objectiveVector().size());
+			if (arch.size()<2){
+				//archive too small, we generate starting weights to populate it
+				//if no better solution is provided, we will toggle between (0,1) and (1,0)
+				arch(moeot);
+				if (num==0){
+					_weights[0]=0;
+					_weights[1]=1;
+					num++;
+				}else{
+					_weights[1]=0;
+					_weights[0]=1;
+					num=0;
+					std::sort(arch.begin(),arch.end(),cmpParetoSort());
+					it=arch.begin();
+				}
+				return;
+			}else{
+				if (it!=arch.end()){
+					tmp=(*it).objectiveVector();
+					it++;
+					if (it==arch.end()){
+						//we were at the last elements, recurse to update the archive
+						operator()(_weights,moeot);
+						return;
+					}
+					toAdd.push_back(moeot);
+					res=normal(tmp,(*it).objectiveVector());
+					_weights[0]=res[0];
+					_weights[1]=res[1];
+				}else{
+					//we only add new elements to the archive once we have done an entire cycle on it,
+					//to prevent iterator breaking
+					//then we reset the iterator, and we recurse to start over
+					arch(toAdd);
+					toAdd.clear();
+					std::sort(arch.begin(),arch.end(),cmpParetoSort());
+					it=arch.begin();
+					operator()(_weights,moeot);
+					return;
+				}
+			}
+
+		}
+
+
+
+	private:
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+		std::vector<double> normal(const ObjectiveVector &_obj1, const ObjectiveVector &_obj2){
+			std::vector<double> res;
+			double sum=0;
+			for (unsigned int i=0;i<_obj1.size();i++){
+				if (_obj1[i]>_obj2[i])
+					res.push_back(_obj1[i]-_obj2[i]);
+				else
+					res.push_back(_obj2[i]-_obj1[i]);
+				sum+=res[i];
+			}
+			for (unsigned int i=0;i<_obj1.size();i++) res[i]=res[i]/sum;
+			return res;
+		}
+		struct cmpParetoSort
+		{
+			//since we apply it to a 2dimension pareto front, we can sort every objectiveVector
+			// following either objective without problem
+			bool operator()(const MOEOT & a,const MOEOT & b) const
+			{
+				return b.objectiveVector()[0]<a.objectiveVector()[0];
+			}
+		};
+
+		UF_random_generator<double> &random;
+		UF_random_generator<double> default_random;
+		int num;
+		moeoUnboundedArchive<MOEOT> arch;
+		eoPop<MOEOT> toAdd;
+		typename eoPop<MOEOT>::iterator it;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoDummyRefPointStrategy.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoDummyRefPointStrategy.h
new file mode 100755
index 000000000..bd3142cd2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoDummyRefPointStrategy.h
@@ -0,0 +1,51 @@
+/*
+* <moeoDummyRefPointStrategy.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* François Legillon
+*
+* 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 MOEODUMMYREFPOINT_H_
+#define MOEODUMMYREFPOINT_H_
+
+/**
+ * dummy class for variable reference point strategies. do nothing 
+ */
+template <class MOEOT>
+class moeoDummyRefPointStrategy : public moeoVariableRefPointStrategy<MOEOT>
+  {
+	  public:
+		  virtual void operator()(typename MOEOT::ObjectiveVector &_obj, const MOEOT &_moeo ){}
+  };
+
+#endif 
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoDummyWeightStrategy.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoDummyWeightStrategy.h
new file mode 100755
index 000000000..5aefd2872
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoDummyWeightStrategy.h
@@ -0,0 +1,61 @@
+/*
+* <moeoDummyWeightStrategy.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* François Legillon
+*
+* 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 MOEODUMMYWEIGHTSTRAT_H_
+#define MOEODUMMYWEIGHTSTRAT_H_
+#include <scalarStuffs/weighting/moeoVariableWeightStrategy.h>
+
+/**
+ * Dummy variable weight strategy. Fill the weight with equal values
+ */
+template <class MOEOT>
+class moeoDummyWeightStrategy: public moeoVariableWeightStrategy<MOEOT>
+  {
+	  public:
+		  /**
+		   * main function
+		   * @param _weights the weights to change
+		   * @param _moeot not used
+		   */
+		  void operator()(std::vector<double> &_weights,const MOEOT &_moeot){
+			  for (unsigned int i=0;i<_weights.size();i++){
+				  _weights[i]=(1.0/_weights.size());
+			  }
+		  }
+  };
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoFixedTimeBothDirectionWeightStrategy.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoFixedTimeBothDirectionWeightStrategy.h
new file mode 100755
index 000000000..a67489b28
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoFixedTimeBothDirectionWeightStrategy.h
@@ -0,0 +1,87 @@
+/*
+* <moeoFixedTimeBothDirectionWeightStrategy>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* François Legillon
+*
+* 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 MOEOFTBDWSWEIGHTSTRAT_H_
+#define MOEOFTBDWSWEIGHTSTRAT_H_
+#include <scalarStuffs/weighting/moeoVariableWeightStrategy.h>
+#include <algorithm>
+#include <utility>
+#include <utils/rnd_generators.h>
+
+/**
+ * Change all weights according to a "double strategy" pattern 2 to 1 then 1 to 2.
+ */
+template <class MOEOT>
+class moeoFixedTimeBothDirectionWeightStrategy: public moeoVariableWeightStrategy<MOEOT>
+{
+	public:
+		/**
+		 * default constructor 
+		 * @param _step how much we want the weight to change every iteration
+		 */
+		moeoFixedTimeBothDirectionWeightStrategy(double _step):step(_step),current(0),direction(false){}
+		/**
+		 * 
+		 * @param _weights the weights to change
+		 * @param moeot a moeot, not used
+		 */
+		void operator()(std::vector<double> &_weights,const MOEOT &moeot){
+			double res;
+			if (current==1){
+				res=1;
+				current=0;
+				direction=!direction;
+			}else res=current;
+			if (current+step>1){
+				current=1;
+			}else current+=step;
+			if (direction){
+			_weights[0]=res;
+			_weights[1]=1-res;
+			}else{
+			_weights[0]=1-res;
+			_weights[1]=res;
+			}
+		}
+
+	private:
+		double step;
+		double current;
+		bool direction;
+};
+
+#endif 
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoFixedTimeOneDirectionWeightStrategy.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoFixedTimeOneDirectionWeightStrategy.h
new file mode 100755
index 000000000..60d615a60
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoFixedTimeOneDirectionWeightStrategy.h
@@ -0,0 +1,80 @@
+/*
+* <moeoFixedTimeOneDirectionWeightStrategy.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* François Legillon
+*
+* 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 MOEOFTODWSWEIGHTSTRAT_H_
+#define MOEOFTODWSWEIGHTSTRAT_H_
+#include <scalarStuffs/weighting/moeoVariableWeightStrategy.h>
+#include <algorithm>
+#include <utility>
+#include <utils/rnd_generators.h>
+
+/**
+ * Change all weights according to a simple strategy by adding a step every generation
+ */
+template <class MOEOT>
+class moeoFixedTimeOneDirectionWeightStrategy: public moeoVariableWeightStrategy<MOEOT>
+{
+	public:
+		/**
+		 * default constructor
+		 * @param _step how much we want the weight to change every iteration
+		 */
+		moeoFixedTimeOneDirectionWeightStrategy(double _step):step(_step),current(0){}
+		/**
+		 *
+		 * @param _weights the weights to change
+		 * @param moeot a moeot, not used
+		 */
+		void operator()(std::vector<double> &_weights,const MOEOT &moeot){
+			double res;
+			if (current==1){
+				res=1;
+				current=0;
+			}else res=current;
+			if (current+step>1){
+				current=1;
+			}else current+=step;
+			_weights[0]=res;
+			_weights[1]=1-res;
+		}
+
+	private:
+		double step;
+		double current;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoQexploreWeightStrategy.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoQexploreWeightStrategy.h
new file mode 100755
index 000000000..b79e8bfde
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoQexploreWeightStrategy.h
@@ -0,0 +1,114 @@
+/*
+* <moeoQexploreWeightStrategy.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* François Legillon
+*
+* 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 MOEOQEXPLWEIGHTSTRAT_H_
+#define MOEOQEXPLWEIGHTSTRAT_H_
+#include <scalarStuffs/weighting/moeoVariableWeightStrategy.h>
+#include <algorithm>
+#include <utility>
+#include <utils/rnd_generators.h>
+//#include <rnd_generators.h>
+/**
+ * Change all weights according to a pattern ressembling to a "double strategy" 2 to 1 then 1 to 2.
+ * Can only be applied to 2 objectives vector problem
+ */
+template <class MOEOT>
+class moeoQexploreWeightStrategy: public moeoVariableWeightStrategy<MOEOT>
+{
+	public:
+		/**
+		 * default constructor
+		 */
+		moeoQexploreWeightStrategy():random(default_random),depth(0),num(0){}
+		
+		/**
+		 * constructor with a given random generator, for algorithms wanting to keep the same generator for some reason
+		 * @param _random an uniform random generator
+		 */
+		moeoQexploreWeightStrategy(UF_random_generator<double> &_random):random(_random),depth(0),num(0){}
+		/**
+		 * 
+		 * @param _weights the weights to change
+		 * @param moeot a moeot, not used
+		 */
+		void operator()(std::vector<double> &_weights,const MOEOT &moeot){
+			if (depth==0){
+				if (num==0){
+					num++;
+					_weights[0]=0;
+					_weights[1]=1;
+				}else{
+					num=1;
+					depth=1;
+					_weights[0]=1;
+					_weights[1]=0;
+				}
+			}else{
+				while (num<depth && !coprim(depth,num)){
+					num++;
+				}
+				if (num>=depth){
+					depth++;
+					num=1;
+				}
+				_weights[0]=(num+0.0)/depth;
+				_weights[1]=1-(num+0.0)/depth;
+				num++;
+			}
+		}
+
+
+	private:
+
+		bool coprim(int a, int b){
+			if (b==0){
+				return a==1;
+			}else {
+				return coprim(b,a%b);
+			}
+		}
+
+		void next_num(){
+
+		}
+		UF_random_generator<double> &random;
+		UF_random_generator<double> default_random;
+		int depth,num,idx;
+		std::list<double> toTest;
+};
+
+#endif 
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoRandWeightStrategy.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoRandWeightStrategy.h
new file mode 100755
index 000000000..582cf27f7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoRandWeightStrategy.h
@@ -0,0 +1,83 @@
+/*
+* <moeoRandWeightStrategy.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* François Legillon
+*
+* 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 MOEORANDWEIGHTSTRAT_H_
+#define MOEORANDWEIGHTSTRAT_H_
+#include <scalarStuffs/weighting/moeoVariableWeightStrategy.h>
+
+/**
+ * Change all weights randomly.
+ */
+template <class MOEOT>
+class moeoRandWeightStrategy: public moeoVariableWeightStrategy<MOEOT>
+  {
+	  public:
+		  /**
+		   * default constructor
+		   */
+		  moeoRandWeightStrategy():random(default_random){}
+
+		  /**
+		   * constructor with a given random generator, for algorithms wanting to keep the same generator for some reason
+		   * @param _random an uniform random generator
+		   */
+		  moeoRandWeightStrategy(UF_random_generator<double> &_random):random(_random){}
+
+		  /**
+		   * main function, fill the weight randomly
+		   * @param _weights the weights to change
+		   * @param _moeot not used
+		   */
+		  void operator()(std::vector<double> &_weights,const MOEOT &_moeot){
+			  double sum=0;
+			  for (unsigned int i=0;i<_weights.size();i++){
+				  double rnd=random(100000);
+				  sum+=rnd;
+				  _weights[i]=rnd;
+			  }
+			  //we divide by the sum in order to keep the weight sum equal to 1
+			  for (unsigned int i=0;i<_weights.size();i++){
+				  _weights[i]=_weights[i]/sum;
+			  }
+		  }
+
+	  private:
+		  UF_random_generator<double> &random;
+		  UF_random_generator<double> default_random;
+  };
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoVariableRefPointStrategy.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoVariableRefPointStrategy.h
new file mode 100755
index 000000000..1eb355d54
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoVariableRefPointStrategy.h
@@ -0,0 +1,51 @@
+/*
+* <moeoVariableRefPointStrategy.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* François Legillon
+*
+* 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 MOEOVARREFPOINT_H_
+#define MOEOVARREFPOINT_H_
+
+/**
+ * Abstract class for strategies for changing reference point, in a fitness assignment that use it.
+ */
+template <class MOEOT>
+class moeoVariableRefPointStrategy
+  {
+	  public:
+		  virtual void operator()(typename MOEOT::ObjectiveVector &_obj,const MOEOT &_moeo )=0;
+  };
+
+#endif 
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoVariableWeightStrategy.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoVariableWeightStrategy.h
new file mode 100755
index 000000000..f6a2147b3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/scalarStuffs/weighting/moeoVariableWeightStrategy.h
@@ -0,0 +1,51 @@
+/*
+* <moeoVariableWeightStrategy.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* François Legillon
+*
+* 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 MOEOVARWEIGHT_H_
+#define MOEOVARWEIGHT_H_
+
+/**
+ * Abstract class for strategies for changing weight, in a aggregative fitness assignment.
+ */
+template <class MOEOT>
+class moeoVariableWeightStrategy
+  {
+	  public:
+		  virtual void operator()(std::vector<double> &_weights,const MOEOT &_moeo )=0;
+  };
+
+#endif 
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoDetArchiveSelect.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoDetArchiveSelect.h
new file mode 100644
index 000000000..81e09e36c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoDetArchiveSelect.h
@@ -0,0 +1,99 @@
+/*
+* <moeoDetArchiveSelect.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+* François Legillon
+* Thibaut demaret
+*
+* 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 MOEODETARCHIVESELECT_H
+#define MOEODETARCHIVESELECT_H
+
+#include <eoSelect.h>
+#include <cassert>
+
+template<class MOEOT>
+class moeoDetArchiveSelect : public eoSelect<MOEOT>
+{
+	public:
+
+		moeoDetArchiveSelect(moeoArchive < MOEOT > & _archive, unsigned int _max, unsigned int _min=0) :
+			archive(_archive), max(_max), min(_min) {}
+
+		/**
+		 * Repopulate copying the archive, selecting randomly if the archive size is over bounds (min and max)
+		 * @param _source compatibility parameter, not used
+		 * @param _dest destination population, selected from archive
+		 */
+		void operator()(const eoPop < MOEOT > & _source, eoPop < MOEOT > & _dest)
+		{
+			if(max < min){
+				std::cout << "Warning! moeoDetArchiveSelect: min value > max value!!! Nothing is done." << std::endl;
+			}
+			else{
+
+				unsigned int archive_size = archive.size();
+				_dest.resize(0);
+				if ((archive_size >= min) && (archive_size <= max)){
+					for (unsigned int i=0; i<archive_size; i++)
+						_dest.push_back(archive[i]);
+				}
+				else if (archive_size > max){
+					UF_random_generator<unsigned int> rndGen;
+					std::vector <int> permutation;
+					for(unsigned int i=0; i < archive_size; i++)
+						permutation.push_back(i);
+					random_shuffle(permutation.begin(), permutation.end(), rndGen);
+					for (unsigned int i=0; i<max; i++)
+						_dest.push_back(archive[permutation[i]]);
+				}
+				else {
+					for (unsigned int i=0; i<min; i++){
+						_dest.push_back(archive[i%archive_size]);
+					}
+				}
+			}
+		}
+
+	private :
+		/** archive used to select MOEOT*/
+		moeoArchive < MOEOT > & archive;
+		/** max is the maximum size of the new population*/
+		unsigned int max;
+		/** min is the minimum size of the new population (default 0) */
+		unsigned int min;
+};
+
+#endif /*MOEODETARCHIVESELECT_H*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoDetTournamentSelect.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoDetTournamentSelect.h
new file mode 100644
index 000000000..24e0a451c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoDetTournamentSelect.h
@@ -0,0 +1,108 @@
+/*
+* <moeoDetTournamentSelect.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEODETTOURNAMENTSELECT_H_
+#define MOEODETTOURNAMENTSELECT_H_
+
+#include <comparator/moeoComparator.h>
+#include <comparator/moeoFitnessThenDiversityComparator.h>
+#include <selection/moeoSelectOne.h>
+#include <selection/moeoSelectors.h>
+
+/**
+ * Selection strategy that selects ONE individual by deterministic tournament.
+ */
+template < class MOEOT > class moeoDetTournamentSelect:public moeoSelectOne < MOEOT >
+  {
+  public:
+
+    /**
+     * Full Ctor.
+     * @param _comparator the comparator (used to compare 2 individuals)
+     * @param _tSize the number of individuals in the tournament (default: 2)
+     */
+    moeoDetTournamentSelect (moeoComparator < MOEOT > & _comparator, unsigned int _tSize = 2) : comparator (_comparator), tSize (_tSize)
+    {
+      // consistency check
+      if (tSize < 2)
+        {
+          std::
+          cout << "Warning, Tournament size should be >= 2\nAdjusted to 2\n";
+          tSize = 2;
+        }
+    }
+
+
+    /**
+     * Ctor without comparator. A moeoFitnessThenDiversityComparator is used as default.
+     * @param _tSize the number of individuals in the tournament (default: 2)	 
+     */
+    moeoDetTournamentSelect (unsigned int _tSize = 2) : comparator (defaultComparator), tSize (_tSize)
+    {
+      // consistency check
+      if (tSize < 2)
+        {
+          std::
+          cout << "Warning, Tournament size should be >= 2\nAdjusted to 2\n";
+          tSize = 2;
+        }
+    }
+
+
+    /**
+     * Apply the tournament to the given population
+     * @param _pop the population
+     */
+    const MOEOT & operator() (const eoPop < MOEOT > &_pop)
+    {
+      // use the selector
+      return mo_deterministic_tournament (_pop, tSize, comparator);
+    }
+
+
+  protected:
+
+    /** the comparator (used to compare 2 individuals) */
+    moeoComparator < MOEOT > & comparator;
+    /** a fitness then diversity comparator can be used as default */
+    moeoFitnessThenDiversityComparator < MOEOT > defaultComparator;
+    /** the number of individuals in the tournament */
+    unsigned int tSize;
+
+  };
+
+#endif /*MOEODETTOURNAMENTSELECT_H_ */
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoExhaustiveUnvisitedSelect.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoExhaustiveUnvisitedSelect.h
new file mode 100644
index 000000000..12b0a9ee8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoExhaustiveUnvisitedSelect.h
@@ -0,0 +1,75 @@
+/*
+* <moeoExhaustiveUnvisitedSelect.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEOEXHAUSTIVEUNVISITEDSELECT_H
+#define _MOEOEXHAUSTIVEUNVISITEDSELECT_H
+
+#include <eoPop.h>
+#include <selection/moeoUnvisitedSelect.h>
+
+/**
+ * Selector which select all unvisited individuals of a population
+ */
+template < class MOEOT >
+class moeoExhaustiveUnvisitedSelect : public moeoUnvisitedSelect < MOEOT >
+{
+
+public:
+
+    moeoExhaustiveUnvisitedSelect(){}
+
+    /**
+     * functor which return index of selected individuals of a population
+     * @param _src the population
+     * @return the vector contains index of all unvisited individuals of the population
+     */
+    std::vector <unsigned int> operator()(eoPop < MOEOT > & _src)
+    {
+    	std::vector <unsigned int> res;
+    	res.resize(0);
+        for (unsigned int i=0; i<_src.size(); i++)
+        {
+            if (_src[i].flag() == 0)
+            	res.push_back(i);
+        }
+        return res;
+    }
+
+};
+
+#endif /*_MOEOEXHAUSTIVEUNVISITEDSELECT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoNumberUnvisitedSelect.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoNumberUnvisitedSelect.h
new file mode 100644
index 000000000..afe0d5d4d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoNumberUnvisitedSelect.h
@@ -0,0 +1,88 @@
+/*
+* <moeoNumberUnvisitedSelect.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEONUMBERUNVISITEDSELECT_H
+#define _MOEONUMBERUNVISITEDSELECT_H
+
+#include <eoPop.h>
+#include <selection/moeoUnvisitedSelect.h>
+
+/**
+ * Selector which select a part of unvisited individuals of a population
+ */
+template < class MOEOT >
+class moeoNumberUnvisitedSelect : public moeoUnvisitedSelect < MOEOT >
+{
+
+public:
+
+	/**
+	 * Constructor
+	 * @param _number the number of individuals to select
+	 */
+    moeoNumberUnvisitedSelect(unsigned int _number): number(_number){}
+
+    /**
+     * functor which return index of selected individuals of a population
+     * @param _src the population
+     * @return the vector contains index of the part of unvisited individuals of the population
+     */
+    std::vector <unsigned int> operator()(eoPop < MOEOT > & _src)
+    {
+    	std::vector <unsigned int> res;
+    	res.resize(0);
+        for (unsigned int i=0; i<_src.size(); i++)
+        {
+            if (_src[i].flag() == 0)
+            	res.push_back(i);
+        }
+        if(number < res.size()){
+        	UF_random_generator<unsigned int> rndGen;
+        	std::random_shuffle(res.begin(), res.end(), rndGen);
+        	res.resize(number);
+        }
+        return res;
+    }
+
+private:
+	/** number of individuals to select */
+	unsigned int number;
+
+};
+
+#endif /*_MOEONUMBERUNVISITEDSELECT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoRandomSelect.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoRandomSelect.h
new file mode 100644
index 000000000..c27f07c91
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoRandomSelect.h
@@ -0,0 +1,69 @@
+/*
+* <moeoRandomSelect.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEORANDOMSELECT_H_
+#define MOEORANDOMSELECT_H_
+
+#include <eoRandomSelect.h>
+#include <selection/moeoSelectOne.h>
+
+
+/**
+ * Selection strategy that selects only one element randomly from a whole population.
+ */
+template < class MOEOT > class moeoRandomSelect:public moeoSelectOne < MOEOT >, public eoRandomSelect <MOEOT >
+  {
+  public:
+
+    /**
+     * Ctor.
+     */
+    moeoRandomSelect()
+    {}
+
+
+    /**
+     * Return one individual at random by using an eoRandomSelect.
+     */
+    const MOEOT & operator () (const eoPop < MOEOT > &_pop)
+    {
+      return eoRandomSelect < MOEOT >::operator ()(_pop);
+    }
+
+  };
+
+#endif /*MOEORANDOMSELECT_H_ */
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoRouletteSelect.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoRouletteSelect.h
new file mode 100644
index 000000000..b5adcb0c2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoRouletteSelect.h
@@ -0,0 +1,87 @@
+/*
+* <moeoRouletteSelect.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOROULETTESELECT_H_
+#define MOEOROULETTESELECT_H_
+
+#include <selection/moeoSelectOne.h>
+#include <selection/moeoSelectors.h>
+
+/**
+ * Selection strategy that selects ONE individual by using roulette wheel process.
+ * WARNING This selection only uses fitness values (and not diversity values).
+ */
+template < class MOEOT >
+class moeoRouletteSelect:public moeoSelectOne < MOEOT >
+  {
+  public:
+
+    /**
+     * Ctor.
+     * @param _tSize the number of individuals in the tournament (default: 2)	 
+     */
+    moeoRouletteSelect (unsigned int _tSize = 2) : tSize (_tSize)
+    {
+      // consistency check
+      if (tSize < 2)
+        {
+          std::
+          cout << "Warning, Tournament size should be >= 2\nAdjusted to 2\n";
+          tSize = 2;
+        }
+    }
+
+
+    /**
+     * Apply the tournament to the given population
+     * @param _pop the population
+     */
+    const MOEOT & operator  () (const eoPop < MOEOT > & _pop)
+    {
+      // use the selector
+      return mo_roulette_wheel(_pop,tSize);
+    }
+
+
+  protected:
+
+    /** size */
+    double & tSize;
+
+  };
+
+#endif /*MOEOROULETTESELECT_H_ */
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoSelectFromPopAndArch.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoSelectFromPopAndArch.h
new file mode 100644
index 000000000..a75fbad9a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoSelectFromPopAndArch.h
@@ -0,0 +1,120 @@
+/*
+* <moeoSelectFromPopAndArch.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOSELECTONEFROMPOPANDARCH_H_
+#define MOEOSELECTONEFROMPOPANDARCH_H_
+
+#include <eoPop.h>
+#include <utils/eoRNG.h>
+#include <archive/moeoArchive.h>
+#include <selection/moeoSelectOne.h>
+#include <selection/moeoRandomSelect.h>
+
+/**
+ * Elitist selection process that consists in choosing individuals in the archive as well as in the current population.
+ */
+template < class MOEOT >
+class moeoSelectFromPopAndArch : public moeoSelectOne < MOEOT >
+  {
+  public:
+
+    /**
+     * Ctor
+     * @param _popSelectOne the population's selection operator
+     * @param _archSelectOne the archive's selection operator
+     * @param _arch the archive
+     * @param _ratioFromPop the ratio of selected individuals from the population
+     */
+    moeoSelectFromPopAndArch (moeoSelectOne < MOEOT > & _popSelectOne, moeoSelectOne < MOEOT > & _archSelectOne, moeoArchive < MOEOT > & _arch, double _ratioFromPop=0.5)
+        : popSelectOne(_popSelectOne), archSelectOne(_archSelectOne), arch(_arch), ratioFromPop(_ratioFromPop)
+    {}
+
+
+    /**
+     * Defaulr ctor - the archive's selection operator is a random selector
+     * @param _popSelectOne the population's selection operator	
+     * @param _arch the archive
+     * @param _ratioFromPop the ratio of selected individuals from the population
+     */
+    moeoSelectFromPopAndArch (moeoSelectOne < MOEOT > & _popSelectOne, moeoArchive < MOEOT > & _arch, double _ratioFromPop=0.5)
+        : popSelectOne(_popSelectOne), archSelectOne(randomSelectOne), arch(_arch), ratioFromPop(_ratioFromPop)
+    {}
+
+
+    /**
+     * The selection process
+     */
+    virtual const MOEOT & operator () (const eoPop < MOEOT > & pop)
+    {
+      if (arch.size() > 0)
+        if (rng.flip(ratioFromPop)){
+          return popSelectOne(pop);
+        }
+        else{
+          return archSelectOne(arch);
+        }
+      else{
+        return popSelectOne(pop);
+      }
+    }
+
+
+    /**
+     * Setups some population stats
+     */
+    virtual void setup (const eoPop < MOEOT > & _pop)
+    {
+      popSelectOne.setup(_pop);
+    }
+
+
+  private:
+
+    /** The population's selection operator */
+    moeoSelectOne < MOEOT > & popSelectOne;
+    /** The archive's selection operator */
+    moeoSelectOne < MOEOT > & archSelectOne;
+    /** The archive */
+    moeoArchive < MOEOT > & arch;
+    /** The ratio of selected individuals from the population*/
+    double ratioFromPop;
+    /** A random selection operator (used as default for archSelectOne) */
+    moeoRandomSelect < MOEOT > randomSelectOne;
+
+  };
+
+#endif /*MOEOSELECTONEFROMPOPANDARCH_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoSelectOne.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoSelectOne.h
new file mode 100644
index 000000000..c05e44740
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoSelectOne.h
@@ -0,0 +1,50 @@
+/*
+* <moeoSelectOne.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOSELECTONE_H_
+#define MOEOSELECTONE_H_
+
+#include <eoSelectOne.h>
+
+/**
+ * Selection strategy for multi-objective optimization that selects only one element from a whole population.
+ */
+template < class MOEOT >
+class moeoSelectOne : public eoSelectOne < MOEOT >
+  {};
+
+#endif /*MOEOSELECTONE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoSelectors.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoSelectors.h
new file mode 100644
index 000000000..1b61eafad
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoSelectors.h
@@ -0,0 +1,183 @@
+/*
+* <moeoSelectors.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOSELECTORS_H_
+#define MOEOSELECTORS_H_
+
+#include <comparator/moeoComparator.h>
+
+
+template <class It,class MOEOT>
+It mo_deterministic_tournament(It _begin, It _end, unsigned int _t_size,moeoComparator<MOEOT>& _comparator ,eoRng& _gen = rng)
+{
+  It best = _begin + _gen.random(_end - _begin);
+
+  for (unsigned int i = 0; i < _t_size - 1; ++i)
+    {
+      It competitor = _begin + _gen.random(_end - _begin);
+      // compare the two individuals by using the comparator
+      if (_comparator(*best, *competitor))
+        // best "better" than competitor
+        best=competitor;
+    }
+  return best;
+}
+
+
+template <class MOEOT>
+const MOEOT& mo_deterministic_tournament(const eoPop<MOEOT>& _pop, unsigned int _t_size,moeoComparator<MOEOT>& _comparator, eoRng& _gen = rng)
+{
+  return *mo_deterministic_tournament(_pop.begin(), _pop.end(),_t_size,_comparator, _gen);
+}
+
+
+template <class MOEOT>
+MOEOT& mo_deterministic_tournament(eoPop<MOEOT>& _pop, unsigned int _t_size,moeoComparator<MOEOT>& _comparator,eoRng& _gen = rng)
+{
+  return *mo_deterministic_tournament(_pop.begin(), _pop.end(), _t_size,_comparator, _gen);
+}
+
+
+template <class It,class MOEOT>
+It mo_stochastic_tournament(It _begin, It _end, double _t_rate,moeoComparator<MOEOT>& _comparator ,eoRng& _gen = rng)
+{
+  It i1 = _begin + _gen.random(_end - _begin);
+  It i2 = _begin + _gen.random(_end - _begin);
+
+  bool return_better = _gen.flip(_t_rate);
+
+  if (_comparator(*i1, *i2))
+    {
+      if (return_better) return i2;
+      // else
+
+      return i1;
+    }
+  else
+    {
+      if (return_better) return i1;
+      // else
+    }
+  // else
+
+  return i2;
+}
+
+
+template <class MOEOT>
+const MOEOT& mo_stochastic_tournament(const eoPop<MOEOT>& _pop, double _t_rate,moeoComparator<MOEOT>& _comparator, eoRng& _gen = rng)
+{
+  return *mo_stochastic_tournament(_pop.begin(), _pop.end(), _t_rate,_comparator, _gen);
+}
+
+
+template <class MOEOT>
+MOEOT& mo_stochastic_tournament(eoPop<MOEOT>& _pop, double _t_rate, eoRng& _gen = rng)
+{
+  return *mo_stochastic_tournament(_pop.begin(), _pop.end(), _t_rate, _gen);
+}
+
+
+template <class It>
+It mo_roulette_wheel(It _begin, It _end, double total, eoRng& _gen = rng)
+{
+
+  float roulette = _gen.uniform(total);
+
+  if (roulette == 0.0)	   // covers the case where total==0.0
+    return _begin + _gen.random(_end - _begin); // uniform choice
+
+  It i = _begin;
+
+  while (roulette > 0.0)
+    {
+      roulette -= static_cast<double>(*(i++));
+    }
+
+  return --i;
+}
+
+
+template <class MOEOT>
+const MOEOT& mo_roulette_wheel(const eoPop<MOEOT>& _pop, double total, eoRng& _gen = rng)
+{
+  float roulette = _gen.uniform(total);
+
+  if (roulette == 0.0)	   // covers the case where total==0.0
+    return _pop[_gen.random(_pop.size())]; // uniform choice
+
+  typename eoPop<MOEOT>::const_iterator i = _pop.begin();
+
+  while (roulette > 0.0)
+    {
+      roulette -= static_cast<double>((i++)->fitness());
+    }
+
+  return *--i;
+}
+
+
+template <class MOEOT>
+MOEOT& mo_roulette_wheel(eoPop<MOEOT>& _pop, double total, eoRng& _gen = rng)
+{
+  float roulette = _gen.uniform(total);
+
+  if (roulette == 0.0)	   // covers the case where total==0.0
+    return _pop[_gen.random(_pop.size())]; // uniform choice
+
+  typename eoPop<MOEOT>::iterator i = _pop.begin();
+
+  while (roulette > 0.0)
+    {
+      // fitness only
+      roulette -= static_cast<double>((i++)->fitness());
+    }
+
+  return *--i;
+}
+
+
+#endif /*MOEOSELECTORS_H_*/
+
+
+
+
+
+
+
+
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoStochTournamentSelect.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoStochTournamentSelect.h
new file mode 100644
index 000000000..c718db309
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoStochTournamentSelect.h
@@ -0,0 +1,116 @@
+/*
+* <moeoStochTournamentSelect.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOSTOCHTOURNAMENTSELECT_H_
+#define MOEOSTOCHTOURNAMENTSELECT_H_
+
+#include <comparator/moeoComparator.h>
+#include <comparator/moeoFitnessThenDiversityComparator.h>
+#include <selection/moeoSelectOne.h>
+#include <selection/moeoSelectors.h>
+
+/**
+ *  Selection strategy that selects ONE individual by stochastic tournament.
+ */
+template < class MOEOT > class moeoStochTournamentSelect:public moeoSelectOne <MOEOT>
+  {
+  public:
+
+    /**
+     * Full Ctor
+     * @param _comparator the comparator (used to compare 2 individuals)
+     * @param _tRate the tournament rate
+     */
+    moeoStochTournamentSelect (moeoComparator < MOEOT > & _comparator, double _tRate = 1.0) : comparator (_comparator), tRate (_tRate)
+    {
+      // consistency checks
+      if (tRate < 0.5)
+        {
+          std::cerr << "Warning, Tournament rate should be > 0.5\nAdjusted to 0.55\n";
+          tRate = 0.55;
+        }
+      if (tRate > 1)
+        {
+          std::cerr << "Warning, Tournament rate should be < 1\nAdjusted to 1\n";
+          tRate = 1;
+        }
+    }
+
+
+    /**
+     * Ctor without comparator. A moeoFitnessThenDiversityComparator is used as default.
+     * @param _tRate the tournament rate
+     */
+    moeoStochTournamentSelect (double _tRate = 1.0) : comparator (defaultComparator), tRate (_tRate)
+    {
+      // consistency checks
+      if (tRate < 0.5)
+        {
+          std::cerr << "Warning, Tournament rate should be > 0.5\nAdjusted to 0.55\n";
+          tRate = 0.55;
+        }
+      if (tRate > 1)
+        {
+          std::cerr << "Warning, Tournament rate should be < 1\nAdjusted to 1\n";
+          tRate = 1;
+        }
+    }
+
+
+    /**
+     *  Apply the tournament to the given population
+     * @param _pop the population
+     */
+    const MOEOT & operator() (const eoPop < MOEOT > &_pop)
+    {
+      // use the selector
+      return mo_stochastic_tournament(_pop,tRate,comparator);
+    }
+
+
+  protected:
+
+    /** the comparator (used to compare 2 individuals) */
+    moeoComparator < MOEOT > & comparator;
+    /** a fitness then diversity comparator can be used as default */
+    moeoFitnessThenDiversityComparator < MOEOT > defaultComparator;
+    /** the tournament rate */
+    double tRate;
+
+  };
+
+#endif /*MOEOSTOCHTOURNAMENTSELECT_H_ */
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoUnvisitedSelect.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoUnvisitedSelect.h
new file mode 100644
index 000000000..cd0dc3759
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/selection/moeoUnvisitedSelect.h
@@ -0,0 +1,50 @@
+/*
+* <moeoUnvisitedSelect.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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 _MOEOUNVISITEDSELECT_H
+#define _MOEOUNVISITEDSELECT_H
+
+#include <eoPop.h>
+
+/**
+ * Abstract Selector
+ */
+template < class MOEOT >
+class moeoUnvisitedSelect: public eoUF < eoPop < MOEOT > &, std::vector< unsigned int > >{};
+
+#endif /*MOEOUNVISITEDSELECT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoArchiveObjectiveVectorSavingUpdater.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoArchiveObjectiveVectorSavingUpdater.h
new file mode 100644
index 000000000..819533fe1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoArchiveObjectiveVectorSavingUpdater.h
@@ -0,0 +1,120 @@
+/*
+* <moeoArchiveObjectiveVectorSavingUpdater.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOARCHIVEOBJECTIVEVECTORSAVINGUPDATER_H_
+#define MOEOARCHIVEOBJECTIVEVECTORSAVINGUPDATER_H_
+
+#include <fstream>
+#include <string>
+#include <eoPop.h>
+#include <utils/eoUpdater.h>
+#include <archive/moeoArchive.h>
+
+#define MAX_BUFFER_SIZE 1000
+
+/**
+ * This class allows to save the objective vectors of the solutions contained in an archive into a file at each generation.
+ */
+template < class MOEOT >
+class moeoArchiveObjectiveVectorSavingUpdater : public eoUpdater
+  {
+  public:
+
+    /**
+     * Ctor
+     * @param _arch local archive
+     * @param _filename target filename
+     * @param _count put this variable to true if you want a new file to be created each time () is called and to false if you only want the file to be updated
+     * @param _id own ID
+     */
+    moeoArchiveObjectiveVectorSavingUpdater (moeoArchive<MOEOT> & _arch, const std::string & _filename, bool _count = false, int _id = -1) :
+        arch(_arch), filename(_filename), count(_count), counter(0), id(_id)
+    {}
+
+
+    /**
+     * Saves the fitness of the archive's members into the file
+     */
+    void operator()()
+    {
+      char buff[MAX_BUFFER_SIZE];
+      if (count)
+        {
+          if (id == -1)
+            {
+              sprintf (buff, "%s.%u", filename.c_str(), counter ++);
+            }
+          else
+            {
+              sprintf (buff, "%s.%u.%u", filename.c_str(), id, counter ++);
+            }
+        }
+      else
+        {
+          if (id == -1)
+            {
+              sprintf (buff, "%s", filename.c_str());
+            }
+          else
+            {
+              sprintf (buff, "%s.%u", filename.c_str(), id);
+            }
+          counter ++;
+        }
+      std::ofstream f(buff);
+      for (unsigned int i = 0; i < arch.size (); i++)
+        f << arch[i].objectiveVector() << std::endl;
+      f.close ();
+    }
+
+
+  private:
+
+    /** local archive */
+    moeoArchive<MOEOT> & arch;
+    /** target filename */
+    std::string filename;
+    /** this variable is set to true if a new file have to be created each time () is called and to false if the file only HAVE to be updated */
+    bool count;
+    /** counter */
+    unsigned int counter;
+    /** own ID */
+    int id;
+
+  };
+
+#endif /*MOEOARCHIVEOBJECTIVEVECTORSAVINGUPDATER_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoArchiveUpdater.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoArchiveUpdater.h
new file mode 100644
index 000000000..f892a6f00
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoArchiveUpdater.h
@@ -0,0 +1,80 @@
+/*
+* <moeoArchiveUpdater.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOARCHIVEUPDATER_H_
+#define MOEOARCHIVEUPDATER_H_
+
+#include <eoPop.h>
+#include <utils/eoUpdater.h>
+#include <archive/moeoArchive.h>
+
+/**
+ * This class allows to update the archive at each generation with newly found non-dominated solutions.
+ */
+template < class MOEOT >
+class moeoArchiveUpdater : public eoUpdater
+  {
+  public:
+
+    /**
+     * Ctor
+     * @param _arch an archive of non-dominated solutions
+     * @param _pop the main population
+     */
+    moeoArchiveUpdater(moeoArchive < MOEOT > & _arch, const eoPop < MOEOT > & _pop) : arch(_arch), pop(_pop)
+    {}
+
+
+    /**
+     * Updates the archive with newly found non-dominated solutions contained in the main population
+     */
+    void operator()()
+    {
+      arch(pop);
+    }
+
+
+  private:
+
+    /** the archive of non-dominated solutions */
+    moeoArchive < MOEOT > & arch;
+    /** the main population */
+    const eoPop < MOEOT > & pop;
+
+  };
+
+#endif /*MOEOARCHIVEUPDATER_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoAverageObjVecStat.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoAverageObjVecStat.h
new file mode 100644
index 000000000..86116860e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoAverageObjVecStat.h
@@ -0,0 +1,91 @@
+/*
+* <moeoComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2009
+* 
+*
+* Waldo Cancino, Arnaud Liefooghe
+*
+* 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 MOEOAVERAGEOBJVECSTAT_H_
+#define MOEOAVERAGEOBJVECSTAT_H_
+
+#include <utils/moeoObjVecStat.h>
+
+/** Calculates  average scores for each objective 
+*/
+
+
+template <class MOEOT> class moeoAverageObjVecStat : public moeoObjVecStat<MOEOT>
+{
+public :
+
+    using moeoObjVecStat<MOEOT>::value;
+    typedef typename moeoObjVecStat<MOEOT>::ObjectiveVector ObjectiveVector;
+
+
+    moeoAverageObjVecStat(std::string _description = "Average Objective Vector")
+      : moeoObjVecStat<MOEOT>(_description) {}
+
+
+    virtual std::string className(void) const { return "moeoAverageObjVecStat"; }
+
+private :
+
+	typedef typename MOEOT::ObjectiveVector::Type Type;
+    
+	template<typename T> struct sumObjVec
+    {
+      sumObjVec(unsigned _which) : which(_which) {}
+
+      Type operator()(Type &result, const MOEOT& _obj)
+      {
+			return result + _obj.objectiveVector()[which];
+      }
+
+      unsigned which;
+    };
+
+    // Specialization for pareto fitness
+    void doit(const eoPop<MOEOT>& _pop)
+    {
+      typedef typename moeoObjVecStat<MOEOT>::Traits traits;
+      value().resize(traits::nObjectives());
+
+      for (unsigned o = 0; o < value().size(); ++o)
+      {
+		value()[o] = std::accumulate(_pop.begin(), _pop.end(), Type(), sumObjVec<Type>(o));
+        value()[o] /= _pop.size();
+      }
+    }
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoBestObjVecStat.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoBestObjVecStat.h
new file mode 100644
index 000000000..1d8d7294d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoBestObjVecStat.h
@@ -0,0 +1,110 @@
+/*
+* <moeoComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2009
+*
+*
+* Waldo Cancino, Arnaud Liefooghe
+*
+* 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 MOEOBESTOBJVECSTAT_H_
+#define MOEOBESTOBJVECSTAT_H_
+
+#include <utils/moeoObjVecStat.h>
+
+/** Calculate the best solution for each objective (extreme points
+*/
+
+template <class MOEOT>
+class moeoBestObjVecStat : public moeoObjVecStat<MOEOT>
+{
+public:
+
+	using moeoObjVecStat<MOEOT>::value;
+    typedef typename moeoObjVecStat<MOEOT>::ObjectiveVector ObjectiveVector;
+
+
+    moeoBestObjVecStat(std::string _description = "Best ")
+        : moeoObjVecStat<MOEOT>(_description)
+        {}
+
+
+    virtual std::string className(void) const { return "moeoBestObjVecStat"; }
+
+	/**
+		Return the best solutions for an given objective function
+		* @param which the objective function number
+	*/
+	const MOEOT & bestindividuals(unsigned int which) {
+		typedef typename moeoObjVecStat<MOEOT>::Traits traits;
+		if(which > traits::nObjectives() ) throw std::logic_error("which is larger than the number of objectives");
+		return *(best_individuals[which]);
+	}
+
+private :
+
+	/** Vector of iterators pointing to best individuals for each objective function */
+
+	std::vector<typename eoPop<MOEOT>::const_iterator> best_individuals;
+
+    struct CmpObjVec
+    {
+      CmpObjVec(unsigned _which, bool _maxim) : which(_which), maxim(_maxim) {}
+
+      bool operator()(const MOEOT& a, const MOEOT& b)
+      {
+        if (maxim)
+          return a.objectiveVector()[which] < b.objectiveVector()[which];
+
+        return a.objectiveVector()[which] > b.objectiveVector()[which];
+      }
+
+      unsigned which;
+      bool maxim;
+    };
+
+    // Specialization for objective vector
+    void doit(const eoPop<MOEOT>& _pop)
+    {
+      typedef typename moeoObjVecStat<MOEOT>::Traits traits;
+
+      value().resize(traits::nObjectives());
+
+      for (unsigned o = 0; o < traits::nObjectives(); ++o)
+      {
+        typename eoPop<MOEOT>::const_iterator it = std::max_element(_pop.begin(), _pop.end(), CmpObjVec(o, traits::maximizing(o)));
+		value()[o] = it->objectiveVector()[o];
+		best_individuals.push_back( it );
+      }
+    }
+    // default
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoBinaryMetricSavingUpdater.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoBinaryMetricSavingUpdater.h
new file mode 100644
index 000000000..0d8df0759
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoBinaryMetricSavingUpdater.h
@@ -0,0 +1,119 @@
+/*
+* <moeoBinaryMetricSavingUpdater.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOBINARYMETRICSAVINGUPDATER_H_
+#define MOEOBINARYMETRICSAVINGUPDATER_H_
+
+#include <fstream>
+#include <string>
+#include <vector>
+#include <eoPop.h>
+#include <utils/eoUpdater.h>
+#include <metric/moeoMetric.h>
+
+/**
+ * This class allows to save the progression of a binary metric comparing the objective vectors of the current population (or archive)
+ * with the objective vectors of the population (or archive) of the generation (n-1) into a file
+ */
+template < class MOEOT >
+class moeoBinaryMetricSavingUpdater : public eoUpdater
+  {
+  public:
+
+    /** The objective vector type of a solution */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+
+    /**
+     * Ctor
+     * @param _metric the binary metric comparing two Pareto sets
+     * @param _pop the main population
+     * @param _filename the target filename
+     */
+    moeoBinaryMetricSavingUpdater (moeoVectorVsVectorBinaryMetric < ObjectiveVector, double > & _metric, const eoPop < MOEOT > & _pop, std::string _filename) :
+        metric(_metric), pop(_pop), filename(_filename), counter(1), firstGen(true)
+    {}
+
+
+    /**
+     * Saves the metric's value for the current generation
+     */
+    void operator()()
+    {
+      if (pop.size())
+        {
+          if (firstGen)
+            {
+              firstGen = false;
+            }
+          else
+            {
+              // creation of the two Pareto sets
+              std::vector < ObjectiveVector > from;
+              std::vector < ObjectiveVector > to;
+              for (unsigned int i=0; i<pop.size(); i++)
+                from.push_back(pop[i].objectiveVector());
+              for (unsigned int i=0 ; i<oldPop.size(); i++)
+                to.push_back(oldPop[i].objectiveVector());
+              // writing the result into the file
+              std::ofstream f (filename.c_str(), std::ios::app);
+              f << counter++ << ' ' << metric(from,to) << std::endl;
+              f.close();
+            }
+          oldPop = pop;
+        }
+    }
+
+
+  private:
+
+    /** binary metric comparing two Pareto sets */
+    moeoVectorVsVectorBinaryMetric < ObjectiveVector, double > & metric;
+    /** main population */
+    const eoPop < MOEOT > & pop;
+    /** (n-1) population */
+    eoPop< MOEOT > oldPop;
+    /** target filename */
+    std::string filename;
+    /** is it the first generation ? */
+    bool firstGen;
+    /** counter */
+    unsigned int counter;
+
+  };
+
+#endif /*MOEOBINARYMETRICSAVINGUPDATER_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoConvertPopToObjectiveVectors.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoConvertPopToObjectiveVectors.h
new file mode 100644
index 000000000..62c5af29f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoConvertPopToObjectiveVectors.h
@@ -0,0 +1,69 @@
+/*
+* <moeoConvertPopToObjectiveVectors.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MOEOPOPTOOBJECTIVEVECTORS_H_
+#define MOEOPOPTOOBJECTIVEVECTORS_H_
+
+#include <vector>
+#include <eoFunctor.h>
+
+/**
+ * Functor allowing to get a vector of objective vectors from a population
+ */
+template < class MOEOT, class ObjectiveVector = typename MOEOT::ObjectiveVector >
+class moeoConvertPopToObjectiveVectors : public eoUF < const eoPop < MOEOT >, const std::vector < ObjectiveVector > >
+  {
+  public:
+
+    /**
+     * Returns a vector of the objective vectors from the population _pop
+     * @param _pop the population
+     */
+    const std::vector < ObjectiveVector > operator()(const eoPop < MOEOT > _pop)
+    {
+      std::vector < ObjectiveVector > result;
+      result.resize(_pop.size());
+      for (unsigned int i=0; i<_pop.size(); i++)
+        {
+          result.push_back(_pop[i].objectiveVector());
+        }
+      return result;
+    }
+
+  };
+
+#endif /*MOEOPOPTOOBJECTIVEVECTORS_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoDominanceMatrix.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoDominanceMatrix.h
new file mode 100644
index 000000000..474e492f3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoDominanceMatrix.h
@@ -0,0 +1,235 @@
+/*
+* <moeoDominanceMatrix.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// moeoDominanceMatrix.h
+//-----------------------------------------------------------------------------
+#ifndef MOEODOMINANCEMATRIX_H_
+#define MOEODOMINANCEMATRIX_H_
+
+#include <set>
+
+/**
+ * moeoDominanceMatrix allow to know if an MOEOT dominates another one or not. Can be apply on one or two eoPop.
+ */
+template <class MOEOT>
+class moeoDominanceMatrix: public eoBF< eoPop< MOEOT >&, eoPop< MOEOT >& , void>,eoUF<eoPop <MOEOT>&,void>, std::vector < std::vector<bool> > {
+
+public:
+
+    using std::vector< std::vector<bool> >::size;
+    using std::vector< std::vector<bool> >::resize;
+    using std::vector< std::vector<bool> >::operator[];
+    using std::vector< std::vector<bool> >::begin;
+    using std::vector< std::vector<bool> >::end;
+
+    /** The type for objective vector */
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+
+    /**
+	 * Constructor which allow to choose the comparator
+	 * @param _nocopy boolean allow to consider copy and doublons as bad element whose were dominated by all other MOEOT
+	 * @param _comparator the comparator you want to use for the comparaison of two MOEOT
+	 */
+	moeoDominanceMatrix(moeoObjectiveVectorComparator < ObjectiveVector > & _comparator, bool _nocopy=true):std::vector < std::vector<bool> >(),comparator(_comparator), nocopy(_nocopy) {}
+
+    /**
+     * Default constructor with paretoComparator
+     * @param _nocopy boolean allow to consider copy and doublons as bad element whose were dominated by all other MOEOT
+     */
+    moeoDominanceMatrix(bool _nocopy=false):std::vector < std::vector<bool> >(),comparator(paretoComparator), nocopy(_nocopy) {}
+
+
+
+    /**
+     * Filling up the Dominance Matrix on one population
+     * @param _pop first population
+     */
+    void operator()(eoPop<MOEOT>& _pop) {
+        eoPop <MOEOT> dummyPop;
+        (*this).operator()(_pop, dummyPop);
+    }
+
+    /**
+     * Filling up the Dominance Matrix of first and second population (if you have only one population, the second must be empty)
+     * @param _pop1 first population
+     * @param _pop2 second population
+     */
+    void operator()(eoPop<MOEOT>& _pop1,eoPop<MOEOT>& _pop2) {
+
+        //Initialization
+        unsigned int i= _pop1.size();
+        unsigned int j= _pop2.size();
+        resize(i+j);
+        countVector.resize(i+j);
+        rankVector.resize(i+j);
+        for (unsigned int k=0; k < i+j; k++) {
+            (*this)[k].resize(i+j);
+            countVector[k]=0;
+            rankVector[k]=0;
+            for (unsigned l=0; l<i+j; l++)
+                (*this)[k][l]=false;
+        }
+        //filling up of matrix, count and rank vectors
+        for (unsigned int k=0; k<i+j-1; k++) {
+            for (unsigned int l=k+1; l<i+j; l++) {
+                if ( (k < i) && (l < i) ) {
+                    if ( comparator(_pop1[l].objectiveVector(), _pop1[k].objectiveVector())) {
+                        (*this)[k][l]=true;
+                        countVector[k]++;
+                        rankVector[l]++;
+                    }
+                    else if ( comparator(_pop1[k].objectiveVector(), _pop1[l].objectiveVector())) {
+                        (*this)[l][k]=true;
+                        countVector[l]++;
+                        rankVector[k]++;
+                    }
+                    else if (nocopy && (_pop1[k].objectiveVector() == _pop1[l].objectiveVector()))
+                        copySet.insert(l);
+                }
+                else if (( (k < i) && (l >= i) )) {
+                    if ( comparator(_pop2[l-i].objectiveVector(), _pop1[k].objectiveVector())) {
+                        (*this)[k][l]=true;
+                        countVector[k]++;
+                        rankVector[l]++;
+                    }
+                    else if ( comparator(_pop1[k].objectiveVector(), _pop2[l-i].objectiveVector())) {
+                        (*this)[l][k]=true;
+                        countVector[l]++;
+                        rankVector[k]++;
+                    }
+                    else if (nocopy && (_pop1[k].objectiveVector() == _pop2[l-i].objectiveVector()))
+                        copySet.insert(l);
+                }
+                else {
+                    if ( comparator(_pop2[l-i].objectiveVector(), _pop2[k-i].objectiveVector())) {
+                        (*this)[k][l]=true;
+                        countVector[k]++;
+                        rankVector[l]++;
+                    }
+                    else if ( comparator(_pop2[k-i].objectiveVector(), _pop2[l-i].objectiveVector())) {
+                        (*this)[l][k]=true;
+                        countVector[l]++;
+                        rankVector[k]++;
+                    }
+                    else if (nocopy && (_pop2[k-i].objectiveVector() == _pop2[l-i].objectiveVector()))
+                        copySet.insert(l);
+                }
+            }
+        }
+
+
+        //if we don't want copy, matrix, rankVector and countVector are updating
+        if (nocopy) {
+            std::set<unsigned int>::iterator it=copySet.begin();
+
+            while (it!=copySet.end()) {
+                for (unsigned int  l=0; l< (*this).size(); l++) {
+                    if (!(*this)[l][*it]) {
+                        (*this)[l][*it]=true;
+                        countVector[l]++;
+                    }
+                }
+                it++;
+            }
+            it=copySet.begin();
+            while (it!=copySet.end()) {
+                for (unsigned int  l=0; l< (*this).size(); l++) {
+                    if ((*this)[*it][l]) {
+                        (*this)[*it][l]=false;
+                        rankVector[l]--;
+                    }
+                }
+                it++;
+            }
+            it=copySet.begin();
+            while (it!=copySet.end()) {
+                countVector[*it]=0;
+                rankVector[*it]=(*this).size()-copySet.size();
+                it++;
+            }
+        }
+        /*
+        for(unsigned k=0; k<i+j; k++)
+        	for(unsigned l=0; l<i+j; l++){
+        		std::cout << (*this)[k][l];
+        		if(l==i+j-1)
+        			std::cout << "\n";
+        		else
+        			std::cout << "  ";
+        	}
+
+        for(unsigned k=0; k<i+j; k++){
+        	std::cout << "rank " << k << " : " << rankVector[k] << "\n";
+        	std::cout << "count " << k << " : " << countVector[k] << "\n";
+        }*/
+
+    }
+
+    /**
+     * @param _i the index of the element that we want RankDominanceFitness
+     * @return RankDominanceFitness of element of index _i
+     */
+    double rank(unsigned int _i) {
+        return rankVector[_i];
+    }
+
+    /**
+     * @param _i the index of the element that we want CountDominanceFitness
+     * @return CountDominanceFitness of element of index _i
+     */
+    double count(unsigned int _i) {
+        return countVector[_i];
+    }
+
+private:
+    /** Functor to compare two objective vectors */
+    moeoObjectiveVectorComparator < ObjectiveVector > & comparator;
+    /** Functor to compare two objective vectors according to Pareto dominance relation */
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+    /** boolean allow or not to pull away a copy*/
+    bool nocopy;
+    /** vector contains CountDominanceFitnessAssignment */
+    std::vector<double> countVector;
+    /** vector contains CountRankFitnessAssignment */
+    std::vector<double> rankVector;
+    /** vector contains index of copys */
+    std::set<unsigned int> copySet;
+
+
+};
+
+#endif /*MOEODOMINANCEMATRIX_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoFullEvalByCopy.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoFullEvalByCopy.h
new file mode 100644
index 000000000..f681212ee
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoFullEvalByCopy.h
@@ -0,0 +1,48 @@
+#ifndef moeoFullEvalByCopy_H
+#define moeoFullEvalByCopy_H
+
+#include <eoEvalFunc.h>
+#include <eval/moEval.h>
+
+/**
+ * Evaluation by copy
+ */
+template<class Neighbor>
+class moeoFullEvalByCopy : public moEval<Neighbor>
+{
+public:
+    typedef typename moEval<Neighbor>::EOT EOT;
+    typedef typename moEval<Neighbor>::Fitness Fitness;
+
+    /**
+     * Ctor
+     * @param _eval the full evaluation object
+     */
+    moeoFullEvalByCopy(eoEvalFunc<EOT> & _eval) : eval(_eval) {}
+
+    /**
+     * Full evaluation of the neighbor by copy
+     * @param _sol current solution
+     * @param _neighbor the neighbor to be evaluated
+     */
+    void operator()(EOT & _sol, Neighbor & _neighbor)
+    {
+        // tmp solution
+        EOT tmp(_sol);
+        // move tmp solution wrt _neighbor
+        _neighbor.move(tmp);
+        // eval copy
+        tmp.invalidate();
+        eval(tmp);
+        // set the fitness value to the neighbor
+        _neighbor.fitness(tmp.objectiveVector());
+    }
+
+
+private:
+    /** the full evaluation object */
+    eoEvalFunc<EOT> & eval;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoObjVecStat.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoObjVecStat.h
new file mode 100644
index 000000000..1e0b9e2a4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoObjVecStat.h
@@ -0,0 +1,70 @@
+/*
+* <moeoComparator.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2009
+* 
+*
+* Waldo Cancino, Arnaud Liefooghe
+*
+* 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 MOEOOBJVECSTAT_H_
+#define MOEOOBJVECSTAT_H_
+
+#include <utils/eoStat.h>
+
+/** 
+	This base class is a specialization of eoStat which is useful
+	to compute statistics for each objective function
+*/
+
+#if  defined(_MSC_VER) && (_MSC_VER < 1300)
+template <class MOEOT>
+class moeoObjVecStat : public eoStat<MOEOT, MOEOT::ObjectiveVector>
+#else
+template <class MOEOT>
+class moeoObjVecStat : public eoStat<MOEOT, typename MOEOT::ObjectiveVector>
+#endif
+{
+	public:
+    using eoStat<MOEOT, typename MOEOT::ObjectiveVector>::value;
+
+    typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+	typedef typename MOEOT::ObjectiveVector::Traits Traits;
+
+    moeoObjVecStat(std::string _description = "")
+        : eoStat<MOEOT, ObjectiveVector>(ObjectiveVector(), _description)
+        {}
+
+    virtual void operator()(const eoPop<MOEOT>& _pop) { doit(_pop); };
+	private:
+	virtual void doit(const eoPop<MOEOT> &_pop) = 0;
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoObjectiveVectorNormalizer.h b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoObjectiveVectorNormalizer.h
new file mode 100644
index 000000000..c6d158827
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/src/utils/moeoObjectiveVectorNormalizer.h
@@ -0,0 +1,304 @@
+/*
+* <moeoObjectiveVectorNormalizer.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2009
+*
+* Legillon François
+*
+*
+* 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 MOEOOBJVECNORM_H_
+#define MOEOOBJVECNORM_H_
+#include <eoPop.h>
+#include <utils/eoRealBounds.h>
+/**
+  class to normalize each dimension of objectiveVectors
+ */
+template <class MOEOT>
+class moeoObjectiveVectorNormalizer
+{
+	public:
+		typedef typename MOEOT::ObjectiveVector ObjectiveVector;
+		typedef typename MOEOT::ObjectiveVector::Type Type;
+		typedef typename std::vector<std::vector<Type> > Scale;
+		typedef eoRealInterval Bounds;
+
+
+
+		/**
+		  constructor with a supplied scale, usefull if you tweak your scale
+		  @param _scale the scale for noramlzation
+		  @param max_param the returned values will be between 0 and max
+		  */
+		moeoObjectiveVectorNormalizer(Scale _scale=make_dummy_scale(),Type max_param=100):scale(_scale),max(max_param)
+	{}
+		/**
+		  constructor to create a normalizer from a given population
+		  @param _pop the population to analyse to create the scale
+		  @param max_param the returned values will be between 0 and max
+		  */
+		moeoObjectiveVectorNormalizer(eoPop<MOEOT> &_pop, Type max_param=100):scale(make_scale_from_pop(_pop,max_param)),max(max_param)
+	{}
+		/**
+		  constructor to create a normalizer with given boundaries
+		  @param _boundaries the supplied vectors should have their values between thos boundaries
+		  @param max_param the returned values will be between 0 and max
+		 **/
+		moeoObjectiveVectorNormalizer(std::vector<Bounds> &_boundaries, Type max_param=100):scale(make_scale_from_bounds(_boundaries,max_param)), max(max_param)
+	{}
+		/**
+		  constructor to create a normalizer from bounds
+		  @param _bounds the supplied vectors should have their value in those bounds
+		  @param max_param the returned values will be between 0 and max
+		 **/
+		moeoObjectiveVectorNormalizer(Bounds &_bounds, Type max_param=100 ):scale(make_scale_from_bounds(_bounds,max_param)), max(max_param)
+	{}
+		/**
+		  constructor to create a normalizer from a worst vector and a best vector
+		  @param _worst the worst possible vector
+		  @param _best the best possible vector
+		  @param max_param the maximum value for returned objectives
+		  */
+		moeoObjectiveVectorNormalizer(const ObjectiveVector &_best,const ObjectiveVector &_worst, Type max_param=100 ):scale(make_scale_from_minmax(_best,_worst,max_param)), max(max_param)
+	{}
+
+
+		/**
+		 * Creates a scale which can be used in conjonction with a normalizer
+		 * @param _pop the population to analyse
+		 * @param max_param worst vector is set to it
+		 * @return a scale to use with the normalizer
+		 */
+		static Scale make_scale_from_pop(eoPop<MOEOT> &_pop, Type max_param=100){
+			Scale res;
+			if (_pop.empty()) {
+				std::cout<<"makeScale in moeoObjectiveVEctorNormalizer.h: pop is empty"<<std::endl;
+				return res;
+			}
+			unsigned int dim=_pop[0].objectiveVector().nObjectives();
+			std::vector<Type> amps;
+			std::vector<Type> mins;
+			unsigned int num_amp_max=0;
+			//recherche des min et du max, par dimension
+			for (unsigned int i=0;i<dim;i++){
+				Type min=_pop[0].objectiveVector()[i];
+				Type max=_pop[0].objectiveVector()[i];
+				unsigned int pop_size=_pop.size();
+				for (unsigned int j=0;j<pop_size;j++){
+					if (_pop[j].objectiveVector()[i]< min) min=_pop[j].objectiveVector()[i];
+					if (_pop[j].objectiveVector()[i]> max) max=_pop[j].objectiveVector()[i];
+				}
+				amps.push_back(max-min);
+				mins.push_back(min);
+				if (max-min>amps[num_amp_max])
+					num_amp_max=i;
+			}
+			Type amp_max=amps[num_amp_max];
+			for (unsigned int i=0;i<dim;i++){
+				std::vector<Type> coefs;
+				if(!max_param){
+					coefs.push_back(amps[i]==0?1:amp_max/amps[i]);
+				}
+				else{
+					coefs.push_back(amps[i]==0?1:max_param/amps[i]);
+				}
+
+				coefs.push_back(mins[i]);
+				res.push_back(coefs);
+			}
+			return res;
+		}
+
+		/**
+		  create a scale from bounds
+		  @param _boundaries the boundaries
+		  @param max the maximum for returned values
+		  @return a scale
+		  */
+		static Scale make_scale_from_bounds(const std::vector<Bounds> &_boundaries,Type max=100){
+			Scale res;
+			for (unsigned i=0;i<_boundaries.size();i++){
+				std::vector<Type> coeff;
+				coeff.push_back(max/(_boundaries[i].maximum()-_boundaries[i].minimum()));
+				coeff.push_back(_boundaries[i].minimum());
+				res.push_back(coeff);
+			}
+			return res;
+		}
+
+		/**
+		  create a scale from bounds
+		  @param bounds the bounds (the same for each dimension)
+		  @param max the maximum for returned values
+		  @return a scale
+		  */
+		static Scale make_scale_from_bounds(const Bounds &bounds,Type max=100){
+			Scale res;
+			unsigned int dim=MOEOT::ObjectiveVector::nObjectives();
+			for (unsigned i=0;i<dim;i++){
+				std::vector<Type> coeff;
+				coeff.push_back(max/(bounds.maximum()-bounds.minimum()));
+				coeff.push_back(bounds.minimum());
+				res.push_back(coeff);
+			}
+			return res;
+		}
+
+		/**
+		  create a scale from a point with minimums in each dimension, and a point with ther max in each dimension
+		  @param best the point with all mins
+		  @param worst the point with all maxs
+		  @param max the maximum for returned values
+		  @return a scale
+		  */
+		static Scale make_scale_from_minmax(const ObjectiveVector &best, const ObjectiveVector &worst,Type max=100){
+			Scale res;
+			for (unsigned i=0;i<worst.nObjectives();i++){
+				std::vector<Type> coeff;
+				coeff.push_back(max/(worst[i]-best[i]));
+				coeff.push_back(best[i]);
+				res.push_back(coeff);
+			}
+			return res;
+		}
+
+		/**
+		  create a default scale that does nothing when applied
+		  @return a dummy scale
+		  */
+		static Scale make_dummy_scale(){
+			unsigned int dim=MOEOT::ObjectiveVector::nObjectives();
+			Scale res;
+			for (unsigned int i=0;i<dim;i++){
+				std::vector<Type> coeff;
+				coeff.push_back(1);
+				coeff.push_back(0);
+				res.push_back(coeff);
+			}
+			return res;
+		}
+		/**
+		 * main fonction, normalize a vector. All objective returned vectors will be between 0 and max previously
+		 * supplied, be carefull about a possible rounding error.
+		 * @param _vec the vector
+		 * @return the normalized vector
+		 */
+		virtual ObjectiveVector operator()(const ObjectiveVector &_vec){
+			unsigned int dim=_vec.nObjectives();
+			ObjectiveVector res;
+			for (unsigned int i=0;i<dim;i++){
+				res[i]=(_vec[i]-scale[i][1])*scale[i][0];
+			}
+			return res;
+		}
+
+		/**
+		  normalize a population
+		  @param pop the population to normalize
+		  @return a vector of normalized Objective vectors
+		 */
+		std::vector<ObjectiveVector> operator()(const eoPop<MOEOT> &pop){
+			std::vector<ObjectiveVector> res;
+			for (unsigned int i=0;i<pop.size();i++){
+				res.push_back(operator()(pop[i].objectiveVector()));
+			}
+			return res;
+		}
+
+		/**
+		  fast(to use, not in complexity) function to normalize a population
+		  @param pop the population to normalize
+		  @param max the returned values will be between 0 and max
+		  @return a vector of normalized Objective vectors < max
+		 */
+		static std::vector<ObjectiveVector> normalize(const eoPop<MOEOT> &pop, Type &max){
+			moeoObjectiveVectorNormalizer normalizer(pop,true, max);
+			return normalizer(pop);
+		}
+
+		/**
+		  Change the scale according to a new pop. Should be called everytime pop is updated
+		  @param pop population to analyse
+		 */
+		void update_by_pop(eoPop<MOEOT> pop){
+			scale=make_scale_from_pop(pop,max);
+		}
+
+		/** change the scale with the worst point and the best point
+		  @param _max the worst point
+		  @param _min the best point
+		  */
+		void update_by_min_max(const ObjectiveVector &_min,const ObjectiveVector &_max){
+			scale=make_scale_from_minmax(_min,_max,max);
+		}
+
+		/** change the scale according to given boundaries
+		  @param boundaries a vector of bounds corresponding to the bounds in each dimension
+		  */
+		void update_by_bounds(const std::vector<Bounds> &boundaries){
+			scale=make_scale_from_bounds(boundaries);
+		}
+		/** change the scale according to bounds,them same is used in each dimension
+		  @param bounds bounds corresponding to the bounds in each dimension
+		  */
+		void update_by_bounds(const Bounds &bounds){
+			scale=make_scale_from_bounds(bounds);
+		}
+
+
+		/**
+		  updates the scale
+		  @param _scale the new scale
+		  */
+		void update_scale(Scale _scale){
+			scale=_scale;
+		}
+
+		/**
+		  change the maximum returned by the normalizer (if the scale is adapted)
+		  @param _max the maximum returned
+		  */
+		void change_max(Type _max){
+			for (unsigned int i=0;i<scale.size();i++){
+				if (max) scale[i][0]=scale[i][0]*_max/max;
+
+
+			}
+			max=_max;
+		}
+
+	private:
+		Scale scale;
+		Type max;
+
+
+};
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/test/CMakeLists.txt
new file mode 100644
index 000000000..92ac7926f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/CMakeLists.txt
@@ -0,0 +1,139 @@
+###############################################################################
+##
+## CMakeLists file for ParadisEO-MOEO/test
+##
+###############################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${MO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${ParadisEO-MOEO_SOURCE_DIR}/src)
+INCLUDE_DIRECTORIES(${CMAKE_CURRENT_SOURCE_DIR})
+
+######################################################################################
+
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${ParadisEO-MOEO_BINARY_DIR}/lib)
+
+######################################################################################
+
+
+
+######################################################################################
+### 3) Define your targets and link the librairies
+######################################################################################
+
+SET (TEST_LIST
+		t-moeo
+		t-moeoBitVector
+		t-moeoRealVector
+		t-moeoUnboundedArchive
+		t-moeoParetoObjectiveVectorComparator
+		t-moeoStrictObjectiveVectorComparator
+		t-moeoWeakObjectiveVectorComparator
+		t-moeoEpsilonObjectiveVectorComparator
+		t-moeoAggregativeComparator
+		t-moeoDiversityThenFitnessComparator
+		t-moeoFitnessThenDiversityComparator
+		t-moeoAchievementFitnessAssignment
+		t-moeoExpBinaryIndicatorBasedFitnessAssignment
+		t-moeoCrowdingDiversityAssignment
+		t-moeoSharingDiversityAssignment
+		t-moeoIBEA
+		t-moeoNSGA
+		t-moeoNSGAII
+		t-moeoSEEA
+		t-moeoMax3Obj
+		t-moeoEasyEA
+		t-moeoDominanceCountFitnessAssignment
+		t-moeoDominanceRankFitnessAssignment
+		t-moeoDominanceCountRankingFitnessAssignment
+		t-moeoDominanceDepthFitnessAssignment
+		t-moeoNearestNeighborDiversityAssignment
+		t-moeoSPEA2Archive
+		t-moeoSPEA2
+		t-moeoDominanceMatrix
+		t-moeoVecVsVecAdditiveEpsilonBinaryMetric
+		t-moeoVecVsVecMultiplicativeEpsilonBinaryMetric
+		t-moeoHyperVolumeMetric
+		t-moeoHyperVolumeDifferenceMetric
+		t-moeoIntVector
+		t-moeoImprOnlyBoundedArchive
+		t-moeoFitDivBoundedArchive
+		t-moeoDetArchiveSelect
+		t-moeoASEEA
+		t-moeoEpsilonHyperboxArchive
+		#t-moeoQuadTreeIndex
+		t-moeoQuickUnboundedArchiveIndex
+		t-moeoAggregationFitnessAssignment
+		t-moeoConstraintFitnessAssignment
+		t-moeoChebyshevMetric
+		t-moeoChebyshevOrientedMetric
+		t-moeoASFAMetric
+		t-moeoASFAOrMetric
+		t-moeoHC
+		t-moeoILS_HC
+		t-moeoILS_SA
+		t-moeoILS_TS
+		t-moeoTS
+		t-moeoVNS
+		t-moeoVFAS
+		t-moeoAnytimeWeightStrategy
+		t-moeoQexploreWeightStrategy
+		t-moeoAugmentedQexploreWeightStrategy
+		t-moeoFixedTimeOneDirectionWeightStrategy
+		t-moeoFixedTimeBothDirectionWeightStrategy
+		t-moeoDichoWeightStrategy
+		t-moeoExhaustiveNeighborhoodExplorer
+		t-moeoFirstImprovingNeighborhoodExplorer
+		t-moeoSimpleSubNeighborhoodExplorer
+		t-moeoNoDesimprovingNeighborhoodExplorer
+		t-moeoPLS1
+		t-moeoPLS2
+		t-moeoExhaustiveUnvisitedSelect
+		t-moeoNumberUnvisitedSelect
+		t-moeoDMLSMonOp
+		t-moeoDMLSGenUpdater
+		t-moeo2DMinHypervolumeArchive
+)
+
+FOREACH (test ${TEST_LIST})
+	  SET ("T_${test}_SOURCES" "${test}.cpp")
+ENDFOREACH (test)
+
+
+
+IF(ENABLE_MINIMAL_CMAKE_TESTING)
+    SET (MIN_TEST_LIST t-moeoEasyEA)				
+    FOREACH (mintest ${MIN_TEST_LIST})
+    	  SET ("T_${mintest}_SOURCES" "${mintest}.cpp")
+    	  ADD_EXECUTABLE(${mintest} ${T_${mintest}_SOURCES}) 
+		  ADD_TEST(${mintest} ${mintest}) 
+          TARGET_LINK_LIBRARIES(${mintest} moeo ga es eoutils eo)
+    ENDFOREACH (mintest)
+   
+ELSEIF(ENABLE_CMAKE_TESTING)
+	
+	FOREACH (test ${TEST_LIST})
+		  ADD_EXECUTABLE(${test} ${T_${test}_SOURCES}) 
+		  ADD_TEST(${test} ${test}) 
+	ENDFOREACH (test)
+	
+	# Link the librairies
+	FOREACH (test ${TEST_LIST})
+	 TARGET_LINK_LIBRARIES(${test} moeo ga es eoutils eo)
+	ENDFOREACH (test)
+	
+ENDIF(ENABLE_MINIMAL_CMAKE_TESTING)
+
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/moeoTestClass.h b/tags/paradiseo1.4-beta/paradiseo-moeo/test/moeoTestClass.h
new file mode 100644
index 000000000..dd9d188be
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/moeoTestClass.h
@@ -0,0 +1,158 @@
+/*
+  <moeoTestClass.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+  Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+  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 _moeoTestClass_h
+#define _moeoTestClass_h
+
+#include <moeo>
+#include <EO.h>
+#include <eoEvalFunc.h>
+#include <neighborhood/moNeighbor.h>
+#include <neighborhood/moBackableNeighbor.h>
+#include <neighborhood/moNeighborhood.h>
+#include <neighborhood/moRndNeighborhood.h>
+#include <eval/moEval.h>
+
+#include <ga/eoBit.h>
+#include <eoScalarFitness.h>
+#include <neighborhood/moOrderNeighborhood.h>
+#include <problems/bitString/moBitNeighbor.h>
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef moeoBitVector<ObjectiveVector> Solution;
+
+class SolNeighbor : public moIndexNeighbor <Solution, ObjectiveVector>
+{
+public:
+    virtual void move(Solution & _solution) {
+        _solution[key] = !_solution[key];
+    }
+
+};
+
+typedef moOrderNeighborhood<SolNeighbor> SolNeighborhood;
+
+class evalSolution : public moEval< SolNeighbor >
+{
+private:
+    unsigned size;
+    int flag;
+
+public:
+    evalSolution(unsigned _size, int _flag=1) : size(_size), flag(_flag) {};
+
+    ~evalSolution(void) {} ;
+
+    void operator() (Solution& _sol, SolNeighbor& _n){
+    	ObjectiveVector objVec=_sol.objectiveVector();
+    	if(flag>0){
+			if (_sol[_n.index()]){
+				objVec[0]--;
+				objVec[1]++;
+			}
+			else{
+				objVec[0]++;
+				objVec[1]--;
+			}
+			_n.fitness(objVec);
+    	}
+    	else if(flag==0){
+			if (_sol[_n.index()]){
+				objVec[0]--;
+				objVec[1]--;
+			}
+			else{
+				objVec[0]++;
+				objVec[1]--;
+			}
+			_n.fitness(objVec);
+    	}
+    	else{
+			if (_sol[_n.index()]){
+				objVec[0]++;
+				objVec[1]++;
+			}
+			else{
+				objVec[0]++;
+				objVec[1]--;
+			}
+			_n.fitness(objVec);
+    	}
+    }
+
+};
+
+class fullEvalSolution : public eoEvalFunc< Solution >
+{
+private:
+    unsigned size;
+
+public:
+    fullEvalSolution(unsigned _size) : size(_size){};
+
+    ~fullEvalSolution(void) {} ;
+
+    void operator() (Solution& _sol){
+    	ObjectiveVector o;
+    	for(unsigned int i=0; i<size; i++)
+    		if(_sol[i])
+    			o[0]++;
+    		else
+    			o[1]++;
+    	_sol.objectiveVector(o);
+    }
+
+};
+
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeo.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeo.cpp
new file mode 100644
index 000000000..4bd6388ef
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeo.cpp
@@ -0,0 +1,81 @@
+/*
+* <t-moeo.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeo.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+
+    std::cout << "[MOEO]\t=>\t";
+
+    // solutions
+    Solution sol1, sol2;
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeo2DMinHypervolumeArchive.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeo2DMinHypervolumeArchive.cpp
new file mode 100644
index 000000000..952934884
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeo2DMinHypervolumeArchive.cpp
@@ -0,0 +1,195 @@
+/*
+* <t-moeo2DMinHypervolumeArchive.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeo2DMinHypervolumeArchive.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef moeoBitVector < ObjectiveVector > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeo2DMinHyperVolumeArchive]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj;
+    obj[0] = 7;
+    obj[1] = 15;
+
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(0);
+
+
+    //Solutions
+    Solution a;
+    a.objectiveVector(obj);
+
+    // archive
+    moeo2DMinHypervolumeArchive< Solution > arch(5,1000);
+
+    //test archive
+    pop.push_back(a);
+
+    obj[0]=10;
+    obj[1]=14;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+
+    obj[0]=8;
+    obj[1]=14.5;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+    obj[0]=6;
+    obj[1]=15;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+    obj[0]=14;
+    obj[1]=13;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+    obj[0]=12;
+    obj[1]=13.5;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+    obj[0]=14.5;
+    obj[1]=12.5;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+    obj[0]=14;
+    obj[1]=13;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+    obj[0]=11.5;
+    obj[1]=11.5;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+    obj[0]=5.5;
+    obj[1]=12.5;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+    obj[0]=3.5;
+    obj[1]=13.5;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+    obj[0]=15;
+    obj[1]=3.5;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+    obj[0]=13.5;
+    obj[1]=8;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+    obj[0]=1;
+    obj[1]=15;
+    a.objectiveVector(obj);
+    pop.push_back(a);
+
+    for(int i=0; i< pop.size(); i++){
+    	arch(pop[i]);
+		arch.print();
+		std::cout << std::endl;
+    }
+
+    moeo2DMinHypervolumeArchive< Solution >::iterator it;
+    it=arch.begin();
+    assert(it->objectiveVector()[0]==15);
+    assert(it->objectiveVector()[1]==3.5);
+    assert(it->fitness()==1000);
+    it++;
+    assert(it->objectiveVector()[0]==13.5);
+    assert(it->objectiveVector()[1]==8);
+    assert(it->fitness()==6.75);
+    it++;
+    assert(it->objectiveVector()[0]==5.5);
+    assert(it->objectiveVector()[1]==12.5);
+    assert(it->fitness()==8);
+    it++;
+    assert(it->objectiveVector()[0]==3.5);
+    assert(it->objectiveVector()[1]==13.5);
+    assert(it->fitness()==3);
+    it++;
+    assert(it->objectiveVector()[0]==1);
+    assert(it->objectiveVector()[1]==15);
+    assert(it->fitness()==1000);
+
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoASEEA.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoASEEA.cpp
new file mode 100644
index 000000000..9c97f0f6b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoASEEA.cpp
@@ -0,0 +1,122 @@
+/*
+* <t-moeoASEEA.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoASEEA.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+#include <es/eoRealInitBounded.h>
+#include <es/eoRealOp.h>
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+public:
+    Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
+};
+
+class TestEval : public moeoEvalFunc < Solution >
+{
+public:
+    void operator () (Solution & _sol)
+    {
+        ObjectiveVector objVec;
+        objVec[0] = _sol[0];
+        objVec[1] = 1 / (_sol[0]+1);
+        _sol.objectiveVector(objVec);
+    }
+};
+
+int main()
+{
+    std::cout << "[moeoASSEA] => \n";
+
+    TestEval eval;
+    eoQuadCloneOp < Solution > xover;
+    eoUniformMutation < Solution > mutation(1.0);
+
+    eoRealVectorBounds bounds(1, 1.0, 2.0);
+    eoRealInitBounded < Solution > init(bounds);
+    eoPop < Solution > pop(20, init);
+
+    for(unsigned int i=0; i<pop.size(); i++)
+    	eval(pop[i]);
+
+    eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
+    eoGenContinue <Solution > continuator(10);
+	moeoUnboundedArchive < Solution > archive;
+    eoPopLoopEval <Solution> loopEval(eval);
+    eoPopEvalFunc <Solution>& popEval(loopEval);
+
+    // build ASSEA
+	moeoASEEA <Solution> algo1(10, eval, xover, 0.1, mutation, 0.5, archive, 10);
+	moeoASEEA <Solution> algo2(continuator, popEval, xover, 0.1, mutation, 1.0, archive, 10);
+	moeoASEEA <Solution> algo3(continuator, eval, xover, 0.1, mutation, 1.0, archive, 10);
+	moeoASEEA <Solution> algo4(continuator, popEval, transform, archive, 10);
+	moeoASEEA <Solution> algo5(continuator, eval, transform, archive, 10);
+
+    // run the algo
+
+    algo1(pop);
+    algo2(pop);
+    algo3(pop);
+    algo4(pop);
+    algo5(pop);
+
+	std::cout << " OK\n";
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoASFAMetric.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoASFAMetric.cpp
new file mode 100755
index 000000000..16fafcab7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoASFAMetric.cpp
@@ -0,0 +1,128 @@
+/*
+* <t-moeoChebyshevMetric.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+* Francois Legillon
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoAggregationFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+class DummyEval: public eoEvalFunc<Solution>{
+	void operator()(Solution &moeo){
+	}
+} eval;
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoChebyshevMetric] => ";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 3;
+    obj0[1] = 3;
+
+    obj1[0] = 2;
+    obj1[1] = 2;
+
+    obj2[0] = 1;
+    obj2[1] = 1;
+
+    obj4[0] = 0;
+    obj4[1] = 0;
+
+    
+    std::vector<double> poids;
+    poids.resize(2);
+    
+    poids[0]=2;
+    poids[1]=3;
+    ObjectiveVector obj_poids(poids);
+
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(3);
+    pop[0].objectiveVector(obj0); 
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    Solution reference;
+    reference.objectiveVector(obj4);
+    unsigned int rho=2;
+
+    moeoObjectiveVectorNormalizer<Solution> normalizer(pop,10);
+
+    moeoAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness(rho,obj4,obj_poids,normalizer);
+    moeoAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness1(rho,obj4,obj_poids,normalizer,eval);
+    moeoAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness2(rho,obj4,obj_poids);
+    moeoAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness3(rho,obj4,obj_poids,eval);
+    fitness(pop);
+    fitness(reference);
+    
+    assert(pop[0].fitness()<pop[1].fitness());
+    assert(pop[1].fitness()<pop[2].fitness());
+ 
+    std::cout << "Ok" << std::endl;
+    
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoASFAOrMetric.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoASFAOrMetric.cpp
new file mode 100755
index 000000000..9ca8d2e67
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoASFAOrMetric.cpp
@@ -0,0 +1,129 @@
+/*
+* <t-moeoChebyshevMetric.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+* Francois Legillon
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoAggregationFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+class DummyEval: public eoEvalFunc<Solution>{
+	void operator()(Solution &moeo){
+	}
+} eval;
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoChebyshevMetric] => ";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 3;
+    obj0[1] = 3;
+
+    obj1[0] = 2;
+    obj1[1] = 2;
+
+    obj2[0] = 1;
+    obj2[1] = 1;
+
+    obj4[0] = 0;
+    obj4[1] = 0;
+
+    
+    std::vector<double> poids;
+    poids.resize(2);
+    
+    poids[0]=2;
+    poids[1]=3;
+    ObjectiveVector obj_poids(poids);
+
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(3);
+    pop[0].objectiveVector(obj0); 
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    Solution reference;
+    reference.objectiveVector(obj4);
+    unsigned int rho=2;
+
+    moeoObjectiveVectorNormalizer<Solution> normalizer(pop,10);
+
+    moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness(rho,obj4,obj_poids,normalizer,eval);
+    moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness1(rho,obj4,obj_poids);
+    moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness2(rho,obj4,obj_poids,normalizer);
+    moeoAugmentedAchievementScalarizingFunctionMetricFitnessAssignment<Solution> fitness3(rho,obj4,obj_poids,eval);
+    fitness(pop);
+    fitness(reference);
+    
+    assert(pop[0].fitness()<pop[1].fitness());
+    assert(pop[1].fitness()<pop[2].fitness());
+ 
+    std::cout << "Ok" << std::endl;
+    
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAchievementFitnessAssignment.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAchievementFitnessAssignment.cpp
new file mode 100644
index 000000000..2bf553350
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAchievementFitnessAssignment.cpp
@@ -0,0 +1,147 @@
+/*
+* <t-moeoAchievementFitnessAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoAchievementFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoAchievementFitnessAssignment]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    obj4[0] = 5;
+    obj4[1] = 1;
+    obj5[0] = 3;
+    obj5[1] = 3;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(6);
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+    pop[4].objectiveVector(obj4);
+    pop[5].objectiveVector(obj5);
+
+    // reference point
+    ObjectiveVector ref;
+    ref[0] = 3;
+    ref[1] = 2;
+
+    // fitness assignment
+    moeoAchievementFitnessAssignment< Solution > fitnessAssignment(ref, 0.0);
+    fitnessAssignment(pop);
+
+    // pop[0]
+    if (pop[0].fitness() != -1.5)
+    {
+        std::cout << "ERROR (bad fitness for pop[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[1]
+    if (pop[1].fitness() != -0.5)
+    {
+        std::cout << "ERROR (bad fitness for pop[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[2]
+    if (pop[2].fitness() != -0.5)
+    {
+        std::cout << "ERROR (bad fitness for pop[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[3]
+    if (pop[3].fitness() != -1.5)
+    {
+        std::cout << "ERROR (bad fitness for pop[3]) " << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[4]
+    if (pop[4].fitness() != -1.0)
+    {
+        std::cout << "ERROR (bad fitness for pop[4])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[5]
+    if (pop[5].fitness() != -0.5)
+    {
+        std::cout << "ERROR (bad fitness for pop[5])" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAggregationFitnessAssignment.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAggregationFitnessAssignment.cpp
new file mode 100755
index 000000000..93990e1c5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAggregationFitnessAssignment.cpp
@@ -0,0 +1,114 @@
+/*
+* <t-moeoAggregationFitnessAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+* Francois Legillon
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoAggregationFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return false;
+    }
+    static bool maximizing (int i)
+    {
+        return true;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoAggregationFitnessAssignment] => ";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    
+    std::vector<double> poids;
+    poids.resize(2);
+    
+    poids[0]=2;
+    poids[1]=3;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(4);
+    pop[0].objectiveVector(obj0); 
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+
+    moeoAggregationFitnessAssignment < Solution > fitness(poids);
+
+    fitness(pop);
+    
+    assert(pop[0].fitness() == 19.0);
+    assert(pop[1].fitness() == 15.0);
+    assert(pop[2].fitness() == 11.0);
+    assert(pop[3].fitness() == 25.0);
+ 
+    std::cout << "Ok" << std::endl;
+    
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAggregativeComparator.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAggregativeComparator.cpp
new file mode 100644
index 000000000..9f681919d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAggregativeComparator.cpp
@@ -0,0 +1,81 @@
+/*
+* <t-moeoAggregativeComparator.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoAggregativeComparator.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+typedef MOEO < double, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoAggregativeComparator]\t=>\t";
+
+    // fitness & diversity
+    double fit1 = 1.0;
+    double div1 = 2.0;
+    double fit2 = 3.0;
+    double div2 = 1.0;
+
+    // solutions
+    Solution sol1;
+    sol1.fitness(fit1);
+    sol1.diversity(div1);
+    Solution sol2;
+    sol2.fitness(fit2);
+    sol2.diversity(div2);
+
+    // comparator
+    moeoAggregativeComparator < Solution > comparator;
+
+    // sol1 not better than sol2?
+    if (! comparator(sol1, sol2))
+    {
+        std::cout << "ERROR (sol1 must be better)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAggregativeFitnessAssignment.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAggregativeFitnessAssignment.cpp
new file mode 100644
index 000000000..f264f89e4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAggregativeFitnessAssignment.cpp
@@ -0,0 +1,115 @@
+/*
+* <t-moeoAggregativeFitnessAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoAggregativeFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    int res=EXIT_SUCCESS;
+
+    std::cout << "[moeoAggregativeFitnessAssignment] => ";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    
+    std::vector<double> poids;
+    poids.resize(2);
+    
+    poids[0]=2;
+    poids[1]=3;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(4);
+    pop[0].objectiveVector(obj0); 
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+
+    moeoAggregativeFitnessAssignment < Solution > fitness(poids);
+
+    fitness(pop);
+    
+    assert(pop[0].fitness() == 19.0);
+    assert(pop[1].fitness() == 15.0);
+    assert(pop[2].fitness() == 11.0);
+    assert(pop[3].fitness() == 25.0);
+ 
+    std::cout << "Ok" << std::endl;
+    
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAnytimeWeightStrategy.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAnytimeWeightStrategy.cpp
new file mode 100644
index 000000000..3ea12ca2c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAnytimeWeightStrategy.cpp
@@ -0,0 +1,301 @@
+/*
+ * <t-moeoAnytimeWeightStrategy.cpp>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * Fraéncçois Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// t-moeoAnytimeWeightStrategy.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 2;
+		}
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+	public:
+		Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
+};
+
+class solutionEval : public eoEvalFunc < Solution >
+{
+	public:
+		void operator () (Solution & _sol)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = _sol[0];
+			objVec[1] = _sol[1];
+			_sol.objectiveVector(objVec);
+		}
+};
+
+
+class testMove : public moMove <Solution>
+{
+	public :
+		void operator () (Solution & _solution)
+		{
+			Solution sol=_solution;
+		}
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+	public :
+		void operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+		}
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+	public :
+		bool operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+
+			return false;
+		}
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove,ObjectiveVector>
+{
+	public :
+		ObjectiveVector operator () (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution solution(_solution);
+
+
+			return _solution.objectiveVector();
+		}
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+
+			return false;
+		}
+
+		void add(const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+		}
+
+		void update()
+		{}
+
+		void init()
+		{}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const double & _fitness)
+		{
+			double fitness;
+			const testMove move(_move);
+			fitness=_fitness;
+
+			return false;
+		}
+
+		void init()
+		{}
+};
+
+class solutionContinue : public eoContinue<Solution>
+{
+	public :
+		solutionContinue(): counter(0)
+	{}
+
+		bool operator () (const eoPop<Solution> & _solution)
+		{
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+
+		bool operator () (const Solution & _solution)
+		{
+			const Solution sol(_solution);
+
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+		void init()
+		{}
+	private :
+		unsigned int counter;
+} ;
+
+class solutionComparator : public moeoComparator<Solution>
+{
+	public :
+		const bool operator () (const Solution & _solution1 , const Solution & _solution2)
+		{
+			const Solution sol1(_solution1);
+			const Solution sol2(_solution2);
+
+			return sol1.fitness()>sol2.fitness();
+		}
+} ;
+
+class solutionPerturbation : public eoMonOp<Solution>
+{
+	public :
+		bool operator () (Solution & _solution)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = 1;
+			objVec[1] = 1;
+			_solution[1]=1;
+			_solution[0]=1;
+			_solution.objectiveVector(objVec);
+			_solution.fitness(2);
+			return true;
+		}
+} ;
+
+class solutionSingler : public moeoSingleObjectivization<Solution>
+{
+	void operator () (Solution & _solution){
+			ObjectiveVector objVec;
+			objVec[0] = _solution[0];
+			objVec[1] = _solution[1];
+			_solution.objectiveVector(objVec);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Solution> &_pop){
+	}
+
+	double operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Solution>& pop, ObjectiveVector& obj){}
+
+} ;
+
+class selectMove: public moMoveSelect<testMove>
+{
+	public:
+		void init(const double &d){
+			max_fit=d;
+		}
+		bool update(const testMove &move,const double &fitness){
+			if (fitness>max_fit){
+				max_fit=fitness;
+				best_move=move;
+				return false;
+			}else
+				return true;
+		}
+		void operator()(testMove &move,double &fitness){
+			move=best_move;
+			fitness=max_fit;
+		}
+	private:
+		double max_fit;
+		testMove best_move;
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	Solution solution;
+	moeoAnytimeWeightStrategy<Solution> strat;
+	std::vector<double> weight;
+	weight.resize(2);
+
+	cout << "[ moeoAnytimeWeightStrategy                     ] ==> ";
+	strat(weight,solution);
+	assert(weight[0]==0 && weight[1]==1);
+	strat(weight,solution);
+	assert(weight[0]==1 && weight[1]==0);
+	strat(weight,solution);
+	assert(weight[0]==0.5 && weight[1]==0.5);
+	strat(weight,solution);
+	assert(weight[0]==0.25 && weight[1]==0.75);
+	strat(weight,solution);
+	assert(weight[0]==0.75 && weight[1]==0.25);
+
+	std::cout<<"OK"<<std::endl;
+	return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAugmentedQexploreWeightStrategy.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAugmentedQexploreWeightStrategy.cpp
new file mode 100644
index 000000000..182582525
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoAugmentedQexploreWeightStrategy.cpp
@@ -0,0 +1,300 @@
+/*
+ * <t-moeoAugmentedQexploreWeightStrategy.cpp>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * Fraéncçois Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// t-moeoAugmentedQexploreWeightStrategy.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 3;
+		}
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+	public:
+		Solution() : moeoRealVector < ObjectiveVector, double, double > (3) {}
+};
+
+class solutionEval : public eoEvalFunc < Solution >
+{
+	public:
+		void operator () (Solution & _sol)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = _sol[0];
+			objVec[1] = _sol[1];
+			objVec[2] = _sol[2];
+			_sol.objectiveVector(objVec);
+		}
+};
+
+
+class testMove : public moMove <Solution>
+{
+	public :
+		void operator () (Solution & _solution)
+		{
+			Solution sol=_solution;
+		}
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+	public :
+		void operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+		}
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+	public :
+		bool operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+
+			return false;
+		}
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove,ObjectiveVector>
+{
+	public :
+		ObjectiveVector operator () (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution solution(_solution);
+
+
+			return _solution.objectiveVector();
+		}
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+
+			return false;
+		}
+
+		void add(const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+		}
+
+		void update()
+		{}
+
+		void init()
+		{}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const double & _fitness)
+		{
+			double fitness;
+			const testMove move(_move);
+			fitness=_fitness;
+
+			return false;
+		}
+
+		void init()
+		{}
+};
+
+class solutionContinue : public eoContinue<Solution>
+{
+	public :
+		solutionContinue(): counter(0)
+	{}
+
+		bool operator () (const eoPop<Solution> & _solution)
+		{
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+
+		bool operator () (const Solution & _solution)
+		{
+			const Solution sol(_solution);
+
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+		void init()
+		{}
+	private :
+		unsigned int counter;
+} ;
+
+class solutionComparator : public moeoComparator<Solution>
+{
+	public :
+		const bool operator () (const Solution & _solution1 , const Solution & _solution2)
+		{
+			const Solution sol1(_solution1);
+			const Solution sol2(_solution2);
+
+			return sol1.fitness()>sol2.fitness();
+		}
+} ;
+
+class solutionPerturbation : public eoMonOp<Solution>
+{
+	public :
+		bool operator () (Solution & _solution)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = 1;
+			objVec[1] = 1;
+			objVec[2] = 1;
+			_solution[1]=1;
+			_solution[0]=1;
+			_solution[2]=1;
+			_solution.objectiveVector(objVec);
+			_solution.fitness(2);
+			return true;
+		}
+} ;
+
+class solutionSingler : public moeoSingleObjectivization<Solution>
+{
+	void operator () (Solution & _solution){
+			ObjectiveVector objVec;
+			objVec[0] = _solution[0];
+			objVec[1] = _solution[1];
+			objVec[2] = _solution[2];
+			_solution.objectiveVector(objVec);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Solution> &_pop){
+	}
+
+	double operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Solution>& pop, ObjectiveVector& obj){}
+
+} ;
+
+class selectMove: public moMoveSelect<testMove>
+{
+	public:
+		void init(const double &d){
+			max_fit=d;
+		}
+		bool update(const testMove &move,const double &fitness){
+			if (fitness>max_fit){
+				max_fit=fitness;
+				best_move=move;
+				return false;
+			}else
+				return true;
+		}
+		void operator()(testMove &move,double &fitness){
+			move=best_move;
+			fitness=max_fit;
+		}
+	private:
+		double max_fit;
+		testMove best_move;
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	Solution solution;
+	solutionEval eval;
+	std::vector<double> weight;
+	weight.resize(3);
+	cout << "[moeoAugmentedQexploreWeightStrategy] ==> ";
+	moeoAugmentedQexploreWeightStrategy<Solution> strat;
+	for (unsigned int i=0;i<6000;i++){
+		eval(solution);
+		strat(weight,solution);
+	//	std::cout<<weight[0]<<" "<<weight[1]<<" "<<weight[2]<<" "/*<<weight[3]*/<<std::endl;
+	}
+
+	std::cout<<"OK"<<std::endl;
+	return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoBitVector.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoBitVector.cpp
new file mode 100644
index 000000000..5420efdb1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoBitVector.cpp
@@ -0,0 +1,81 @@
+/*
+* <t-moeoBitVector.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoBitVector.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef moeoBitVector < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+
+    std::cout << "[moeoBitVector]\t=>\t";
+
+    // solutions
+    Solution sol1, sol2;
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoBoundedArchive.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoBoundedArchive.cpp
new file mode 100644
index 000000000..e8a1833b0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoBoundedArchive.cpp
@@ -0,0 +1,136 @@
+/*
+* <t-moeoBoundedArchive.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoBoundedArchive.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoBoundedArchive]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    obj4[0] = 5;
+    obj4[1] = 1;
+    obj5[0] = 3;
+    obj5[1] = 8;
+    obj6[0] = 2.5;
+    obj6[1] = 3.5;
+    
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(6);
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+    pop[4].objectiveVector(obj4);
+    pop[5].objectiveVector(obj5);
+
+    moeoDummyFitnessAssignment < Solution > fitness;
+    
+    moeoDummyDiversityAssignment < Solution > diversity;
+    
+    moeoFitnessThenDiversityComparator < Solution > indiComparator;
+    
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > comparator;
+    
+        
+    // archive
+    moeoBoundedArchive< Solution > arch(indiComparator, comparator, fitness, diversity, 50);
+    moeoBoundedArchive< Solution > arch2(indiComparator, fitness, diversity, 2);
+    
+    //test archive
+    arch(pop);
+    assert(arch.size()==3);
+    
+    arch2(pop);
+    assert(arch2.size()==2);
+    
+    pop.resize(7);
+    pop[6].objectiveVector(obj6);    
+    arch2(pop[6]);
+    assert(arch2.size()==2);
+    
+    obj6[0] = 0;
+    obj6[1] = 0;
+    pop[6].objectiveVector(obj6);
+    arch2(pop[6]);
+    assert(arch2.size()==1);
+    
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoChebyshevMetric.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoChebyshevMetric.cpp
new file mode 100755
index 000000000..5037847ea
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoChebyshevMetric.cpp
@@ -0,0 +1,128 @@
+/*
+* <t-moeoChebyshevMetric.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+* Francois Legillon
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoAggregationFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return false;
+    }
+    static bool maximizing (int i)
+    {
+        return true;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+class DummyEval: public eoEvalFunc<Solution>{
+	void operator()(Solution &moeo){
+	}
+} eval;
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoChebyshevMetric] => ";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 3;
+    obj0[1] = 3;
+
+    obj1[0] = 2;
+    obj1[1] = 2;
+
+    obj2[0] = 1;
+    obj2[1] = 1;
+
+    obj4[0] = 0;
+    obj4[1] = 0;
+
+    
+    std::vector<double> poids;
+    poids.resize(2);
+    
+    poids[0]=2;
+    poids[1]=3;
+    ObjectiveVector obj_poids(poids);
+
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(3);
+    pop[0].objectiveVector(obj0); 
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    Solution reference;
+    reference.objectiveVector(obj4);
+    unsigned int rho=2;
+
+    moeoObjectiveVectorNormalizer<Solution> normalizer(pop,10);
+
+    moeoWeightedChebychevMetricFitnessAssignment<Solution> fitness(rho,obj4,obj_poids,normalizer);
+    moeoWeightedChebychevMetricFitnessAssignment<Solution> fitness2(rho,obj4,obj_poids);
+    moeoWeightedChebychevMetricFitnessAssignment<Solution> fitness3(rho,obj4,obj_poids,eval);
+    moeoWeightedChebychevMetricFitnessAssignment<Solution> fitness4(rho,obj4,obj_poids,normalizer,eval);
+    fitness(pop);
+    fitness(reference);
+    
+    assert(pop[0].fitness()<pop[1].fitness());
+    assert(pop[1].fitness()<pop[2].fitness());
+ 
+    std::cout << "Ok" << std::endl;
+    
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoChebyshevOrientedMetric.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoChebyshevOrientedMetric.cpp
new file mode 100755
index 000000000..9d82d18da
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoChebyshevOrientedMetric.cpp
@@ -0,0 +1,128 @@
+/*
+* <t-moeoChebyshevOrientedMetric.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+* Francois Legillon
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoAggregationFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+class DummyEval: public eoEvalFunc<Solution>{
+	void operator()(Solution &moeo){
+	}
+} eval;
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoChebyshevMetric] => ";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 3;
+    obj0[1] = 3;
+
+    obj1[0] = 2;
+    obj1[1] = 2;
+
+    obj2[0] = 1;
+    obj2[1] = 1;
+
+    obj4[0] = 0;
+    obj4[1] = 0;
+
+    
+    std::vector<double> poids;
+    poids.resize(2);
+    
+    poids[0]=2;
+    poids[1]=3;
+    ObjectiveVector obj_poids(poids);
+
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(3);
+    pop[0].objectiveVector(obj0); 
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    Solution reference;
+    reference.objectiveVector(obj4);
+    unsigned int rho=2;
+
+    moeoObjectiveVectorNormalizer<Solution> normalizer(pop,10);
+
+    moeoAugmentedWeightedChebychevMetricFitnessAssignment<Solution> fitness(rho,obj4,obj_poids,normalizer,eval);
+    moeoAugmentedWeightedChebychevMetricFitnessAssignment<Solution> fitness1(rho,obj4,obj_poids,normalizer);
+    moeoAugmentedWeightedChebychevMetricFitnessAssignment<Solution> fitness2(rho,obj4,obj_poids,eval);
+    moeoAugmentedWeightedChebychevMetricFitnessAssignment<Solution> fitness3(rho,obj4,obj_poids);
+    fitness(pop);
+    fitness(reference);
+    
+    assert(pop[0].fitness()<pop[1].fitness());
+    assert(pop[1].fitness()<pop[2].fitness());
+ 
+    std::cout << "Ok" << std::endl;
+    
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoConstraintFitnessAssignment.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoConstraintFitnessAssignment.cpp
new file mode 100755
index 000000000..8a0e0a573
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoConstraintFitnessAssignment.cpp
@@ -0,0 +1,122 @@
+/*
+* <t-moeoConstraintFitnessAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+* Francois Legillon
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoAggregationFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+class DummyEval: public eoEvalFunc<Solution>{
+	void operator()(Solution &moeo){
+	}
+} defaultEval;
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoAggregationFitnessAssignment] => ";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 0;
+    obj0[1] = 2;
+
+    obj1[0] = 2;
+    obj1[1] = 0;
+
+    obj2[0] = 4;
+    obj2[1] = 2;
+
+    obj4[0] = 3;
+    obj4[1] = 0;
+
+    
+    std::vector<double> poids;
+    poids.resize(2);
+    
+    poids[0]=2;
+    poids[1]=1;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(3);
+    pop[0].objectiveVector(obj0); 
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+
+    moeoObjectiveVectorNormalizer<Solution> normalizer;
+
+    moeoConstraintFitnessAssignment < Solution > fitness(poids,obj4,1,normalizer);
+    moeoConstraintFitnessAssignment < Solution > fitness2(poids,obj4,1,normalizer,defaultEval);
+
+    fitness(pop);
+
+    assert(pop[0].fitness()==-2);
+    assert(pop[1].fitness()==0);
+    assert(pop[2].fitness()==-4);
+ 
+    std::cout << "Ok" << std::endl;
+    
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoCrowdingDiversityAssignment.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoCrowdingDiversityAssignment.cpp
new file mode 100644
index 000000000..5aa17bcad
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoCrowdingDiversityAssignment.cpp
@@ -0,0 +1,124 @@
+/*
+* <t-moeoCrowdingDiversityAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoCrowdingDiversityAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoCrowdingDiversityAssignment]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3;
+    obj0[0] = 1;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 3;
+    obj2[1] = 3;
+    obj3[0] = 5;
+    obj3[1] = 1;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(4);
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+
+    // diversity assignment
+    moeoCrowdingDiversityAssignment< Solution > diversityAssignment;
+    diversityAssignment(pop);
+
+    // pop[0]
+    if (pop[0].diversity() != diversityAssignment.inf())
+    {
+        std::cout << "ERROR (bad diversity for pop[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[1]
+    if (pop[1].diversity() != 1.0)
+    {
+        std::cout << "ERROR (bad diversity for pop[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[2]
+    if (pop[2].diversity() != 1.0)
+    {
+        std::cout << "ERROR (bad diversity for pop[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[3]
+    if (pop[3].diversity() != diversityAssignment.inf())
+    {
+        std::cout << "ERROR (bad diversity for pop[3]) " << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDMLSGenUpdater.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDMLSGenUpdater.cpp
new file mode 100644
index 000000000..7bc53ed09
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDMLSGenUpdater.cpp
@@ -0,0 +1,107 @@
+/*
+<t-moeoDMLSGenUpdater.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 "moeoTestClass.h"
+#include <algo/moeoPLS1.h>
+#include <eoTimeContinue.h>
+#include <archive/moeoUnboundedArchive.h>
+#include <hybridization/moeoDMLSGenUpdater.h>
+#include <selection/moeoExhaustiveUnvisitedSelect.h>
+#include <explorer/moeoExhaustiveNeighborhoodExplorer.h>
+#include <eoGenContinue.h>
+
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main(){
+
+	std::cout << "[t-moeoDMLSGenUpdater] => START" << std::endl;
+
+	//init all components
+	moeoUnboundedArchive<Solution> arch(false);
+	moeoUnboundedArchive<Solution> globalArch(false);
+	eoTimeContinue<Solution> cont(1);
+	fullEvalSolution fullEval(8);
+	Solution s;
+	evalSolution eval(8);
+	ObjectiveVector o;
+	SolNeighbor n;
+	SolNeighborhood nh(8);
+	moeoPLS1<SolNeighbor> pls1(cont, fullEval, arch, nh, eval);
+	moeoExhaustiveUnvisitedSelect<Solution> select;
+	moeoExhaustiveNeighborhoodExplorer<SolNeighbor> explorer(nh, eval);
+	eoGenContinue<Solution> genCont(2);
+
+	//Create a solution
+	s.resize(8);
+	s[0]=true;
+	s[1]=true;
+	s[2]=true;
+	s[3]=true;
+	s[4]=true;
+	s[5]=true;
+	s[6]=true;
+	s[7]=true;
+
+	//Set its objective Vector
+	o[0]=8;
+	o[1]=0;
+	s.objectiveVector(o);
+
+	globalArch(s);
+	assert(globalArch.size()==1);
+
+	//test constructor 1 with a dmls, its archive, a global archive and a generational continuator
+	moeoDMLSGenUpdater<SolNeighbor> test1(pls1, arch, globalArch, genCont);
+
+	//test constructor 2 with a full evaluation function, an explorer, a selector, a global archive and a generational continuator
+	moeoDMLSGenUpdater<SolNeighbor> test2(fullEval, explorer, select, globalArch, genCont);
+
+	//test constructor 3 with a full evaluation function, an explorer, a selector, a global archive and a generational continuator
+	moeoDMLSGenUpdater<SolNeighbor> test3(fullEval, arch, explorer, select, globalArch, genCont);
+
+	std::cout << "initial solution:"  << std::endl;
+	std::cout << s << std::endl;
+
+	test1();
+	assert(globalArch.size()==1);
+	test1();
+	assert(globalArch.size()==9);
+
+	std::cout << "global arch:"  << std::endl;
+	for(unsigned int i=0; i<globalArch.size(); i++)
+		std::cout << globalArch[i] << std::endl;
+
+
+	std::cout << "[t-moeoDMLSGenUpdater] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDMLSMonOp.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDMLSMonOp.cpp
new file mode 100644
index 000000000..105c5662c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDMLSMonOp.cpp
@@ -0,0 +1,95 @@
+/*
+<t-moeoDMLSMonOp.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include "moeoTestClass.h"
+#include <algo/moeoPLS1.h>
+#include <eoTimeContinue.h>
+#include <archive/moeoUnboundedArchive.h>
+#include <hybridization/moeoDMLSMonOp.h>
+#include <selection/moeoExhaustiveUnvisitedSelect.h>
+#include <explorer/moeoExhaustiveNeighborhoodExplorer.h>
+
+int main(){
+
+	std::cout << "[t-moeoDMLSMonOp] => START" << std::endl;
+
+	//init all components
+	moeoUnboundedArchive<Solution> arch(false);
+	eoTimeContinue<Solution> cont(1);
+	fullEvalSolution fullEval(8);
+	Solution s;
+	evalSolution eval(8);
+	ObjectiveVector o;
+	SolNeighbor n;
+	SolNeighborhood nh(8);
+	moeoPLS1<SolNeighbor> pls1(cont, fullEval, arch, nh, eval);
+	moeoExhaustiveUnvisitedSelect<Solution> select;
+	moeoExhaustiveNeighborhoodExplorer<SolNeighbor> explorer(nh, eval);
+
+	//Create a solution
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+
+	//Set its objective Vector
+	o[0]=8;
+	o[1]=0;
+	s.objectiveVector(o);
+
+	//test constructor 1 with a dmls and its archive
+	moeoDMLSMonOp<SolNeighbor> test1(pls1, arch);
+
+	//test constructor 2 with an incremental evaluation function, a selector and an explorer
+	moeoDMLSMonOp<SolNeighbor> test2(fullEval, explorer, select, 2, true);
+
+	//test constructor 3 with an incremental evaluation function, a selector and an explorer and the dmls archive
+	moeoDMLSMonOp<SolNeighbor> test3(fullEval, arch, explorer, select, 2, true);
+
+	std::cout << "initial solution:"  << std::endl;
+	std::cout << s << std::endl;
+
+	test1(s);
+
+	std::cout << "mutate solution:"  << std::endl;
+	std::cout << s << std::endl;
+
+	std::cout << "[t-moeoDMLSMonOp] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDetArchiveSelect.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDetArchiveSelect.cpp
new file mode 100644
index 000000000..b85085d58
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDetArchiveSelect.cpp
@@ -0,0 +1,133 @@
+/*
+* <t-moeoDetArchiveSelect.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoDetArchiveSelect..cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+int main()
+{
+    std::cout << "[moeoDetArchiveSelect] => \n";
+
+	moeoUnboundedArchive <Solution> archive;
+	Solution sol1, sol2, sol3, sol4, sol5;
+	ObjectiveVector obj1, obj2, obj3, obj4, obj5;
+	obj1[0]=10;
+	obj1[1]=0;
+	obj2[0]=9;
+	obj2[1]=1;
+	obj3[0]=8;
+	obj3[1]=2;
+	obj4[0]=7;
+	obj4[1]=3;
+	obj5[0]=6;
+	obj5[1]=4;
+
+	sol1.objectiveVector(obj1);
+	sol2.objectiveVector(obj2);
+	sol3.objectiveVector(obj3);
+	sol4.objectiveVector(obj4);
+	sol5.objectiveVector(obj5);
+
+	archive(sol1);
+	archive(sol2);
+	archive(sol3);
+	archive(sol4);
+	archive(sol5);
+	assert(archive.size() == 5);
+
+	//archive.printOn(std::cout);
+
+	eoPop <Solution> source, dest;
+
+	// test with max > archive size
+	moeoDetArchiveSelect <Solution> select1(archive, 10);
+	select1(source, dest);
+	for(unsigned int i=0; i< archive.size(); i++){
+		assert(dest[i].objectiveVector()[0]==archive[i].objectiveVector()[0]);
+		assert(dest[i].objectiveVector()[1]==archive[i].objectiveVector()[1]);
+	}
+
+	//test with a max < archive size
+	dest.resize(0);
+	moeoDetArchiveSelect <Solution> select2(archive, 3);
+	select2(source, dest);
+	assert(dest.size()==3);
+
+	//test with archive size < min
+	dest.resize(0);
+	moeoDetArchiveSelect <Solution> select3(archive, 100, 10);
+	select3(source, dest);
+	for(int i=0; i< 10; i++){
+		assert(dest[i].objectiveVector()[0]==archive[i%archive.size()].objectiveVector()[0]);
+		assert(dest[i].objectiveVector()[1]==archive[i%archive.size()].objectiveVector()[1]);
+	}
+
+	//test with bad value
+	dest.resize(0);
+	moeoDetArchiveSelect <Solution> select4(archive, 10, 11);
+	select4(source, dest);
+	assert(dest.size()==0);
+
+	std::cout << " OK\n";
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDichoWeightStrategy.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDichoWeightStrategy.cpp
new file mode 100644
index 000000000..319b9f571
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDichoWeightStrategy.cpp
@@ -0,0 +1,305 @@
+/*
+ * <t-moeoDichoWeightStrategy.cpp>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * François Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// t-moILS_HC.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 2;
+		}
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+	public:
+		Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
+};
+
+class solutionEval : public eoEvalFunc < Solution >
+{
+	public:
+		void operator () (Solution & _sol)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = _sol[0];
+			objVec[1] = _sol[1];
+			_sol.objectiveVector(objVec);
+		}
+};
+
+
+class testMove : public moMove <Solution>
+{
+	public :
+		void operator () (Solution & _solution)
+		{
+			Solution sol=_solution;
+		}
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+	public :
+		void operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+		}
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+	public :
+		bool operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+
+			return false;
+		}
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove,ObjectiveVector>
+{
+	public :
+		ObjectiveVector operator () (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution solution(_solution);
+
+
+			return _solution.objectiveVector();
+		}
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+
+			return false;
+		}
+
+		void add(const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+		}
+
+		void update()
+		{}
+
+		void init()
+		{}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const double & _fitness)
+		{
+			double fitness;
+			const testMove move(_move);
+			fitness=_fitness;
+
+			return false;
+		}
+
+		void init()
+		{}
+};
+
+class solutionContinue : public eoContinue<Solution>
+{
+	public :
+		solutionContinue(): counter(0)
+	{}
+
+		bool operator () (const eoPop<Solution> & _solution)
+		{
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+
+		bool operator () (const Solution & _solution)
+		{
+			const Solution sol(_solution);
+
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+		void init()
+		{}
+	private :
+		unsigned int counter;
+} ;
+
+class solutionComparator : public moeoComparator<Solution>
+{
+	public :
+		const bool operator () (const Solution & _solution1 , const Solution & _solution2)
+		{
+			const Solution sol1(_solution1);
+			const Solution sol2(_solution2);
+
+			return sol1.fitness()>sol2.fitness();
+		}
+} ;
+
+class solutionPerturbation : public eoMonOp<Solution>
+{
+	public :
+		bool operator () (Solution & _solution)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = 1;
+			objVec[1] = 1;
+			_solution[1]=1;
+			_solution[0]=1;
+			_solution.objectiveVector(objVec);
+			_solution.fitness(2);
+			return true;
+		}
+} ;
+
+class solutionSingler : public moeoSingleObjectivization<Solution>
+{
+	void operator () (Solution & _solution){
+			ObjectiveVector objVec;
+			objVec[0] = _solution[0];
+			objVec[1] = _solution[1];
+			_solution.objectiveVector(objVec);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Solution> &_pop){
+	}
+
+	double operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Solution>& pop, ObjectiveVector& obj){}
+
+} ;
+
+class selectMove: public moMoveSelect<testMove>
+{
+	public:
+		void init(const double &d){
+			max_fit=d;
+		}
+		bool update(const testMove &move,const double &fitness){
+			if (fitness>max_fit){
+				max_fit=fitness;
+				best_move=move;
+				return false;
+			}else
+				return true;
+		}
+		void operator()(testMove &move,double &fitness){
+			move=best_move;
+			fitness=max_fit;
+		}
+	private:
+		double max_fit;
+		testMove best_move;
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	Solution solution;
+	moeoDichoWeightStrategy<Solution> strat;
+	solutionEval eval;
+	std::vector<double> weight;
+	cout << "[moeoDichoWeightStrategy] ==> ";
+	weight.resize(2);
+	ObjectiveVector obj;
+	obj[0]=1;
+	obj[1]=0;
+	solution.objectiveVector(obj);
+	strat(weight,solution);
+	assert(weight[0]==0 && weight[1]==1);
+	obj[0]=0;
+	obj[1]=1;
+	solution.objectiveVector(obj);
+	strat(weight,solution);
+	assert(weight[0]==1 && weight[1]==0);
+	strat(weight,solution);
+	assert(weight[0]==0.5 && weight[1]==0.5);
+
+
+	std::cout<<"OK"<<std::endl;
+	return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDiversityThenFitnessComparator.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDiversityThenFitnessComparator.cpp
new file mode 100644
index 000000000..728549055
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDiversityThenFitnessComparator.cpp
@@ -0,0 +1,81 @@
+/*
+* <t-moeoDiversityThenFitnessComparator.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoDiversityThenFitnessComparator.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+typedef MOEO < double, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoDiversityThenFitnessComparator]\t=>\t";
+
+    // fitness & diversity
+    double fit1 = 1.0;
+    double div1 = 2.0;
+    double fit2 = 3.0;
+    double div2 = 1.0;
+
+    // solutions
+    Solution sol1;
+    sol1.fitness(fit1);
+    sol1.diversity(div1);
+    Solution sol2;
+    sol2.fitness(fit2);
+    sol2.diversity(div2);
+
+    // comparator
+    moeoDiversityThenFitnessComparator < Solution > comparator;
+
+    // sol1 better than sol2?
+    if (comparator(sol1, sol2))
+    {
+        std::cout << "ERROR (sol2 must be better)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceCountFitnessAssignment.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceCountFitnessAssignment.cpp
new file mode 100644
index 000000000..e71c70bf1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceCountFitnessAssignment.cpp
@@ -0,0 +1,183 @@
+/*
+* <t-moeoDominanceCountFitnessAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoDominanceCountFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int test(const eoPop < Solution >& _pop, const moeoUnboundedArchive < Solution >& _archive, int _pop0, int _pop1, int _pop2, int _pop3, int _arch0, int _arch1, int _arch2) {
+    // pop[0]
+    if (_pop[0].fitness() != _pop0)
+    {
+        std::cout << "ERROR (bad fitness for pop[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[1]
+    if (_pop[1].fitness() != _pop1)
+    {
+        std::cout << "ERROR (bad fitness for pop[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[2]
+    if (_pop[2].fitness() != _pop2)
+    {
+        std::cout << "ERROR (bad fitness for pop[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[3]
+    if (_pop[3].fitness() != _pop3)
+    {
+        std::cout << "ERROR (bad fitness for pop[3]) " << std::endl;
+        return EXIT_FAILURE;
+    }
+    // archive[0]
+    if ((_arch0 >= 0 ) && (_archive[0].fitness() != _arch0))
+    {
+        std::cout << "ERROR (bad fitness archive[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // archive[1]
+    if ((_arch1 >= 0 ) && (_archive[1].fitness() != _arch1))
+    {
+        std::cout << "ERROR (bad fitness for archive[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // archive[2]
+    if ((_arch2 >= 0) && (_archive[2].fitness() != _arch2))
+    {
+        std::cout << "ERROR (bad fitness for archive[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    return 0;
+}
+
+int main()
+{
+    int res=EXIT_SUCCESS;
+
+    std::cout << "[moeoDominanceCountFitnessAssignment]\n\n";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    obj4[0] = 5;
+    obj4[1] = 1;
+    obj5[0] = 3;
+    obj5[1] = 3;
+    obj6[0] = 4;
+    obj6[1] = 4;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(4);
+    pop[0].objectiveVector(obj0);    // class 1
+    pop[1].objectiveVector(obj1);    // class 1
+    pop[2].objectiveVector(obj2);    // class 1
+    pop[3].objectiveVector(obj3);    // class 3
+
+    moeoUnboundedArchive < Solution > archive;
+    archive.resize(3);
+    archive[0].objectiveVector(obj4);
+    archive[1].objectiveVector(obj5);
+    archive[2].objectiveVector(obj6);
+
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+
+    // fitness assignment
+
+    moeoDominanceCountFitnessAssignment< Solution > fitnessAssignment(false);
+
+    moeoDominanceCountFitnessAssignment< Solution > fitnessAssignment2(archive,false);
+
+    moeoDominanceCountFitnessAssignment< Solution > fitnessAssignment3(paretoComparator);
+
+    moeoDominanceCountFitnessAssignment< Solution > fitnessAssignment4(paretoComparator, archive);
+
+    std::cout << "Constructor without parameter => ";
+    fitnessAssignment(pop);
+
+    if (test(pop, archive, 1, 1, 1, 0, -1, -1, -1) == 0)
+        std::cout << "OK" << std::endl;
+    else
+        res=EXIT_FAILURE;
+
+    std::cout << "Constructor with archive passed in parameter => ";
+    fitnessAssignment2(pop);
+
+    if (test(pop, archive, 1, 2, 3, 0, 1, 2, 1) == 0)
+        std::cout << "OK" << std::endl;
+    else
+        res=EXIT_FAILURE;
+
+    return res;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceCountRankingFitnessAssignment.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceCountRankingFitnessAssignment.cpp
new file mode 100644
index 000000000..265aaf0dc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceCountRankingFitnessAssignment.cpp
@@ -0,0 +1,185 @@
+/*
+* <t-moeoDominanceCountRankingFitnessAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoDominanceCountRankingFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int test(const eoPop < Solution >& _pop, const moeoUnboundedArchive < Solution >& _archive, double _pop0, double _pop1, double _pop2, double _pop3, double _arch0, double _arch1, double _arch2) {
+    // pop[0]
+    if (_pop[0].fitness() != _pop0)
+    {
+        std::cout << "ERROR (bad fitness for pop[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[1]
+    if (_pop[1].fitness() != _pop1)
+    {
+        std::cout << "ERROR (bad fitness for pop[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[2]
+    if (_pop[2].fitness() != _pop2)
+    {
+        std::cout << "ERROR (bad fitness for pop[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[3]
+    if (_pop[3].fitness() != _pop3)
+    {
+        std::cout << "ERROR (bad fitness for pop[3]) " << std::endl;
+        return EXIT_FAILURE;
+    }
+    // archive[0]
+    if ((_arch0 <= 0 ) && (_archive[0].fitness() != _arch0))
+    {
+        std::cout << "ERROR (bad fitness archive[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // archive[1]
+    if ((_arch1 <= 0 ) && (_archive[1].fitness() != _arch1))
+    {
+        std::cout << "ERROR (bad fitness for archive[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // archive[2]
+    if ((_arch2 <= 0) && (_archive[2].fitness() != _arch2))
+    {
+        std::cout << "ERROR (bad fitness for archive[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    return 0;
+}
+
+int main()
+{
+    int res=EXIT_SUCCESS;
+    std::cout << "[moeoDominanceCountRankingFitnessAssignment]\n";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    obj4[0] = 5;
+    obj4[1] = 1;
+    obj5[0] = 3;
+    obj5[1] = 3;
+    obj6[0] = 4;
+    obj6[1] = 4;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(4);
+    pop[0].objectiveVector(obj0);    // class 1
+    pop[1].objectiveVector(obj1);    // class 1
+    pop[2].objectiveVector(obj2);    // class 1
+    pop[3].objectiveVector(obj3);    // class 3
+
+    moeoUnboundedArchive < Solution > archive;
+    archive.resize(3);
+    archive[0].objectiveVector(obj4);
+    archive[1].objectiveVector(obj5);
+    archive[2].objectiveVector(obj6);
+
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+
+    // fitness assignment
+
+    moeoDominanceCountRankingFitnessAssignment <Solution> fitnessAssignment;
+
+    moeoDominanceCountRankingFitnessAssignment <Solution> fitnessAssignment2(archive);
+
+    moeoDominanceCountRankingFitnessAssignment <Solution> fitnessAssignment3(paretoComparator,false);
+
+    moeoDominanceCountRankingFitnessAssignment <Solution> fitnessAssignment4(paretoComparator, archive,false);
+
+    std::cout << "Constructor without parameter => ";
+    fitnessAssignment(pop);
+    if (test(pop, archive, 0, 0, 0, -3, 1, 1, 1) == 0)
+        std::cout << "OK" << std::endl;
+    else
+        res=EXIT_FAILURE;
+
+    std::cout << "Constructor with archive passed in parameter => ";
+    fitnessAssignment2(pop);
+    for (unsigned int k=0; k<pop.size();k++)
+        std::cout << "pop " << k << " : " << pop[k].fitness() << "\n";
+    for (unsigned int k=0; k<archive.size();k++)
+        std::cout << "archive " << k << " : " << archive[k].fitness() << "\n";
+
+    if (test(pop, archive, 0, -14, 0, -13, -4, 0, -7) == 0)
+        std::cout << "OK" << std::endl;
+    else
+        res=EXIT_FAILURE;
+
+    return res;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceDepthFitnessAssignment.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceDepthFitnessAssignment.cpp
new file mode 100644
index 000000000..58a636769
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceDepthFitnessAssignment.cpp
@@ -0,0 +1,142 @@
+/*
+* <t-moeoDominanceDepthFitnessAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoDominanceDepthFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoDominanceDepthFitnessAssignment]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    obj4[0] = 5;
+    obj4[1] = 1;
+    obj5[0] = 3;
+    obj5[1] = 3;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(6);
+    pop[0].objectiveVector(obj0);    // class 1
+    pop[1].objectiveVector(obj1);    // class 1
+    pop[2].objectiveVector(obj2);    // class 1
+    pop[3].objectiveVector(obj3);    // class 3
+    pop[4].objectiveVector(obj4);    // class 2
+    pop[5].objectiveVector(obj5);    // class 1
+
+    // fitness assignment
+    moeoDominanceDepthFitnessAssignment< Solution > fitnessAssignment;
+    fitnessAssignment(pop);
+
+    // pop[0]
+    if (pop[0].fitness() != 2.0)
+    {
+        std::cout << "ERROR (bad fitness for pop[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[1]
+    if (pop[1].fitness() != 2.0)
+    {
+        std::cout << "ERROR (bad fitness for pop[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[2]
+    if (pop[2].fitness() != 2.0)
+    {
+        std::cout << "ERROR (bad fitness for pop[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[3]
+    if (pop[3].fitness() != 0.0)
+    {
+        std::cout << "ERROR (bad fitness for pop[3]) " << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[4]
+    if (pop[4].fitness() != 1.0)
+    {
+        std::cout << "ERROR (bad fitness for pop[4])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[5]
+    if (pop[5].fitness() != 2.0)
+    {
+        std::cout << "ERROR (bad fitness for pop[5])" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceMatrix.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceMatrix.cpp
new file mode 100644
index 000000000..cf533d645
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceMatrix.cpp
@@ -0,0 +1,210 @@
+/*
+* <t-moeoDominanceMatrix.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoDominanceMatrix.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <assert.h>
+#include <set>
+#include <iostream>
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoDominanceMatrix]\n\n";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    obj4[0] = 5;
+    obj4[1] = 1;
+    obj5[0] = 3;
+    obj5[1] = 3;
+    obj6[0] = 4;
+    obj6[1] = 4;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(4);
+    pop[0].objectiveVector(obj0);    // class 1
+    pop[1].objectiveVector(obj1);    // class 1
+    pop[2].objectiveVector(obj2);    // class 1
+    pop[3].objectiveVector(obj3);    // class 3
+
+    moeoUnboundedArchive < Solution > archive;
+    archive.resize(3);
+    archive[0].objectiveVector(obj4);
+    archive[1].objectiveVector(obj5);
+    archive[2].objectiveVector(obj6);
+
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+
+    // fitness assignment
+
+    moeoDominanceMatrix< Solution > matrix(true);
+
+    moeoDominanceMatrix< Solution > matrix2(paretoComparator, false);
+
+    //test operator() with 2 parameters
+    matrix(pop,archive);
+
+    //test result of matrix
+    for (unsigned int i=0; i<7; i++)
+        for (unsigned int j=0; j<3; j++)
+            assert(!matrix[i][j]);
+    assert(matrix[0][3]);
+    assert(matrix[0][5]);
+    assert(matrix[1][3]);
+    assert(matrix[1][5]);
+    assert(matrix[1][6]);
+    assert(matrix[2][3]);
+    assert(matrix[2][4]);
+    assert(matrix[2][5]);
+    assert(matrix[2][6]);
+    assert(matrix[3][5]);
+    assert(matrix[4][3]);
+    assert(matrix[4][5]);
+    assert(matrix[6][3]);
+    assert(matrix[6][5]);
+    assert(!matrix[0][4]);
+    assert(!matrix[0][6]);
+    assert(!matrix[1][4]);
+    assert(!matrix[3][3]);
+    assert(!matrix[3][4]);
+    assert(!matrix[3][6]);
+    assert(!matrix[4][4]);
+    assert(!matrix[4][6]);
+    assert(!matrix[5][3]);
+    assert(!matrix[5][4]);
+    assert(!matrix[5][5]);
+    assert(!matrix[5][6]);
+    assert(!matrix[6][4]);
+    assert(!matrix[6][6]);
+
+    //test methode count
+    assert(matrix.count(0)==2);
+    assert(matrix.count(1)==3);
+    assert(matrix.count(2)==4);
+    assert(matrix.count(3)==1);
+    assert(matrix.count(4)==2);
+    assert(matrix.count(5)==0);
+    assert(matrix.count(6)==2);
+
+    //test methode rank
+    assert(matrix.rank(0)==0);
+    assert(matrix.rank(1)==0);
+    assert(matrix.rank(2)==0);
+    assert(matrix.rank(3)==5);
+    assert(matrix.rank(4)==1);
+    assert(matrix.rank(5)==6);
+    assert(matrix.rank(6)==2);
+
+    //test operator() with one parameter
+    matrix2(archive);
+
+    assert(!matrix2[0][0]);
+    assert(!matrix2[0][1]);
+    assert(!matrix2[0][2]);
+    assert(!matrix2[1][0]);
+    assert(!matrix2[1][1]);
+    assert(matrix2[1][2]);
+    assert(!matrix2[2][0]);
+    assert(!matrix2[2][1]);
+    assert(!matrix2[2][2]);
+
+    assert(matrix2.count(0)==0);
+    assert(matrix2.count(1)==1);
+    assert(matrix2.count(2)==0);
+
+    assert(matrix2.rank(0)==0);
+    assert(matrix2.rank(1)==0);
+    assert(matrix2.rank(2)==1);
+
+    std::set<int> hop;
+    hop.insert(2);
+    hop.insert(2);
+    hop.insert(10);
+    hop.insert(3);
+    hop.insert(45);
+    hop.insert(45);
+    hop.insert(45);
+
+    std::set<int>::iterator it=hop.begin();
+    while (it!=hop.end()) {
+        std::cout << *it << "\n";
+        it++;
+    }
+
+
+
+    std::cout << "OK";
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceRankFitnessAssignment.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceRankFitnessAssignment.cpp
new file mode 100644
index 000000000..c59c9510c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoDominanceRankFitnessAssignment.cpp
@@ -0,0 +1,179 @@
+/*
+* <t-moeoDominanceRankFitnessAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoDominanceRankFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int test(const eoPop < Solution >& _pop, const moeoUnboundedArchive < Solution >& _archive, int _pop0, int _pop1, int _pop2, int _pop3, int _arch0, int _arch1, int _arch2) {
+    // pop[0]
+    if (_pop[0].fitness() != _pop0)
+    {
+        std::cout << "ERROR (bad fitness for pop[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[1]
+    if (_pop[1].fitness() != _pop1)
+    {
+        std::cout << "ERROR (bad fitness for pop[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[2]
+    if (_pop[2].fitness() != _pop2)
+    {
+        std::cout << "ERROR (bad fitness for pop[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[3]
+    if (_pop[3].fitness() != _pop3)
+    {
+        std::cout << "ERROR (bad fitness for pop[3]) " << std::endl;
+        return EXIT_FAILURE;
+    }
+    // archive[0]
+    if ((_arch0 <= 0 ) && (_archive[0].fitness() != _arch0))
+    {
+        std::cout << "ERROR (bad fitness archive[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // archive[1]
+    if ((_arch1 <= 0 ) && (_archive[1].fitness() != _arch1))
+    {
+        std::cout << "ERROR (bad fitness for archive[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // archive[2]
+    if ((_arch2 <= 0) && (_archive[2].fitness() != _arch2))
+    {
+        std::cout << "ERROR (bad fitness for archive[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    return 0;
+}
+
+int main()
+{
+    int res=EXIT_SUCCESS;
+    std::cout << "[moeoDominanceRankFitnessAssignment]\n";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    obj4[0] = 5;
+    obj4[1] = 1;
+    obj5[0] = 3;
+    obj5[1] = 3;
+    obj6[0] = 4;
+    obj6[1] = 4;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(4);
+    pop[0].objectiveVector(obj0);    // class 1
+    pop[1].objectiveVector(obj1);    // class 1
+    pop[2].objectiveVector(obj2);    // class 1
+    pop[3].objectiveVector(obj3);    // class 3
+
+    moeoUnboundedArchive < Solution > archive;
+    archive.resize(3);
+    archive[0].objectiveVector(obj4);
+    archive[1].objectiveVector(obj5);
+    archive[2].objectiveVector(obj6);
+
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+
+    // fitness assignment
+    moeoDominanceRankFitnessAssignment< Solution > fitnessAssignment;
+
+    moeoDominanceRankFitnessAssignment< Solution > fitnessAssignment2(archive, 2.0,true);
+
+    moeoDominanceRankFitnessAssignment< Solution > fitnessAssignment3(paretoComparator, 3.0);
+
+    moeoDominanceRankFitnessAssignment< Solution > fitnessAssignment4(paretoComparator, archive);
+
+    std::cout << "Constructor without parameter => ";
+    fitnessAssignment(pop);
+    if (test(pop, archive, -1, -1, -1, -4, 1, 1, 1) == 0)
+        std::cout << "OK" << std::endl;
+    else
+        res=EXIT_FAILURE;
+
+    std::cout << "Constructor with archive passed in parameter => ";
+    fitnessAssignment2(pop);
+    if (test(pop, archive, -2, -8, -2, -7, -3, -2, -4) == 0)
+        std::cout << "OK" << std::endl;
+    else
+        res=EXIT_FAILURE;
+
+    return res;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoEasyEA.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoEasyEA.cpp
new file mode 100644
index 000000000..b378f9f9a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoEasyEA.cpp
@@ -0,0 +1,128 @@
+/*
+* <t-moeoEasyEA.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoEasyEA.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <es/eoRealInitBounded.h>
+#include <es/eoRealOp.h>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+public:
+    Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
+};
+
+class TestEval : public moeoEvalFunc < Solution >
+{
+public:
+    void operator () (Solution & _sol)
+    {
+        ObjectiveVector objVec;
+        objVec[0] = _sol[0];
+        objVec[1] = _sol[0] * _sol[0];
+        _sol.objectiveVector(objVec);
+    }
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoEasyEA]" << std::endl;
+
+    TestEval eval;
+    eoPopLoopEval <Solution> loopEval(eval);
+    eoPopEvalFunc <Solution> & popEval(loopEval);
+    eoQuadCloneOp < Solution > xover;
+    eoUniformMutation < Solution > mutation(0.05);
+    eoSequentialOp < Solution > op;
+    op.add(xover, 1.0);
+    op.add(mutation, 1.0);
+    eoSGATransform < Solution > transform(xover, 1.0, mutation, 1.0);
+    eoRealVectorBounds bounds(1, 1.0, 2.0);
+    eoRealInitBounded < Solution > init(bounds);
+    eoPop < Solution > pop(20, init);
+    eoGenContinue < Solution > term(20);
+    moeoDominanceDepthFitnessAssignment < Solution > fitnessAssignment;
+    moeoFrontByFrontCrowdingDiversityAssignment < Solution > diversityAssignment;
+    moeoFitnessThenDiversityComparator < Solution > comparator;
+    moeoDetTournamentSelect < Solution > selectOne(comparator, 2);
+    moeoElitistReplacement < Solution > replace(fitnessAssignment, diversityAssignment, comparator);
+    eoGeneralBreeder < Solution > breed(selectOne, op);
+    eoSelectMany < Solution > select(selectOne, 1.0);
+
+    // build EA
+    moeoEasyEA < Solution > algo1 (term, eval, breed, replace, fitnessAssignment, diversityAssignment);
+    moeoEasyEA < Solution > algo2 (term, popEval, breed, replace, fitnessAssignment, diversityAssignment);
+    moeoEasyEA < Solution > algo3 (term, eval, select, transform, replace, fitnessAssignment, diversityAssignment);
+    moeoEasyEA < Solution > algo4 (term, popEval, select, transform, replace, fitnessAssignment, diversityAssignment);
+
+    // run the algo
+    algo4(pop);
+
+    // final pop
+    std::cout << "Final population" << std::endl;
+    std::cout << pop << std::endl;
+
+    std::cout << "[moeoEasyEA] OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoEpsilonHyperboxArchive.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoEpsilonHyperboxArchive.cpp
new file mode 100644
index 000000000..071f278a4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoEpsilonHyperboxArchive.cpp
@@ -0,0 +1,161 @@
+/*
+* <t-moeoEpsilonHyperboxArchive.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoEpsilonHyperboxArchive.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	//!!!!!!!!!!!!VRAI TEST A FAIRE!!!!!!!!!!!!!!
+
+    std::cout << "[moeoEpsilonHyperboxArchive]\t=>\t";
+
+    std::cout << std::endl;
+
+    // objective vectors
+    ObjectiveVector obj;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(100);
+
+    unsigned int o1=50;
+    unsigned int o2=50;
+    unsigned int o3=50;
+    unsigned int o4=50;
+
+
+
+    for(int i=0; i< pop.size()/2; i++){
+//    	tmp=rng.uniform()*100;
+    	obj[0]=o1;
+    	obj[1]=o2;
+//    	obj[0]=tmp;
+//    	obj[1]=100-tmp;
+    	pop[2*i].objectiveVector(obj);
+    	obj[0]=o3;
+    	obj[1]=o4;
+//    	tmp=rng.uniform()*100;
+//    	obj[0]=tmp;
+//    	obj[1]=100-tmp;
+    	pop[2*i + 1].objectiveVector(obj);
+    	o1++;
+    	o2--;
+    	o3--;
+    	o4++;
+    }
+//    pop.resize(4);
+//    obj[0]=0;
+//    obj[1]=100;
+//    pop[0].objectiveVector(obj);
+//    obj[0]=100;
+//    obj[1]=0;
+//    pop[1].objectiveVector(obj);
+//    obj[0]=50;
+//    obj[1]=50;
+//    pop[2].objectiveVector(obj);
+//    obj[0]=49;
+//    obj[1]=50.5;
+//    pop[3].objectiveVector(obj);
+
+    std::vector < double > epsilon;
+    epsilon.push_back(0.05);
+    epsilon.push_back(0.05);
+
+    // archive
+    moeoEpsilonHyperboxArchive< Solution > arch(epsilon);
+
+    ObjectiveVector nadir = arch.getNadir();
+    ObjectiveVector ideal = arch.getIdeal();
+    std::cout << "nadir: " << nadir << std::endl;
+    std::cout << "ideal: " << ideal << std::endl;
+
+    for(int i=0; i<pop.size() ; i++)
+    	std::cout << pop[i].objectiveVector() << std::endl;
+
+    for(int i=0; i<pop.size() ; i++){
+    	arch(pop[i]);
+//    nadir = arch.getNadir();
+//    ideal = arch.getIdeal();
+//    std::cout << "nadir: " << nadir << std::endl;
+//    std::cout << "ideal: " << ideal << std::endl;
+//    std::cout << "archive size: " << arch.size() << std::endl;
+    }
+
+    arch.filtre();
+
+    std::cout << "archive size: " << arch.size() << std::endl;
+    for (unsigned int i=0; i< arch.size(); i++)
+		std::cout << arch[i].objectiveVector() << std::endl;
+
+    std::cout << "nadir: " << nadir << std::endl;
+    std::cout << "ideal: " << ideal << std::endl;
+    //arch(pop);
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoEpsilonObjectiveVectorComparator.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoEpsilonObjectiveVectorComparator.cpp
new file mode 100644
index 000000000..d7415a451
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoEpsilonObjectiveVectorComparator.cpp
@@ -0,0 +1,137 @@
+/*
+* <t-moeoEpsilonObjectiveVectorComparator.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoEpsilonObjectiveVectorComparator.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoEpsilonObjectiveVectorComparator]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj1;
+    obj1[0] = 2.0;
+    obj1[1] = 5.0;
+    ObjectiveVector obj2;
+    obj2[0] = 2.2;
+    obj2[1] = 5.5;
+    ObjectiveVector obj3;
+    obj3[0] = 3.0;
+    obj3[1] = 5.0;
+    ObjectiveVector obj4;
+    obj4[0] = 3.0;
+    obj4[1] = 6.0;
+
+    // epsilon
+    double epsilon = 1.1;
+    // comparator
+    moeoEpsilonObjectiveVectorComparator< ObjectiveVector > comparator(epsilon);
+
+    // obj1 dominated by obj2? NO
+    if (comparator(obj1, obj2))
+    {
+        std::cout << "ERROR (obj1 dominated by obj2)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj2 dominated by obj1? YES
+    if (! comparator(obj2, obj1))
+    {
+        std::cout << "ERROR (obj2 notdominated by obj1)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj1 dominated by obj3? NO
+    if (comparator(obj1, obj3))
+    {
+        std::cout << "ERROR (obj1 dominated by obj3)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj3 dominated by obj1? NO
+    if (comparator(obj3, obj1))
+    {
+        std::cout << "ERROR (obj3 dominated by obj1)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj1 dominated by obj4? NO
+    if (comparator(obj1, obj4))
+    {
+        std::cout << "ERROR (obj1 dominated by obj4)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj4 dominated by obj1? YES
+    if (! comparator(obj4, obj1))
+    {
+        std::cout << "ERROR (obj4 not dominated by obj1)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoExhaustiveNeighborhoodExplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoExhaustiveNeighborhoodExplorer.cpp
new file mode 100644
index 000000000..3d06060c8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoExhaustiveNeighborhoodExplorer.cpp
@@ -0,0 +1,115 @@
+/*
+<t-moeoExhaustiveNeighborhoodExplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 "moeoTestClass.h"
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main(){
+
+	std::cout << "[t-moeoExhaustiveNeighborhoodExplorer] => START" << std::endl;
+
+	//init all components
+	Solution s;
+	evalSolution eval(8);
+	ObjectiveVector o;
+	SolNeighbor n;
+	SolNeighborhood nh(8);
+	moeoExhaustiveNeighborhoodExplorer<SolNeighbor> explorer(nh, eval);
+
+	//create source and destination population
+	eoPop<Solution> src;
+	eoPop<Solution> dest;
+
+	//create a vector for selection
+	std::vector<unsigned int> v;
+	v.push_back(0);
+
+	//create a solution
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+
+	//set its objective vector
+	o[0]=8;
+	o[1]=0;
+	s.objectiveVector(o);
+
+	// aplly a move on th solution
+	n.index(3);
+	eval(s,n);
+	n.move(s);
+	s.objectiveVector(n.fitness());
+
+	//print initial sol
+	std::cout << "solution:" << std::endl;
+	std::cout << s << std::endl;
+
+	//copy the solution in the source population
+	src.push_back(s);
+
+	//test the explorer
+	explorer(src, v, dest);
+
+	//verify the destination population
+	assert(dest.size()==8);
+
+	assert(dest[0].objectiveVector()[0]==6);
+	assert(dest[1].objectiveVector()[0]==6);
+	assert(dest[2].objectiveVector()[0]==6);
+	assert(dest[3].objectiveVector()[0]==8);
+	assert(dest[4].objectiveVector()[0]==6);
+	assert(dest[5].objectiveVector()[0]==6);
+	assert(dest[6].objectiveVector()[0]==6);
+	assert(dest[7].objectiveVector()[0]==6);
+
+	assert(dest[0].objectiveVector()[1]==2);
+	assert(dest[1].objectiveVector()[1]==2);
+	assert(dest[2].objectiveVector()[1]==2);
+	assert(dest[3].objectiveVector()[1]==0);
+	assert(dest[4].objectiveVector()[1]==2);
+	assert(dest[5].objectiveVector()[1]==2);
+	assert(dest[6].objectiveVector()[1]==2);
+	assert(dest[7].objectiveVector()[1]==2);
+
+	std::cout << "destination:" << std::endl;
+	for(unsigned int i=0; i<dest.size(); i++)
+		std::cout << dest[i] << std::endl;
+
+	std::cout << "[t-moeoExhaustiveNeighborhoodExplorer] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoExhaustiveUnvisitedSelect.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoExhaustiveUnvisitedSelect.cpp
new file mode 100644
index 000000000..84c6263f0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoExhaustiveUnvisitedSelect.cpp
@@ -0,0 +1,64 @@
+/*
+<t-moeoExhaustiveUnvisitedSelect.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <selection/moeoExhaustiveUnvisitedSelect.h>
+#include <moeoTestClass.h>
+
+int main(){
+
+	std::cout << "[t-moeoExhaustiveUnvisitedSelect] => START" << std::endl;
+
+    // objective vectors
+    eoPop < Solution > pop;
+    pop.resize(5);
+    pop[0].flag(1);
+    pop[1].flag(0);
+    pop[2].flag(0);
+    pop[3].flag(1);
+    pop[4].flag(0);
+
+    moeoExhaustiveUnvisitedSelect < Solution > select;
+
+    std::vector <unsigned int> res;
+
+    res=select(pop);
+    assert(res.size()==3);
+	assert(res[0]==1);
+	assert(res[1]==2);
+	assert(res[2]==4);
+
+	std::cout << "[t-moeoExhaustiveUnvisitedSelect] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoExpBinaryIndicatorBasedFitnessAssignment.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoExpBinaryIndicatorBasedFitnessAssignment.cpp
new file mode 100644
index 000000000..f1d91dfd2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoExpBinaryIndicatorBasedFitnessAssignment.cpp
@@ -0,0 +1,145 @@
+/*
+* <t-moeoExpBinaryIndicatorBasedFitnessAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoExpBinaryIndicatorBasedFitnessAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoExpBinaryIndicatorBasedFitnessAssignment]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    obj4[0] = 5;
+    obj4[1] = 1;
+    obj5[0] = 3;
+    obj5[1] = 3;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(6);
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+    pop[4].objectiveVector(obj4);
+    pop[5].objectiveVector(obj5);
+
+    // indicator
+    moeoAdditiveEpsilonBinaryMetric < ObjectiveVector > indicator;
+
+    // fitness assignment
+    moeoExpBinaryIndicatorBasedFitnessAssignment< Solution > fitnessAssignment(indicator, 0.5);
+    fitnessAssignment(pop);
+
+    // pop[0]
+    if ( (pop[0].fitness() > -1.56) || (pop[0].fitness() < -1.57) )
+    {
+        std::cout << "ERROR (bad fitness for pop[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[1]
+    if ( (pop[1].fitness() > -2.40) || (pop[1].fitness() < -2.41) )
+    {
+        std::cout << "ERROR (bad fitness for pop[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[2]
+    if ( (pop[2].fitness() > -1.51) || (pop[2].fitness() < -1.52) )
+    {
+        std::cout << "ERROR (bad fitness for pop[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[3]
+    if ( (pop[3].fitness() > -9.38) || (pop[3].fitness() < -9.39) )
+    {
+        std::cout << "ERROR (bad fitness for pop[3]) " << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[4]
+    if ( (pop[4].fitness() > -2.00) || (pop[4].fitness() < -2.01) )
+    {
+        std::cout << "ERROR (bad fitness for pop[4])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[5]
+    if ( (pop[5].fitness() > -2.40) || (pop[5].fitness() < -2.41) )
+    {
+        std::cout << "ERROR (bad fitness for pop[5])" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFirstImprovingNeighborhoodExplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFirstImprovingNeighborhoodExplorer.cpp
new file mode 100644
index 000000000..2cc031fd1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFirstImprovingNeighborhoodExplorer.cpp
@@ -0,0 +1,132 @@
+/*
+<t-moeoFirstImprovingNeighborhoodExplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 "moeoTestClass.h"
+#include <explorer/moeoFirstImprovingNeighborhoodExplorer.h>
+#include <iostream>
+#include <cstdlib>
+#include <cassert>
+
+int main(){
+
+	std::cout << "[t-moeoFirstImprovingNeighborhoodExplorer] => START" << std::endl;
+
+	//init all components
+	Solution s;
+	evalSolution eval(8);
+	evalSolution eval2(8, 0);
+	ObjectiveVector o;
+	SolNeighbor n;
+	SolNeighborhood nh(8);
+	moeoFirstImprovingNeighborhoodExplorer<SolNeighbor> explorer(nh, eval);
+	moeoFirstImprovingNeighborhoodExplorer<SolNeighbor> explorer2(nh, eval2);
+
+	//create source and destination population
+	eoPop<Solution> src;
+	eoPop<Solution> dest;
+
+	//create a vector for selection
+	std::vector<unsigned int> v;
+	v.push_back(0);
+
+	//create a solution
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+
+	//set its objective vector
+	o[0]=8;
+	o[1]=0;
+	s.objectiveVector(o);
+
+	// aplly a move on th solution
+	n.index(3);
+	eval(s,n);
+	n.move(s);
+	s.objectiveVector(n.fitness());
+
+	//print initial sol
+	std::cout << "solution:" << std::endl;
+	std::cout << s << std::endl;
+
+	//copy the solution in the source population
+	src.push_back(s);
+
+	//test the explorer
+	explorer(src, v, dest);
+
+	assert(dest.size()==8);
+	assert(dest[0].objectiveVector()[0]==6);
+	assert(dest[1].objectiveVector()[0]==6);
+	assert(dest[2].objectiveVector()[0]==6);
+	assert(dest[3].objectiveVector()[0]==8);
+	assert(dest[4].objectiveVector()[0]==6);
+	assert(dest[5].objectiveVector()[0]==6);
+	assert(dest[6].objectiveVector()[0]==6);
+	assert(dest[7].objectiveVector()[0]==6);
+
+	assert(dest[0].objectiveVector()[1]==2);
+	assert(dest[1].objectiveVector()[1]==2);
+	assert(dest[2].objectiveVector()[1]==2);
+	assert(dest[3].objectiveVector()[1]==0);
+	assert(dest[4].objectiveVector()[1]==2);
+	assert(dest[5].objectiveVector()[1]==2);
+	assert(dest[6].objectiveVector()[1]==2);
+	assert(dest[7].objectiveVector()[1]==2);
+
+	std::cout << "destination:" << std::endl;
+	for(unsigned int i=0; i<dest.size(); i++)
+		std::cout << dest[i] << std::endl;
+
+	//test explorer2 (eval function is changed to have solutions dominates other ones
+	explorer2(dest, v, src);
+
+	assert(src.size()==3);
+
+	assert(src[1].objectiveVector()[0]==7);
+	assert(src[2].objectiveVector()[0]==5);
+
+	assert(src[1].objectiveVector()[1]==1);
+	assert(src[2].objectiveVector()[1]==1);
+
+	std::cout << "source: (after an exploration dest -> src)" << std::endl;
+	for(unsigned int i=0; i<src.size(); i++)
+		std::cout << src[i] << std::endl;
+
+
+	std::cout << "[t-moeoFirstImprovingNeighborhoodExplorer] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFitDivBoundedArchive.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFitDivBoundedArchive.cpp
new file mode 100644
index 000000000..aca7da81d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFitDivBoundedArchive.cpp
@@ -0,0 +1,136 @@
+/*
+* <t-moeoFitDivBoundedArchive.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoFitDivBoundedArchive.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoFitDivBoundedArchive]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    obj4[0] = 5;
+    obj4[1] = 1;
+    obj5[0] = 3;
+    obj5[1] = 8;
+    obj6[0] = 2.5;
+    obj6[1] = 3.5;
+    
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(6);
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+    pop[4].objectiveVector(obj4);
+    pop[5].objectiveVector(obj5);
+
+    moeoDummyFitnessAssignment < Solution > fitness;
+    
+    moeoDummyDiversityAssignment < Solution > diversity;
+    
+    moeoFitnessThenDiversityComparator < Solution > indiComparator;
+    
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > comparator;
+    
+        
+    // archive
+    moeoFitDivBoundedArchive< Solution > arch(indiComparator, comparator, fitness, diversity, 50);
+    moeoFitDivBoundedArchive< Solution > arch2(indiComparator, fitness, diversity, 2);
+    
+    //test archive
+    arch(pop);
+    assert(arch.size()==3);
+    
+    arch2(pop);
+    assert(arch2.size()==2);
+    
+    pop.resize(7);
+    pop[6].objectiveVector(obj6);    
+    arch2(pop[6]);
+    assert(arch2.size()==2);
+    
+    obj6[0] = 0;
+    obj6[1] = 0;
+    pop[6].objectiveVector(obj6);
+    arch2(pop[6]);
+    assert(arch2.size()==1);
+    
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFitnessThenDiversityComparator.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFitnessThenDiversityComparator.cpp
new file mode 100644
index 000000000..e7b69ba3e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFitnessThenDiversityComparator.cpp
@@ -0,0 +1,81 @@
+/*
+* <t-moeoFitnessThenDiversityComparator.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoFitnessThenDiversityComparator.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+typedef MOEO < double, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoFitnessThenDiversityComparator]\t=>\t";
+
+    // fitness & diversity
+    double fit1 = 1.0;
+    double div1 = 2.0;
+    double fit2 = 3.0;
+    double div2 = 1.0;
+
+    // solutions
+    Solution sol1;
+    sol1.fitness(fit1);
+    sol1.diversity(div1);
+    Solution sol2;
+    sol2.fitness(fit2);
+    sol2.diversity(div2);
+
+    // comparator
+    moeoFitnessThenDiversityComparator < Solution > comparator;
+
+    // sol1 not better than sol2?
+    if (! comparator(sol1, sol2))
+    {
+        std::cout << "ERROR (sol1 must be better)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFixedTimeBothDirectionWeightStrategy.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFixedTimeBothDirectionWeightStrategy.cpp
new file mode 100644
index 000000000..7460b1eb1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFixedTimeBothDirectionWeightStrategy.cpp
@@ -0,0 +1,295 @@
+/*
+ * <t-moeoFixedTimeBothDirectionWeightStrategy.cpp>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * Fraéncçois Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// t-moILS_HC.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 2;
+		}
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+	public:
+		Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
+};
+
+class solutionEval : public eoEvalFunc < Solution >
+{
+	public:
+		void operator () (Solution & _sol)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = _sol[0];
+			objVec[1] = _sol[1];
+			_sol.objectiveVector(objVec);
+		}
+};
+
+
+class testMove : public moMove <Solution>
+{
+	public :
+		void operator () (Solution & _solution)
+		{
+			Solution sol=_solution;
+		}
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+	public :
+		void operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+		}
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+	public :
+		bool operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+
+			return false;
+		}
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove,ObjectiveVector>
+{
+	public :
+		ObjectiveVector operator () (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution solution(_solution);
+
+
+			return _solution.objectiveVector();
+		}
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+
+			return false;
+		}
+
+		void add(const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+		}
+
+		void update()
+		{}
+
+		void init()
+		{}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const double & _fitness)
+		{
+			double fitness;
+			const testMove move(_move);
+			fitness=_fitness;
+
+			return false;
+		}
+
+		void init()
+		{}
+};
+
+class solutionContinue : public eoContinue<Solution>
+{
+	public :
+		solutionContinue(): counter(0)
+	{}
+
+		bool operator () (const eoPop<Solution> & _solution)
+		{
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+
+		bool operator () (const Solution & _solution)
+		{
+			const Solution sol(_solution);
+
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+		void init()
+		{}
+	private :
+		unsigned int counter;
+} ;
+
+class solutionComparator : public moeoComparator<Solution>
+{
+	public :
+		const bool operator () (const Solution & _solution1 , const Solution & _solution2)
+		{
+			const Solution sol1(_solution1);
+			const Solution sol2(_solution2);
+
+			return sol1.fitness()>sol2.fitness();
+		}
+} ;
+
+class solutionPerturbation : public eoMonOp<Solution>
+{
+	public :
+		bool operator () (Solution & _solution)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = 1;
+			objVec[1] = 1;
+			_solution[1]=1;
+			_solution[0]=1;
+			_solution.objectiveVector(objVec);
+			_solution.fitness(2);
+			return true;
+		}
+} ;
+
+class solutionSingler : public moeoSingleObjectivization<Solution>
+{
+	void operator () (Solution & _solution){
+			ObjectiveVector objVec;
+			objVec[0] = _solution[0];
+			objVec[1] = _solution[1];
+			_solution.objectiveVector(objVec);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Solution> &_pop){
+	}
+
+	double operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Solution>& pop, ObjectiveVector& obj){}
+
+} ;
+
+class selectMove: public moMoveSelect<testMove>
+{
+	public:
+		void init(const double &d){
+			max_fit=d;
+		}
+		bool update(const testMove &move,const double &fitness){
+			if (fitness>max_fit){
+				max_fit=fitness;
+				best_move=move;
+				return false;
+			}else
+				return true;
+		}
+		void operator()(testMove &move,double &fitness){
+			move=best_move;
+			fitness=max_fit;
+		}
+	private:
+		double max_fit;
+		testMove best_move;
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	Solution solution;
+	moeoFixedTimeBothDirectionWeightStrategy<Solution> strat(0.1);
+	std::vector<double> weight;
+	weight.resize(2);
+	for (unsigned int i=0;i<20;i++){
+		strat(weight,solution);
+		std::cout<<weight[0]<<" "<<weight[1]<<std::endl;
+	}
+
+
+	cout << "[ moeo_weight2direction                 ] ==> ";
+	std::cout<<"OK"<<std::endl;
+	return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFixedTimeOneDirectionWeightStrategy.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFixedTimeOneDirectionWeightStrategy.cpp
new file mode 100644
index 000000000..42c96d969
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoFixedTimeOneDirectionWeightStrategy.cpp
@@ -0,0 +1,295 @@
+/*
+ * <t-moeoFixedTimeOneDirectionWeightStrategy.cpp>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * Fraéncçois Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// t-moILS_HC.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 2;
+		}
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+	public:
+		Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
+};
+
+class solutionEval : public eoEvalFunc < Solution >
+{
+	public:
+		void operator () (Solution & _sol)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = _sol[0];
+			objVec[1] = _sol[1];
+			_sol.objectiveVector(objVec);
+		}
+};
+
+
+class testMove : public moMove <Solution>
+{
+	public :
+		void operator () (Solution & _solution)
+		{
+			Solution sol=_solution;
+		}
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+	public :
+		void operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+		}
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+	public :
+		bool operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+
+			return false;
+		}
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove,ObjectiveVector>
+{
+	public :
+		ObjectiveVector operator () (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution solution(_solution);
+
+
+			return _solution.objectiveVector();
+		}
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+
+			return false;
+		}
+
+		void add(const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+		}
+
+		void update()
+		{}
+
+		void init()
+		{}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const double & _fitness)
+		{
+			double fitness;
+			const testMove move(_move);
+			fitness=_fitness;
+
+			return false;
+		}
+
+		void init()
+		{}
+};
+
+class solutionContinue : public eoContinue<Solution>
+{
+	public :
+		solutionContinue(): counter(0)
+	{}
+
+		bool operator () (const eoPop<Solution> & _solution)
+		{
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+
+		bool operator () (const Solution & _solution)
+		{
+			const Solution sol(_solution);
+
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+		void init()
+		{}
+	private :
+		unsigned int counter;
+} ;
+
+class solutionComparator : public moeoComparator<Solution>
+{
+	public :
+		const bool operator () (const Solution & _solution1 , const Solution & _solution2)
+		{
+			const Solution sol1(_solution1);
+			const Solution sol2(_solution2);
+
+			return sol1.fitness()>sol2.fitness();
+		}
+} ;
+
+class solutionPerturbation : public eoMonOp<Solution>
+{
+	public :
+		bool operator () (Solution & _solution)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = 1;
+			objVec[1] = 1;
+			_solution[1]=1;
+			_solution[0]=1;
+			_solution.objectiveVector(objVec);
+			_solution.fitness(2);
+			return true;
+		}
+} ;
+
+class solutionSingler : public moeoSingleObjectivization<Solution>
+{
+	void operator () (Solution & _solution){
+			ObjectiveVector objVec;
+			objVec[0] = _solution[0];
+			objVec[1] = _solution[1];
+			_solution.objectiveVector(objVec);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Solution> &_pop){
+	}
+
+	double operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Solution>& pop, ObjectiveVector& obj){}
+
+} ;
+
+class selectMove: public moMoveSelect<testMove>
+{
+	public:
+		void init(const double &d){
+			max_fit=d;
+		}
+		bool update(const testMove &move,const double &fitness){
+			if (fitness>max_fit){
+				max_fit=fitness;
+				best_move=move;
+				return false;
+			}else
+				return true;
+		}
+		void operator()(testMove &move,double &fitness){
+			move=best_move;
+			fitness=max_fit;
+		}
+	private:
+		double max_fit;
+		testMove best_move;
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	Solution solution;
+	moeoFixedTimeOneDirectionWeightStrategy<Solution> strat(0.1);
+	std::vector<double> weight;
+	weight.resize(2);
+	for (unsigned int i=0;i<20;i++){
+		strat(weight,solution);
+		std::cout<<weight[0]<<" "<<weight[1]<<std::endl;
+	}
+
+
+	cout << "[ moeo_weight1direction                 ] ==> ";
+	std::cout<<"OK"<<std::endl;
+	return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoHC.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoHC.cpp
new file mode 100644
index 000000000..a2b42da86
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoHC.cpp
@@ -0,0 +1,296 @@
+/*
+ * <t-moILS_HC.cpp>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * S<-61><-87>bastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+ *
+ */
+//-----------------------------------------------------------------------------
+// t-moILS_HC.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 2;
+		}
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+	public:
+		Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
+};
+
+class solutionEval : public moeoEvalFunc < Solution >
+{
+	public:
+		void operator () (Solution & _sol)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = _sol[0];
+			objVec[1] = _sol[1];
+			_sol.objectiveVector(objVec);
+		}
+};
+
+
+class testMove : public moMove <Solution>
+{
+	public :
+		void operator () (Solution & _solution)
+		{
+			Solution sol=_solution;
+		}
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+	public :
+		void operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+		}
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+	public :
+		bool operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+
+			return false;
+		}
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove,ObjectiveVector>
+{
+	public :
+		ObjectiveVector operator () (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution solution(_solution);
+
+
+			return _solution.objectiveVector();
+		}
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+
+			return false;
+		}
+
+		void add(const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+		}
+
+		void update()
+		{}
+
+		void init()
+		{}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const double & _fitness)
+		{
+			double fitness;
+			const testMove move(_move);
+			fitness=_fitness;
+
+			return false;
+		}
+
+		void init()
+		{}
+};
+
+class solutionContinue : public moSolContinue<Solution>
+{
+	public :
+		solutionContinue(): counter(0)
+	{}
+
+		bool operator () (const Solution & _solution)
+		{
+			const Solution sol(_solution);
+
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+		void init()
+		{}
+	private :
+		unsigned int counter;
+} ;
+
+class solutionComparator : public moComparator<Solution>
+{
+	public :
+		bool operator () (const Solution & _solution1 , const Solution & _solution2)
+		{
+			const Solution sol1(_solution1);
+			const Solution sol2(_solution2);
+
+			return sol1.fitness()>sol2.fitness();
+		}
+} ;
+
+class solutionPerturbation : public eoMonOp<Solution>
+{
+	public :
+		bool operator () (Solution & _solution)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = 1;
+			objVec[1] = 1;
+			_solution[1]=1;
+			_solution[0]=1;
+			_solution.objectiveVector(objVec);
+			_solution.fitness(2);
+			return true;
+		}
+} ;
+
+class solutionSingler : public moeoSingleObjectivization<Solution>
+{
+	void operator () (Solution & _solution){
+			ObjectiveVector objVec;
+			objVec[0] = _solution[0];
+			objVec[1] = _solution[1];
+			_solution.objectiveVector(objVec);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Solution> &_pop){
+	}
+
+	double operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Solution>& pop, ObjectiveVector& obj){}
+
+} ;
+
+class selectMove: public moMoveSelect<testMove>
+{
+	public:
+		void init(const double &d){
+			max_fit=d;
+		}
+		bool update(const testMove &move,const double &fitness){
+			if (fitness>max_fit){
+				max_fit=fitness;
+				best_move=move;
+				return false;
+			}else
+				return true;
+		}
+		void operator()(testMove &move,double &fitness){
+			move=best_move;
+			fitness=max_fit;
+		}
+	private:
+		double max_fit;
+		testMove best_move;
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	std::string test_result;
+
+	Solution solution;
+
+	testMoveInit init;
+	testMoveNext next;
+	testMoveIncrEval incrEval;
+	testTabuList tabuList;
+	testAspirCrit aspirCrit;
+	solutionEval eval;
+	solutionContinue continu;
+	solutionContinue continu_2;
+	solutionComparator comparator;
+	solutionPerturbation perturbation;
+	solutionSingler singler;
+	selectMove select;
+
+	moeoHC<testMove> hc(init, next, incrEval, select, singler);
+
+	cout << "[ moeoHC                     ] ==> ";
+
+	hc(solution);
+
+	cout << "OK" << endl;
+	return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoHyperVolumeDifferenceMetric.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoHyperVolumeDifferenceMetric.cpp
new file mode 100644
index 000000000..003786f1d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoHyperVolumeDifferenceMetric.cpp
@@ -0,0 +1,173 @@
+/*
+* <t-moeoHyperVolumeDifferenceMetric.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoHyperVolumeDifferenceMetric.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <assert.h>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class ObjectiveVectorTraits2 : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 3;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits2 > ObjectiveVector2;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoHyperVolumeDifferenceMetric] => \n";
+
+    // objective vectors
+    std::vector < ObjectiveVector > set1;
+    std::vector < ObjectiveVector > set2;
+
+    //test normalisation
+    set1.resize(3);
+    set2.resize(3);
+
+    //test case
+    set1[0][0] = 5;
+    set1[0][1] = 1;
+
+    set1[1][0] = 2;
+    set1[1][1] = 4;
+
+    set1[2][0] = 1;
+    set1[2][1] = 5;
+
+    set2[0][0] = 4;
+    set2[0][1] = 2;
+
+    set2[1][0] = 3;
+    set2[1][1] = 3;
+
+    set2[2][0] = 1;
+    set2[2][1] = 6;
+
+    moeoHyperVolumeDifferenceMetric < ObjectiveVector> metric(true, 2);
+
+	std::vector < eoRealInterval > bounds;
+
+	metric.setup(set1, set2);
+	bounds = metric.getBounds();
+
+    std::cout << "\t>test normalization =>";
+    assert(bounds[0].minimum()==1.0);
+    assert(bounds[0].maximum()==5.0);
+    assert(bounds[0].range()==4.0);
+
+    assert(bounds[1].minimum()==1.0);
+    assert(bounds[1].maximum()==6.0);
+    assert(bounds[1].range()==5.0);
+
+	std::cout << " OK\n";
+
+	//test calculation of difference hypervolume
+	moeoHyperVolumeDifferenceMetric < ObjectiveVector> metric2(false, 2);
+	std::cout << "\t>test difference without normalization and a coefficient rho=>";
+	double difference=metric2(set1,set2);
+	assert(difference==5.0);
+	std::cout << " OK\n";
+
+	moeoHyperVolumeDifferenceMetric < ObjectiveVector> metric3(true, 1.1);
+	double tolerance = 1e-10;
+	std::cout << "\t>test difference with normalization and coefficient rho=>";
+	difference=metric3(set1,set2);
+	assert( (difference < (0.02 + tolerance)) && (difference > (0.02 - tolerance)));
+	std::cout << " OK\n";
+
+	ObjectiveVector ref_point;
+	ref_point[0]= 10;
+	ref_point[1]= 12;
+	moeoHyperVolumeDifferenceMetric < ObjectiveVector> metric4(false, ref_point);
+	std::cout << "\t>test difference without normalization and a ref_point=>";
+	difference=metric4(set1,set2);
+	assert(difference==5.0);
+	std::cout << " OK\n";
+
+	ref_point[0]= 1.1;
+	ref_point[1]= 1.1;
+	moeoHyperVolumeDifferenceMetric < ObjectiveVector> metric5(true, ref_point);
+	std::cout << "\t>test difference with normalization and a ref_point=>";
+	difference=metric5(set1,set2);
+	assert( (difference < (0.02 + tolerance)) && (difference > (0.02 - tolerance)));
+	std::cout << " OK\n";
+
+
+
+
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoHyperVolumeMetric.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoHyperVolumeMetric.cpp
new file mode 100644
index 000000000..1ff7cb9d5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoHyperVolumeMetric.cpp
@@ -0,0 +1,344 @@
+/*
+* <t-moeoHyperVolumeMetric.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoHyperVolumeMetric.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <assert.h>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class ObjectiveVectorTraits2 : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 3;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits2 > ObjectiveVector2;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoHyperVolumeMetric] => \n";
+
+    // objective vectors
+    std::vector < ObjectiveVector > set1;
+
+    //test normalisation
+    set1.resize(4);
+
+    //test case
+    set1[0][0] = 1;
+    set1[0][1] = 3;
+
+    set1[1][0] = 5;
+    set1[1][1] = 4;
+
+    set1[2][0] = 4;
+    set1[2][1] = 5;
+
+    set1[3][0] = 2;
+    set1[3][1] = 12;
+
+    
+    moeoHyperVolumeMetric < ObjectiveVector > metric(true, 1.1);
+    
+    std::vector < eoRealInterval > bounds;
+
+    metric.setup(set1);
+    bounds = metric.getBounds();
+
+    std::cout << "\t>test normalization =>"; 
+    assert(bounds[0].minimum()==1.0);
+    assert(bounds[0].maximum()==5.0);
+    assert(bounds[0].range()==4.0);
+
+    assert(bounds[1].minimum()==3.0);
+    assert(bounds[1].maximum()==12.0);
+    assert(bounds[1].range()==9.0);
+    std::cout << "OK\n"; 
+    
+    set1.resize(0);
+    std::cout << "\t>test bad param in method setup =>";
+    try{
+    	metric.setup(set1);
+    	return EXIT_FAILURE;
+    }
+    catch (char const* e){
+    	std::cout << "Ok\n";
+    }
+
+    //test method dominates
+    std::vector <double> a;
+    std::vector <double> b;
+    
+    a.resize(3);
+    b.resize(3);
+    
+    a[0]=10.0;
+    a[1]=10.0;
+    a[2]=2.0;
+    
+    b[0]= 3.0;
+    b[1]= 10.0;
+    b[2]= 4.0;
+    
+    std::cout << "\t>test method dominates =>";
+    assert(metric.dominates(a, b, 2));
+    assert(!metric.dominates(a, b, 3));
+    std::cout << "Ok\n";
+    
+    //test method swap
+    std::vector < std::vector <double> > front;
+    front.resize(5);
+    front[0]=a;
+    front[1]=a;
+    front[2]=a;
+    front[3]=b;
+    front[4]=a;
+
+    std::cout << "\t>test method swap =>";
+    metric.swap(front, 1, 3);
+    assert(front.size()== 5);
+    for(unsigned int i=0; i<5; i++){
+    	if(i == 1){
+		    assert(front[i][0]==3.0);
+		    assert(front[i][1]==10.0);
+		    assert(front[i][2]==4.0);
+    	}
+    	else{
+		    assert(front[i][0]==10.0);
+		    assert(front[i][1]==10.0);
+		    assert(front[i][2]==2.0);
+    	}
+    }
+    std::cout << "Ok\n";
+ 
+    
+    //test method filter_nondominated_set
+    std::vector< double > c;
+    std::vector< double > d;
+    std::vector< double > e;
+    
+    c.resize(3);
+    d.resize(3);
+    e.resize(3);
+    
+    c[0]=11.0;
+    c[1]=9.0;
+    c[2]=5.0;
+    
+    d[0]=7.0;
+    d[1]=7.0;
+    d[2]=7.0;
+    
+    e[0]=9.0;
+    e[1]=10.5;
+    e[2]=14.0;
+    
+    front[0]=a;
+    front[1]=b;
+    front[2]=c;
+    front[3]=d;
+    front[4]=e;
+    
+    std::cout << "\t>test method filter_nondominated_set =>";
+    unsigned int res = metric.filter_nondominated_set(front, 5, 2);
+    
+    assert(res == 3);
+    
+    assert(front[0] == a);
+    assert(front[1]== e);
+    assert(front[2]== c);
+    assert(front[3]== d);
+    assert(front[4]== b);
+    
+    std::cout << "Ok\n";
+    
+    //test method surface_unchanged_to
+    std::cout << "\t>test method surface_unchanged_set =>";
+    
+    front[4]= a;
+    front[0]= c;
+    front[2]= b;
+    
+    double min = metric.surface_unchanged_to(front, 4, 2);
+    
+    assert(min == 4.0);
+    
+    try{
+    	metric.surface_unchanged_to(front, 0, 2);
+    	return EXIT_FAILURE;
+    }
+    catch (char const* e){
+    	std::cout << "Ok\n";
+    }
+    
+    // test method reduce_nondominated_set
+    
+    std::cout << "\t>test method reduce_nondominated_set=>";
+    
+    res=metric.reduce_nondominated_set(front, 3, 1, 9.5);
+    assert(res==2);
+    
+    std::cout << "Ok\n";
+    
+    //test method calc_hypervolume
+    std::cout << "\t>test method calc_hypervolume=>";
+    
+    a.resize(2);
+    b.resize(2);
+    c.resize(2);
+    front.resize(3);
+    
+    a[0]=1;
+    a[1]=3;
+    b[0]=2;
+    b[1]=2;
+    c[0]=3;
+    c[1]=1;
+    
+    front[0]=a;
+    front[1]=b;
+    front[2]=c;
+    
+    double hyp=metric.calc_hypervolume(front, 3, 2);
+    assert (hyp==6.0);
+    
+    a.resize(3);
+    b.resize(3);
+    c.resize(3);
+    
+    a[2]=1;
+    b[2]=2;
+    c[2]=3;
+    
+    front[0]=c;
+    front[1]=a;	
+    front[2]=b;
+    
+    hyp=metric.calc_hypervolume(front, 3, 3);
+    assert(hyp==14.0);
+    
+    std::cout << "Ok\n";
+    
+    //test de l'hyperVolume
+    std::cout << "\t>test operator()=>\n";
+    std::vector <ObjectiveVector2> solution;
+    solution.resize(3);
+    solution[0][0]=3.0;
+    solution[0][1]=1.0;
+    solution[0][2]=3.0;
+    solution[1][0]=2.0;
+    solution[1][1]=2.0;
+    solution[1][2]=2.0;
+    solution[2][0]=1.0;
+    solution[2][1]=3.0;
+    solution[2][2]=1.0;
+    
+    ObjectiveVector2 ref_point;
+    ref_point.resize(3);
+    ref_point[0]=4.0;
+    ref_point[1]=4.0;
+    ref_point[2]=4.0;
+    
+    std::cout << "\t\t-without normalization and ref_point =>";
+    moeoHyperVolumeMetric < ObjectiveVector2 > metric2(false, ref_point);  
+    hyp=metric2(solution);
+    assert(hyp==14.0);
+    std::cout << " Ok\n";
+      
+    std::cout << "\t\t-with normalization and ref_point =>";
+    ref_point[0]=1.5;
+    ref_point[1]=1.5;
+    ref_point[2]=1.5;
+    moeoHyperVolumeMetric < ObjectiveVector2 > metric3(true, ref_point);  
+    hyp=metric3(solution);
+    assert(hyp==1.75);
+    std::cout << " Ok\n";
+    
+    std::cout << "\t\t-without normalization and a coefficent rho =>";
+    hyp=0.0;
+    moeoHyperVolumeMetric < ObjectiveVector2 > metric4(false, 2);  
+    hyp=metric4(solution);
+    assert(hyp==100.0);
+    std::cout << " Ok\n";
+    
+    std::cout << "\t\t-with normalization and a coefficent rho =>";
+    hyp=0.0;
+    moeoHyperVolumeMetric < ObjectiveVector2 > metric5(true, 1.5);  
+    hyp=metric5(solution);
+    assert(hyp==1.75);
+    std::cout << " Ok\n";
+     
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoIBEA.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoIBEA.cpp
new file mode 100644
index 000000000..89b05fc4f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoIBEA.cpp
@@ -0,0 +1,123 @@
+/*
+* <t-moeoIBEA.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoIBEA.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <es/eoRealInitBounded.h>
+#include <es/eoRealOp.h>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+public:
+    Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
+};
+
+class TestEval : public moeoEvalFunc < Solution >
+{
+public:
+    void operator () (Solution & _sol)
+    {
+        ObjectiveVector objVec;
+        objVec[0] = _sol[0];
+        objVec[1] = _sol[0] * _sol[0];
+        _sol.objectiveVector(objVec);
+    }
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoIBEA]" << std::endl;
+
+    TestEval eval;
+    eoPopLoopEval <Solution> popEval(eval);
+    eoQuadCloneOp < Solution > xover;
+    eoUniformMutation < Solution > mutation(0.05);
+
+    eoRealVectorBounds bounds(1, 1.0, 2.0);
+    eoRealInitBounded < Solution > init(bounds);
+    eoPop < Solution > pop(20, init);
+    eoQuadGenOp <Solution> genOp(xover);
+    eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
+    eoGenContinue <Solution > continuator(10);
+
+    // indicator
+    moeoAdditiveEpsilonBinaryMetric < ObjectiveVector > indicator;
+
+    // build IBEA
+    moeoIBEA < Solution > algo(20, eval, xover, 1.0, mutation, 1.0, indicator);
+    moeoIBEA < Solution > algo2(continuator, eval, genOp, indicator);
+    moeoIBEA < Solution > algo3(continuator, popEval, genOp, indicator);
+    moeoIBEA < Solution > algo4(continuator, eval, transform, indicator);
+    moeoIBEA < Solution > algo5(continuator, popEval, transform, indicator);
+
+    // run the algo
+    algo(pop);
+
+    // final pop
+    std::cout << "Final population" << std::endl;
+    std::cout << pop << std::endl;
+
+    std::cout << "[moeoIBEA] OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoILS_HC.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoILS_HC.cpp
new file mode 100644
index 000000000..839b5735f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoILS_HC.cpp
@@ -0,0 +1,300 @@
+/*
+ * <t-moILS_HC.cpp>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * S<-61><-87>bastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+ *
+ */
+//-----------------------------------------------------------------------------
+// t-moILS_HC.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 2;
+		}
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+	public:
+		Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
+};
+
+class solutionEval : public moeoEvalFunc < Solution >
+{
+	public:
+		void operator () (Solution & _sol)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = _sol[0];
+			objVec[1] = _sol[1];
+			_sol.objectiveVector(objVec);
+		}
+};
+
+
+class testMove : public moMove <Solution>
+{
+	public :
+		void operator () (Solution & _solution)
+		{
+			Solution sol=_solution;
+		}
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+	public :
+		void operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+		}
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+	public :
+		bool operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+
+			return false;
+		}
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove,ObjectiveVector>
+{
+	public :
+		ObjectiveVector operator () (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution solution(_solution);
+
+
+			return _solution.objectiveVector();
+		}
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+
+			return false;
+		}
+
+		void add(const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+		}
+
+		void update()
+		{}
+
+		void init()
+		{}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const double & _fitness)
+		{
+			double fitness;
+			const testMove move(_move);
+			fitness=_fitness;
+
+			return false;
+		}
+
+		void init()
+		{}
+};
+
+class solutionContinue : public moSolContinue<Solution>
+{
+	public :
+		solutionContinue(): counter(0)
+	{}
+
+		bool operator () (const Solution & _solution)
+		{
+			const Solution sol(_solution);
+
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+		void init()
+		{}
+	private :
+		unsigned int counter;
+} ;
+
+class solutionComparator : public moComparator<Solution>
+{
+	public :
+		bool operator () (const Solution & _solution1 , const Solution & _solution2)
+		{
+			const Solution sol1(_solution1);
+			const Solution sol2(_solution2);
+
+			return sol1.fitness()>sol2.fitness();
+		}
+} ;
+
+class solutionPerturbation : public eoMonOp<Solution>
+{
+	public :
+		bool operator () (Solution & _solution)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = 1;
+			objVec[1] = 1;
+			_solution[1]=1;
+			_solution[0]=1;
+			_solution.objectiveVector(objVec);
+			_solution.fitness(2);
+			return true;
+		}
+} ;
+
+class solutionSingler : public moeoSingleObjectivization<Solution>
+{
+	void operator () (Solution & _solution){
+			ObjectiveVector objVec;
+			objVec[0] = _solution[0];
+			objVec[1] = _solution[1];
+			_solution.objectiveVector(objVec);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Solution> &_pop){
+	}
+
+	double operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Solution>& pop, ObjectiveVector& obj){}
+
+} ;
+
+class selectMove: public moMoveSelect<testMove>
+{
+	public:
+		void init(const double &d){
+			max_fit=d;
+		}
+		bool update(const testMove &move,const double &fitness){
+			if (fitness>max_fit){
+				max_fit=fitness;
+				best_move=move;
+				return false;
+			}else
+				return true;
+		}
+		void operator()(testMove &move,double &fitness){
+			move=best_move;
+			fitness=max_fit;
+		}
+	private:
+		double max_fit;
+		testMove best_move;
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	std::string test_result;
+	int return_value;
+
+	Solution solution;
+
+	testMoveInit init;
+	testMoveNext next;
+	testMoveIncrEval incrEval;
+	testTabuList tabuList;
+	testAspirCrit aspirCrit;
+	solutionEval eval;
+	solutionContinue continu;
+	solutionContinue continu_2;
+	solutionComparator comparator;
+	solutionPerturbation perturbation;
+	solutionSingler singler;
+	selectMove select;
+
+	moeoILS<testMove> ils(init, next, incrEval, singler, select, continu, comparator, perturbation);
+
+	cout << "[ moILS_HC                     ] ==> ";
+
+	ils(solution);
+
+	test_result=((solution.fitness()!=2)?"KO":"OK");
+	return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+	cout << test_result << endl;
+	return return_value;
+}
+
+//-----------------------------------------------------------------------------
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoILS_SA.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoILS_SA.cpp
new file mode 100644
index 000000000..9b83c79ad
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoILS_SA.cpp
@@ -0,0 +1,325 @@
+/*
+ * <t-moILS_HC.cpp>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * S<-61><-87>bastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.fr)
+ * Legillon François
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// t-moILS_HC.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 2;
+		}
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+	public:
+		Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
+};
+
+class solutionEval : public moeoEvalFunc < Solution >
+{
+	public:
+		void operator () (Solution & _sol)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = _sol[0];
+			objVec[1] = _sol[1];
+			_sol.objectiveVector(objVec);
+		}
+};
+
+
+class testMove : public moMove <Solution>
+{
+	public :
+		void operator () (Solution & _solution)
+		{
+			Solution sol=_solution;
+		}
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+	public :
+		void operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+		}
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+	public :
+		bool operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+
+			return false;
+		}
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove,ObjectiveVector>
+{
+	public :
+		ObjectiveVector operator () (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution solution(_solution);
+
+
+			return _solution.objectiveVector();
+		}
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+
+			return false;
+		}
+
+		void add(const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+		}
+
+		void update()
+		{}
+
+		void init()
+		{}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const double & _fitness)
+		{
+			double fitness;
+			const testMove move(_move);
+			fitness=_fitness;
+
+			return false;
+		}
+
+		void init()
+		{}
+};
+
+class solutionContinue : public moSolContinue<Solution>
+{
+	public :
+		solutionContinue(): counter(0)
+	{}
+
+		bool operator () (const Solution & _solution)
+		{
+			const Solution sol(_solution);
+
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+		void init()
+		{}
+	private :
+		unsigned int counter;
+} ;
+
+class solutionComparator : public moComparator<Solution>
+{
+	public :
+		bool operator () (const Solution & _solution1 , const Solution & _solution2)
+		{
+			const Solution sol1(_solution1);
+			const Solution sol2(_solution2);
+
+			return sol1.fitness()>sol2.fitness();
+		}
+} ;
+
+class solutionPerturbation : public eoMonOp<Solution>
+{
+	public :
+		bool operator () (Solution & _solution)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = 1;
+			objVec[1] = 1;
+			_solution[1]=1;
+			_solution[0]=1;
+			_solution.objectiveVector(objVec);
+			_solution.fitness(2);
+			return true;
+		}
+} ;
+
+class solutionSingler : public moeoSingleObjectivization<Solution>
+{
+	void operator () (Solution & _solution){
+		ObjectiveVector objVec;
+		objVec[0] = _solution[0];
+		objVec[1] = _solution[1];
+		_solution.objectiveVector(objVec);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Solution> &_pop){
+	}
+
+	double operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Solution>& pop, ObjectiveVector& obj){}
+
+} ;
+
+class selectMove: public moMoveSelect<testMove>
+{
+	public:
+		void init(const double &d){
+			max_fit=d;
+		}
+		bool update(const testMove &move,const double &fitness){
+			if (fitness>max_fit){
+				max_fit=fitness;
+				best_move=move;
+				return false;
+			}else
+				return true;
+		}
+		void operator()(testMove &move,double &fitness){
+			move=best_move;
+			fitness=max_fit;
+		}
+	private:
+		double max_fit;
+		testMove best_move;
+};
+class testCooling : public moCoolingSchedule
+{
+public :
+  bool operator () (double & _temperature)
+  {
+    double temperature;
+    temperature=_temperature;
+
+    return false;
+  }
+};
+
+class testRandMove : public moRandMove<testMove>
+{
+public :
+  void operator () (testMove & _move)
+  {
+    _move=_move;
+  }
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	std::string test_result;
+	int return_value;
+
+	Solution solution;
+
+	testMoveInit init;
+	testMoveNext next;
+	testMoveIncrEval incrEval;
+	testTabuList tabuList;
+	testAspirCrit aspirCrit;
+	solutionEval eval;
+	solutionContinue continu;
+	solutionContinue continu_2;
+	solutionComparator comparator;
+	solutionPerturbation perturbation;
+	solutionSingler singler;
+	selectMove select;
+	
+	testRandMove rand;
+	testCooling cooling;
+
+	//	moeoILS<testMove> ils(init, next, incrEval, singler, select, continu, comparator, perturbation, eval);
+	moeoILS<testMove> ils(rand, incrEval,singler, continu, 10.0, cooling, continu_2, comparator, perturbation);
+
+	cout << "[ moILS_HC                     ] ==> ";
+
+	ils(solution);
+
+	test_result=((solution.fitness()!=2)?"KO":"OK");
+	return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+	cout << test_result << endl;
+	return return_value;
+}
+
+//-----------------------------------------------------------------------------
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoILS_TS.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoILS_TS.cpp
new file mode 100755
index 000000000..49a492008
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoILS_TS.cpp
@@ -0,0 +1,277 @@
+/*
+* <t-moILS_TS.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+ */
+//-----------------------------------------------------------------------------
+// t-moILS_TS.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 2;
+		}
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+	public:
+		Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
+};
+
+class solutionEval : public moeoEvalFunc < Solution >
+{
+	public:
+		void operator () (Solution & _sol)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = _sol[0];
+			objVec[1] = _sol[1];
+			_sol.objectiveVector(objVec);
+//			_sol.fitness(_sol[1]+_sol[2]);
+		}
+};
+
+
+class testMove : public moMove <Solution>
+{
+	public :
+		void operator () (Solution & _solution)
+		{
+			Solution sol=_solution;
+		}
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+	public :
+		void operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+		}
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+	public :
+		bool operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+
+			return false;
+		}
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove,ObjectiveVector>
+{
+	public :
+		ObjectiveVector operator () (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution solution(_solution);
+
+
+			return _solution.objectiveVector();
+		}
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+
+			return false;
+		}
+
+		void add(const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+		}
+
+		void update()
+		{}
+
+		void init()
+		{}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const double & _fitness)
+		{
+			double fitness;
+			const testMove move(_move);
+			fitness=_fitness;
+
+			return false;
+		}
+
+		void init()
+		{}
+};
+
+class solutionContinue : public moSolContinue<Solution>
+{
+	public :
+		solutionContinue(): counter(0)
+	{}
+
+		bool operator () (const Solution & _solution)
+		{
+			const Solution sol(_solution);
+
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+		void init()
+		{}
+	private :
+		unsigned int counter;
+} ;
+
+class solutionComparator : public moComparator<Solution>
+{
+	public :
+		bool operator () (const Solution & _solution1 , const Solution & _solution2)
+		{
+			const Solution sol1(_solution1);
+			const Solution sol2(_solution2);
+
+			return sol1.fitness()>sol2.fitness();
+		}
+} ;
+
+class solutionPerturbation : public eoMonOp<Solution>
+{
+	public :
+		bool operator () (Solution & _solution)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = 1;
+			objVec[1] = 1;
+			_solution[1]=1;
+			_solution[0]=1;
+			_solution.objectiveVector(objVec);
+			_solution.fitness(2);
+			_solution.invalidate();
+			return true;
+		}
+} ;
+
+class solutionSingler : public moeoSingleObjectivization<Solution>
+{
+	void operator () (Solution & _solution){
+
+		ObjectiveVector objVec;
+		objVec[0] = _solution[0];
+		objVec[1] = _solution[1];
+		_solution.objectiveVector(objVec);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Solution> &_pop){
+	}
+
+	double operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Solution>& pop, ObjectiveVector& obj){}
+
+} ;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	std::string test_result;
+	int return_value;
+
+	Solution solution;
+
+	testMoveInit init;
+	testMoveNext next;
+	testMoveIncrEval incrEval;
+	testTabuList tabuList;
+	testAspirCrit aspirCrit;
+	solutionEval eval;
+	solutionContinue continu;
+	solutionContinue continu_2;
+	solutionComparator comparator;
+	solutionPerturbation perturbation;
+	solutionSingler singler;
+
+	moeoILS<testMove> ils(init, next, incrEval, singler, tabuList, aspirCrit, continu, continu_2, comparator, perturbation);
+
+	cout << "[ moILS_TS                     ] ==> ";
+
+	ils(solution);
+	test_result=((solution.fitness()!=2)?"KO":"OK");
+	return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+	cout << test_result << endl;
+	return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoImprOnlyBoundedArchive.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoImprOnlyBoundedArchive.cpp
new file mode 100644
index 000000000..449166cac
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoImprOnlyBoundedArchive.cpp
@@ -0,0 +1,158 @@
+/*
+* <t-moeoImprOnlyBoundedArchive.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoImprOnlyBoundedArchive.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cassert>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoImprOnlyBoundedArchive]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    obj4[0] = 5;
+    obj4[1] = 1;
+    obj5[0] = 3;
+    obj5[1] = 8;
+    obj6[0] = 2.5;
+    obj6[1] = 3.5;
+    
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(6);
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+    pop[4].objectiveVector(obj4);
+    pop[5].objectiveVector(obj5);
+
+    moeoDummyFitnessAssignment < Solution > fitness;
+    
+    moeoDummyDiversityAssignment < Solution > diversity;
+    
+    moeoFitnessThenDiversityComparator < Solution > indiComparator;
+    
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > comparator;
+    
+        
+    // archive
+    moeoImprOnlyBoundedArchive< Solution > arch(comparator, 50);
+    moeoImprOnlyBoundedArchive< Solution > arch2(2, false);
+    
+    //test archive
+    arch(pop);
+    assert(arch.size()==3);
+    assert(arch[0].flag()==0);
+    assert(arch[1].flag()==0);
+    assert(arch[2].flag()==0);
+    
+    arch2(pop);
+    assert(arch2.size()==2);
+    assert(arch[0].flag()==0);
+    assert(arch[1].flag()==0);
+    assert(arch[0].objectiveVector()[0]==2);
+    assert(arch[0].objectiveVector()[1]==5);
+    assert(arch[1].objectiveVector()[0]==3);
+    assert(arch[1].objectiveVector()[1]==3);
+    
+    obj0[0]=0;
+    obj0[1]=1;
+    pop[0].objectiveVector(obj0);
+    
+    arch(pop[0]);
+    assert(arch.size()==1);
+    assert(arch[0].flag()==0);
+    
+    pop[0].flag(1);
+    arch(pop[0]);
+    assert(arch.size()==1);
+    assert(arch[0].flag()==1);
+    
+    pop[0].flag(0);
+    arch2(pop[0]);
+    assert(arch2.size()==1);
+    assert(arch2[0].flag()==0);
+    
+    pop[0].flag(1);
+    arch2(pop[0]);
+    assert(arch2.size()==1);
+    assert(arch2[0].flag()==0);
+
+    
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoIntVector.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoIntVector.cpp
new file mode 100644
index 000000000..70e580529
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoIntVector.cpp
@@ -0,0 +1,82 @@
+/*
+* <t-moeoIntVector.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoIntVector.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef moeoIntVector < ObjectiveVector > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+
+    std::cout << "[moeoIntVector]\t=>\t";
+
+    // solutions
+    Solution sol;
+    
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoMOGA.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoMOGA.cpp
new file mode 100644
index 000000000..81ded7713
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoMOGA.cpp
@@ -0,0 +1,120 @@
+/*
+* <t-moeoMOGA.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoMOGA.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <es/eoRealInitBounded.h>
+#include <es/eoRealOp.h>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+public:
+    Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
+};
+
+class TestEval : public moeoEvalFunc < Solution >
+{
+public:
+    void operator () (Solution & _sol)
+    {
+        ObjectiveVector objVec;
+        objVec[0] = _sol[0];
+        objVec[1] = _sol[0] * _sol[0];
+        _sol.objectiveVector(objVec);
+    }
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoMOGA]" << std::endl;
+
+    TestEval eval;
+    eoPopLoopEval <Solution> popEval(eval);
+    eoQuadCloneOp < Solution > xover;
+    eoUniformMutation < Solution > mutation(0.05);
+
+    eoRealVectorBounds bounds(1, 1.0, 2.0);
+    eoRealInitBounded < Solution > init(bounds);
+    eoPop < Solution > pop(20, init);
+    eoQuadGenOp <Solution> genOp(xover);
+    eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
+    eoGenContinue <Solution > continuator(10);
+
+    // build MOGA
+    moeoMOGA < Solution > algo(20, eval, xover, 1.0, mutation, 1.0);
+    moeoMOGA < Solution > algo2(continuator, eval, genOp);
+    moeoMOGA < Solution > algo3(continuator, popEval, genOp);
+    moeoMOGA < Solution > algo4(continuator, eval, transform);
+    moeoMOGA < Solution > algo5(continuator, popEval, transform);
+
+    // run the algo
+    algo(pop);
+
+    // final pop
+    std::cout << "Final population" << std::endl;
+    std::cout << pop << std::endl;
+
+    std::cout << "[moeoMOGA] OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoMax3Obj.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoMax3Obj.cpp
new file mode 100644
index 000000000..f0ff1471e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoMax3Obj.cpp
@@ -0,0 +1,113 @@
+/*
+* <t-moeoNSGAII.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoNSGAII.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <es/eoRealInitBounded.h>
+#include <es/eoRealOp.h>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return false;
+    }
+    static bool maximizing (int i)
+    {
+        return true;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 3;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+public:
+    Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
+};
+
+class TestEval : public moeoEvalFunc < Solution >
+{
+public:
+    void operator () (Solution & _sol)
+    {
+        ObjectiveVector objVec;
+        objVec[0] = _sol[0];
+        objVec[1] = _sol[0] * _sol[0];
+        objVec[2] = _sol[0] + (_sol[0] * _sol[0]);
+        _sol.objectiveVector(objVec);
+    }
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoNSGAII]" << std::endl;
+
+    TestEval eval;
+    eoQuadCloneOp < Solution > xover;
+    eoUniformMutation < Solution > mutation(0.05);
+
+    eoRealVectorBounds bounds(1, 1.0, 2.0);
+    eoRealInitBounded < Solution > init(bounds);
+    eoPop < Solution > pop(20, init);
+
+    // build NSGA-II
+    moeoNSGAII < Solution > algo(20, eval, xover, 1.0, mutation, 1.0);
+
+    // run the algo
+    algo(pop);
+
+    // final pop
+    std::cout << "Final population" << std::endl;
+    std::cout << pop << std::endl;
+
+    std::cout << "[moeoNSGAII] OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNSGA.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNSGA.cpp
new file mode 100644
index 000000000..16b994712
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNSGA.cpp
@@ -0,0 +1,120 @@
+/*
+* <t-moeoNSGA.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoNSGA.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <es/eoRealInitBounded.h>
+#include <es/eoRealOp.h>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+public:
+    Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
+};
+
+class TestEval : public moeoEvalFunc < Solution >
+{
+public:
+    void operator () (Solution & _sol)
+    {
+        ObjectiveVector objVec;
+        objVec[0] = _sol[0];
+        objVec[1] = _sol[0] * _sol[0];
+        _sol.objectiveVector(objVec);
+    }
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoNSGA]" << std::endl;
+
+    TestEval eval;
+    eoPopLoopEval <Solution> popEval(eval);
+    eoQuadCloneOp < Solution > xover;
+    eoUniformMutation < Solution > mutation(0.05);
+
+    eoRealVectorBounds bounds(1, 1.0, 2.0);
+    eoRealInitBounded < Solution > init(bounds);
+    eoPop < Solution > pop(20, init);
+    eoQuadGenOp <Solution> genOp(xover);
+    eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
+    eoGenContinue <Solution > continuator(10);
+
+    // build NSGA
+    moeoNSGA < Solution > algo(20, eval, xover, 1.0, mutation, 1.0);
+    moeoNSGA < Solution > algo2(continuator, eval, genOp);
+    moeoNSGA < Solution > algo3(continuator, popEval, genOp);
+    moeoNSGA < Solution > algo4(continuator, eval, transform);
+    moeoNSGA < Solution > algo5(continuator, popEval, transform);
+
+    // run the algo
+    algo(pop);
+
+    // final pop
+    std::cout << "Final population" << std::endl;
+    std::cout << pop << std::endl;
+
+    std::cout << "[moeoNSGA] OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNSGAII.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNSGAII.cpp
new file mode 100644
index 000000000..d1139468e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNSGAII.cpp
@@ -0,0 +1,120 @@
+/*
+* <t-moeoNSGAII.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoNSGAII.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <es/eoRealInitBounded.h>
+#include <es/eoRealOp.h>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+public:
+    Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
+};
+
+class TestEval : public moeoEvalFunc < Solution >
+{
+public:
+    void operator () (Solution & _sol)
+    {
+        ObjectiveVector objVec;
+        objVec[0] = _sol[0];
+        objVec[1] = _sol[0] * _sol[0];
+        _sol.objectiveVector(objVec);
+    }
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoNSGAII]" << std::endl;
+
+    TestEval eval;
+    eoPopLoopEval <Solution> popEval(eval);
+    eoQuadCloneOp < Solution > xover;
+    eoUniformMutation < Solution > mutation(0.05);
+
+    eoRealVectorBounds bounds(1, 1.0, 2.0);
+    eoRealInitBounded < Solution > init(bounds);
+    eoPop < Solution > pop(20, init);
+    eoQuadGenOp <Solution> genOp(xover);
+    eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
+    eoGenContinue <Solution > continuator(10);
+
+    // build NSGA-II
+    moeoNSGAII < Solution > algo(20, eval, xover, 1.0, mutation, 1.0);
+    moeoNSGAII < Solution > algo2(continuator, eval, genOp);
+    moeoNSGAII < Solution > algo3(continuator, popEval, genOp);
+    moeoNSGAII < Solution > algo4(continuator, eval, transform);
+    moeoNSGAII < Solution > algo5(continuator, popEval, transform);
+
+    // run the algo
+    algo(pop);
+
+    // final pop
+    std::cout << "Final population" << std::endl;
+    std::cout << pop << std::endl;
+
+    std::cout << "[moeoNSGAII] OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNearestNeighborDiversityAssignment.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNearestNeighborDiversityAssignment.cpp
new file mode 100644
index 000000000..d4e0e5ed5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNearestNeighborDiversityAssignment.cpp
@@ -0,0 +1,225 @@
+/*
+* <t-moeoNearestNeighborDiversityAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoNearestNeighborDiversityAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoNearestNeighborDiversityAssignment]\n";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5, obj6;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    obj4[0] = 5;
+    obj4[1] = 1;
+    obj5[0] = 3;
+    obj5[1] = 3;
+    obj6[0] = 4;
+    obj6[1] = 4;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(4);
+    pop[0].objectiveVector(obj0);    // class 1
+    pop[1].objectiveVector(obj1);    // class 1
+    pop[2].objectiveVector(obj2);    // class 1
+    pop[3].objectiveVector(obj3);    // class 3
+
+    //archive
+    moeoUnboundedArchive < Solution > archive;
+    archive.resize(3);
+    archive[0].objectiveVector(obj4);
+    archive[1].objectiveVector(obj5);
+    archive[2].objectiveVector(obj6);
+
+    //distance
+    moeoEuclideanDistance<Solution> dist;
+
+    // diversity assignment
+    moeoNearestNeighborDiversityAssignment<Solution> diversityAssignment;
+
+    moeoNearestNeighborDiversityAssignment<Solution> diversityAssignment2(archive, 2);
+
+    moeoNearestNeighborDiversityAssignment<Solution> diversityAssignment3(dist);
+
+    moeoNearestNeighborDiversityAssignment<Solution> diversityAssignment4(dist,archive, 2);
+
+    int res=EXIT_SUCCESS;
+
+    for (unsigned int i=0; i<2; i++) {
+        float tmp1=0;
+        float tmp2=0;
+
+        if (i==0) {
+            diversityAssignment(pop);
+            // pop[0]
+            tmp1=pop[0].diversity();
+            tmp2=-1/(2+sqrt(5.0));
+            if (tmp1 != tmp2)
+            {
+                std::cout << "ERROR (bad diversity for pop[0])" << std::endl;
+                res=EXIT_FAILURE;
+            }
+            // pop[1]
+            tmp1=pop[1].diversity();
+            tmp2=-1/(2+sqrt(5.0));
+            if (tmp1 != tmp2)
+            {
+                std::cout << "ERROR (bad diversity for pop[1])" << std::endl;
+                res=EXIT_FAILURE;
+            }
+            // pop[2]
+            tmp1=pop[2].diversity();
+            tmp2=-1/(2+sqrt(5.0));
+            if (tmp1 != tmp2)
+            {
+                std::cout << "ERROR (bad diversity for pop[2])" << std::endl;
+                res=EXIT_FAILURE;
+            }
+            // pop[3]
+            tmp1=pop[3].diversity();
+            tmp2=-1/(2+sqrt(8.0));
+            if (tmp1 != tmp2)
+            {
+                std::cout << "ERROR (bad diversity for pop[3]) " << std::endl;
+                res=EXIT_FAILURE;
+            }
+        }
+        else {
+            diversityAssignment4(pop);
+            // pop[0]
+            tmp1=pop[0].diversity();
+            tmp2=-1/(2+sqrt(5.0));
+            if (tmp1 != tmp2)
+            {
+                std::cout << "ERROR (bad diversity for pop[0])" << std::endl;
+                res=EXIT_FAILURE;
+            }
+            // pop[1]
+            tmp1=pop[1].diversity();
+            tmp2=-1/(2+sqrt(2.0));
+            if (tmp1 != tmp2)
+            {
+                std::cout << "ERROR (bad diversity for pop[1])" << std::endl;
+                res=EXIT_FAILURE;
+            }
+            // pop[2]
+            tmp1=pop[2].diversity();
+            tmp2=-1/(2+sqrt(5.0));
+            if (tmp1 != tmp2)
+            {
+                std::cout << "ERROR (bad diversity for pop[2])" << std::endl;
+                res=EXIT_FAILURE;
+            }
+            // pop[3]
+            tmp1=pop[3].diversity();
+            tmp2=-1/(2+sqrt(8.0));
+            if (tmp1 != tmp2)
+            {
+                std::cout << "ERROR (bad diversity for pop[3]) " << std::endl;
+                res=EXIT_FAILURE;
+            }
+            // archive[0]
+            tmp1=archive[0].diversity();
+            tmp2=-1/(2+sqrt(8.0));
+            if (tmp1 != tmp2)
+            {
+                std::cout << "ERROR (bad diversity archive[0])" << std::endl;
+                res=EXIT_FAILURE;
+            }
+            // archive[1]
+            tmp1=archive[1].diversity();
+            tmp2=-1/(2+sqrt(2.0));
+            if (tmp1 != tmp2)
+            {
+                std::cout << "ERROR (bad diversity for archive[1])" << std::endl;
+                res=EXIT_FAILURE;
+            }
+            // archive[2]
+            tmp1=archive[2].diversity();
+            tmp2=-1/(2+sqrt(2.0));
+            if (tmp1 != tmp2)
+            {
+                std::cout << "ERROR (bad diversity for archive[2])" << std::endl;
+                res=EXIT_FAILURE;
+            }
+
+        }
+
+    }
+
+    std::cout << "OK" << std::endl;
+    return res;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNoDesimprovingNeighborhoodExplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNoDesimprovingNeighborhoodExplorer.cpp
new file mode 100644
index 000000000..90d53d7e1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNoDesimprovingNeighborhoodExplorer.cpp
@@ -0,0 +1,101 @@
+/*
+<t-moeoNoDesimprovingNeighborhoodExplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include "moeoTestClass.h"
+#include <explorer/moeoNoDesimprovingNeighborhoodExplorer.h>
+
+int main(){
+
+	std::cout << "[t-moeoNoDesimprovingNeighborhoodExplorer] => START" << std::endl;
+
+	//init all components
+	Solution s;
+	evalSolution eval(8, -1);
+	ObjectiveVector o;
+	SolNeighbor n;
+	SolNeighborhood nh(8);
+	moeoNoDesimprovingNeighborhoodExplorer<SolNeighbor> explorer(nh, eval);
+
+	//create source and destination population
+	eoPop<Solution> src;
+	eoPop<Solution> dest;
+
+	//create a vector for selection
+	std::vector<unsigned int> v;
+	v.push_back(0);
+
+	//create a solution
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+
+	//set its objective vector
+	o[0]=8;
+	o[1]=0;
+	s.objectiveVector(o);
+
+	// aplly a move on th solution
+	n.index(3);
+	eval(s,n);
+	n.move(s);
+	s.objectiveVector(n.fitness());
+
+	//print initial sol
+	std::cout << "solution:" << std::endl;
+	std::cout << s << std::endl;
+
+	//copy the solution in the source population
+	src.push_back(s);
+
+	//test explorer, the evaluation function is adapt to test this explorer
+	explorer(src, v, dest);
+
+	//verify destination population
+	assert(dest.size()==1);
+	assert(dest[0].objectiveVector()[0]==10);
+	assert(dest[0].objectiveVector()[1]==0);
+
+	std::cout << "destination:" << std::endl;
+	for(unsigned int i=0; i<dest.size(); i++)
+		std::cout << dest[i] << std::endl;
+
+	std::cout << "[t-moeoNoDesimprovingNeighborhoodExplorer] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNumberUnvisitedSelect.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNumberUnvisitedSelect.cpp
new file mode 100644
index 000000000..64e5d2f92
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoNumberUnvisitedSelect.cpp
@@ -0,0 +1,83 @@
+/*
+<t-moeoNumberUnvisitedSelect.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include <selection/moeoNumberUnvisitedSelect.h>
+#include <moeoTestClass.h>
+
+int main(){
+
+	std::cout << "[t-moeoNumberUnvisitedSelect] => START" << std::endl;
+
+    // objective vectors
+    eoPop < Solution > pop;
+    pop.resize(5);
+    pop[0].flag(1);
+    pop[1].flag(0);
+    pop[2].flag(0);
+    pop[3].flag(1);
+    pop[4].flag(0);
+
+    moeoNumberUnvisitedSelect < Solution > select(2);
+
+    std::vector <unsigned int> res;
+
+    //test general
+    res=select(pop);
+    assert(res.size()==2);
+	assert(res[0]==1 || res[0]==2 || res[0]==4);
+	assert(res[1]==1 || res[1]==2 || res[1]==4);
+	assert(res[0] != res[1]);
+
+	//test au bornes
+	moeoNumberUnvisitedSelect < Solution > select2(6);
+	res.resize(0);
+	res=select2(pop);
+	assert(res.size()==3);
+	assert(res[0]==1 || res[0]==2 || res[0]==4);
+	assert(res[1]==1 || res[1]==2 || res[1]==4);
+	assert(res[2]==1 || res[2]==2 || res[2]==4);
+	assert(res[0] != res[1]);
+	assert(res[0] != res[2]);
+	assert(res[1] != res[2]);
+
+	moeoNumberUnvisitedSelect < Solution > select3(0);
+	res.resize(0);
+	res=select3(pop);
+	assert(res.size()==0);
+
+
+	std::cout << "[t-moeoNumberUnvisitedSelect] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoPLS1.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoPLS1.cpp
new file mode 100644
index 000000000..4d6b1adb2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoPLS1.cpp
@@ -0,0 +1,119 @@
+/*
+<t-moeoPLS1.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include "moeoTestClass.h"
+#include <algo/moeoPLS1.h>
+#include <eoTimeContinue.h>
+#include <archive/moeoUnboundedArchive.h>
+
+int main(){
+
+	std::cout << "[t-moeoPLS1] => START" << std::endl;
+
+	//init all components
+	moeoUnboundedArchive<Solution> arch(false);
+	eoTimeContinue<Solution> cont(1);
+	fullEvalSolution fullEval(8);
+	Solution s;
+	evalSolution eval(8);
+	ObjectiveVector o;
+	SolNeighbor n;
+	SolNeighborhood nh(8);
+	moeoPLS1<SolNeighbor> test(cont, fullEval, arch, nh, eval);
+
+	//create source population
+	eoPop<Solution> src;
+
+	//Create a solution
+	s.resize(8);
+	s[0]=true;
+	s[1]=true;
+	s[2]=true;
+	s[3]=true;
+	s[4]=true;
+	s[5]=true;
+	s[6]=true;
+	s[7]=true;
+
+	//Set its objective Vector
+	o[0]=8;
+	o[1]=0;
+	s.objectiveVector(o);
+
+	//apply a move on the solution and compute new objective vector
+	n.index(3);
+	eval(s,n);
+	n.move(s);
+	s.objectiveVector(n.fitness());
+
+	//copy the solution in the source population
+	src.push_back(s);
+
+	//test PLS1
+	test(src);
+
+	//verify all objective vector was found.
+	assert(arch.size()==9);
+	assert(arch[0].objectiveVector()[0]==7);
+	assert(arch[1].objectiveVector()[0]==6);
+	assert(arch[2].objectiveVector()[0]==8);
+	assert(arch[3].objectiveVector()[0]==5);
+	assert(arch[4].objectiveVector()[0]==4);
+	assert(arch[5].objectiveVector()[0]==3);
+	assert(arch[6].objectiveVector()[0]==2);
+	assert(arch[7].objectiveVector()[0]==1);
+	assert(arch[8].objectiveVector()[0]==0);
+
+	assert(arch[0].objectiveVector()[1]==1);
+	assert(arch[1].objectiveVector()[1]==2);
+	assert(arch[2].objectiveVector()[1]==0);
+	assert(arch[3].objectiveVector()[1]==3);
+	assert(arch[4].objectiveVector()[1]==4);
+	assert(arch[5].objectiveVector()[1]==5);
+	assert(arch[6].objectiveVector()[1]==6);
+	assert(arch[7].objectiveVector()[1]==7);
+	assert(arch[8].objectiveVector()[1]==8);
+
+	//Print
+	std::cout << "source:" << std::endl;
+	std::cout << src << std::endl;
+
+	std::cout << "archive:" << std::endl;
+	for(unsigned int i=0; i<arch.size(); i++)
+		std::cout << arch[i] << std::endl;
+
+	std::cout << "[t-moeoPLS1] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoPLS2.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoPLS2.cpp
new file mode 100644
index 000000000..1f343ae8f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoPLS2.cpp
@@ -0,0 +1,120 @@
+/*
+<t-moeoPLS2.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include "moeoTestClass.h"
+#include <algo/moeoPLS2.h>
+#include <eoTimeContinue.h>
+#include <archive/moeoUnboundedArchive.h>
+
+int main(){
+
+	std::cout << "[t-moeoPLS2] => START" << std::endl;
+
+	//init all components
+	moeoUnboundedArchive<Solution> arch(false);
+	eoTimeContinue<Solution> cont(1);
+	fullEvalSolution fullEval(8);
+	Solution s;
+	evalSolution eval(8);
+	ObjectiveVector o;
+	SolNeighbor n;
+	SolNeighborhood nh(8);
+	moeoPLS2<SolNeighbor> test(cont, fullEval, arch, nh, eval);
+
+	//create source population
+	eoPop<Solution> src;
+
+	//Create a solution
+	s.resize(8);
+	s[0]=true;
+	s[1]=true;
+	s[2]=true;
+	s[3]=true;
+	s[4]=true;
+	s[5]=true;
+	s[6]=true;
+	s[7]=true;
+
+	//Set its objective Vector
+	o[0]=8;
+	o[1]=0;
+	s.objectiveVector(o);
+
+	//apply a move on the solution and compute new objective vector
+	n.index(3);
+	eval(s,n);
+	n.move(s);
+	s.objectiveVector(n.fitness());
+
+	//copy the solution in the source population
+	src.push_back(s);
+
+	//test PLS2
+	test(src);
+
+	//verify all objective vector was found.
+	assert(arch.size()==9);
+	assert(arch[0].objectiveVector()[0]==7);
+	assert(arch[1].objectiveVector()[0]==6);
+	assert(arch[2].objectiveVector()[0]==8);
+	assert(arch[3].objectiveVector()[0]==5);
+	assert(arch[4].objectiveVector()[0]==4);
+	assert(arch[5].objectiveVector()[0]==3);
+	assert(arch[6].objectiveVector()[0]==2);
+	assert(arch[7].objectiveVector()[0]==1);
+	assert(arch[8].objectiveVector()[0]==0);
+
+	assert(arch[0].objectiveVector()[1]==1);
+	assert(arch[1].objectiveVector()[1]==2);
+	assert(arch[2].objectiveVector()[1]==0);
+	assert(arch[3].objectiveVector()[1]==3);
+	assert(arch[4].objectiveVector()[1]==4);
+	assert(arch[5].objectiveVector()[1]==5);
+	assert(arch[6].objectiveVector()[1]==6);
+	assert(arch[7].objectiveVector()[1]==7);
+	assert(arch[8].objectiveVector()[1]==8);
+
+	//Print
+	std::cout << "source:" << std::endl;
+	std::cout << src << std::endl;
+
+	std::cout << "archive:" << std::endl;
+	for(unsigned int i=0; i<arch.size(); i++)
+		std::cout << arch[i] << std::endl;
+
+
+	std::cout << "[t-moeoPLS2] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoParetoObjectiveVectorComparator.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoParetoObjectiveVectorComparator.cpp
new file mode 100644
index 000000000..143e3b70e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoParetoObjectiveVectorComparator.cpp
@@ -0,0 +1,95 @@
+/*
+* <t-moeoParetoObjectiveVectorComparator.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoParetoObjectiveVectorComparator.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoParetoObjectiveVectorComparator]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj1;
+    obj1[0] = 2;
+    obj1[1] = 5;
+    ObjectiveVector obj2;
+    obj2[0] = 3;
+    obj2[1] = 5;
+
+    // comparator
+    moeoParetoObjectiveVectorComparator< ObjectiveVector > comparator;
+
+
+    // obj1 dominated by obj2?
+    if (comparator(obj1, obj2))
+    {
+        std::cout << "ERROR (obj1 must be better)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoQexploreWeightStrategy.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoQexploreWeightStrategy.cpp
new file mode 100644
index 000000000..5e5eb1911
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoQexploreWeightStrategy.cpp
@@ -0,0 +1,306 @@
+/*
+ * <t-moeoQexploreWeightStrategy.cpp>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * Fraéncçois Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// t-moeoQexploreWeightStrategy.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 2;
+		}
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+	public:
+		Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
+};
+
+class solutionEval : public eoEvalFunc < Solution >
+{
+	public:
+		void operator () (Solution & _sol)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = _sol[0];
+			objVec[1] = _sol[1];
+			_sol.objectiveVector(objVec);
+		}
+};
+
+
+class testMove : public moMove <Solution>
+{
+	public :
+		void operator () (Solution & _solution)
+		{
+			Solution sol=_solution;
+		}
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+	public :
+		void operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+		}
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+	public :
+		bool operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+
+			return false;
+		}
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove,ObjectiveVector>
+{
+	public :
+		ObjectiveVector operator () (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution solution(_solution);
+
+
+			return _solution.objectiveVector();
+		}
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+
+			return false;
+		}
+
+		void add(const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+		}
+
+		void update()
+		{}
+
+		void init()
+		{}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const double & _fitness)
+		{
+			double fitness;
+			const testMove move(_move);
+			fitness=_fitness;
+
+			return false;
+		}
+
+		void init()
+		{}
+};
+
+class solutionContinue : public eoContinue<Solution>
+{
+	public :
+		solutionContinue(): counter(0)
+	{}
+
+		bool operator () (const eoPop<Solution> & _solution)
+		{
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+
+		bool operator () (const Solution & _solution)
+		{
+			const Solution sol(_solution);
+
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+		void init()
+		{}
+	private :
+		unsigned int counter;
+} ;
+
+class solutionComparator : public moeoComparator<Solution>
+{
+	public :
+		const bool operator () (const Solution & _solution1 , const Solution & _solution2)
+		{
+			const Solution sol1(_solution1);
+			const Solution sol2(_solution2);
+
+			return sol1.fitness()>sol2.fitness();
+		}
+} ;
+
+class solutionPerturbation : public eoMonOp<Solution>
+{
+	public :
+		bool operator () (Solution & _solution)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = 1;
+			objVec[1] = 1;
+			_solution[1]=1;
+			_solution[0]=1;
+			_solution.objectiveVector(objVec);
+			_solution.fitness(2);
+			return true;
+		}
+} ;
+
+class solutionSingler : public moeoSingleObjectivization<Solution>
+{
+	void operator () (Solution & _solution){
+			ObjectiveVector objVec;
+			objVec[0] = _solution[0];
+			objVec[1] = _solution[1];
+			_solution.objectiveVector(objVec);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Solution> &_pop){
+	}
+
+	double operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Solution>& pop, ObjectiveVector& obj){}
+
+} ;
+
+class selectMove: public moMoveSelect<testMove>
+{
+	public:
+		void init(const double &d){
+			max_fit=d;
+		}
+		bool update(const testMove &move,const double &fitness){
+			if (fitness>max_fit){
+				max_fit=fitness;
+				best_move=move;
+				return false;
+			}else
+				return true;
+		}
+		void operator()(testMove &move,double &fitness){
+			move=best_move;
+			fitness=max_fit;
+		}
+	private:
+		double max_fit;
+		testMove best_move;
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	Solution solution;
+	moeoQexploreWeightStrategy<Solution> strat;
+	cout << "[ moeoQexploreWeightStrategy ] ==> ";
+	std::vector<double> weight;
+	weight.resize(2);
+	strat(weight,solution);
+	assert(weight[0]==0 && weight[1]==1);
+	strat(weight,solution);
+	assert(weight[0]==1 && weight[1]==0);
+	strat(weight,solution);
+	assert(weight[0]==0.5 && weight[1]==0.5);
+	strat(weight,solution);
+	assert(weight[0]==1.0/3.0 && weight[1]==2.0/3.0);
+	strat(weight,solution);
+	assert(weight[0]==2.0/3.0 && weight[1]==1.0/3.0);
+	strat(weight,solution);
+	assert(weight[0]==1.0/4.0 && weight[1]==3.0/4.0);
+	strat(weight,solution);
+	assert(weight[0]==3.0/4.0 && weight[1]==1.0/4.0);
+
+
+
+	std::cout<<"OK"<<std::endl;
+	return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoQuadTreeArchive.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoQuadTreeArchive.cpp
new file mode 100644
index 000000000..ab83327d7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoQuadTreeArchive.cpp
@@ -0,0 +1,186 @@
+	/*
+* <t-moeoquadTreeArchive.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoEpsilonHyperboxArchive.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <cmath>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 3;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+
+
+
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoQuadTreeArchive]\t=>\t";
+    moeoQuadTree<ObjectiveVector> tree;
+
+    bool empty= tree.isEmpty();
+    std::cout <<"empty? " << empty << std::endl;
+    ObjectiveVector obj1;
+    obj1[0]=10.0;
+    obj1[1]=10.0;
+    obj1[2]=10.0;
+    ObjectiveVector obj2;
+    obj2[0]=9.0;
+    obj2[1]=9.0;
+    obj2[2]=9.0;
+    ObjectiveVector obj3;
+    obj3[0]=2.0;
+    obj3[1]=11.0;
+    obj3[2]=11.0;
+    ObjectiveVector obj4;
+    obj4[0]=1.0;
+    obj4[1]=10.0;
+    obj4[2]=10.0;
+    ObjectiveVector obj5;
+    obj5[0]=2.0;
+    obj5[1]=2.0;
+    obj5[2]=2.0;
+    ObjectiveVector obj6;
+    obj6[0]=26.0;
+    obj6[1]=0.0;
+    obj6[2]=5.0;
+    ObjectiveVector obj7;
+    obj7[0]=56.0;
+    obj7[1]=22.0;
+    obj7[2]=0.0;
+    ObjectiveVector obj8;
+    obj8[0]=87.0;
+    obj8[1]=42.0;
+    obj8[2]=62.0;
+    ObjectiveVector obj9;
+    obj9[0]=90.0;
+    obj9[1]=69.0;
+    obj9[2]=83.0;
+    ObjectiveVector obj10;
+    obj10[0]=68.0;
+    obj10[1]=89.0;
+    obj10[2]=22.0;
+//    QuadTreeNode<ObjectiveVector> hop(obj1);
+//    QuadTreeNode<ObjectiveVector> hop2(obj2);
+//    QuadTreeNode<ObjectiveVector> hop3(obj3);
+//    QuadTreeNode<ObjectiveVector> hop4(obj4);
+//    empty = hop.getSubTree().empty();
+//    std::cout <<"empty? " << empty << std::endl;
+//    std::vector< QuadTreeNode<ObjectiveVector> > nodes;
+//    nodes.push_back(hop);
+//    nodes.push_back(hop2);
+//    nodes.push_back(hop3);
+//    std::cout << nodes[1].getVec() << std::endl;
+
+//    std::cout << "size: " << nodes.size() << std::endl;
+//    tree.insert(obj1);
+//    tree.insert(obj2);
+//    tree.insert(obj3);
+//    tree.insert(obj4);
+//    tree.insert(obj5);
+    std::cout << "\n\n\n";
+
+//    tree.insert(obj6);
+//    tree.insert(obj7);
+//    tree.insert(obj8);
+//    tree.insert(obj9);
+//    tree.insert(obj10);
+
+    moeoUnboundedArchive<Solution> archive(false);
+    eoPop<Solution> pop;
+    pop.resize(1000);
+    int tmp;
+
+    for(int i= 0; i<1000 ; i++){
+        ObjectiveVector obj;
+    	obj[0]=floor(rng.uniform()*100);
+    	obj[1]=floor(rng.uniform()*100);
+    	obj[2]=floor(rng.uniform()*100);
+    	std::cout << obj << std::endl;
+    	pop[i].objectiveVector(obj);
+    	tree.insert(obj);
+    	archive(pop[i]);
+    	tree.printTree();
+        std::cout << std::endl;
+        std::cout << std::endl;
+
+        std::cout << "archive: " << archive << std::endl;
+//        std::cin >> tmp;
+    }
+
+
+
+//    QuadTreeNode<ObjectiveVector> * a = tree.getRoot();
+//    QuadTreeNode<ObjectiveVector> * b = a->getSubTree()[1];
+//    QuadTreeNode<ObjectiveVector> * c = b->getSubTree()[2];
+//
+//    tree.reinsert(a,c);
+
+//    std::cout << "achive: " << archive << std::endl;
+    tree.printTree();
+
+
+
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoQuadTreeIndex.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoQuadTreeIndex.cpp
new file mode 100755
index 000000000..65c9b1ccc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoQuadTreeIndex.cpp
@@ -0,0 +1,332 @@
+//-----------------------------------------------------------------------------
+// t-moeoQuickUnboundedArchive.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+class ObjectiveVectorTraits3d : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true ;
+    }
+    static bool maximizing (int i)
+    {
+        return false ;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 3;
+    }
+};
+
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits3d > ObjectiveVector3d;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+typedef MOEO < ObjectiveVector3d, double, double > Solution3d;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoArchive]\t=>\t";
+    // First test is just to verify behavior of moeoQuickUnboundedArchive
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5,obj10;
+    obj0[0] = 12226;
+    obj0[1] = 427894;
+    obj1[0] = 12170;
+    obj1[1] = 431736;
+    obj2[0] = 11965;
+    obj2[1] = 435193;
+    obj3[0] = 11893;
+    obj3[1] = 441839;
+    obj4[0] = 11870;
+    obj4[1] = 450770;
+    obj5[0] = 11769;
+    obj5[1] = 460005;
+    obj10[0] = 11769;
+    obj10[1] = 46005;
+    // population
+    eoPop < Solution > pop;
+    pop.resize(6);
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+    pop[4].objectiveVector(obj4);
+    pop[5].objectiveVector(obj5);
+
+    // archive
+    moeoQuadTree<Solution> index;
+    moeoIndexedArchive <Solution> arch(index);
+//    moeoQuickUnboundedArchive< Solution > arch;
+    arch(pop);
+//    arch.printIndex();
+
+    // size
+    if (arch.size() > 6)
+    {
+        std::cout << "ERROR1 (too much solutions)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj0 must be in
+    if (! arch.contains(obj0))
+    {
+        std::cout << "ERROR2 (obj0 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj1 must be in
+    if (! arch.contains(obj1))
+    {
+        std::cout << "ERROR3 (obj1 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj2 must be in
+    if (! arch.contains(obj2))
+    {
+        std::cout << "ERROR4 (obj2 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj3 must be in
+    if (! arch.contains(obj3))
+    {
+        std::cout << "ERROR5 (obj3 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj4 must be in
+    if (!arch.contains(obj4))
+    {
+        std::cout << "ERROR6 (obj4 not in)! " << obj4<< std::endl;
+//	arch.printIndex();
+        return EXIT_FAILURE;
+    }
+    // obj5 must be in
+    if (! arch.contains(obj5))
+    {
+        std::cout << "ERROR7 (obj5 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // Second test is to verify behavior with negative and comparator
+    ObjectiveVector obj6, obj7;
+    obj6[0] = -12170;
+    obj6[1] = 427894;
+    obj7[0] = -12226;
+    obj7[1] = 431736;
+    eoPop < Solution > pop2;
+    pop2.resize(2);
+    pop2[0].objectiveVector(obj6);
+    pop2[1].objectiveVector(obj7);
+    moeoQuadTree< Solution > index2;
+    moeoIndexedArchive< Solution > arch2(index2);
+    arch2(pop2);
+
+    // size
+    if (arch2.size() != 2)
+    {
+        std::cout << "ERROR8 (too much solutions)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    //Third test is with two equals values
+    ObjectiveVector obj8, obj9;
+    obj8[0] = 10;
+    obj8[1] = 10;
+    obj9[0] = 10;
+    obj9[1] = 10;
+    eoPop < Solution > pop3;
+    pop3.resize(2);
+    pop3[0].objectiveVector(obj8);
+    pop3[1].objectiveVector(obj9);
+
+    moeoQuadTree< Solution > index3;
+    moeoIndexedArchive< Solution > arch3(index3);
+    arch3(pop3);
+
+    if (arch3.size() != 1)
+    {
+        std::cout << "ERROR9 (too much solutions)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    eoPop < Solution > pop4;
+    pop4.resize(6);
+    pop4[0].objectiveVector(obj0);
+    pop4[1].objectiveVector(obj1);
+    pop4[2].objectiveVector(obj2);
+    pop4[3].objectiveVector(obj3);
+    pop4[4].objectiveVector(obj4);
+    pop4[5].objectiveVector(obj10);
+    moeoQuadTree< Solution > index4;
+    moeoIndexedArchive< Solution > arch4(index4);
+    arch4(pop4);
+    if (arch4.size() != 1)
+    {
+        std::cout << "ERROR10 (too much solutions)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::vector<bool>bobj;
+    for (unsigned int i=0;i<3;i++){
+	    bobj.push_back(false);
+    }
+
+    ObjectiveVectorTraits3d::setup(3,bobj);
+    moeoQuadTree < Solution3d> index5;
+    moeoIndexedArchive < Solution3d> arch5(index5);
+    eoPop<Solution3d> pop5;
+    pop5.resize(6);
+    ObjectiveVector3d obj3d0, obj3d1, obj3d2, obj3d3, obj3d4, obj3d5, obj3d6,obj3d10;
+    obj3d0[0] = 12226;
+    obj3d0[1] = 427894;
+    obj3d0[2] = 10;
+
+    obj3d1[0] = 12170;
+    obj3d1[1] = 431736;
+    obj3d1[2] = 10;
+
+    obj3d2[0] = 11965;
+    obj3d2[1] = 435193;
+    obj3d2[2] = 10;
+
+    obj3d3[0] = 11893;
+    obj3d3[1] = 441839;
+    obj3d3[2] = 10;
+
+    obj3d4[0] = 11870;
+    obj3d4[1] = 450770;
+    obj3d4[2] = 10;
+
+    obj3d5[0] = 11769;
+    obj3d5[1] = 46005;
+    obj3d5[2] = 2;
+
+    obj3d10[0] = 11769;
+    obj3d10[1] = 46005;
+    obj3d10[2] = 10;
+
+    obj3d6[0] = 11769;
+    obj3d6[1] = 460005;
+    obj3d6[2] = 1;
+
+
+    pop5[0].objectiveVector(obj3d0);
+    pop5[1].objectiveVector(obj3d1);
+    pop5[2].objectiveVector(obj3d2);
+    pop5[3].objectiveVector(obj3d3);
+    pop5[4].objectiveVector(obj3d4);
+    pop5[5].objectiveVector(obj3d10);
+
+
+
+    arch5(pop5);
+    pop5.resize(7);
+    pop5[6].objectiveVector(obj3d5);
+    arch5(pop5[6]);
+//    index5.printTree();
+/*    for (unsigned int i=0;i<arch5.size();i++){
+	    std::cout<<i<<" "<<arch5[i].objectiveVector()<<std::endl;
+    }*/
+    assert(arch5.size()==1);
+    pop5.resize(8);
+    pop5[7].objectiveVector(obj3d6);
+    arch5(pop5[7]);
+    assert(arch5.size()==2);
+
+    moeoQuadTree < Solution3d> index6;
+    moeoIndexedArchive < Solution3d> arch6(index6);
+    eoPop<Solution3d> pop6;
+
+    ObjectiveVector3d jojo, jojo1, jojo2, jojo3, jojo4, jojo5, jojo6, jojo7, jojo8, jojo9 ;
+    jojo[0]=10;
+    jojo[1]=10;
+    jojo[2]=10;
+
+    jojo1[0]=5;
+    jojo1[1]=5;
+    jojo1[2]=23;
+
+    jojo2[0]=3;
+    jojo2[1]=25;
+    jojo2[2]=16;
+
+    jojo3[0]=14;
+    jojo3[1]=18;
+    jojo3[2]=6;
+
+    jojo4[0]=100;
+    jojo4[1]=100;
+    jojo4[2]=100;
+
+    jojo5[0]=4;
+    jojo5[1]=8;
+    jojo5[2]=12;
+
+
+    jojo6[0]=11;
+    jojo6[1]=14;
+    jojo6[2]=9;
+
+
+    jojo7[0]=40;
+    jojo7[1]=12;
+    jojo7[2]=3;
+
+    jojo8[0]=12;
+    jojo8[1]=8;
+    jojo8[2]=4;
+
+    jojo9[0]=4;
+    jojo9[1]=4;
+    jojo9[2]=22;
+
+    pop6.resize(8);
+    pop6[0].objectiveVector(jojo);
+    pop6[1].objectiveVector(jojo1);
+    pop6[2].objectiveVector(jojo2);
+    pop6[3].objectiveVector(jojo3);
+    pop6[4].objectiveVector(jojo4);
+    pop6[5].objectiveVector(jojo5);
+    pop6[6].objectiveVector(jojo6);
+    pop6[7].objectiveVector(jojo7);
+    Solution3d add;
+    Solution3d add2;
+    add.objectiveVector(jojo8);
+    add2.objectiveVector(jojo9);
+   /* pop[1].objectiveVector(jojo1);
+    pop[1].objectiveVector(jojo1);
+    pop[1].objectiveVector(jojo1);*/
+    arch6(pop6);
+
+    assert(arch6.size()==7);
+    bool res=arch6(add);
+    assert(res && arch6.size()==7);
+    res=arch6(add2);
+    assert(res && arch6.size()==7);
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoQuickUnboundedArchiveIndex.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoQuickUnboundedArchiveIndex.cpp
new file mode 100755
index 000000000..ea0d99fe8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoQuickUnboundedArchiveIndex.cpp
@@ -0,0 +1,180 @@
+//-----------------------------------------------------------------------------
+// t-moeoQuickUnboundedArchive.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoArchive]\t=>\t";
+    // First test is just to verify behavior of moeoQuickUnboundedArchive
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5,obj10;
+    obj0[0] = 12226;
+    obj0[1] = 427894;
+    obj1[0] = 12170;
+    obj1[1] = 431736;
+    obj2[0] = 11965;
+    obj2[1] = 435193;
+    obj3[0] = 11893;
+    obj3[1] = 441839;
+    obj4[0] = 11870;
+    obj4[1] = 450770;
+    obj5[0] = 11769;
+    obj5[1] = 460005;
+    obj10[0] = 11769;
+    obj10[1] = 46005;
+    // population
+    eoPop < Solution > pop;
+    pop.resize(6);
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+    pop[4].objectiveVector(obj4);
+    pop[5].objectiveVector(obj5);
+
+    // archive
+    moeoQuickUnboundedArchiveIndex< Solution> index;
+    moeoIndexedArchive <Solution> arch(index);
+//    moeoQuickUnboundedArchive< Solution > arch;
+    arch(pop);
+//    arch.printIndex();
+
+    // size
+    if (arch.size() > 6)
+    {
+        std::cout << "ERROR1 (too much solutions)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj0 must be in
+    if (! arch.contains(obj0))
+    {
+        std::cout << "ERROR2 (obj0 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj1 must be in
+    if (! arch.contains(obj1))
+    {
+        std::cout << "ERROR3 (obj1 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj2 must be in
+    if (! arch.contains(obj2))
+    {
+        std::cout << "ERROR4 (obj2 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj3 must be in
+    if (! arch.contains(obj3))
+    {
+        std::cout << "ERROR5 (obj3 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj4 must be in
+    if (!arch.contains(obj4))
+    {
+        std::cout << "ERROR6 (obj4 not in)! " << obj4<< std::endl;
+//	arch.printIndex();
+        return EXIT_FAILURE;
+    }
+    // obj5 must be in
+    if (! arch.contains(obj5))
+    {
+        std::cout << "ERROR7 (obj5 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    
+    // Second test is to verify behavior with negative and comparator 
+    ObjectiveVector obj6, obj7;
+    std::cout<<"test neg"<<std::endl;
+    obj6[0] = -12170;
+    obj6[1] = 427894;
+    obj7[0] = -12226;
+    obj7[1] = 431736;
+    eoPop < Solution > pop2;
+    pop2.resize(2);
+    pop2[0].objectiveVector(obj6);
+    pop2[1].objectiveVector(obj7);
+    std::cout<<"archive 2"<<std::endl;
+    moeoQuickUnboundedArchiveIndex< Solution > index2;
+    moeoIndexedArchive< Solution > arch2(index2);
+    arch2(pop2);
+
+    // size
+    if (arch2.size() != 2)
+    {
+        std::cout << "ERROR8 (too much solutions)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    //Third test is with two equals values
+    ObjectiveVector obj8, obj9;
+    obj8[0] = 10;
+    obj8[1] = 10;
+    obj9[0] = 10;
+    obj9[1] = 10;
+    eoPop < Solution > pop3;
+    pop3.resize(2);
+    pop3[0].objectiveVector(obj8);
+    pop3[1].objectiveVector(obj9);
+    
+    std::cout<<"archive 3"<<std::endl;
+    moeoQuickUnboundedArchiveIndex< Solution > index3;
+    moeoIndexedArchive< Solution > arch3(index3);
+    arch3(pop3);
+
+    if (arch3.size() != 1)
+    {
+        std::cout << "ERROR9 (too much solutions)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    eoPop < Solution > pop4;
+    pop4.resize(6);
+    pop4[0].objectiveVector(obj0);
+    pop4[1].objectiveVector(obj1);
+    pop4[2].objectiveVector(obj2);
+    pop4[3].objectiveVector(obj3);
+    pop4[4].objectiveVector(obj4);
+    pop4[5].objectiveVector(obj10);
+    std::cout<<"archive 4"<<std::endl;
+    moeoQuickUnboundedArchiveIndex< Solution > index4;
+    moeoIndexedArchive< Solution > arch4(index4);
+    arch4(pop4);
+    if (arch4.size() != 1)
+    {
+        std::cout << "ERROR10 (too much solutions)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoRealVector.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoRealVector.cpp
new file mode 100644
index 000000000..1d17853f6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoRealVector.cpp
@@ -0,0 +1,81 @@
+/*
+* <t-moeoRealVector.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoRealVector.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef moeoRealVector < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+
+    std::cout << "[moeoRealVector]\t=>\t";
+
+    // solutions
+    Solution sol1, sol2;
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSEEA.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSEEA.cpp
new file mode 100644
index 000000000..1e58ba972
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSEEA.cpp
@@ -0,0 +1,124 @@
+/*
+* <t-moeoSEEA.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoSEEA.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <es/eoRealInitBounded.h>
+#include <es/eoRealOp.h>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+public:
+    Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
+};
+
+class TestEval : public moeoEvalFunc < Solution >
+{
+public:
+    void operator () (Solution & _sol)
+    {
+        ObjectiveVector objVec;
+        objVec[0] = _sol[0];
+        objVec[1] = _sol[1];
+        _sol.objectiveVector(objVec);
+    }
+};
+
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoSEEA]" << std::endl;
+
+    TestEval eval;
+    eoQuadCloneOp < Solution > xover;
+    eoUniformMutation < Solution > mutation(0.05);
+
+    eoRealVectorBounds bounds(2, 1.0, 2.0);
+    eoRealInitBounded < Solution > init(bounds);
+    eoPop < Solution > pop(20, init);
+    eoQuadGenOp <Solution> genOp(xover);
+    eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
+    eoGenContinue <Solution > continuator(20);
+    moeoUnboundedArchive < Solution > archive;
+
+    eoPopLoopEval <Solution> loopEval(eval);
+    eoPopEvalFunc <Solution>& popEval(loopEval);
+
+    // build SEEA
+    moeoSEEA < Solution > algo1(20, eval, xover, 1.0, mutation, 1.0, archive);
+    moeoSEEA < Solution > algo2(continuator, eval, genOp, archive);
+    moeoSEEA < Solution > algo3(continuator, popEval, genOp, archive);
+    moeoSEEA < Solution > algo4(continuator, eval, transform, archive);
+    moeoSEEA < Solution > algo5(continuator, popEval, transform, archive);
+
+    // run the algo
+    algo5(pop);
+
+    // final archive
+    std::cout << "Final archive" << std::endl;
+    std::cout << archive << std::endl;
+
+    std::cout << "[moeoSEEA] OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSPEA2.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSPEA2.cpp
new file mode 100644
index 000000000..3e2a27183
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSPEA2.cpp
@@ -0,0 +1,128 @@
+/*
+* <t-moeoSPEA2.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoSPEA2.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <es/eoRealInitBounded.h>
+#include <es/eoRealOp.h>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+public:
+    Solution() : moeoRealVector < ObjectiveVector, double, double > (1) {}
+};
+
+class TestEval : public moeoEvalFunc < Solution >
+{
+public:
+    void operator () (Solution & _sol)
+    {
+        ObjectiveVector objVec;
+        objVec[0] = _sol[0];
+        objVec[1] = _sol[0] * _sol[0];
+        _sol.objectiveVector(objVec);
+    }
+};
+
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoSPEA2]" << std::endl;
+
+    TestEval eval;
+    eoQuadCloneOp < Solution > xover;
+    eoUniformMutation < Solution > mutation(0.05);
+
+    eoRealVectorBounds bounds(1, 1.0, 2.0);
+    eoRealInitBounded < Solution > init(bounds);
+    eoPop < Solution > pop(20, init);
+    eoQuadGenOp <Solution> genOp(xover);
+    eoSGATransform < Solution > transform(xover, 0.1, mutation, 0.1);
+    eoGenContinue <Solution > continuator(10);
+    moeoSPEA2Archive < Solution > archive(3);
+
+    eoPopLoopEval <Solution> loopEval(eval);
+    eoPopEvalFunc <Solution>& popEval(loopEval);
+
+    // build NSGA-II
+    moeoSPEA2 < Solution > algo(20, eval, xover, 1.0, mutation, 1.0,archive);
+    moeoSPEA2 < Solution > algo2(continuator, eval, xover, 1.0, mutation, 1.0,archive);
+    moeoSPEA2 < Solution > algo3(continuator, popEval, xover, 1.0, mutation, 1.0,archive);
+    moeoSPEA2 < Solution > algo4(continuator, eval, genOp, archive);
+    moeoSPEA2 < Solution > algo5(continuator, popEval, genOp, archive);
+    moeoSPEA2 < Solution > algo6(continuator, eval, transform, archive);
+    moeoSPEA2 < Solution > algo7(continuator, popEval, transform, archive);
+
+
+    // run the algo
+    algo7(pop);
+
+    // final pop
+    std::cout << "Final population" << std::endl;
+    std::cout << pop << std::endl;
+
+    std::cout << "[moeoSPEA2] OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSPEA2Archive.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSPEA2Archive.cpp
new file mode 100644
index 000000000..8fb094510
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSPEA2Archive.cpp
@@ -0,0 +1,252 @@
+/*
+* <t-moeoSPEA2Archive.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoSPEA2Archive.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoSPEA2Archive] => ";
+
+    float tmp1=0;
+    float tmp2=0;
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3;
+    obj0[0] = 2;
+    obj0[1] = 1;
+    obj1[0] = 1;
+    obj1[1] = 2;
+    obj2[0] = 0;
+    obj2[1] = 4;
+    obj3[0] = 5;
+    obj3[1] = 0;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(4);
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+
+    //distance
+    moeoEuclideanDistance<Solution> dist;
+
+    //objective vector comparator
+    moeoParetoObjectiveVectorComparator < ObjectiveVector > paretoComparator;
+
+    //comparator
+    moeoFitnessThenDiversityComparator < Solution > indiComparator;
+
+    //archive
+    moeoSPEA2Archive<Solution> archive(dist,3);
+
+    moeoSPEA2Archive<Solution> archive2;
+
+    moeoSPEA2Archive<Solution> archive3(indiComparator,1);
+
+    moeoSPEA2Archive<Solution> archive4(paretoComparator);
+
+    moeoSPEA2Archive<Solution> archive5(indiComparator, dist, paretoComparator, 3);
+
+    // diversity assignment
+    moeoNearestNeighborDiversityAssignment<Solution> diversityassignement(dist,archive, 2);
+    diversityassignement(pop);
+
+    // fitness assignment
+    moeoDominanceCountRankingFitnessAssignment <Solution> fitnessassignement(archive,false);
+    fitnessassignement(pop);
+
+//-----------------------------------------------------------------------------
+//first test archive: the archive is empty -> the best element of the pop must be copy in the archive.
+
+
+    archive(pop);
+
+    //archive[0]
+    tmp1=archive[0].diversity();
+    tmp2=-1/(2+sqrt(20.0));
+    if ( (tmp1 != tmp2)  || (archive[0].fitness() != 0.0) )
+    {
+        std::cout << "ERROR (Test 1: bad result for archive[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    //archive[1]
+    tmp1=archive[1].diversity();
+    tmp2=-1/(2+sqrt(13.0));
+    if ( (tmp1 != tmp2) || (archive[1].fitness() != 0.0) )
+    {
+        std::cout << "ERROR (Test 1: bad result for archive[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    //archive[2]
+    tmp1=archive[2].diversity();
+    tmp2=-1/(2+sqrt(10.0));
+    if ( (tmp1 != tmp2) || (archive[2].fitness() != 0.0) )
+    {
+        std::cout << "ERROR (Test 1: bad result for archive[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+//-----------------------------------------------------------------------------
+
+    obj0[0] = 3;
+    obj0[1] = 1;
+    obj1[0] = 2;
+    obj1[1] = 2;
+    obj3[0] = 1;
+    obj3[1] = 3;
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[3].objectiveVector(obj3);
+
+    diversityassignement(pop);
+    fitnessassignement(pop);
+
+    //-----------------------------------------------------------------------------
+    //second test archive : (there are more elements with fitness=0 than the size of the archive)
+    //depends of the good result of the first test
+    archive(pop);
+    //archive[0]
+    tmp1=archive[0].diversity();
+    tmp2=-1/3.0;
+    if ( (tmp1 != tmp2) || (archive[0].fitness() != 0.0) )
+    {
+        std::cout << "ERROR (Test 2: bad result for archive[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    //archive[1]
+    tmp1=archive[1].diversity();
+    tmp2=-1/(2+sqrt(2.0));
+    if ( (tmp1 != tmp2) || (archive[1].fitness() != 0.0) )
+    {
+        std::cout << "ERROR (Test 2: bad result for archive[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    //archive[2]
+    tmp1=archive[2].diversity();
+    tmp2=-1/(2+sqrt(10.0));
+    if ( (tmp1 != tmp2) || (archive[2].fitness() != 0.0) )
+    {
+        std::cout << "ERROR (Test 2: bad result for archive[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    //-----------------------------------------------------------------------------
+
+    obj0[0] = 5;
+    obj0[1] = 5;
+    obj1[0] = 4;
+    obj1[1] = 4;
+    obj2[0] = 4;
+    obj2[1] = 5;
+    obj3[0] = 4;
+    obj3[1] = 0;
+
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+
+    diversityassignement(pop);
+    fitnessassignement(pop);
+
+    //-----------------------------------------------------------------------------
+    //third test archive : a pop element with fitness=0 replace a worst archive element
+    //depends of the good result of the two first tests
+
+    archive(pop);
+
+    //archive[0]
+    tmp1=archive[0].diversity();
+    tmp2=-1/(2+sqrt(16.0));
+    if ( (tmp1 != tmp2) || (archive[0].fitness() != 0.0) )
+    {
+        std::cout << "ERROR (Test 3: bad result for archive[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    //archive[1]
+    tmp1=archive[1].diversity();
+    tmp2=-1/(2+sqrt(10.0));
+    if ( (tmp1 != tmp2) || (archive[1].fitness() != -0.0) )
+    {
+        std::cout << "ERROR (Test 3: bad result for archive[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    //archive[2]
+    tmp1=archive[2].diversity();
+    tmp2=-1/(2+sqrt(5.0));
+    if ( (tmp1 != tmp2) || (archive[2].fitness() != 0.0) )
+    {
+        std::cout << "ERROR (Test 3: bad result for archive[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    //-----------------------------------------------------------------------------
+    archive(pop[0]);
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSharingDiversityAssignment.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSharingDiversityAssignment.cpp
new file mode 100644
index 000000000..1dd3973fa
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSharingDiversityAssignment.cpp
@@ -0,0 +1,126 @@
+/*
+* <t-moeoSharingDiversityAssignment.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoSharingDiversityAssignment.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoSharingDiversityAssignment]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3;
+    obj0[0] = 1;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 3;
+    obj2[1] = 3;
+    obj3[0] = 5;
+    obj3[1] = 1;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(4);
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+
+    // fitness & diversity assignment
+    moeoDummyFitnessAssignment< Solution > fitnessAssignment;
+    fitnessAssignment(pop);
+    moeoSharingDiversityAssignment< Solution > diversityAssignment;
+    diversityAssignment(pop);
+
+    // pop[0]
+    if (pop[0].diversity() != 1.0)
+    {
+        std::cout << "ERROR (bad diversity for pop[0])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[1]
+    if (pop[1].diversity() != 0.0)
+    {
+        std::cout << "ERROR (bad diversity for pop[1])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[2]
+    if (pop[2].diversity() != 0.0)
+    {
+        std::cout << "ERROR (bad diversity for pop[2])" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // pop[3]
+    if (pop[3].diversity() != 1.0)
+    {
+        std::cout << "ERROR (bad diversity for pop[3]) " << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSimpleSubNeighborhoodExplorer.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSimpleSubNeighborhoodExplorer.cpp
new file mode 100644
index 000000000..ab4e12fe3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoSimpleSubNeighborhoodExplorer.cpp
@@ -0,0 +1,109 @@
+/*
+<t-moeoSimpleSubNeighborhoodExplorer.cpp>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 <iostream>
+#include <cstdlib>
+#include <cassert>
+
+#include "moeoTestClass.h"
+#include <explorer/moeoSimpleSubNeighborhoodExplorer.h>
+
+int main(){
+
+	std::cout << "[t-moeoSimpleSubNeighborhoodExplorer] => START" << std::endl;
+
+	//init all components
+	Solution s;
+	evalSolution eval(8);
+	ObjectiveVector o;
+	SolNeighbor n;
+	SolNeighborhood nh(8);
+	moeoSimpleSubNeighborhoodExplorer<SolNeighbor> explorer(nh, 4, eval);
+
+	//create source and destination population
+	eoPop<Solution> src;
+	eoPop<Solution> dest;
+
+	//create a vector for selection
+	std::vector<unsigned int> v;
+	v.push_back(0);
+
+	//create a solution
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+	s.push_back(true);
+
+	//set its objective vector
+	o[0]=8;
+	o[1]=0;
+	s.objectiveVector(o);
+
+	// aplly a move on th solution
+	n.index(3);
+	eval(s,n);
+	n.move(s);
+	s.objectiveVector(n.fitness());
+
+	//print initial sol
+	std::cout << "solution:" << std::endl;
+	std::cout << s << std::endl;
+
+	//copy the solution in the source population
+	src.push_back(s);
+
+	//test the explorer (only 4 neighbors are visited)
+	explorer(src, v, dest);
+
+	//verify the destination population
+	assert(dest.size()==4);
+
+	assert(dest[0].objectiveVector()[0]==6);
+	assert(dest[1].objectiveVector()[0]==6);
+	assert(dest[2].objectiveVector()[0]==6);
+	assert(dest[3].objectiveVector()[0]==8);
+
+	assert(dest[0].objectiveVector()[1]==2);
+	assert(dest[1].objectiveVector()[1]==2);
+	assert(dest[2].objectiveVector()[1]==2);
+	assert(dest[3].objectiveVector()[1]==0);
+
+	std::cout << "destination:" << std::endl;
+	for(unsigned int i=0; i<dest.size(); i++)
+		std::cout << dest[i] << std::endl;
+
+	std::cout << "[t-moeoSimpleSubNeighborhoodExplorer] => OK" << std::endl;
+
+	return EXIT_SUCCESS;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoStrictObjectiveVectorComparator.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoStrictObjectiveVectorComparator.cpp
new file mode 100644
index 000000000..b36302f80
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoStrictObjectiveVectorComparator.cpp
@@ -0,0 +1,132 @@
+/*
+* <t-moeoStrictObjectiveVectorComparator.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoStrictObjectiveVectorComparator.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoStrictObjectiveVectorComparator]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj1;
+    obj1[0] = 2.0;
+    obj1[1] = 5.0;
+    ObjectiveVector obj2;
+    obj2[0] = 3.0;
+    obj2[1] = 5.0;
+    ObjectiveVector obj3;
+    obj3[0] = 3.0;
+    obj3[1] = 7.0;
+
+    // comparator
+    moeoStrictObjectiveVectorComparator< ObjectiveVector > comparator;
+
+    // obj1 dominated by obj2? NO
+    if (comparator(obj1, obj2))
+    {
+        std::cout << "ERROR (obj1 dominated by obj2)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj2 dominated by obj1? NO
+    if (comparator(obj2, obj1))
+    {
+        std::cout << "ERROR (obj2 dominated by obj1)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj1 dominated by obj3? NO
+    if (comparator(obj1, obj3))
+    {
+        std::cout << "ERROR (obj1 dominated by obj3)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj3 dominated by obj1? YES
+    if (! comparator(obj3, obj1))
+    {
+        std::cout << "ERROR (obj3 not dominated by obj1)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj2 dominated by obj3? NO
+    if (comparator(obj2, obj3))
+    {
+        std::cout << "ERROR (obj2 dominated by obj3)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj3 dominated by obj2? NO
+    if (comparator(obj3, obj2))
+    {
+        std::cout << "ERROR (obj3 dominated by obj2)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoTS.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoTS.cpp
new file mode 100644
index 000000000..b8c6e310c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoTS.cpp
@@ -0,0 +1,274 @@
+/*
+* <t-moeoTS.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+ */
+//-----------------------------------------------------------------------------
+// t-moILS_TS.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 2;
+		}
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+	public:
+		Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
+};
+
+class solutionEval : public moeoEvalFunc < Solution >
+{
+	public:
+		void operator () (Solution & _sol)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = _sol[0];
+			objVec[1] = _sol[1];
+			_sol.objectiveVector(objVec);
+//			_sol.fitness(_sol[1]+_sol[2]);
+		}
+};
+
+
+class testMove : public moMove <Solution>
+{
+	public :
+		void operator () (Solution & _solution)
+		{
+			Solution sol=_solution;
+		}
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+	public :
+		void operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+		}
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+	public :
+		bool operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+
+			return false;
+		}
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove,ObjectiveVector>
+{
+	public :
+		ObjectiveVector operator () (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution solution(_solution);
+
+
+			return _solution.objectiveVector();
+		}
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+
+			return false;
+		}
+
+		void add(const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+		}
+
+		void update()
+		{}
+
+		void init()
+		{}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const double & _fitness)
+		{
+			double fitness;
+			const testMove move(_move);
+			fitness=_fitness;
+
+			return false;
+		}
+
+		void init()
+		{}
+};
+
+class solutionContinue : public moSolContinue<Solution>
+{
+	public :
+		solutionContinue(): counter(0)
+	{}
+
+		bool operator () (const Solution & _solution)
+		{
+			const Solution sol(_solution);
+
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+		void init()
+		{}
+	private :
+		unsigned int counter;
+} ;
+
+class solutionComparator : public moComparator<Solution>
+{
+	public :
+		bool operator () (const Solution & _solution1 , const Solution & _solution2)
+		{
+			const Solution sol1(_solution1);
+			const Solution sol2(_solution2);
+
+			return sol1.fitness()>sol2.fitness();
+		}
+} ;
+
+class solutionPerturbation : public eoMonOp<Solution>
+{
+	public :
+		bool operator () (Solution & _solution)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = 1;
+			objVec[1] = 1;
+			_solution[1]=1;
+			_solution[0]=1;
+			_solution.objectiveVector(objVec);
+			_solution.fitness(2);
+			_solution.invalidate();
+			return true;
+		}
+} ;
+
+class solutionSingler : public moeoSingleObjectivization<Solution>
+{
+	void operator () (Solution & _solution){
+
+		ObjectiveVector objVec;
+		objVec[0] = _solution[0];
+		objVec[1] = _solution[1];
+		_solution.objectiveVector(objVec);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Solution> &_pop){
+	}
+
+	double operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Solution>& pop, ObjectiveVector& obj){}
+
+} ;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	std::string test_result;
+
+	Solution solution;
+
+	testMoveInit init;
+	testMoveNext next;
+	testMoveIncrEval incrEval;
+	testTabuList tabuList;
+	testAspirCrit aspirCrit;
+	solutionEval eval;
+	solutionContinue continu;
+	solutionContinue continu_2;
+	solutionComparator comparator;
+	solutionPerturbation perturbation;
+	solutionSingler singler;
+	moeoIncrEvalSingleObjectivizer<Solution,testMove> sincrEval(singler,incrEval);
+	moeoTSMoveLoopExpl<testMove> expl(init,next,sincrEval,tabuList,aspirCrit);
+	moeoTS<testMove> ts(init,next,incrEval,tabuList,aspirCrit,continu,singler);
+
+
+	cout << "[ moeoTS                     ] ==> ";
+	ts(solution);
+	cout << "OK" << endl;
+	return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoUnboundedArchive.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoUnboundedArchive.cpp
new file mode 100644
index 000000000..5c4d8f180
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoUnboundedArchive.cpp
@@ -0,0 +1,148 @@
+/*
+* <t-moeoUnboundedArchive.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoUnboundedArchive.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector, double, double > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoUnboundedArchive]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj0, obj1, obj2, obj3, obj4, obj5;
+    obj0[0] = 2;
+    obj0[1] = 5;
+    obj1[0] = 3;
+    obj1[1] = 3;
+    obj2[0] = 4;
+    obj2[1] = 1;
+    obj3[0] = 5;
+    obj3[1] = 5;
+    obj4[0] = 5;
+    obj4[1] = 1;
+    obj5[0] = 3;
+    obj5[1] = 3;
+
+    // population
+    eoPop < Solution > pop;
+    pop.resize(6);
+    pop[0].objectiveVector(obj0);
+    pop[1].objectiveVector(obj1);
+    pop[2].objectiveVector(obj2);
+    pop[3].objectiveVector(obj3);
+    pop[4].objectiveVector(obj4);
+    pop[5].objectiveVector(obj5);
+
+    // archive
+    moeoUnboundedArchive< Solution > arch;
+    arch(pop);
+
+    // size
+    if (arch.size() != 3)
+    {
+        std::cout << "ERROR (too much solutions)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj0 must be in
+    if (! arch.contains(obj0))
+    {
+        std::cout << "ERROR (obj0 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj1 must be in
+    if (! arch.contains(obj1))
+    {
+        std::cout << "ERROR (obj1 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj2 must be in
+    if (! arch.contains(obj2))
+    {
+        std::cout << "ERROR (obj2 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj3 must be out
+    if (arch.contains(obj3))
+    {
+        std::cout << "ERROR (obj3 in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj4 must be out
+    if (arch.contains(obj4))
+    {
+        std::cout << "ERROR (obj4 in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+    // obj5 must be in
+    if (! arch.contains(obj5))
+    {
+        std::cout << "ERROR (obj5 not in)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoVFAS.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoVFAS.cpp
new file mode 100644
index 000000000..c5e2f5079
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoVFAS.cpp
@@ -0,0 +1,314 @@
+/*
+ * <t-moVFAS.cpp>
+ * Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+ * (C) OPAC Team, LIFL, 2002-2008
+ *
+ * Fraéncçois Legillon
+ *
+ * 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
+ *
+ */
+//-----------------------------------------------------------------------------
+// t-moILS_HC.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 2;
+		}
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class Solution : public moeoRealVector < ObjectiveVector, double, double >
+{
+	public:
+		Solution() : moeoRealVector < ObjectiveVector, double, double > (2) {}
+};
+
+class solutionEval : public eoEvalFunc < Solution >
+{
+	public:
+		void operator () (Solution & _sol)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = _sol[0];
+			objVec[1] = _sol[1];
+			_sol.objectiveVector(objVec);
+		}
+};
+
+
+class testMove : public moMove <Solution>
+{
+	public :
+		void operator () (Solution & _solution)
+		{
+			Solution sol=_solution;
+		}
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+	public :
+		void operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+		}
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+	public :
+		bool operator () (testMove & _move, const Solution & _solution)
+		{
+			testMove move=_move;
+			const Solution sol(_solution);
+
+			return false;
+		}
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove,ObjectiveVector>
+{
+	public :
+		ObjectiveVector operator () (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution solution(_solution);
+
+
+			return _solution.objectiveVector();
+		}
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+
+			return false;
+		}
+
+		void add(const testMove & _move, const Solution & _solution)
+		{
+			const testMove move(_move);
+			const Solution sol(_solution);
+		}
+
+		void update()
+		{}
+
+		void init()
+		{}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+	public:
+		bool operator() (const testMove & _move, const double & _fitness)
+		{
+			double fitness;
+			const testMove move(_move);
+			fitness=_fitness;
+
+			return false;
+		}
+
+		void init()
+		{}
+};
+
+class solutionContinue : public eoContinue<Solution>
+{
+	public :
+		solutionContinue(): counter(0)
+	{}
+
+		bool operator () (const eoPop<Solution> & _solution)
+		{
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+
+		bool operator () (const Solution & _solution)
+		{
+			const Solution sol(_solution);
+
+			if(counter==0)
+			{
+				counter++;
+				return true;
+			}
+			return false;
+		}
+
+		void init()
+		{}
+	private :
+		unsigned int counter;
+} ;
+
+class solutionComparator : public moeoComparator<Solution>
+{
+	public :
+		const bool operator () (const Solution & _solution1 , const Solution & _solution2)
+		{
+			const Solution sol1(_solution1);
+			const Solution sol2(_solution2);
+
+			return sol1.fitness()>sol2.fitness();
+		}
+} ;
+
+class solutionPerturbation : public eoMonOp<Solution>
+{
+	public :
+		bool operator () (Solution & _solution)
+		{
+			ObjectiveVector objVec;
+			objVec[0] = 1;
+			objVec[1] = 1;
+			_solution[1]=1;
+			_solution[0]=1;
+			_solution.objectiveVector(objVec);
+			_solution.fitness(2);
+			return true;
+		}
+} ;
+
+class solutionSingler : public moeoSingleObjectivization<Solution>
+{
+	void operator () (Solution & _solution){
+			ObjectiveVector objVec;
+			objVec[0] = _solution[0];
+			objVec[1] = _solution[1];
+			_solution.objectiveVector(objVec);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Solution> &_pop){
+	}
+
+	double operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Solution>& pop, ObjectiveVector& obj){}
+
+} ;
+
+class selectMove: public moMoveSelect<testMove>
+{
+	public:
+		void init(const double &d){
+			max_fit=d;
+		}
+		bool update(const testMove &move,const double &fitness){
+			if (fitness>max_fit){
+				max_fit=fitness;
+				best_move=move;
+				return false;
+			}else
+				return true;
+		}
+		void operator()(testMove &move,double &fitness){
+			move=best_move;
+			fitness=max_fit;
+		}
+	private:
+		double max_fit;
+		testMove best_move;
+};
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+	std::string test_result;
+
+	Solution solution;
+
+	testMoveInit init;
+	testMoveNext next;
+	testMoveIncrEval incrEval;
+	testTabuList tabuList;
+	testAspirCrit aspirCrit;
+	solutionEval eval;
+	solutionContinue continu;
+	solutionContinue continu_2;
+	solutionComparator comparator;
+	solutionPerturbation perturbation;
+	solutionSingler singler;
+	selectMove select;
+	moeoDetTournamentSelect<Solution> selectOne(comparator);
+	eoPop<Solution> pop;
+	pop.push_back(solution);
+	moeoRandWeightStrategy<Solution> strat;
+	std::vector<double> weights;
+	weights.push_back(0);
+	weights.push_back(1);
+
+	moeoHC<testMove> hc(init,next,incrEval,select,singler);
+	moeoVFAS<testMove> vfas(hc,continu,selectOne,eval,strat);
+	moeoVFAS<testMove> vfas1(hc,continu,selectOne,weights,eval,strat);
+
+	cout << "[ moeo_VFAS                     ] ==> ";
+	vfas(pop);
+	std::cout<<"OK"<<std::endl;
+	return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoVNS.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoVNS.cpp
new file mode 100755
index 000000000..f562ef150
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoVNS.cpp
@@ -0,0 +1,187 @@
+/*
+* <t-moVNS.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2007-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Salma Mesmoudi (salma.mesmoudi@inria.fr), Jean-Charles Boisson (Jean-Charles.Boisson@lifl.fr)
+* Jeremie Humeau (jeremie.humeau@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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moVNS.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <moeo>
+#include <cassert>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+	public:
+		static bool minimizing (int i)
+		{
+			return true;
+		}
+		static bool maximizing (int i)
+		{
+			return false;
+		}
+		static unsigned int nObjectives ()
+		{
+			return 2;
+		}
+};
+
+
+typedef EO<unsigned int> solution;
+typedef moeoRealObjectiveVector<ObjectiveVectorTraits> ObjectiveVector;
+typedef eoScalarFitness< float, std::greater<float> > tspFitness ;
+typedef moeoRealVector <ObjectiveVector, unsigned int> Route ;
+
+int cpt=0;
+int tableau[8]={1.0, 2.0, 8.0, 8.0, 11.0, 11.0, 11.0,30.0};
+
+class testMove : public moMove <solution>
+{
+public :
+
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+
+class solutionAlgo : public moAlgo <solution>
+{
+public :
+  bool operator () (solution & _solution)
+  {
+    solution solution(_solution);
+    return true;
+  }
+} ;
+
+class Voisinage : public eoMonOp<Route>
+{
+public :
+  bool operator () (Route & _solution)
+  {
+	_solution.invalidate();
+    //_solution.fitness();
+
+    return true;
+  }
+} ;
+
+class Explorer : public moExpl<Route>
+{
+public:
+	Explorer(eoMonOp<Route> & expl): moExpl<Route>( expl)
+	  {
+
+	  }
+};
+
+class solutionEval : public eoEvalFunc <Route>
+{
+public :
+  void operator () (Route & _solution)
+  {
+	  ObjectiveVector obj;
+	  obj[0]=(tableau[0]);
+	  obj[1]=(tableau[cpt]);
+	  _solution.objectiveVector(obj);
+	  _solution.fitness(obj[0]+obj[1]);
+	  cpt++;
+  }
+};
+
+class solutionSingler : public moeoSingleObjectivization<Route>
+{
+	public:
+	solutionSingler(solutionEval &_eval):eval(_eval){}
+	void operator () (Route & _solution){
+		eval(_solution);
+		_solution.fitness(_solution.objectiveVector()[0]+_solution.objectiveVector()[1]);
+	}
+	void operator()(eoPop<Route> &_pop){
+	}
+
+	Route::Fitness operator() (const ObjectiveVector &_obj){
+		return _obj[0]+_obj[1];
+	}
+	void updateByDeleting(eoPop<Route>& pop, ObjectiveVector& obj){}
+	solutionEval &eval;
+
+} ;
+
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+
+  //solution solution;
+   Route so ;
+
+  Voisinage sol1;
+  Voisinage sol2;
+  Explorer explorer(sol1);
+  explorer.addExplorer(sol2);
+  solutionEval eval;
+  std::vector<double> poids;
+  poids.push_back(1);
+  poids.push_back(1);
+  solutionSingler singler(eval);
+
+  moeoVNS<Route> vns(explorer, singler);
+
+  cout << "[moeoVNS] ==> ";
+
+  so.fitness(5.0);
+
+  vns(so);
+
+  assert(so.fitness()==12.0);
+
+  cout << "OK" << endl;
+
+  return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoVecVsVecAdditiveEpsilonBinaryMetric.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoVecVsVecAdditiveEpsilonBinaryMetric.cpp
new file mode 100644
index 000000000..db2500f97
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoVecVsVecAdditiveEpsilonBinaryMetric.cpp
@@ -0,0 +1,244 @@
+/*
+* <t-moeoVecVsVecAdditiveEpsilonBinaryMetric.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoVecVsVecAdditiveEpsilonBinaryMetric.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <assert.h>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class ObjectiveVectorTraits2 : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        if (i==0)
+            return true;
+        else
+            return false;
+    }
+    static bool maximizing (int i)
+    {
+        if (i==0)
+            return false;
+        else
+            return true;
+
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits2 > ObjectiveVector2;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoVecVsVecAdditiveEpsilonBinaryMetric] => \n";
+
+    double eps;
+
+    // objective vectors
+    std::vector < ObjectiveVector > set1;
+    std::vector < ObjectiveVector > set2;
+
+    //test 1: set2 dominates set1
+    set1.resize(4);
+    set2.resize(4);
+
+    set1[0][0] = 6;
+    set1[0][1] = 3;
+
+    set1[1][0] = 5;
+    set1[1][1] = 4;
+
+    set1[2][0] = 4;
+    set1[2][1] = 5;
+
+    set1[3][0] = 2;
+    set1[3][1] = 7;
+
+    set2[0][0] = 1;
+    set2[0][1] = 5;
+
+    set2[1][0] = 2;
+    set2[1][1] = 3;
+
+    set2[2][0] = 3;
+    set2[2][1] = 2;
+
+    set2[3][0] = 4;
+    set2[3][1] = 1;
+
+    moeoVecVsVecAdditiveEpsilonBinaryMetric < ObjectiveVector > metric(false);
+
+    eps = metric(set1, set2);
+    assert(eps == 2.0);
+    std::cout << "\t>test1 => OK\n";
+    //end test1
+
+    //test2: set1 dominates set2
+    set2.resize(3);
+
+    set1[0][0] = 0;
+    set1[0][1] = 6;
+
+    set1[1][0] = 1;
+    set1[1][1] = 3;
+
+    set1[2][0] = 3;
+    set1[2][1] = 1;
+
+    set1[3][0] = 6;
+    set1[3][1] = 0;
+
+    set2[0][0] = 1;
+    set2[0][1] = 5;
+
+    set2[1][0] = 3;
+    set2[1][1] = 3;
+
+    set2[2][0] = 5;
+    set2[2][1] = 2;
+
+    eps = metric(set1, set2);
+    assert(eps == 0.0);
+    std::cout << "\t>test2 => OK\n";
+    //end test2
+
+    set2.resize(4);
+    //test3: no dominance
+    set1[0][0] = 7;
+    set1[0][1] = 1;
+
+    set1[1][0] = 6;
+    set1[1][1] = 4;
+
+    set1[2][0] = 3;
+    set1[2][1] = 4;
+
+    set1[3][0] = 2;
+    set1[3][1] = 7;
+
+    set2[0][0] = 8;
+    set2[0][1] = 2;
+
+    set2[1][0] = 5;
+    set2[1][1] = 3;
+
+    set2[2][0] = 4;
+    set2[2][1] = 5;
+
+    set2[3][0] = 1;
+    set2[3][1] = 6;
+
+    eps = metric(set1, set2);
+    assert(eps == 1.0);
+    std::cout << "\t>test3 => OK\n";
+    //end test3
+
+    //test bounds
+    std::vector < eoRealInterval > bounds;
+
+    moeoVecVsVecAdditiveEpsilonBinaryMetric < ObjectiveVector > metric2;
+    metric2.setup(set1, set2);
+    bounds = metric2.getBounds();
+
+    assert(bounds[0].minimum()==1.0);
+    assert(bounds[0].maximum()==8.0);
+    assert(bounds[0].range()==7.0);
+
+    assert(bounds[1].minimum()==1.0);
+    assert(bounds[1].maximum()==7.0);
+    assert(bounds[1].range()==6.0);
+    std::cout << "\t>test normalization => OK\n";
+    //end test bounds
+
+    std::vector < ObjectiveVector2 > set3;
+    std::vector < ObjectiveVector2 > set4;
+    moeoVecVsVecAdditiveEpsilonBinaryMetric < ObjectiveVector2 > metric3(false);
+
+    //test 1: set2 dominates set1
+    set3.resize(2);
+    set4.resize(2);
+
+    set3[0][0] = 6;
+    set3[0][1] = 3;
+
+    set3[1][0] = 5;
+    set3[1][1] = 4;
+
+    set4[0][0] = 1;
+    set4[0][1] = 5;
+
+    set4[1][0] = 2;
+    set4[1][1] = 3;
+
+    std::cout << "\t>test with maximization =>";
+    eps = metric3(set3, set4);
+    assert(eps==4.0);
+    std::cout << "OK\n";
+
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoVecVsVecMultiplicativeEpsilonBinaryMetric.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoVecVsVecMultiplicativeEpsilonBinaryMetric.cpp
new file mode 100644
index 000000000..cd22abfcd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoVecVsVecMultiplicativeEpsilonBinaryMetric.cpp
@@ -0,0 +1,286 @@
+/*
+* <t-moeoVecVsVecMultiplicativeEpsilonBinaryMetric.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Lille-Nord Europe, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+* Jeremie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoVecVsVecMultiplicativeEpsilonBinaryMetric.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+#include <assert.h>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+class ObjectiveVectorTraits2 : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        if (i==0)
+            return true;
+        else
+            return false;
+    }
+    static bool maximizing (int i)
+    {
+        if (i==0)
+            return false;
+        else
+            return true;
+
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits2 > ObjectiveVector2;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoVecVsVecMultiplicativeEpsilonBinaryMetric] => \n";
+
+    double eps;
+
+    // objective vectors
+    std::vector < ObjectiveVector > set1;
+    std::vector < ObjectiveVector > set2;
+    std::vector < ObjectiveVector > set3;
+    std::vector < ObjectiveVector > set4;
+
+    set1.resize(5);
+    set2.resize(4);
+    set3.resize(5);
+    set4.resize(3);
+
+    set1[0][0] = 4;
+    set1[0][1] = 7;
+
+    set1[1][0] = 5;
+    set1[1][1] = 6;
+
+    set1[2][0] = 7;
+    set1[2][1] = 5;
+
+    set1[3][0] = 8;
+    set1[3][1] = 4;
+
+    set1[4][0] = 9;
+    set1[4][1] = 2;
+
+    set2[0][0] = 4;
+    set2[0][1] = 7;
+
+    set2[1][0] = 5;
+    set2[1][1] = 6;
+
+    set2[2][0] = 7;
+    set2[2][1] = 5;
+
+    set2[3][0] = 8;
+    set2[3][1] = 4;
+
+    set3[0][0] = 10;
+    set3[0][1] = 4;
+
+    set3[1][0] = 9;
+    set3[1][1] = 5;
+
+    set3[2][0] = 8;
+    set3[2][1] = 6;
+
+    set3[3][0] = 7;
+    set3[3][1] = 7;
+
+    set3[4][0] = 6;
+    set3[4][1] = 8;
+
+    set4[0][0] = 3;
+    set4[0][1] = 1;
+
+    set4[1][0] = 2;
+    set4[1][1] = 2;
+
+    set4[2][0] = 1;
+    set4[2][1] = 3;
+
+
+
+    moeoVecVsVecMultiplicativeEpsilonBinaryMetric < ObjectiveVector > metric;
+
+    std::cout << "\t>Ieps(set1, set2) => ";
+    eps = metric(set1, set2);
+    assert(eps == 1.0);
+    std::cout << "OK\n";
+
+    std::cout << "\t>Ieps(set2, set1) => ";
+    eps = metric(set2, set1);
+    assert(eps == 2.0);
+    std::cout << "OK\n";
+
+    std::cout << "\t>Ieps(set1, set3) => ";
+    eps = metric(set1, set3);
+    assert(eps == 0.9);
+    std::cout << "OK\n";
+
+    std::cout << "\t>Ieps(set3, set1) => ";
+    eps = metric(set3, set1);
+    assert(eps == 2.0);
+    std::cout << "OK\n";
+
+    std::cout << "\t>Ieps(set1, set4) => ";
+    eps = metric(set1, set4);
+    assert(eps == 4.0);
+    std::cout << "OK\n";
+
+    std::cout << "\t>Ieps(set4, set1) => ";
+    eps = metric(set4, set1);
+    assert(eps == 0.5);
+    std::cout << "OK\n";
+
+    std::cout << "\t>Ieps(set2, set3) => ";
+    eps = metric(set2, set3);
+    assert(eps == 1.0);
+    std::cout << "OK\n";
+
+    std::cout << "\t>Ieps(set3, set2) => ";
+    eps = metric(set3, set2);
+    assert(eps == 1.5);
+    std::cout << "OK\n";
+
+    std::cout << "\t>Ieps(set2, set4) => ";
+    eps = metric(set2, set4);
+    assert(eps == 4.0);
+    std::cout << "OK\n";
+
+    std::cout << "\t>Ieps(set4, set2) => ";
+    eps = metric(set4, set2);
+    assert(eps == 3.0/7.0);
+    std::cout << "OK\n";
+
+    std::cout << "\t>Ieps(set3, set4) => ";
+    eps = metric(set3, set4);
+    assert(eps == 6.0);
+    std::cout << "OK\n";
+
+    std::cout << "\t>Ieps(set4, set3) => ";
+    eps = metric(set4, set3);
+    assert(eps == 1.0/3.0);
+    std::cout << "OK\n";
+
+    set1[0][0] = 0;
+    set3[0][1] = -1;
+
+    std::cout << "\tError test: elements with a differents sign => ";
+    try{
+        eps = metric(set4, set3);
+        return EXIT_FAILURE;
+    }
+    catch (char const* e){
+        std::cout << "OK\n";
+    }
+
+    std::cout << "\tError test: an element = 0 => ";
+    try{
+        eps = metric(set1, set2);
+        return EXIT_FAILURE;
+    }
+    catch (char const* e){
+        std::cout << "Ok\n";
+    }
+
+    //test with maximization
+    moeoVecVsVecMultiplicativeEpsilonBinaryMetric < ObjectiveVector2 > metric2;
+
+    std::vector < ObjectiveVector2 > set5;
+    std::vector < ObjectiveVector2 > set6;
+
+
+    set5.resize(3);
+    set6.resize(4);
+
+    set5[0][0] = 1;
+    set5[0][1] = 3;
+
+    set5[1][0] = 2;
+    set5[1][1] = 2;
+
+    set5[2][0] = 3;
+    set5[2][1] = 1;
+
+    set6[0][0] = 5;
+    set6[0][1] = 2;
+
+    set6[1][0] = 4;
+    set6[1][1] = 3;
+
+    set6[2][0] = 3;
+    set6[2][1] = 4;
+
+    set6[3][0] = 2;
+    set6[3][1] = 5;
+
+    std::cout << "\t1 Maximazing objectif test => ";
+    eps = metric2(set5, set6);
+    assert(eps == 5.0/3.0);
+    std::cout << "Ok\n";
+
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoWeakObjectiveVectorComparator.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoWeakObjectiveVectorComparator.cpp
new file mode 100644
index 000000000..9ff0f89ab
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/test/t-moeoWeakObjectiveVectorComparator.cpp
@@ -0,0 +1,135 @@
+/*
+* <t-moeoWeakObjectiveVectorComparator.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moeoWeakObjectiveVectorComparator.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>
+#include <moeo>
+
+//-----------------------------------------------------------------------------
+
+class ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+typedef moeoRealObjectiveVector < ObjectiveVectorTraits > ObjectiveVector;
+
+typedef MOEO < ObjectiveVector > Solution;
+
+//-----------------------------------------------------------------------------
+
+int main()
+{
+    std::cout << "[moeoWeakObjectiveVectorComparator]\t=>\t";
+
+    // objective vectors
+    ObjectiveVector obj1;
+    obj1[0] = 2.0;
+    obj1[1] = 5.0;
+    ObjectiveVector obj2;
+    obj2[0] = 2.0;
+    obj2[1] = 5.0;
+    ObjectiveVector obj3;
+    obj3[0] = 3.0;
+    obj3[1] = 5.0;
+    ObjectiveVector obj4;
+    obj4[0] = 3.0;
+    obj4[1] = 6.0;
+
+    // comparator
+    moeoWeakObjectiveVectorComparator< ObjectiveVector > comparator;
+
+    // obj1 dominated by obj2? YES
+    if (! comparator(obj1, obj2))
+    {
+        std::cout << "ERROR (obj1 not dominated by obj2)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj2 dominated by obj1? YES
+    if (! comparator(obj2, obj1))
+    {
+        std::cout << "ERROR (obj2 not dominated by obj1)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj1 dominated by obj3? NO
+    if (comparator(obj1, obj3))
+    {
+        std::cout << "ERROR (obj1 dominated by obj3)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj3 dominated by obj1? YES
+    if (! comparator(obj3, obj1))
+    {
+        std::cout << "ERROR (obj3 not dominated by obj1)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj3 dominated by obj4? NO
+    if (comparator(obj3, obj4))
+    {
+        std::cout << "ERROR (obj3 dominated by obj4)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    // obj4 dominated by obj3? YES
+    if (! comparator(obj4, obj3))
+    {
+        std::cout << "ERROR (obj4 not dominated by obj3)" << std::endl;
+        return EXIT_FAILURE;
+    }
+
+    std::cout << "OK" << std::endl;
+    return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/CMakeLists.txt
new file mode 100644
index 000000000..7a3083dd9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/CMakeLists.txt
@@ -0,0 +1,257 @@
+
+######################################################################################
+### 1) Definitions
+######################################################################################
+INCLUDE_DIRECTORIES(${MO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+SET(FLOWSHOP_SRC_DIR ${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop)
+SET(FLOWSHOP_BINARY_DIR ${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop)
+
+######################################################################################
+
+######################################################################################
+### 2) How to manage copy of benchs ?
+######################################################################################
+
+IF(ENABLE_CMAKE_EXAMPLE OR CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SET(BENCH_LIST
+		020_05_01.txt
+		020_05_02.txt
+		020_10_01.txt
+		020_10_02.txt
+		020_20_01.txt
+		050_05_01.txt
+		050_10_01.txt
+		050_20_01.txt
+		100_05_01.txt
+		100_10_01.txt
+		100_20_01.txt
+		200_10_01.txt	
+		README	
+	)
+	
+	FOREACH (bench ${BENCH_LIST})
+			EXECUTE_PROCESS(
+				COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	      			${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/${bench}
+	    			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/${bench}
+	    	)
+	ENDFOREACH (bench)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${ParadisEO-MOEO_SOURCE_DIR}/tutorial/Lesson1/Sch1.param
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson1/Sch1.param
+    	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${ParadisEO-MOEO_SOURCE_DIR}/tutorial/Lesson2/FlowShopEA.param
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson2/FlowShopEA.param
+    	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${ParadisEO-MOEO_SOURCE_DIR}/tutorial/Lesson3/FlowShopEA2.param
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson3/FlowShopEA2.param
+		COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${ParadisEO-MOEO_SOURCE_DIR}/tutorial/Lesson4/FlowShopDMLS.param
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson4/FlowShopDMLS.param
+	)
+ENDIF(ENABLE_CMAKE_EXAMPLE OR CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+MACRO(ADD_COMMANDS_MOEO)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/README
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt    	
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt   	
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/examples/flowshop/benchs/README
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/README
+	)
+	
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson1/Sch1.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/Lesson1/Sch1.param
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson1
+	)
+	
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson2/FlowShopEA.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/Lesson2/FlowShopEA.param
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson2
+	)
+	
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson3/FlowShopEA2.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/Lesson3/FlowShopEA2.param
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson3
+	)
+	
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson4/FlowShopDMLS.param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${ParadisEO-MOEO_SOURCE_DIR}/tutorial/Lesson4/FlowShopDMLS.param
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson4
+	)
+ENDMACRO(ADD_COMMANDS_MOEO)
+
+MACRO(ADD_TARGET_MOEO n)
+	IF(${n} STREQUAL "lesson1")
+		ADD_CUSTOM_TARGET(lesson1 DEPENDS
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson1/Sch1
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson1/Sch1.param 
+		 )
+	ELSEIF(${n} STREQUAL "lesson2")
+		ADD_CUSTOM_TARGET(lesson2 DEPENDS
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson2/FlowShopEA
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson2/FlowShopEA.param
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+		)
+	ELSEIF(${n} STREQUAL "lesson3")
+		ADD_CUSTOM_TARGET(lesson3 DEPENDS
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson3/FlowShopEA2
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson3/FlowShopEA2.param
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+		)
+	ELSEIF(${n} STREQUAL "lesson4")
+		ADD_CUSTOM_TARGET(lesson4 DEPENDS
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson4/FlowShopDMLS
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson4/FlowShopDMLS.param
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+	    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+		)
+	ELSEIF(${n} STREQUAL "install")
+		ADD_CUSTOM_TARGET(install DEPENDS 
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson1/Sch1.param
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson2/FlowShopEA.param
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson3/FlowShopEA2.param
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/README	
+		)
+	ELSEIF(${n} STREQUAL "benchs")
+		ADD_CUSTOM_TARGET(benchs DEPENDS
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+			${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/README
+		)
+	ENDIF(${n} STREQUAL "lesson1")
+ENDMACRO(ADD_TARGET_MOEO)
+
+######################################################################################
+### 3) Where must cmake go now ?
+######################################################################################
+
+ADD_SUBDIRECTORY(examples)
+ADD_SUBDIRECTORY(Lesson1)
+ADD_SUBDIRECTORY(Lesson2)
+ADD_SUBDIRECTORY(Lesson3)
+ADD_SUBDIRECTORY(Lesson4)
+
+######################################################################################
+
+######################################################################################
+### 4) Target to copy benchs and parameters file
+######################################################################################
+
+IF(NOT CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" AND  NOT CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	ADD_COMMANDS_MOEO()
+	ADD_TARGET_MOEO(install)
+	ADD_TARGET_MOEO(benchs)
+ENDIF(NOT CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" AND NOT CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
\ No newline at end of file
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/FlowShopDMLS.param b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/FlowShopDMLS.param
new file mode 100644
index 000000000..5cfc59993
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/FlowShopDMLS.param
@@ -0,0 +1,20 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1275659678                        # -S : Random number seed
+
+######    Evolution Engine        ######
+# --nhSize=20                              # -G : neighborhood size
+--popSize=1                              # -P : Population Size
+
+######    Persistence             ######
+# --Load=                                  # -L : A save file to restart from
+# --recomputeFitness=0                     # -r : Recompute the fitness after re-loading the pop.?
+# --status=./FlowShopDMLS.status           # Status file
+
+######    Representation          ######
+# --BenchmarkFile=../examples/flowshop/benchs/020_20_01.txt # -B : Benchmark file name
+
+######    Stopping criterion      ######
+# --maxGen=100                             # -G : Maximum number of gen.
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson1/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson1/CMakeLists.txt
new file mode 100644
index 000000000..48f4c418a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson1/CMakeLists.txt
@@ -0,0 +1,49 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/utils)
+INCLUDE_DIRECTORIES(${ParadisEO-MOEO_SOURCE_DIR}/src)
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+ 
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${ParadisEO-MOEO_BINARY_DIR}/lib)
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES Sch1.cpp)
+	ADD_EXECUTABLE(Sch1 
+		Sch1.cpp
+		${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson1/Sch1.param
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_MOEO()
+	ADD_TARGET_MOEO(lesson1)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(Sch1 Sch1.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(Sch1 EXCLUDE_FROM_ALL Sch1.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+ADD_DEPENDENCIES(Sch1 moeo)
+
+######################################################################################
+### 4) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(SCH1_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(Sch1 PROPERTIES VERSION "${SCH1_VERSION}")
+
+######################################################################################
+### 5) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(Sch1 moeo eo eoutils)
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson1/Sch1.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson1/Sch1.cpp
new file mode 100644
index 000000000..fdddf4609
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson1/Sch1.cpp
@@ -0,0 +1,140 @@
+/*
+* <Sch1.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Abdelhakim Deneche, Arnaud Liefooghe
+*
+* 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 <stdio.h>
+#include <moeo>
+#include <es/eoRealInitBounded.h>
+#include <es/eoRealOp.h>
+
+using namespace std;
+
+
+// the moeoObjectiveVectorTraits : minimizing 2 objectives
+class Sch1ObjectiveVectorTraits : public moeoObjectiveVectorTraits
+{
+public:
+    static bool minimizing (int i)
+    {
+        return true;
+    }
+    static bool maximizing (int i)
+    {
+        return false;
+    }
+    static unsigned int nObjectives ()
+    {
+        return 2;
+    }
+};
+
+
+// objective vector of real values
+typedef moeoRealObjectiveVector < Sch1ObjectiveVectorTraits > Sch1ObjectiveVector;
+
+
+// multi-objective evolving object for the Sch1 problem
+class Sch1 : public moeoRealVector < Sch1ObjectiveVector >
+{
+public:
+    Sch1() : moeoRealVector < Sch1ObjectiveVector > (1)
+    {}
+};
+
+
+// evaluation of objective functions
+class Sch1Eval : public moeoEvalFunc < Sch1 >
+{
+public:
+    void operator () (Sch1 & _sch1)
+    {
+        if (_sch1.invalidObjectiveVector())
+        {
+            Sch1ObjectiveVector objVec;
+            double x = _sch1[0];
+            objVec[0] = x * x;
+            objVec[1] = (x - 2.0) * (x - 2.0);
+            _sch1.objectiveVector(objVec);
+        }
+    }
+};
+
+
+// main
+int main (int argc, char *argv[])
+{
+    eoParser parser(argc, argv);  // for user-parameter reading
+    eoState state;                // to keep all things allocated
+
+    // parameters
+    unsigned int POP_SIZE = parser.createParam((unsigned int)(100), "popSize", "Population size",'P',"Param").value();
+    unsigned int MAX_GEN = parser.createParam((unsigned int)(100), "maxGen", "Maximum number of generations",'G',"Param").value();
+    double M_EPSILON = parser.createParam(0.01, "mutEpsilon", "epsilon for mutation",'e',"Param").value();
+    double P_CROSS = parser.createParam(0.25, "pCross", "Crossover probability",'C',"Param").value();
+    double P_MUT = parser.createParam(0.35, "pMut", "Mutation probability",'M',"Param").value();
+
+    // objective functions evaluation
+    Sch1Eval eval;
+
+    // crossover and mutation
+    eoQuadCloneOp < Sch1 > xover;
+    eoUniformMutation < Sch1 > mutation (M_EPSILON);
+
+    // generate initial population
+    eoRealVectorBounds bounds (1, 0.0, 2.0);	// [0, 2]
+    eoRealInitBounded < Sch1 > init (bounds);
+    eoPop < Sch1 > pop (POP_SIZE, init);
+
+    // build NSGA-II
+    moeoNSGAII < Sch1 > nsgaII (MAX_GEN, eval, xover, P_CROSS, mutation, P_MUT);
+
+    // help ?
+    make_help(parser);
+
+    // run the algo
+    nsgaII (pop);
+
+    // extract first front of the final population using an moeoArchive (this is the output of nsgaII)
+    moeoUnboundedArchive < Sch1 > arch;
+    arch(pop);
+
+    // printing of the final archive
+    cout << "Final Archive" << endl;
+    arch.sortedPrintOn (cout);
+    cout << endl;
+
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson1/Sch1.param b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson1/Sch1.param
new file mode 100644
index 000000000..fa168bb8c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson1/Sch1.param
@@ -0,0 +1,14 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+
+######    Param                   ######
+--popSize=100                            # -P : Population size
+--maxGen=100                             # -G : Maximum number of generations
+--mutEpsilon=0.01                        # -e : epsilon for mutation
+--pCross=0.25                            # -C : Crossover probability
+--pMut=0.35                              # -M : Mutation probability
+
+######    Persistence             ######
+# --status=./Sch1.status                   # Status file
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson2/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson2/CMakeLists.txt
new file mode 100644
index 000000000..7c1132d50
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson2/CMakeLists.txt
@@ -0,0 +1,76 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${ParadisEO-MOEO_SOURCE_DIR}/src)
+INCLUDE_DIRECTORIES(${FLOWSHOP_SRC_DIR})
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${ParadisEO-MOEO_BINARY_DIR}/lib ${FLOWSHOP_BINARY_DIR}/lib)
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES FlowShopEA.cpp)
+	SOURCE_GROUP(benchs FILES
+		${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+	)
+	ADD_EXECUTABLE(FlowShopEA 
+		FlowShopEA.cpp
+		${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson2/FlowShopEA.param
+		${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_MOEO()
+	ADD_TARGET_MOEO(lesson2)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(FlowShopEA FlowShopEA.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(FlowShopEA EXCLUDE_FROM_ALL FlowShopEA.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+ADD_DEPENDENCIES(FlowShopEA flowshop moeo)
+
+######################################################################################
+### 4) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(FLOWSHOPEA_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(FlowShopEA PROPERTIES VERSION "${FLOWSHOPEA_VERSION}")
+
+######################################################################################
+### 5) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(FlowShopEA moeo flowshop eo eoutils)
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson2/FlowShopEA.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson2/FlowShopEA.cpp
new file mode 100644
index 000000000..4f7a28913
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson2/FlowShopEA.cpp
@@ -0,0 +1,139 @@
+/*
+* <FlowShopEA.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+
+
+// moeo general include
+#include <moeo>
+// for the creation of an evaluator
+#include <make_eval_FlowShop.h>
+// for the creation of an initializer
+#include <make_genotype_FlowShop.h>
+// for the creation of the variation operators
+#include <make_op_FlowShop.h>
+// how to initialize the population
+#include <do/make_pop.h>
+// checks for help demand, and writes the status file and make_help; in libutils
+void make_help(eoParser & _parser);
+// definition of the representation
+#include <FlowShop.h>
+
+
+using namespace std;
+
+
+int main(int argc, char* argv[])
+{
+    try
+    {
+
+        eoParser parser(argc, argv);  // for user-parameter reading
+        eoState state;                // to keep all things allocated
+
+
+        /*** the representation-dependent things ***/
+
+        // The fitness evaluation
+        eoEvalFuncCounter<FlowShop>& eval = do_make_eval(parser, state);
+        // the genotype (through a genotype initializer)
+        eoInit<FlowShop>& init = do_make_genotype(parser, state);
+        // the variation operators
+        eoGenOp<FlowShop>& op = do_make_op(parser, state);
+
+
+        /*** the representation-independent things ***/
+
+        // initialization of the population
+        eoPop<FlowShop>& pop = do_make_pop(parser, state, init);
+        // definition of the archive
+        moeoUnboundedArchive<FlowShop> arch;
+        // stopping criteria
+        unsigned int maxGen = parser.createParam((unsigned int)(100), "maxGen", "Maximum number of gen.",'G',"Stopping criterion").value();
+        eoGenContinue<FlowShop> term(maxGen);
+        // checkpointing
+        eoCheckPoint<FlowShop> checkpoint(term);
+        moeoArchiveUpdater < FlowShop > updater(arch, pop);
+        checkpoint.add(updater);
+        // fitness assignment
+        moeoDominanceDepthFitnessAssignment <FlowShop> fitnessAssignment;
+        // diversity preservation
+        moeoFrontByFrontCrowdingDiversityAssignment <FlowShop> diversityAssignment;
+        // comparator
+        moeoFitnessThenDiversityComparator <FlowShop> comparator;
+        // selection scheme
+        moeoDetTournamentSelect <FlowShop> select(comparator, 2);
+        // replacement scheme
+        moeoElitistReplacement <FlowShop> replace(fitnessAssignment, diversityAssignment, comparator);
+        // breeder
+        eoGeneralBreeder <FlowShop> breed(select, op);
+        // algorithm
+        moeoEasyEA <FlowShop> algo (checkpoint, eval, breed, replace, fitnessAssignment, diversityAssignment);
+
+
+        /*** Go ! ***/
+
+        // help ?
+        make_help(parser);
+
+        // first evalution (for printing)
+        apply<FlowShop>(eval, pop);
+
+        // printing of the initial population
+        cout << "Initial Population\n";
+        pop.sortedPrintOn(cout);
+        cout << endl;
+
+        // run the algo
+        algo(pop);
+
+        // printing of the final population
+        cout << "Final Population\n";
+        pop.sortedPrintOn(cout);
+        cout << endl;
+
+        // printing of the final archive
+        cout << "Final Archive\n";
+        arch.sortedPrintOn(cout);
+        cout << endl;
+
+
+    }
+    catch (exception& e)
+    {
+        cout << e.what() << endl;
+    }
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson2/FlowShopEA.param b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson2/FlowShopEA.param
new file mode 100644
index 000000000..e80a21e3e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson2/FlowShopEA.param
@@ -0,0 +1,21 @@
+
+######                 General    ######
+--help=0                                   # -h : Prints this message
+--stopOnUnknownParam=1                     # Stop if unkown param entered
+# --seed=1203083493                        # -S : Random number seed
+
+######    Evolution Engine        ######
+--popSize=100                              # -P : Population Size
+
+######    Representation          ######
+--BenchmarkFile=../examples/flowshop/benchs/020_10_01.txt # -B : Benchmark file name REQUIRED
+
+######    Stopping criterion      ######
+--maxGen=100                               # -G : Maximum number of generations
+
+######    Variation Operators     ######
+--crossRate=1                              # Relative rate for the only crossover
+--shiftMutRate=0.5                         # Relative rate for shift mutation
+--exchangeMutRate=0.5                      # Relative rate for exchange mutation
+--pCross=0.25                              # -c : Probability of Crossover
+--pMut=0.35                                # -m : Probability of Mutation
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson3/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson3/CMakeLists.txt
new file mode 100644
index 000000000..82fbd633b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson3/CMakeLists.txt
@@ -0,0 +1,76 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${ParadisEO-MOEO_SOURCE_DIR}/src)
+INCLUDE_DIRECTORIES(${FLOWSHOP_SRC_DIR})
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${ParadisEO-MOEO_BINARY_DIR}/lib ${FLOWSHOP_BINARY_DIR}/lib)
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES FlowShopEA2.cpp)
+	SOURCE_GROUP(benchs FILES
+		${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+	)
+	ADD_EXECUTABLE(FlowShopEA2
+		FlowShopEA2.cpp
+		${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson3/FlowShopEA2.param
+		${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_MOEO()
+	ADD_TARGET_MOEO(lesson3)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(FlowShopEA2 FlowShopEA2.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(FlowShopEA2 EXCLUDE_FROM_ALL FlowShopEA2.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+ADD_DEPENDENCIES(FlowShopEA2 flowshop moeo)
+
+######################################################################################
+### 4) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(FlowShopEA2_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(FlowShopEA2 PROPERTIES VERSION "${FlowShopEA2_VERSION}")
+
+######################################################################################
+### 5) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(FlowShopEA2 moeo flowshop eo eoutils)
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson3/FlowShopEA2.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson3/FlowShopEA2.cpp
new file mode 100644
index 000000000..1752bab4f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson3/FlowShopEA2.cpp
@@ -0,0 +1,132 @@
+/*
+* <FlowShopEA.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+
+
+// moeo general include
+#include <moeo>
+// for the creation of an evaluator
+#include <make_eval_FlowShop.h>
+// for the creation of an initializer
+#include <make_genotype_FlowShop.h>
+// for the creation of the variation operators
+#include <make_op_FlowShop.h>
+// how to initialize the population
+#include <do/make_pop.h>
+// the stopping criterion
+#include <do/make_continue_moeo.h>
+// outputs (stats, population dumps, ...)
+#include <do/make_checkpoint_moeo.h>
+// evolution engine (selection and replacement)
+#include <do/make_ea_moeo.h>
+// simple call to the algo
+#include <do/make_run.h>
+// checks for help demand, and writes the status file and make_help; in libutils
+void make_help(eoParser & _parser);
+// definition of the representation
+#include <FlowShop.h>
+
+
+using namespace std;
+
+
+int main(int argc, char* argv[])
+{
+  try
+    {
+
+      eoParser parser(argc, argv);  // for user-parameter reading
+      eoState state;                // to keep all things allocated
+
+
+      /*** the representation-dependent things ***/
+
+      // The fitness evaluation
+      eoEvalFuncCounter<FlowShop>& eval = do_make_eval(parser, state);
+      // the genotype (through a genotype initializer)
+      eoInit<FlowShop>& init = do_make_genotype(parser, state);
+      // the variation operators
+      eoGenOp<FlowShop>& op = do_make_op(parser, state);
+
+
+      /*** the representation-independent things ***/
+
+      // initialization of the population
+      eoPop<FlowShop>& pop = do_make_pop(parser, state, init);
+      // definition of the archive
+      moeoUnboundedArchive<FlowShop> arch;
+      // stopping criteria
+      eoContinue<FlowShop>& term = do_make_continue_moeo(parser, state, eval);
+      // output
+      eoCheckPoint<FlowShop>& checkpoint = do_make_checkpoint_moeo(parser, state, eval, term, pop, arch);
+      // algorithm
+      eoAlgo<FlowShop>& algo = do_make_ea_moeo(parser, state, eval, checkpoint, op, arch);
+
+
+      /*** Go ! ***/
+
+      // help ?
+      make_help(parser);
+
+      // first evalution (for printing)
+      apply<FlowShop>(eval, pop);
+
+      // printing of the initial population
+      cout << "Initial Population\n";
+      pop.sortedPrintOn(cout);
+      cout << endl;
+
+      // run the algo
+      algo(pop);
+
+      // printing of the final population
+      cout << "Final Population\n";
+      pop.sortedPrintOn(cout);
+      cout << endl;
+
+      // printing of the final archive
+      cout << "Final Archive\n";
+      arch.sortedPrintOn(cout);
+      cout << endl;
+
+
+    }
+  catch (exception& e)
+    {
+      cout << e.what() << endl;
+    }
+  return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson3/FlowShopEA2.param b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson3/FlowShopEA2.param
new file mode 100644
index 000000000..50175a972
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson3/FlowShopEA2.param
@@ -0,0 +1,49 @@
+
+######                 General    ######
+--help=0                                   # -h : Prints this message
+--stopOnUnknownParam=1                     # Stop if unkown param entered
+# --seed=1183379758                        # -S : Random number seed
+
+######    Evolution Engine        ######
+--popSize=100                              # -P : Population Size
+--updateArch=1                             # Update the archive at each gen.
+--fitness=IndicatorBased                 # -F : Fitness assignment scheme: Dummy, DomDepth or IndicatorBased
+--indicator=Epsilon                        # -i : Binary indicator for IndicatorBased: Epsilon, Hypervolume
+--rho=1.1                                  # -r : reference point for the hypervolume indicator
+--kappa=0.05                               # -k : Scaling factor kappa for IndicatorBased
+--diversity=Crowding                       # -D : Diversity assignment scheme: Dummy, Sharing(nicheSize) or Crowding
+--comparator=FitnessThenDiversity          # -C : Comparator scheme: FitnessThenDiversity, DiversityThenFitness or Aggregative
+--selection=DetTour(2)                     # -S : Selection scheme: DetTour(T), StochTour(t) or Random
+--replacement=Elitist                      # -R : Replacement scheme: Elitist, Environmental or Generational
+--nbOffspring=100%                         # -O : Number of offspring (percentage or absolute)
+
+######    Output                  ######
+--resDir=Res                               # Directory to store DISK outputs
+--eraseDir=1                               # erase files in dirName if any
+--printPop=0                               # Print sorted pop. every gen.
+--storeArch=0                              # Store the archive's objective vectors at each gen.
+--contribution=0                           # Store the contribution of the archive at each gen.
+--entropy=0                                # Store the entropy of the archive at each gen.
+
+######    Persistence             ######
+--Load=                                    # -L : A save file to restart from
+--recomputeFitness=0                       # -r : Recompute the fitness after re-loading the pop.?
+--saveFrequency=0                          # Save every F generation (0 = only final state, absent = never)
+--saveTimeInterval=0                       # Save every T seconds (0 or absent = never)
+--status=./FlowShopEA.status               # Status file
+
+######    Representation          ######
+--BenchmarkFile=../examples/flowshop/benchs/020_10_01.txt  # -B : Benchmark file name REQUIRED
+
+######    Stopping criterion      ######
+--maxGen=100                               # -G : Maximum number of generations (0 = none)
+--maxEval=0                                # -E : Maximum number of evaluations (0 = none)
+--maxTime=0                                # -T : Maximum running time in seconds (0 = none)
+#--CtrlC=1                                 # -C : Terminate current generation upon Ctrl C (only available on Unix platforms)
+
+######    Variation Operators     ######
+--crossRate=1                              # Relative rate for the only crossover
+--shiftMutRate=0.5                         # Relative rate for shift mutation
+--exchangeMutRate=0.5                      # Relative rate for exchange mutation
+--pCross=0.25                              # -c : Probability of Crossover
+--pMut=0.35                                # -m : Probability of Mutation
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson4/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson4/CMakeLists.txt
new file mode 100644
index 000000000..04e8dcbe9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson4/CMakeLists.txt
@@ -0,0 +1,76 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${ParadisEO-MOEO_SOURCE_DIR}/src)
+INCLUDE_DIRECTORIES(${FLOWSHOP_SRC_DIR})
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${ParadisEO-MOEO_BINARY_DIR}/lib ${FLOWSHOP_BINARY_DIR}/lib)
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES FlowShopDMLS.cpp)
+	SOURCE_GROUP(benchs FILES
+		${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+	)
+	ADD_EXECUTABLE(FlowShopDMLS
+		FlowShopDMLS.cpp
+		${ParadisEO-MOEO_BINARY_DIR}/tutorial/Lesson4/FlowShopDMLS.param
+		${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_05_02.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_10_02.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/020_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/050_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_05_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_10_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/100_20_01.txt
+    	${ParadisEO-MOEO_BINARY_DIR}/tutorial/examples/flowshop/benchs/200_10_01.txt
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_MOEO()
+	ADD_TARGET_MOEO(lesson4)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(FlowShopDMLS FlowShopDMLS.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(FlowShopDMLS EXCLUDE_FROM_ALL FlowShopDMLS.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+ADD_DEPENDENCIES(FlowShopDMLS flowshop moeo)
+
+######################################################################################
+### 4) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(FlowShopDMLS_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(FlowShopDMLS PROPERTIES VERSION "${FlowShopDMLS_VERSION}")
+
+######################################################################################
+### 5) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(FlowShopDMLS moeo flowshop eo eoutils)
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson4/FlowShopDMLS.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson4/FlowShopDMLS.cpp
new file mode 100644
index 000000000..a2e864a77
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson4/FlowShopDMLS.cpp
@@ -0,0 +1,144 @@
+/*
+* <FlowShopDMLS.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+* Jérémie Humeau
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+
+
+// moeo general include
+#include <moeo>
+// for the creation of an evaluator
+#include <make_eval_FlowShop.h>
+// for the creation of an initializer
+#include <make_genotype_FlowShop.h>
+// for the creation of the variation operators
+#include <make_op_FlowShop.h>
+// how to initialize the population
+#include <do/make_pop.h>
+// checks for help demand, and writes the status file and make_help; in libutils
+void make_help(eoParser & _parser);
+// definition of the representation
+#include <FlowShop.h>
+
+#include <problems/permutation/moShiftNeighbor.h>
+#include <neighborhood/moOrderNeighborhood.h>
+#include <utils/moeoFullEvalByCopy.h>
+
+using namespace std;
+
+
+int main(int argc, char* argv[])
+{
+    try
+    {
+
+    	//define a neighbor
+        typedef moShiftNeighbor<FlowShop, FlowShopObjectiveVector> Neighbor;
+
+        eoParser parser(argc, argv);  // for user-parameter reading
+        eoState state;                // to keep all things allocated
+
+        unsigned int maxGen = parser.createParam((unsigned int)(100), "maxGen", "Maximum number of gen.",'G',"Stopping criterion").value();
+        unsigned int nhSize = parser.createParam((unsigned int)(20), "nhSize", "neighborhood size",'G',"Evolution Engine").value();
+
+        /*** the representation-dependent things ***/
+
+        // The fitness evaluation
+        eoEvalFuncCounter<FlowShop>& eval = do_make_eval(parser, state);
+        // the genotype (through a genotype initializer)
+        eoInit<FlowShop>& init = do_make_genotype(parser, state);
+
+        /*** the representation-independent things ***/
+
+        // initialization of the population
+        eoPop<FlowShop>& pop = do_make_pop(parser, state, init);
+        // definition of the archive
+        moeoUnboundedArchive<FlowShop> arch;
+        // stopping criteria
+
+        //Continuator
+        eoGenContinue<FlowShop> term(maxGen);
+
+        // checkpointing
+        eoCheckPoint<FlowShop> checkpoint(term);
+        moeoArchiveUpdater < FlowShop > updater(arch, pop);
+        checkpoint.add(updater);
+
+        //neighborhood
+        moOrderNeighborhood<Neighbor> neighborhood((nhSize-1) * (nhSize-1));
+        //neighbor Evaluation function
+        moeoFullEvalByCopy<Neighbor> moEval(eval);
+
+        //Selection in the archive
+        moeoNumberUnvisitedSelect<FlowShop> select(1);
+        //explorer
+        moeoFirstImprovingNeighborhoodExplorer<Neighbor> explor(neighborhood, moEval);
+
+        //DMLS(1.1>)
+        moeoUnifiedDominanceBasedLS<Neighbor> algo(checkpoint, eval, arch, explor, select);
+
+
+        /*** Go ! ***/
+
+        // help ?
+        make_help(parser);
+
+        // first evalution (for printing)
+        apply<FlowShop>(eval, pop);
+        for(unsigned int i=0; i<pop.size(); i++)
+        	pop[i].fitness(0);
+
+
+        // printing of the initial population
+        cout << "Initial Population\n";
+        pop.sortedPrintOn(cout);
+        cout << endl;
+
+        // run the algo
+        algo(pop);
+
+        // printing of the final archive
+        cout << "Final Archive\n";
+        arch.sortedPrintOn(cout);
+        cout << endl;
+
+
+    }
+    catch (exception& e)
+    {
+        cout << e.what() << endl;
+    }
+    return EXIT_SUCCESS;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson4/FlowShopDMLS.param b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson4/FlowShopDMLS.param
new file mode 100644
index 000000000..c7843d367
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/Lesson4/FlowShopDMLS.param
@@ -0,0 +1,20 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+# --seed=1275660123                        # -S : Random number seed
+
+######    Evolution Engine        ######
+# --nhSize=20                              # -G : neighborhood size
+# --popSize=20                             # -P : Population Size
+
+######    Persistence             ######
+# --Load=                                  # -L : A save file to restart from
+# --recomputeFitness=0                     # -r : Recompute the fitness after re-loading the pop.?
+# --status=./FlowShopDMLS.status           # Status file
+
+######    Representation          ######
+# --BenchmarkFile=../examples/flowshop/benchs/020_20_01.txt # -B : Benchmark file name
+
+######    Stopping criterion      ######
+# --maxGen=100                             # -G : Maximum number of gen.
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/CMakeLists.txt
new file mode 100644
index 000000000..12436951d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/CMakeLists.txt
@@ -0,0 +1,9 @@
+
+
+######################################################################################
+### 1) Where must cmake go now ?
+######################################################################################
+
+ADD_SUBDIRECTORY(flowshop)
+
+######################################################################################
\ No newline at end of file
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/CMakeLists.txt
new file mode 100644
index 000000000..afa830922
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/CMakeLists.txt
@@ -0,0 +1,55 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${ParadisEO-MOEO_SOURCE_DIR}/src)
+INCLUDE_DIRECTORIES(${FLOWSHOP_SRC_DIR})
+
+######################################################################################
+
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib)
+
+######################################################################################
+
+
+######################################################################################
+### 3) Define your target(s): just the flowshop lib here
+######################################################################################
+
+SET(FLOWSHOP_LIB_OUTPUT_PATH ${FLOWSHOP_BINARY_DIR}/lib)
+SET(LIBRARY_OUTPUT_PATH ${FLOWSHOP_LIB_OUTPUT_PATH})
+
+SET (FLOWSHOP_SOURCES   FlowShopBenchmarkParser.cpp 
+			FlowShopEval.cpp 
+			FlowShopObjectiveVectorTraits.cpp 
+			FlowShopOpCrossoverQuad.cpp 
+			FlowShop.cpp)
+
+ADD_LIBRARY(flowshop STATIC ${FLOWSHOP_SOURCES})
+ADD_DEPENDENCIES(flowshop moeo)
+######################################################################################
+
+
+
+######################################################################################
+### 4) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(FLOWSHOP_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(flowshop PROPERTIES VERSION "${FLOWSHOP_VERSION}")
+######################################################################################
+
+
+######################################################################################
+### 5) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(flowshop eo)
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShop.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShop.cpp
new file mode 100644
index 000000000..0bf5dfe89
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShop.cpp
@@ -0,0 +1,43 @@
+/*
+* <FlowShop.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 <FlowShop.h>
+
+std::string FlowShop::className() const
+  {
+    return "FlowShop";
+  }
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShop.h b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShop.h
new file mode 100644
index 000000000..11397b551
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShop.h
@@ -0,0 +1,58 @@
+/*
+* <FlowShop.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 FLOWSHOP_H_
+#define FLOWSHOP_H_
+
+#include <core/moeoVector.h>
+#include <FlowShopObjectiveVector.h>
+
+/**
+ *  Structure of the genotype for the flow-shop scheduling problem: a vector of unsigned int int.
+ */
+class FlowShop: public moeoVector < FlowShopObjectiveVector , unsigned int >
+  {
+  public:
+
+    /**
+     * class name
+     */
+    std::string className() const;
+
+  };
+
+#endif /*FLOWSHOP_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopBenchmarkParser.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopBenchmarkParser.cpp
new file mode 100644
index 000000000..6d9ab5925
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopBenchmarkParser.cpp
@@ -0,0 +1,136 @@
+/*
+* <FlowShopBenchmarkParser.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 <iostream>
+#include <stdexcept>
+#include <FlowShopBenchmarkParser.h>
+
+FlowShopBenchmarkParser::FlowShopBenchmarkParser(const std::string _benchmarkFileName)
+{
+    init(_benchmarkFileName);
+}
+
+
+const unsigned int FlowShopBenchmarkParser::getM()
+{
+    return M;
+}
+
+
+const unsigned int FlowShopBenchmarkParser::getN()
+{
+    return N;
+}
+
+
+const std::vector< std::vector<unsigned int> > FlowShopBenchmarkParser::getP()
+{
+    return p;
+}
+
+
+const std::vector<unsigned int> FlowShopBenchmarkParser::getD()
+{
+    return d;
+}
+
+
+void FlowShopBenchmarkParser::printOn(std::ostream & _os) const
+{
+    _os << "M=" << M << " N=" << N << std::endl;
+    _os << "*** processing times" << std::endl;
+    for (unsigned int i=0; i<M; i++)
+    {
+        for (unsigned int j=0; j<N; j++)
+        {
+            _os << p[i][j] << " ";
+        }
+        _os << std::endl;
+    }
+    _os << "*** due-dates" << std::endl;
+    for (unsigned int j=0; j<N; j++)
+    {
+        _os << d[j] << " ";
+    }
+    _os << std::endl << std::endl;
+}
+
+
+void FlowShopBenchmarkParser::init(const std::string _benchmarkFileName)
+{
+    std::string buffer;
+    std::string::size_type start, end;
+    std::ifstream inputFile(_benchmarkFileName.data(), std::ios::in);
+    // opening of the benchmark file
+    if (! inputFile)
+        throw std::runtime_error("*** ERROR : Unable to open the benchmark file");
+    // number of jobs (N)
+    getline(inputFile, buffer, '\n');
+    N = atoi(buffer.data());
+    // number of machines M
+    getline(inputFile, buffer, '\n');
+    M = atoi(buffer.data());
+    // initial and current seeds (not used)
+    getline(inputFile, buffer, '\n');
+    // processing times and due-dates
+    // p = std::vector< std::vector<unsigned int> > (M,N);
+    p.resize(M);
+    for (unsigned int j=0 ; j<M ; j++)
+    {
+        p[j].resize(N);
+    }
+    d = std::vector<unsigned int> (N);
+    // for each job...
+    for (unsigned int j=0 ; j<N ; j++)
+    {
+        // index of the job (<=> j)
+        getline(inputFile, buffer, '\n');
+        // due-date of the job j
+        getline(inputFile, buffer, '\n');
+        d[j] = atoi(buffer.data());
+        // processing times of the job j on each machine
+        getline(inputFile, buffer, '\n');
+        start = buffer.find_first_not_of(" ");
+        for (unsigned int i=0 ; i<M ; i++)
+        {
+            end = buffer.find_first_of(" ", start);
+            p[i][j] = atoi(buffer.substr(start, end-start).data());
+            start = buffer.find_first_not_of(" ", end);
+        }
+    }
+    // closing of the input file
+    inputFile.close();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopBenchmarkParser.h b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopBenchmarkParser.h
new file mode 100644
index 000000000..8805c8b24
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopBenchmarkParser.h
@@ -0,0 +1,110 @@
+/*
+* <FlowShopBenchmarkParser.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 FLOWSHOPBENCHMARKPARSER_H_
+#define FLOWSHOPBENCHMARKPARSER_H_
+
+#include <stdlib.h>
+#include <fstream>
+#include <string>
+#include <vector>
+
+/**
+ * Class to handle parameters of a flow-shop instance from a benchmark file
+ */
+class FlowShopBenchmarkParser
+  {
+  public:
+
+    /**
+     * Ctor
+     * @param _benchmarkFileName the name of the benchmark file
+     */
+    FlowShopBenchmarkParser(const std::string _benchmarkFileName);
+
+
+    /**
+     * the number of machines
+     */
+    const unsigned int getM();
+
+
+    /**
+     * the number of jobs
+     */
+    const unsigned int getN();
+
+
+    /**
+     * the processing times
+     */
+    const std::vector < std::vector < unsigned int > > getP();
+
+
+    /**
+     * the due-dates
+     */
+    const std::vector < unsigned int > getD();
+
+
+    /**
+     * printing...
+     */
+    void printOn(std::ostream & _os) const;
+
+
+  private:
+
+    /** number of machines */
+    unsigned int M;
+    /** number of jobs */
+    unsigned int N;
+    /** p[i][j] = processing time of job j on machine i */
+    std::vector < std::vector < unsigned int > > p;
+    /** d[j] = due-date of the job j */
+    std::vector < unsigned int > d;
+
+
+    /**
+     * Initialisation of the parameters with the data contained in the benchmark file
+     * @param _benchmarkFileName the name of the benchmark file
+     */
+    void init(const std::string _benchmarkFileName);
+
+  };
+
+#endif /*FLOWSHOPBENCHMARKPARSER_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopEval.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopEval.cpp
new file mode 100644
index 000000000..268012931
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopEval.cpp
@@ -0,0 +1,95 @@
+/*
+* <FlowShopEval.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 <FlowShopEval.h>
+
+
+FlowShopEval::FlowShopEval(unsigned int _M, unsigned int _N, const std::vector< std::vector<unsigned int> > & _p, const std::vector<unsigned int> & _d) :
+        M(_M), N (_N), p(_p), d(_d)
+{}
+
+
+void FlowShopEval::operator()(FlowShop & _flowshop)
+{
+    FlowShopObjectiveVector objVector;
+    objVector[0] = makespan(_flowshop);
+    objVector[1] = tardiness(_flowshop);
+    _flowshop.objectiveVector(objVector);
+}
+
+
+
+double FlowShopEval::makespan(const FlowShop & _flowshop)
+{
+    // completion times computation for each job on each machine
+    // C[i][j] = completion of the jth job of the scheduling on the ith machine
+    std::vector< std::vector<unsigned int> > C = completionTime(_flowshop);
+    return C[M-1][_flowshop[N-1]];
+}
+
+
+double FlowShopEval::tardiness(const FlowShop & _flowshop)
+{
+    // completion times computation for each job on each machine
+    // C[i][j] = completion of the jth job of the scheduling on the ith machine
+    std::vector< std::vector<unsigned int> > C = completionTime(_flowshop);
+    // tardiness computation
+    unsigned int long sum = 0;
+    for (unsigned int j=0 ; j<N ; j++)
+        sum += (unsigned int) std::max (0, (int) (C[M-1][_flowshop[j]] - d[_flowshop[j]]));
+    return sum;
+}
+
+
+std::vector< std::vector<unsigned int> > FlowShopEval::completionTime(const FlowShop & _flowshop)
+{
+    std::vector< std::vector<unsigned int> > C;
+    C.resize(M);
+    for (unsigned int i=0;i<M;i++)
+    {
+        C[i].resize(N);
+    }
+    C[0][_flowshop[0]] = p[0][_flowshop[0]];
+    for (unsigned int j=1; j<N; j++)
+        C[0][_flowshop[j]] = C[0][_flowshop[j-1]] + p[0][_flowshop[j]];
+    for (unsigned int i=1; i<M; i++)
+        C[i][_flowshop[0]] = C[i-1][_flowshop[0]] + p[i][_flowshop[0]];
+    for (unsigned int i=1; i<M; i++)
+        for (unsigned int j=1; j<N; j++)
+            C[i][_flowshop[j]] = std::max(C[i][_flowshop[j-1]], C[i-1][_flowshop[j]]) + p[i][_flowshop[j]];
+    return C;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopEval.h b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopEval.h
new file mode 100644
index 000000000..2eeb83678
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopEval.h
@@ -0,0 +1,104 @@
+/*
+* <FlowShopEval.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 FLOWSHOPEVAL_H_
+#define FLOWSHOPEVAL_H_
+
+#include <vector>
+#include <core/moeoEvalFunc.h>
+#include <FlowShop.h>
+
+/**
+ * Evaluation of the objective vector a (multi-objective) FlowShop object
+ */
+class FlowShopEval : public moeoEvalFunc<FlowShop>
+  {
+  public:
+
+    /**
+     * Ctor
+     * @param _M the number of machines 
+     * @param _N the number of jobs to schedule
+     * @param _p the processing times
+     * @param _d the due dates
+     */
+    FlowShopEval(unsigned int _M, unsigned int _N, const std::vector< std::vector<unsigned int> > & _p, const std::vector<unsigned int> & _d);
+
+
+    /**
+     * computation of the multi-objective evaluation of a FlowShop object
+     * @param _flowshop the FlowShop object to evaluate
+     */
+    void operator()(FlowShop & _flowshop);
+
+
+  private:
+
+    /** number of machines */
+    unsigned int M;
+    /** number of jobs */
+    unsigned int N;
+    /** p[i][j] = processing time of job j on machine i */
+    std::vector< std::vector < unsigned int > > p;
+    /** d[j] = due-date of the job j */
+    std::vector < unsigned int > d;
+
+
+    /**
+     * computation of the makespan
+     * @param _flowshop the genotype to evaluate
+     */
+    double makespan(const FlowShop & _flowshop);
+
+
+    /**
+     * computation of the tardiness
+     * @param _flowshop the genotype to evaluate
+     */
+    double tardiness(const FlowShop & _flowshop);
+
+
+    /**
+     * computation of the completion times of a scheduling (for each job on each machine)
+     * C[i][j] = completion of the jth job of the scheduling on the ith machine
+     * @param _flowshop the genotype to evaluate
+     */
+    std::vector< std::vector<unsigned int> > completionTime (const FlowShop & _flowshop);
+
+  };
+
+#endif /*FLOWSHOPEVAL_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopInit.h b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopInit.h
new file mode 100644
index 000000000..d21072453
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopInit.h
@@ -0,0 +1,49 @@
+/*
+* <FlowShopInit.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 FLOWSHOPINIT_H_
+#define FLOWSHOPINIT_H_
+
+#include <eoInit.h>
+#include <FlowShop.h>
+
+/**
+ *  Initialization of a random genotype built by the default constructor of the FlowShop class
+ */
+typedef eoInitPermutation<FlowShop> FlowShopInit;
+
+#endif /*FLOWSHOPINIT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopObjectiveVector.h b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopObjectiveVector.h
new file mode 100644
index 000000000..65814085f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopObjectiveVector.h
@@ -0,0 +1,49 @@
+/*
+* <FlowShopObjectiveVector.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 FLOWSHOPOBJECTIVEVECTOR_H_
+#define FLOWSHOPOBJECTIVEVECTOR_H_
+
+#include <core/moeoRealObjectiveVector.h>
+#include <FlowShopObjectiveVectorTraits.h>
+
+/**
+ * Definition of the objective vector for multi-objective flow-shop problems: a vector of doubles
+ */
+typedef moeoRealObjectiveVector < FlowShopObjectiveVectorTraits > FlowShopObjectiveVector;
+
+#endif /*FLOWSHOPOBJECTIVEVECTOR_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopObjectiveVectorTraits.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopObjectiveVectorTraits.cpp
new file mode 100644
index 000000000..08487e873
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopObjectiveVectorTraits.cpp
@@ -0,0 +1,57 @@
+/*
+* <FlowShopObjectiveVectorTraits.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 <FlowShopObjectiveVectorTraits.h>
+
+
+bool FlowShopObjectiveVectorTraits::minimizing (int _i)
+{
+  // minimizing both
+  return true;
+}
+
+bool FlowShopObjectiveVectorTraits::maximizing (int _i)
+{
+  // minimizing both
+  return false;
+}
+
+unsigned int FlowShopObjectiveVectorTraits::nObjectives ()
+{
+  // 2 objectives
+  return 2;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopObjectiveVectorTraits.h b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopObjectiveVectorTraits.h
new file mode 100644
index 000000000..b95d6f2ea
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopObjectiveVectorTraits.h
@@ -0,0 +1,71 @@
+/*
+* <FlowShopObjectiveVectorTraits.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 FLOWSHOPOBJECTIVEVECTORTRAITS_H_
+#define FLOWSHOPOBJECTIVEVECTORTRAITS_H_
+
+#include <core/moeoObjectiveVectorTraits.h>
+
+/**
+ * Definition of the objective vector traits for multi-objective flow-shop problems
+ */
+class FlowShopObjectiveVectorTraits : public moeoObjectiveVectorTraits
+  {
+  public:
+
+    /**
+     * Returns true if the _ith objective have to be minimzed
+     * @param _i index of the objective
+     */
+    static bool minimizing (int _i);
+
+
+    /**
+     * Returns true if the _ith objective have to be maximzed
+     * @param _i index of the objective
+     */
+    static bool maximizing (int _i);
+
+
+    /**
+     * Returns the number of objectives
+     */
+    static unsigned int nObjectives ();
+
+  };
+
+#endif /*FLOWSHOPOBJECTIVEVECTORTRAITS_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopOpCrossoverQuad.cpp b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopOpCrossoverQuad.cpp
new file mode 100644
index 000000000..5b64c7e41
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopOpCrossoverQuad.cpp
@@ -0,0 +1,110 @@
+/*
+* <FlowShopOpCrossoverQuad.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 <FlowShopOpCrossoverQuad.h>
+
+
+std::string FlowShopOpCrossoverQuad::className() const
+  {
+    return "FlowShopOpCrossoverQuad";
+  }
+
+
+bool FlowShopOpCrossoverQuad::operator()(FlowShop & _flowshop1, FlowShop & _flowshop2)
+{
+  bool oneAtLeastIsModified;
+  // computation of the 2 random points
+  unsigned int point1, point2;
+  do
+    {
+      point1 =  rng.random(std::min(_flowshop1.size(), _flowshop2.size()));
+      point2 =  rng.random(std::min(_flowshop1.size(), _flowshop2.size()));
+    }
+  while (fabs((double) point1-point2) <= 2);
+  // computation of the offspring
+  FlowShop offspring1 = generateOffspring(_flowshop1, _flowshop2, point1, point2);
+  FlowShop offspring2 = generateOffspring(_flowshop2, _flowshop1, point1, point2);
+  // does at least one genotype has been modified ?
+  if ((_flowshop1 != offspring1) || (_flowshop2 != offspring2))
+    {
+      // update
+      _flowshop1.value(offspring1);
+      _flowshop2.value(offspring2);
+      // at least one genotype has been modified
+      oneAtLeastIsModified = true;
+    }
+  else
+    {
+      // no genotype has been modified
+      oneAtLeastIsModified = false;
+    }
+  // return 'true' if at least one genotype has been modified
+  return oneAtLeastIsModified;
+}
+
+
+FlowShop FlowShopOpCrossoverQuad::generateOffspring(const FlowShop & _parent1, const FlowShop & _parent2, unsigned int _point1, unsigned int _point2)
+{
+  FlowShop result = _parent1;
+  std::vector<bool> taken_values(result.size(), false);
+  if (_point1 > _point2)
+    std::swap(_point1, _point2);
+  /* first parent */
+  for (unsigned int i=0 ; i<=_point1 ; i++)
+    {
+      // result[i] == _parent1[i]
+      taken_values[_parent1[i]] = true;
+    }
+  for (unsigned int i=_point2 ; i<result.size() ; i++)
+    {
+      // result[i] == _parent1[i]
+      taken_values[_parent1[i]] = true;
+    }
+  /* second parent */
+  unsigned int i = _point1+1;
+  unsigned int j = 0;
+  while (i<_point2 && j<_parent2.size())
+    {
+      if (! taken_values[_parent2[j]])
+        {
+          result[i] = _parent2[j];
+          i++;
+        }
+      j++;
+    }
+  return result;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopOpCrossoverQuad.h b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopOpCrossoverQuad.h
new file mode 100644
index 000000000..79fe70128
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopOpCrossoverQuad.h
@@ -0,0 +1,78 @@
+/*
+* <FlowShopOpCrossoverQuad.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 FLOWSHOPOPCROSSOVERQUAD_H_
+#define FLOWSHOPOPCROSSOVERQUAD_H_
+
+#include <eoOp.h>
+#include <FlowShop.h>
+
+/**
+ * Quadratic crossover operator for flow-shop (modify the both genotypes)
+ */
+class FlowShopOpCrossoverQuad : public eoQuadOp < FlowShop >
+  {
+  public:
+
+    /**
+     * the class name (used to display statistics)
+     */
+    std::string className() const;
+
+
+    /**
+     * eoQuad crossover - _flowshop1 and _flowshop2 are the (future) offspring, i.e. _copies_ of the parents
+     * @param _flowshop1 the first parent
+     * @param _flowshop2 the second parent
+     */
+    bool operator()(FlowShop & _flowshop1, FlowShop & _flowshop2);
+
+
+  private:
+
+    /**
+     * generation of an offspring by a 2 points crossover
+     * @param _parent1 the first parent
+     * @param _parent2 the second parent
+     * @param _point1 the first point
+     * @param _point2 the second point
+     */
+    FlowShop generateOffspring(const FlowShop & _parent1, const FlowShop & _parent2, unsigned int _point1, unsigned int _point2);
+
+  };
+
+#endif /*FLOWSHOPOPCROSSOVERQUAD_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopOpMutationExchange.h b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopOpMutationExchange.h
new file mode 100644
index 000000000..51801d9d9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopOpMutationExchange.h
@@ -0,0 +1,49 @@
+/*
+* <FlowShopOpMutationExchange.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 FLOWSHOPOPMUTATIONEXCHANGE_H_
+#define FLOWSHOPOPMUTATIONEXCHANGE_H_
+
+#include <eoSwapMutation.h>
+#include <FlowShop.h>
+
+/**
+ * Exchange mutation operator for the flow-shop
+ */
+typedef eoSwapMutation<FlowShop> FlowShopOpMutationExchange;
+
+#endif /*FLOWSHOPOPMUTATIONEXCHANGE_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopOpMutationShift.h b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopOpMutationShift.h
new file mode 100644
index 000000000..523bb88f0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/FlowShopOpMutationShift.h
@@ -0,0 +1,49 @@
+/*
+* <FlowShopOpMutationShift.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 FLOWSHOPOPMUTATIONSHIFT_H_
+#define FLOWSHOPOPMUTATIONSHIFT_H_
+
+#include <eoShiftMutation.h>
+#include <FlowShop.h>
+
+/**
+ * Shift mutation operator for flow-shop
+ */
+typedef eoShiftMutation<FlowShop> FlowShopOpMutationShift;
+
+#endif /*FLOWSHOPOPMUTATIONSHIFT_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_05_01.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_05_01.txt
new file mode 100644
index 000000000..2c2f78d86
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_05_01.txt
@@ -0,0 +1,63 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_05_02.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_05_02.txt
new file mode 100644
index 000000000..c82c2d033
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_05_02.txt
@@ -0,0 +1,63 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_10_01.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_10_01.txt
new file mode 100644
index 000000000..96bca095d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_10_01.txt
@@ -0,0 +1,63 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_10_02.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_10_02.txt
new file mode 100644
index 000000000..bf23361f5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_10_02.txt
@@ -0,0 +1,63 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_20_01.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_20_01.txt
new file mode 100644
index 000000000..2ef8f0bee
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/020_20_01.txt
@@ -0,0 +1,63 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/050_05_01.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/050_05_01.txt
new file mode 100644
index 000000000..5f4b46f37
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/050_05_01.txt
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diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/050_10_01.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/050_10_01.txt
new file mode 100644
index 000000000..17f3cb117
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diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/050_20_01.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/050_20_01.txt
new file mode 100644
index 000000000..23ccddab3
--- /dev/null
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diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/100_05_01.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/100_05_01.txt
new file mode 100644
index 000000000..f0d8d9b38
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/100_05_01.txt
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diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/100_10_01.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/100_10_01.txt
new file mode 100644
index 000000000..480d6be62
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diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/100_20_01.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/100_20_01.txt
new file mode 100644
index 000000000..f063c0f7c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/100_20_01.txt
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diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/200_10_01.txt b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/200_10_01.txt
new file mode 100644
index 000000000..d1bccf9b0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/200_10_01.txt
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+59 53 6 57 8 43 47 60 36 86 
+191
+4628
+83 16 89 69 52 12 25 92 72 60 
+192
+1319
+3 48 93 63 98 28 36 52 67 67 
+193
+9629
+46 16 88 49 67 68 44 51 78 10 
+194
+4236
+16 31 86 56 19 46 29 91 13 61 
+195
+5509
+56 79 37 37 56 23 85 76 68 60 
+196
+9597
+40 75 53 54 38 3 26 32 36 68 
+197
+8513
+7 14 45 60 75 70 4 81 69 72 
+198
+2882
+79 67 32 97 69 81 9 57 28 9 
+199
+7268
+55 70 69 44 14 14 59 71 69 47 
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/README b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/README
new file mode 100644
index 000000000..7f3c69274
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/benchs/README
@@ -0,0 +1 @@
+Further benchmarks for the bi-objective flow-shop scheduling problem are available at http://www.lifl.fr/~liefooga/benchmarks/
\ No newline at end of file
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/make_eval_FlowShop.h b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/make_eval_FlowShop.h
new file mode 100644
index 000000000..6836b2d6b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/make_eval_FlowShop.h
@@ -0,0 +1,74 @@
+/*
+* <make_eval_FlowShop.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MAKE_EVAL_FLOWSHOP_H_
+#define MAKE_EVAL_FLOWSHOP_H_
+
+
+#include <utils/eoParser.h>
+#include <utils/eoState.h>
+#include <eoEvalFuncCounter.h>
+#include <FlowShop.h>
+#include <FlowShopBenchmarkParser.h>
+#include <FlowShopEval.h>
+
+/*
+ * This function creates an eoEvalFuncCounter<eoFlowShop> that can later be used to evaluate an individual.
+ * @param eoParser& _parser  to get user parameters
+ * @param eoState& _state  to store the memory
+ */
+eoEvalFuncCounter<FlowShop> & do_make_eval(eoParser& _parser, eoState& _state)
+{
+  // benchmark file name
+  std::string benchmarkFileName = _parser.getORcreateParam(std::string("../examples/flowshop/benchs/020_20_01.txt"), "BenchmarkFile", "Benchmark file name", 'B',"Representation", false).value();
+  // reading of the parameters contained in the benchmark file
+  FlowShopBenchmarkParser fParser(benchmarkFileName);
+  unsigned int M = fParser.getM();
+  unsigned int N = fParser.getN();
+  std::vector< std::vector<unsigned int> > p = fParser.getP();
+  std::vector<unsigned int> d = fParser.getD();
+  // build of the initializer (a pointer, stored in the eoState)
+  FlowShopEval* plainEval = new FlowShopEval(M, N, p, d);
+  // turn that object into an evaluation counter
+  eoEvalFuncCounter<FlowShop>* eval = new eoEvalFuncCounter<FlowShop> (* plainEval);
+  // store in state
+  _state.storeFunctor(eval);
+  // and return a reference
+  return *eval;
+}
+
+#endif /*MAKE_EVAL_FLOWSHOP_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/make_genotype_FlowShop.h b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/make_genotype_FlowShop.h
new file mode 100644
index 000000000..d1af7d8e4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/make_genotype_FlowShop.h
@@ -0,0 +1,67 @@
+/*
+* <make_genotype_FlowShop.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MAKE_GENOTYPE_FLOWSHOP_H_
+#define MAKE_GENOTYPE_FLOWSHOP_H_
+
+#include <utils/eoParser.h>
+#include <utils/eoState.h>
+#include <FlowShop.h>
+#include <FlowShopInit.h>
+#include <FlowShopBenchmarkParser.h>
+
+/*
+ * This function creates an eoInit<eoFlowShop> that can later be used to initialize the population (see make_pop.h).
+ * @param eoParser& _parser  to get user parameters
+ * @param eoState& _state  to store the memory
+ */
+eoInit<FlowShop> & do_make_genotype(eoParser& _parser, eoState& _state)
+{
+  // benchmark file name
+  std::string benchmarkFileName = _parser.getORcreateParam(std::string("../examples/flowshop/benchs/020_20_01.txt"), "BenchmarkFile", "Benchmark file name", 'B',"Representation", false).value();
+  // reading of number of jobs to schedule contained in the benchmark file
+  FlowShopBenchmarkParser fParser(benchmarkFileName);
+  unsigned int N = fParser.getN();
+  // build of the initializer (a pointer, stored in the eoState)
+  eoInit<FlowShop>* init = new FlowShopInit(N);
+  // store in state
+  _state.storeFunctor(init);
+  // and return a reference
+  return *init;
+}
+
+#endif /*MAKE_GENOTYPE_FLOWSHOP_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/make_op_FlowShop.h b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/make_op_FlowShop.h
new file mode 100644
index 000000000..4316f7f65
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-moeo/tutorial/examples/flowshop/make_op_FlowShop.h
@@ -0,0 +1,132 @@
+/*
+* <make_op_FlowShop.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Arnaud Liefooghe
+*
+* 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 MAKE_OP_FLOWSHOP_H_
+#define MAKE_OP_FLOWSHOP_H_
+
+#include <utils/eoParser.h>
+#include <utils/eoState.h>
+#include <eoOp.h>
+#include <eoGenOp.h>
+#include <eoCloneOps.h>
+#include <eoOpContainer.h>
+#include <eoProportionalCombinedOp.h>
+#include <FlowShopOpCrossoverQuad.h>
+#include <FlowShopOpMutationShift.h>
+#include <FlowShopOpMutationExchange.h>
+
+/*
+ * This function builds the operators that will be applied to the eoFlowShop
+ * @param eoParameterLoader& _parser to get user parameters
+ * @param eoState& _state to store the memory
+ */
+eoGenOp<FlowShop> & do_make_op(eoParameterLoader& _parser, eoState& _state)
+{
+
+  /////////////////////////////
+  // Variation operators
+  ////////////////////////////
+
+  // the crossover
+  ////////////////
+
+  // a first crossover
+  eoQuadOp<FlowShop> *cross = new FlowShopOpCrossoverQuad;
+  // store in the state
+  _state.storeFunctor(cross);
+
+  // relative rate in the combination
+  double cross1Rate = _parser.createParam(1.0, "crossRate", "Relative rate for the only crossover", 0, "Variation Operators").value();
+  // creation of the combined operator with this one
+  eoPropCombinedQuadOp<FlowShop> *propXover = new eoPropCombinedQuadOp<FlowShop>(*cross, cross1Rate);
+  // store in the state
+  _state.storeFunctor(propXover);
+
+
+  // the mutation
+  ///////////////
+
+  // a first mutation : the shift mutation
+  eoMonOp<FlowShop> *mut = new FlowShopOpMutationShift;
+  _state.storeFunctor(mut);
+  // its relative rate in the combination
+  double mut1Rate = _parser.createParam(0.5, "shiftMutRate", "Relative rate for shift mutation", 0, "Variation Operators").value();
+  // creation of the combined operator with this one
+  eoPropCombinedMonOp<FlowShop> *propMutation = new eoPropCombinedMonOp<FlowShop>(*mut, mut1Rate);
+  _state.storeFunctor(propMutation);
+
+  // a second mutation : the exchange mutation
+  mut = new FlowShopOpMutationExchange;
+  _state.storeFunctor(mut);
+  // its relative rate in the combination
+  double mut2Rate = _parser.createParam(0.5, "exchangeMutRate", "Relative rate for exchange mutation", 0, "Variation Operators").value();
+  // addition of this one to the combined operator
+  propMutation -> add(*mut, mut2Rate);
+
+  // end of crossover and mutation definitions
+  ////////////////////////////////////////////
+
+  // First read the individual level parameters
+  eoValueParam<double>& pCrossParam = _parser.createParam(0.25, "pCross", "Probability of Crossover", 'c', "Variation Operators" );
+  // minimum check
+  if ( (pCrossParam.value() < 0) || (pCrossParam.value() > 1) )
+    throw std::runtime_error("Invalid pCross");
+
+  eoValueParam<double>& pMutParam = _parser.createParam(0.35, "pMut", "Probability of Mutation", 'm', "Variation Operators" );
+  // minimum check
+  if ( (pMutParam.value() < 0) || (pMutParam.value() > 1) )
+    throw std::runtime_error("Invalid pMut");
+
+  // the crossover - with probability pCross
+  eoProportionalOp<FlowShop> * propOp = new eoProportionalOp<FlowShop> ;
+  _state.storeFunctor(propOp);
+  eoQuadOp<FlowShop> *ptQuad = new eoQuadCloneOp<FlowShop>;
+  _state.storeFunctor(ptQuad);
+  propOp -> add(*propXover, pCrossParam.value()); // crossover, with proba pcross
+  propOp -> add(*ptQuad, 1-pCrossParam.value()); // nothing, with proba 1-pcross
+
+  // now the sequential
+  eoSequentialOp<FlowShop> *op = new eoSequentialOp<FlowShop>;
+  _state.storeFunctor(op);
+  op -> add(*propOp, 1.0);	 // always do combined crossover
+  op -> add(*propMutation, pMutParam.value()); // then mutation, with proba pmut
+
+  // return a reference
+  return *op;
+}
+
+#endif /*MAKE_OP_FLOWSHOP_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/AUTHORS b/tags/paradiseo1.4-beta/paradiseo-old-mo/AUTHORS
new file mode 100644
index 000000000..5c3a864b2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/AUTHORS
@@ -0,0 +1,9 @@
+Source Code: 
+       Sebastien CAHON
+       Jean-Charles BOISSON : Jean-Charles.Boisson@lifl.fr
+
+Lessons:
+       Sebastien CAHON
+
+Documentation: 
+       Jean-Charles BOISSON : Jean-Charles.Boisson@lifl.fr
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/CMakeLists.txt
new file mode 100644
index 000000000..0159b524f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/CMakeLists.txt
@@ -0,0 +1,41 @@
+CMAKE_MINIMUM_REQUIRED(VERSION 2.6)
+
+##########################################################################################################################################
+### 0) If you want to set your own variables in mo-conf.cmake and avoid the cmd line
+##########################################################################################################################################
+
+INCLUDE(mo-conf.cmake OPTIONAL)
+
+##########################################################################################################################################
+
+
+##########################################################################################################################################
+### 1) Project properties
+##########################################################################################################################################
+
+# set the project name
+PROJECT(ParadisEO-OLD-MO)
+
+SET(PACKAGE_BUGREPORT "paradiseo-help@lists.gforge.inria.fr" CACHE STRING "Package bug report" FORCE)
+SET(PACKAGE_NAME "ParadisEO-OLD-MO - Moving Objects" CACHE STRING "Package name" FORCE)
+SET(PACKAGE_STRING "ParadisEO-OLD-MO 1.2" CACHE STRING "MO Package string full name" FORCE)
+SET(PACKAGE_VERSION "1.2" CACHE STRING "Package version" FORCE)
+SET(GLOBAL_VERSION "1.2" CACHE STRING "Global version" FORCE)
+SET(VERSION "1.2" CACHE STRING "Version" FORCE)
+##########################################################################################################################################
+
+
+##########################################################################################################################################
+### 2) Include the common CMake configuration
+##########################################################################################################################################
+
+# The "config" variable must be provided on the command line
+IF(NOT DEFINED config OR NOT config)
+  MESSAGE(FATAL_ERROR  "The \"config\" variable must be set on the command line to 
+  						give the path of the install configuration file. ")
+ENDIF(NOT DEFINED config OR NOT config)
+
+# Need the config file whose full path is given thanks to the "config" variable
+INCLUDE(${config})
+##########################################################################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/CTestConfig.cmake b/tags/paradiseo1.4-beta/paradiseo-old-mo/CTestConfig.cmake
new file mode 100644
index 000000000..465d208d6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/CTestConfig.cmake
@@ -0,0 +1,7 @@
+set(CTEST_PROJECT_NAME "ParadisEO")
+set(CTEST_NIGHTLY_START_TIME "00:00:00 EST")
+
+set(CTEST_DROP_METHOD "http")
+set(CTEST_DROP_SITE "cdash.inria.fr")
+set(CTEST_DROP_LOCATION "/CDash/submit.php?project=ParadisEO")
+set(CTEST_DROP_SITE_CDASH TRUE)
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/README b/tags/paradiseo1.4-beta/paradiseo-old-mo/README
new file mode 100644
index 000000000..98ace94bd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/README
@@ -0,0 +1,84 @@
+                      PARADISEO-OLD-MO README FILE
+=======================================================================
+         
+=======================================================================
+
+Welcome to PARADISEO-OLD-MO (Moving Objects), a part of the ParadisEO framework.
+
+=======================================================================
+                      BUILDING PARADISEO-OLD-MO
+=======================================================================
+The basic installation procedure goes the following:
+
+To compile paradiseo-mo in the default directory,
+go to paradiseo-mo/build/ and run:
+    > cmake ../ -Dconfig=<path to the install.cmake file>
+    > make
+    // for an easy-use of the provided lessons
+    > make install
+    // optional (if the documentation is not already available)
+    > make doc
+
+To compile paradiseo-mo anywhere else, simply run:
+    > cmake $(OLD-MO) -Dconfig=<path to the install.cmake file>
+    > make
+    // for an easy-use of the provided lessons
+    > make install
+    // optional (if the documentation is not already available)
+    > make doc
+
+where $(OLD-MO) is the top-level directory of PARADISEO-MO.
+
+To clean everything, simply run
+    > make clean
+
+======================================================================
+                      DIRECTORY STRUCTURE
+======================================================================
+After unpacking the archive file, you should end up with the following
+structure:
+
+.../                       The MAIN PARADISEO-MO directory, created when unpacking.
+   |
+   +-- build               Repertory where the executables will be produced.	
+   |
+   |
+   +-- src                 SOURCE directory contains most PARADISEO-MO .h files.
+   |   
+   |
+   +-- doc                 DOCUMENTATION directory (generated by Doxygen).
+   |   |
+   |   +- html             HTML files - start at index.html. 
+   |   |
+   |   +- latex            latex files - use to generate Postcript doc.
+   |   |
+   |   +- man              Unix man format documentation.
+   |
+   |
+   +-- tutorial            TUTORIAL with lessons 
+       |
+       +- examples         APPLICATIONS - one directory per separate application.
+       |  |
+       |  +- tsp           traveling salesman problem (TSP) example sources.
+       |     |
+       |     +- benchs     TSP instance files.
+       |
+       +- HybridLesson     How make a Hybridization between a algorithm genetic and a local search.
+       |   
+       +- Lesson1          How make a Hill Climbing on the TSP example.
+       |
+       +- Lesson2          How make a Tabu Search on the TSP example.
+       |  
+       +- Lesson3          How make a Simulated Annealing on the TSP example.
+       |
+       +- Lesson4          How make a Iterated Tabu Search on the TSP example.
+       |
+       +- Lesson5          How make a Variable Neighbor Search on the TSP example.
+       |
+       +- OldLesson        Old lesson.
+   
+===================================================================
+              NOTES
+===================================================================
+
+Mailing list : paradiseo-help@lists.gforge.inria.fr
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/doc/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/doc/CMakeLists.txt
new file mode 100755
index 000000000..501222f98
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/doc/CMakeLists.txt
@@ -0,0 +1,25 @@
+##########################################################################################
+### MO Doc generation using Doxygen
+##########################################################################################
+
+IF (DOXYGEN_FOUND)
+
+	SET(DOC_DIR ${CMAKE_BINARY_DIR}/doc CACHE PATH "MO documentation directory")
+	SET(OLDMO_DOC_CONFIG_FILE "mo.doxyfile" CACHE PATH "MO documentation configuration file")
+		# define the doc target
+	IF (DOXYGEN_EXECUTABLE)
+	    	ADD_CUSTOM_TARGET(doc
+	        COMMAND ${DOXYGEN_EXECUTABLE} ${OLDMO_DOC_CONFIG_FILE}
+	        WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+	    )
+	ENDIF (DOXYGEN_EXECUTABLE)
+	
+	# configure doxyfile file
+	CONFIGURE_FILE("${CMAKE_SOURCE_DIR}/doc/${OLDMO_DOC_CONFIG_FILE}.cmake"
+	               "${CMAKE_BINARY_DIR}/doc/${OLDMO_DOC_CONFIG_FILE}")
+
+ELSE (DOXYGEN_FOUND)
+	MESSAGE(STATUS "Unable to generate the documentation, Doxygen package not found")	
+ENDIF (DOXYGEN_FOUND)
+
+##########################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/doc/mo.doxyfile.cmake b/tags/paradiseo1.4-beta/paradiseo-old-mo/doc/mo.doxyfile.cmake
new file mode 100644
index 000000000..60e84efda
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/doc/mo.doxyfile.cmake
@@ -0,0 +1,1261 @@
+# Doxyfile 1.5.2
+
+# This file describes the settings to be used by the documentation system
+# doxygen (www.doxygen.org) for a project
+#
+# All text after a hash (#) is considered a comment and will be ignored
+# The format is:
+#       TAG = value [value, ...]
+# For lists items can also be appended using:
+#       TAG += value [value, ...]
+# Values that contain spaces should be placed between quotes (" ")
+
+#---------------------------------------------------------------------------
+# Project related configuration options
+#---------------------------------------------------------------------------
+
+# This tag specifies the encoding used for all characters in the config file that 
+# follow. The default is UTF-8 which is also the encoding used for all text before 
+# the first occurrence of this tag. Doxygen uses libiconv (or the iconv built into 
+# libc) for the transcoding. See http://www.gnu.org/software/libiconv for the list of 
+# possible encodings.
+
+DOXYFILE_ENCODING      = UTF-8
+
+# The PROJECT_NAME tag is a single word (or a sequence of words surrounded 
+# by quotes) that should identify the project.
+
+PROJECT_NAME           = @PACKAGE_NAME@
+
+# The PROJECT_NUMBER tag can be used to enter a project or revision number. 
+# This could be handy for archiving the generated documentation or 
+# if some version control system is used.
+
+PROJECT_NUMBER         = @PACKAGE_VERSION@
+
+# The OUTPUT_DIRECTORY tag is used to specify the (relative or absolute) 
+# base path where the generated documentation will be put. 
+# If a relative path is entered, it will be relative to the location 
+# where doxygen was started. If left blank the current directory will be used.
+
+OUTPUT_DIRECTORY       = @CMAKE_BINARY_DIR@/doc
+
+# If the CREATE_SUBDIRS tag is set to YES, then doxygen will create 
+# 4096 sub-directories (in 2 levels) under the output directory of each output 
+# format and will distribute the generated files over these directories. 
+# Enabling this option can be useful when feeding doxygen a huge amount of 
+# source files, where putting all generated files in the same directory would 
+# otherwise cause performance problems for the file system.
+
+CREATE_SUBDIRS         = NO
+
+# The OUTPUT_LANGUAGE tag is used to specify the language in which all 
+# documentation generated by doxygen is written. Doxygen will use this 
+# information to generate all constant output in the proper language. 
+# The default language is English, other supported languages are: 
+# Afrikaans, Arabic, Brazilian, Catalan, Chinese, Chinese-Traditional, 
+# Croatian, Czech, Danish, Dutch, Finnish, French, German, Greek, Hungarian, 
+# Italian, Japanese, Japanese-en (Japanese with English messages), Korean, 
+# Korean-en, Lithuanian, Norwegian, Polish, Portuguese, Romanian, Russian, 
+# Serbian, Slovak, Slovene, Spanish, Swedish, and Ukrainian.
+
+OUTPUT_LANGUAGE        = English
+
+# If the BRIEF_MEMBER_DESC tag is set to YES (the default) Doxygen will 
+# include brief member descriptions after the members that are listed in 
+# the file and class documentation (similar to JavaDoc). 
+# Set to NO to disable this.
+
+BRIEF_MEMBER_DESC      = YES
+
+# If the REPEAT_BRIEF tag is set to YES (the default) Doxygen will prepend 
+# the brief description of a member or function before the detailed description. 
+# Note: if both HIDE_UNDOC_MEMBERS and BRIEF_MEMBER_DESC are set to NO, the 
+# brief descriptions will be completely suppressed.
+
+REPEAT_BRIEF           = YES
+
+# This tag implements a quasi-intelligent brief description abbreviator 
+# that is used to form the text in various listings. Each string 
+# in this list, if found as the leading text of the brief description, will be 
+# stripped from the text and the result after processing the whole list, is 
+# used as the annotated text. Otherwise, the brief description is used as-is. 
+# If left blank, the following values are used ("$name" is automatically 
+# replaced with the name of the entity): "The $name class" "The $name widget" 
+# "The $name file" "is" "provides" "specifies" "contains" 
+# "represents" "a" "an" "the"
+
+ABBREVIATE_BRIEF       = "The $name class" \
+                         "The $name widget" \
+                         "The $name file" \
+                         is \
+                         provides \
+                         specifies \
+                         contains \
+                         represents \
+                         a \
+                         an \
+                         the
+
+# If the ALWAYS_DETAILED_SEC and REPEAT_BRIEF tags are both set to YES then 
+# Doxygen will generate a detailed section even if there is only a brief 
+# description.
+
+ALWAYS_DETAILED_SEC    = NO
+
+# If the INLINE_INHERITED_MEMB tag is set to YES, doxygen will show all 
+# inherited members of a class in the documentation of that class as if those 
+# members were ordinary class members. Constructors, destructors and assignment 
+# operators of the base classes will not be shown.
+
+INLINE_INHERITED_MEMB  = NO
+
+# If the FULL_PATH_NAMES tag is set to YES then Doxygen will prepend the full 
+# path before files name in the file list and in the header files. If set 
+# to NO the shortest path that makes the file name unique will be used.
+
+FULL_PATH_NAMES        = NO
+
+# If the FULL_PATH_NAMES tag is set to YES then the STRIP_FROM_PATH tag 
+# can be used to strip a user-defined part of the path. Stripping is 
+# only done if one of the specified strings matches the left-hand part of 
+# the path. The tag can be used to show relative paths in the file list. 
+# If left blank the directory from which doxygen is run is used as the 
+# path to strip.
+
+STRIP_FROM_PATH        = @CMAKE_SOURCE_DIR@ 
+
+# The STRIP_FROM_INC_PATH tag can be used to strip a user-defined part of 
+# the path mentioned in the documentation of a class, which tells 
+# the reader which header file to include in order to use a class. 
+# If left blank only the name of the header file containing the class 
+# definition is used. Otherwise one should specify the include paths that 
+# are normally passed to the compiler using the -I flag.
+
+STRIP_FROM_INC_PATH    = 
+
+# If the SHORT_NAMES tag is set to YES, doxygen will generate much shorter 
+# (but less readable) file names. This can be useful is your file systems 
+# doesn't support long names like on DOS, Mac, or CD-ROM.
+
+SHORT_NAMES            = NO
+
+# If the JAVADOC_AUTOBRIEF tag is set to YES then Doxygen 
+# will interpret the first line (until the first dot) of a JavaDoc-style 
+# comment as the brief description. If set to NO, the JavaDoc 
+# comments will behave just like the Qt-style comments (thus requiring an 
+# explicit @brief command for a brief description.
+
+JAVADOC_AUTOBRIEF      = YES
+
+# The MULTILINE_CPP_IS_BRIEF tag can be set to YES to make Doxygen 
+# treat a multi-line C++ special comment block (i.e. a block of //! or /// 
+# comments) as a brief description. This used to be the default behaviour. 
+# The new default is to treat a multi-line C++ comment block as a detailed 
+# description. Set this tag to YES if you prefer the old behaviour instead.
+
+MULTILINE_CPP_IS_BRIEF = NO
+
+# If the INHERIT_DOCS tag is set to YES (the default) then an undocumented 
+# member inherits the documentation from any documented member that it 
+# re-implements.
+
+INHERIT_DOCS           = YES
+
+# If the SEPARATE_MEMBER_PAGES tag is set to YES, then doxygen will produce 
+# a new page for each member. If set to NO, the documentation of a member will 
+# be part of the file/class/namespace that contains it.
+
+SEPARATE_MEMBER_PAGES  = NO
+
+# The TAB_SIZE tag can be used to set the number of spaces in a tab. 
+# Doxygen uses this value to replace tabs by spaces in code fragments.
+
+TAB_SIZE               = 8
+
+# This tag can be used to specify a number of aliases that acts 
+# as commands in the documentation. An alias has the form "name=value". 
+# For example adding "sideeffect=\par Side Effects:\n" will allow you to 
+# put the command \sideeffect (or @sideeffect) in the documentation, which 
+# will result in a user-defined paragraph with heading "Side Effects:". 
+# You can put \n's in the value part of an alias to insert newlines.
+
+ALIASES                = 
+
+# Set the OPTIMIZE_OUTPUT_FOR_C tag to YES if your project consists of C 
+# sources only. Doxygen will then generate output that is more tailored for C. 
+# For instance, some of the names that are used will be different. The list 
+# of all members will be omitted, etc.
+
+OPTIMIZE_OUTPUT_FOR_C  = NO
+
+# Set the OPTIMIZE_OUTPUT_JAVA tag to YES if your project consists of Java 
+# sources only. Doxygen will then generate output that is more tailored for Java. 
+# For instance, namespaces will be presented as packages, qualified scopes 
+# will look different, etc.
+
+OPTIMIZE_OUTPUT_JAVA   = NO
+
+# If you use STL classes (i.e. std::string, std::vector, etc.) but do not want to 
+# include (a tag file for) the STL sources as input, then you should 
+# set this tag to YES in order to let doxygen match functions declarations and 
+# definitions whose arguments contain STL classes (e.g. func(std::string); v.s. 
+# func(std::string) {}). This also make the inheritance and collaboration 
+# diagrams that involve STL classes more complete and accurate.
+
+BUILTIN_STL_SUPPORT    = NO
+
+# If you use Microsoft's C++/CLI language, you should set this option to YES to
+# enable parsing support.
+
+CPP_CLI_SUPPORT        = NO
+
+# If member grouping is used in the documentation and the DISTRIBUTE_GROUP_DOC 
+# tag is set to YES, then doxygen will reuse the documentation of the first 
+# member in the group (if any) for the other members of the group. By default 
+# all members of a group must be documented explicitly.
+
+DISTRIBUTE_GROUP_DOC   = NO
+
+# Set the SUBGROUPING tag to YES (the default) to allow class member groups of 
+# the same type (for instance a group of public functions) to be put as a 
+# subgroup of that type (e.g. under the Public Functions section). Set it to 
+# NO to prevent subgrouping. Alternatively, this can be done per class using 
+# the \nosubgrouping command.
+
+SUBGROUPING            = YES
+
+#---------------------------------------------------------------------------
+# Build related configuration options
+#---------------------------------------------------------------------------
+
+# If the EXTRACT_ALL tag is set to YES doxygen will assume all entities in 
+# documentation are documented, even if no documentation was available. 
+# Private class members and static file members will be hidden unless 
+# the EXTRACT_PRIVATE and EXTRACT_STATIC tags are set to YES
+
+EXTRACT_ALL            = NO
+
+# If the EXTRACT_PRIVATE tag is set to YES all private members of a class 
+# will be included in the documentation.
+
+EXTRACT_PRIVATE        = YES
+
+# If the EXTRACT_STATIC tag is set to YES all static members of a file 
+# will be included in the documentation.
+
+EXTRACT_STATIC         = YES
+
+# If the EXTRACT_LOCAL_CLASSES tag is set to YES classes (and structs) 
+# defined locally in source files will be included in the documentation. 
+# If set to NO only classes defined in header files are included.
+
+EXTRACT_LOCAL_CLASSES  = YES
+
+# This flag is only useful for Objective-C code. When set to YES local 
+# methods, which are defined in the implementation section but not in 
+# the interface are included in the documentation. 
+# If set to NO (the default) only methods in the interface are included.
+
+EXTRACT_LOCAL_METHODS  = NO
+
+# If the HIDE_UNDOC_MEMBERS tag is set to YES, Doxygen will hide all 
+# undocumented members of documented classes, files or namespaces. 
+# If set to NO (the default) these members will be included in the 
+# various overviews, but no documentation section is generated. 
+# This option has no effect if EXTRACT_ALL is enabled.
+
+HIDE_UNDOC_MEMBERS     = YES
+
+# If the HIDE_UNDOC_CLASSES tag is set to YES, Doxygen will hide all 
+# undocumented classes that are normally visible in the class hierarchy. 
+# If set to NO (the default) these classes will be included in the various 
+# overviews. This option has no effect if EXTRACT_ALL is enabled.
+
+HIDE_UNDOC_CLASSES     = YES
+
+# If the HIDE_FRIEND_COMPOUNDS tag is set to YES, Doxygen will hide all 
+# friend (class|struct|union) declarations. 
+# If set to NO (the default) these declarations will be included in the 
+# documentation.
+
+HIDE_FRIEND_COMPOUNDS  = NO
+
+# If the HIDE_IN_BODY_DOCS tag is set to YES, Doxygen will hide any 
+# documentation blocks found inside the body of a function. 
+# If set to NO (the default) these blocks will be appended to the 
+# function's detailed documentation block.
+
+HIDE_IN_BODY_DOCS      = NO
+
+# The INTERNAL_DOCS tag determines if documentation 
+# that is typed after a \internal command is included. If the tag is set 
+# to NO (the default) then the documentation will be excluded. 
+# Set it to YES to include the internal documentation.
+
+INTERNAL_DOCS          = NO
+
+# If the CASE_SENSE_NAMES tag is set to NO then Doxygen will only generate 
+# file names in lower-case letters. If set to YES upper-case letters are also 
+# allowed. This is useful if you have classes or files whose names only differ 
+# in case and if your file system supports case sensitive file names. Windows 
+# and Mac users are advised to set this option to NO.
+
+CASE_SENSE_NAMES       = NO
+
+# If the HIDE_SCOPE_NAMES tag is set to NO (the default) then Doxygen 
+# will show members with their full class and namespace scopes in the 
+# documentation. If set to YES the scope will be hidden.
+
+HIDE_SCOPE_NAMES       = NO
+
+# If the SHOW_INCLUDE_FILES tag is set to YES (the default) then Doxygen 
+# will put a list of the files that are included by a file in the documentation 
+# of that file.
+
+SHOW_INCLUDE_FILES     = YES
+
+# If the INLINE_INFO tag is set to YES (the default) then a tag [inline] 
+# is inserted in the documentation for inline members.
+
+INLINE_INFO            = YES
+
+# If the SORT_MEMBER_DOCS tag is set to YES (the default) then doxygen 
+# will sort the (detailed) documentation of file and class members 
+# alphabetically by member name. If set to NO the members will appear in 
+# declaration order.
+
+SORT_MEMBER_DOCS       = NO
+
+# If the SORT_BRIEF_DOCS tag is set to YES then doxygen will sort the 
+# brief documentation of file, namespace and class members alphabetically 
+# by member name. If set to NO (the default) the members will appear in 
+# declaration order.
+
+SORT_BRIEF_DOCS        = NO
+
+# If the SORT_BY_SCOPE_NAME tag is set to YES, the class list will be 
+# sorted by fully-qualified names, including namespaces. If set to 
+# NO (the default), the class list will be sorted only by class name, 
+# not including the namespace part. 
+# Note: This option is not very useful if HIDE_SCOPE_NAMES is set to YES.
+# Note: This option applies only to the class list, not to the 
+# alphabetical list.
+
+SORT_BY_SCOPE_NAME     = NO
+
+# The GENERATE_TODOLIST tag can be used to enable (YES) or 
+# disable (NO) the todo list. This list is created by putting \todo 
+# commands in the documentation.
+
+GENERATE_TODOLIST      = YES
+
+# The GENERATE_TESTLIST tag can be used to enable (YES) or 
+# disable (NO) the test list. This list is created by putting \test 
+# commands in the documentation.
+
+GENERATE_TESTLIST      = YES
+
+# The GENERATE_BUGLIST tag can be used to enable (YES) or 
+# disable (NO) the bug list. This list is created by putting \bug 
+# commands in the documentation.
+
+GENERATE_BUGLIST       = YES
+
+# The GENERATE_DEPRECATEDLIST tag can be used to enable (YES) or 
+# disable (NO) the deprecated list. This list is created by putting 
+# \deprecated commands in the documentation.
+
+GENERATE_DEPRECATEDLIST= YES
+
+# The ENABLED_SECTIONS tag can be used to enable conditional 
+# documentation sections, marked by \if sectionname ... \endif.
+
+ENABLED_SECTIONS       = 
+
+# The MAX_INITIALIZER_LINES tag determines the maximum number of lines 
+# the initial value of a variable or define consists of for it to appear in 
+# the documentation. If the initializer consists of more lines than specified 
+# here it will be hidden. Use a value of 0 to hide initializers completely. 
+# The appearance of the initializer of individual variables and defines in the 
+# documentation can be controlled using \showinitializer or \hideinitializer 
+# command in the documentation regardless of this setting.
+
+MAX_INITIALIZER_LINES  = 30
+
+# Set the SHOW_USED_FILES tag to NO to disable the list of files generated 
+# at the bottom of the documentation of classes and structs. If set to YES the 
+# list will mention the files that were used to generate the documentation.
+
+SHOW_USED_FILES        = YES
+
+# If the sources in your project are distributed over multiple directories 
+# then setting the SHOW_DIRECTORIES tag to YES will show the directory hierarchy 
+# in the documentation. The default is NO.
+
+SHOW_DIRECTORIES       = NO
+
+# The FILE_VERSION_FILTER tag can be used to specify a program or script that 
+# doxygen should invoke to get the current version for each file (typically from the 
+# version control system). Doxygen will invoke the program by executing (via 
+# popen()) the command <command> <input-file>, where <command> is the value of 
+# the FILE_VERSION_FILTER tag, and <input-file> is the name of an input file 
+# provided by doxygen. Whatever the program writes to standard output 
+# is used as the file version. See the manual for examples.
+
+FILE_VERSION_FILTER    = 
+
+#---------------------------------------------------------------------------
+# configuration options related to warning and progress messages
+#---------------------------------------------------------------------------
+
+# The QUIET tag can be used to turn on/off the messages that are generated 
+# by doxygen. Possible values are YES and NO. If left blank NO is used.
+
+QUIET                  = YES
+
+# The WARNINGS tag can be used to turn on/off the warning messages that are 
+# generated by doxygen. Possible values are YES and NO. If left blank 
+# NO is used.
+
+WARNINGS               = NO
+
+# If WARN_IF_UNDOCUMENTED is set to YES, then doxygen will generate warnings 
+# for undocumented members. If EXTRACT_ALL is set to YES then this flag will 
+# automatically be disabled.
+
+WARN_IF_UNDOCUMENTED   = NO
+
+# If WARN_IF_DOC_ERROR is set to YES, doxygen will generate warnings for 
+# potential errors in the documentation, such as not documenting some 
+# parameters in a documented function, or documenting parameters that 
+# don't exist or using markup commands wrongly.
+
+WARN_IF_DOC_ERROR      = YES
+
+# This WARN_NO_PARAMDOC option can be abled to get warnings for 
+# functions that are documented, but have no documentation for their parameters 
+# or return value. If set to NO (the default) doxygen will only warn about 
+# wrong or incomplete parameter documentation, but not about the absence of 
+# documentation.
+
+WARN_NO_PARAMDOC       = NO
+
+# The WARN_FORMAT tag determines the format of the warning messages that 
+# doxygen can produce. The string should contain the $file, $line, and $text 
+# tags, which will be replaced by the file and line number from which the 
+# warning originated and the warning text. Optionally the format may contain 
+# $version, which will be replaced by the version of the file (if it could 
+# be obtained via FILE_VERSION_FILTER)
+
+WARN_FORMAT            = "$file:$line: $text"
+
+# The WARN_LOGFILE tag can be used to specify a file to which warning 
+# and error messages should be written. If left blank the output is written 
+# to stderr.
+
+WARN_LOGFILE           = 
+
+#---------------------------------------------------------------------------
+# configuration options related to the input files
+#---------------------------------------------------------------------------
+
+# The INPUT tag can be used to specify the files and/or directories that contain 
+# documented source files. You may enter file names like "myfile.cpp" or 
+# directories like "/usr/src/myproject". Separate the files or directories 
+# with spaces.
+
+INPUT                  = @CMAKE_SOURCE_DIR@/src
+
+# This tag can be used to specify the character encoding of the source files that 
+# doxygen parses. Internally doxygen uses the UTF-8 encoding, which is also the default 
+# input encoding. Doxygen uses libiconv (or the iconv built into libc) for the transcoding. 
+# See http://www.gnu.org/software/libiconv for the list of possible encodings.
+
+INPUT_ENCODING         = UTF-8
+
+# If the value of the INPUT tag contains directories, you can use the 
+# FILE_PATTERNS tag to specify one or more wildcard pattern (like *.cpp 
+# and *.h) to filter out the source-files in the directories. If left 
+# blank the following patterns are tested: 
+# *.c *.cc *.cxx *.cpp *.c++ *.java *.ii *.ixx *.ipp *.i++ *.inl *.h *.hh *.hxx 
+# *.hpp *.h++ *.idl *.odl *.cs *.php *.php3 *.inc *.m *.mm *.py
+
+FILE_PATTERNS          = *.cpp \
+                         *.h
+
+# The RECURSIVE tag can be used to turn specify whether or not subdirectories 
+# should be searched for input files as well. Possible values are YES and NO. 
+# If left blank NO is used.
+
+RECURSIVE              = YES
+
+# The EXCLUDE tag can be used to specify files and/or directories that should 
+# excluded from the INPUT source files. This way you can easily exclude a 
+# subdirectory from a directory tree whose root is specified with the INPUT tag.
+
+EXCLUDE               = 
+
+# The EXCLUDE_SYMLINKS tag can be used select whether or not files or 
+# directories that are symbolic links (a Unix filesystem feature) are excluded 
+# from the input.
+
+EXCLUDE_SYMLINKS       = NO
+
+# If the value of the INPUT tag contains directories, you can use the 
+# EXCLUDE_PATTERNS tag to specify one or more wildcard patterns to exclude 
+# certain files from those directories. Note that the wildcards are matched 
+# against the file with absolute path, so to exclude all test directories 
+# for example use the pattern */test/*
+
+EXCLUDE_PATTERNS       = 
+
+# The EXCLUDE_SYMBOLS tag can be used to specify one or more symbol names 
+# (namespaces, classes, functions, etc.) that should be excluded from the output. 
+# The symbol name can be a fully qualified name, a word, or if the wildcard * is used, 
+# a substring. Examples: ANamespace, AClass, AClass::ANamespace, ANamespace::*Test
+
+EXCLUDE_SYMBOLS        = 
+
+# The EXAMPLE_PATH tag can be used to specify one or more files or 
+# directories that contain example code fragments that are included (see 
+# the \include command).
+
+EXAMPLE_PATH           = 
+
+# If the value of the EXAMPLE_PATH tag contains directories, you can use the 
+# EXAMPLE_PATTERNS tag to specify one or more wildcard pattern (like *.cpp 
+# and *.h) to filter out the source-files in the directories. If left 
+# blank all files are included.
+
+EXAMPLE_PATTERNS       = *
+
+# If the EXAMPLE_RECURSIVE tag is set to YES then subdirectories will be 
+# searched for input files to be used with the \include or \dontinclude 
+# commands irrespective of the value of the RECURSIVE tag. 
+# Possible values are YES and NO. If left blank NO is used.
+
+EXAMPLE_RECURSIVE      = NO
+
+# The IMAGE_PATH tag can be used to specify one or more files or 
+# directories that contain image that are included in the documentation (see 
+# the \image command).
+
+IMAGE_PATH             = 
+
+# The INPUT_FILTER tag can be used to specify a program that doxygen should 
+# invoke to filter for each input file. Doxygen will invoke the filter program 
+# by executing (via popen()) the command <filter> <input-file>, where <filter> 
+# is the value of the INPUT_FILTER tag, and <input-file> is the name of an 
+# input file. Doxygen will then use the output that the filter program writes 
+# to standard output.  If FILTER_PATTERNS is specified, this tag will be 
+# ignored.
+
+INPUT_FILTER           = 
+
+# The FILTER_PATTERNS tag can be used to specify filters on a per file pattern 
+# basis.  Doxygen will compare the file name with each pattern and apply the 
+# filter if there is a match.  The filters are a list of the form: 
+# pattern=filter (like *.cpp=my_cpp_filter). See INPUT_FILTER for further 
+# info on how filters are used. If FILTER_PATTERNS is empty, INPUT_FILTER 
+# is applied to all files.
+
+FILTER_PATTERNS        = 
+
+# If the FILTER_SOURCE_FILES tag is set to YES, the input filter (if set using 
+# INPUT_FILTER) will be used to filter the input files when producing source 
+# files to browse (i.e. when SOURCE_BROWSER is set to YES).
+
+FILTER_SOURCE_FILES    = NO
+
+#---------------------------------------------------------------------------
+# configuration options related to source browsing
+#---------------------------------------------------------------------------
+
+# If the SOURCE_BROWSER tag is set to YES then a list of source files will 
+# be generated. Documented entities will be cross-referenced with these sources. 
+# Note: To get rid of all source code in the generated output, make sure also 
+# VERBATIM_HEADERS is set to NO.
+
+SOURCE_BROWSER         = YES
+
+# Setting the INLINE_SOURCES tag to YES will include the body 
+# of functions and classes directly in the documentation.
+
+INLINE_SOURCES         = NO
+
+# Setting the STRIP_CODE_COMMENTS tag to YES (the default) will instruct 
+# doxygen to hide any special comment blocks from generated source code 
+# fragments. Normal C and C++ comments will always remain visible.
+
+STRIP_CODE_COMMENTS    = YES
+
+# If the REFERENCED_BY_RELATION tag is set to YES (the default) 
+# then for each documented function all documented 
+# functions referencing it will be listed.
+
+REFERENCED_BY_RELATION = YES
+
+# If the REFERENCES_RELATION tag is set to YES (the default) 
+# then for each documented function all documented entities 
+# called/used by that function will be listed.
+
+REFERENCES_RELATION    = YES
+
+# If the REFERENCES_LINK_SOURCE tag is set to YES (the default)
+# and SOURCE_BROWSER tag is set to YES, then the hyperlinks from
+# functions in REFERENCES_RELATION and REFERENCED_BY_RELATION lists will
+# link to the source code.  Otherwise they will link to the documentstion.
+
+REFERENCES_LINK_SOURCE = YES
+
+# If the USE_HTAGS tag is set to YES then the references to source code 
+# will point to the HTML generated by the htags(1) tool instead of doxygen 
+# built-in source browser. The htags tool is part of GNU's global source 
+# tagging system (see http://www.gnu.org/software/global/global.html). You 
+# will need version 4.8.6 or higher.
+
+USE_HTAGS              = NO
+
+# If the VERBATIM_HEADERS tag is set to YES (the default) then Doxygen 
+# will generate a verbatim copy of the header file for each class for 
+# which an include is specified. Set to NO to disable this.
+
+VERBATIM_HEADERS       = YES
+
+#---------------------------------------------------------------------------
+# configuration options related to the alphabetical class index
+#---------------------------------------------------------------------------
+
+# If the ALPHABETICAL_INDEX tag is set to YES, an alphabetical index 
+# of all compounds will be generated. Enable this if the project 
+# contains a lot of classes, structs, unions or interfaces.
+
+ALPHABETICAL_INDEX     = YES
+
+# If the alphabetical index is enabled (see ALPHABETICAL_INDEX) then 
+# the COLS_IN_ALPHA_INDEX tag can be used to specify the number of columns 
+# in which this list will be split (can be a number in the range [1..20])
+
+COLS_IN_ALPHA_INDEX    = 3
+
+# In case all classes in a project start with a common prefix, all 
+# classes will be put under the same header in the alphabetical index. 
+# The IGNORE_PREFIX tag can be used to specify one or more prefixes that 
+# should be ignored while generating the index headers.
+
+IGNORE_PREFIX          = mo
+
+#---------------------------------------------------------------------------
+# configuration options related to the HTML output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_HTML tag is set to YES (the default) Doxygen will 
+# generate HTML output.
+
+GENERATE_HTML          = YES
+
+# The HTML_OUTPUT tag is used to specify where the HTML docs will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `html' will be used as the default path.
+
+HTML_OUTPUT            = html
+
+# The HTML_FILE_EXTENSION tag can be used to specify the file extension for 
+# each generated HTML page (for example: .htm,.php,.asp). If it is left blank 
+# doxygen will generate files with .html extension.
+
+HTML_FILE_EXTENSION    = .html
+
+# The HTML_HEADER tag can be used to specify a personal HTML header for 
+# each generated HTML page. If it is left blank doxygen will generate a 
+# standard header.
+
+HTML_HEADER            = 
+
+# The HTML_FOOTER tag can be used to specify a personal HTML footer for 
+# each generated HTML page. If it is left blank doxygen will generate a 
+# standard footer.
+
+HTML_FOOTER            = 
+
+# The HTML_STYLESHEET tag can be used to specify a user-defined cascading 
+# style sheet that is used by each HTML page. It can be used to 
+# fine-tune the look of the HTML output. If the tag is left blank doxygen 
+# will generate a default style sheet. Note that doxygen will try to copy 
+# the style sheet file to the HTML output directory, so don't put your own 
+# stylesheet in the HTML output directory as well, or it will be erased!
+
+HTML_STYLESHEET        = 
+
+# If the HTML_ALIGN_MEMBERS tag is set to YES, the members of classes, 
+# files or namespaces will be aligned in HTML using tables. If set to 
+# NO a bullet list will be used.
+
+HTML_ALIGN_MEMBERS     = YES
+
+# If the GENERATE_HTMLHELP tag is set to YES, additional index files 
+# will be generated that can be used as input for tools like the 
+# Microsoft HTML help workshop to generate a compressed HTML help file (.chm) 
+# of the generated HTML documentation.
+
+GENERATE_HTMLHELP      = NO
+
+# If the GENERATE_HTMLHELP tag is set to YES, the CHM_FILE tag can 
+# be used to specify the file name of the resulting .chm file. You 
+# can add a path in front of the file if the result should not be 
+# written to the html output directory.
+
+CHM_FILE               = 
+
+# If the GENERATE_HTMLHELP tag is set to YES, the HHC_LOCATION tag can 
+# be used to specify the location (absolute path including file name) of 
+# the HTML help compiler (hhc.exe). If non-empty doxygen will try to run 
+# the HTML help compiler on the generated index.hhp.
+
+HHC_LOCATION           = 
+
+# If the GENERATE_HTMLHELP tag is set to YES, the GENERATE_CHI flag 
+# controls if a separate .chi index file is generated (YES) or that 
+# it should be included in the master .chm file (NO).
+
+GENERATE_CHI           = NO
+
+# If the GENERATE_HTMLHELP tag is set to YES, the BINARY_TOC flag 
+# controls whether a binary table of contents is generated (YES) or a 
+# normal table of contents (NO) in the .chm file.
+
+BINARY_TOC             = NO
+
+# The TOC_EXPAND flag can be set to YES to add extra items for group members 
+# to the contents of the HTML help documentation and to the tree view.
+
+TOC_EXPAND             = NO
+
+# The DISABLE_INDEX tag can be used to turn on/off the condensed index at 
+# top of each HTML page. The value NO (the default) enables the index and 
+# the value YES disables it.
+
+DISABLE_INDEX          = NO
+
+# This tag can be used to set the number of enum values (range [1..20]) 
+# that doxygen will group on one line in the generated HTML documentation.
+
+ENUM_VALUES_PER_LINE   = 4
+
+# If the GENERATE_TREEVIEW tag is set to YES, a side panel will be
+# generated containing a tree-like index structure (just like the one that 
+# is generated for HTML Help). For this to work a browser that supports 
+# JavaScript, DHTML, CSS and frames is required (for instance Mozilla 1.0+, 
+# Netscape 6.0+, Internet explorer 5.0+, or Konqueror). Windows users are 
+# probably better off using the HTML help feature.
+
+GENERATE_TREEVIEW      = YES
+
+# If the treeview is enabled (see GENERATE_TREEVIEW) then this tag can be 
+# used to set the initial width (in pixels) of the frame in which the tree 
+# is shown.
+
+TREEVIEW_WIDTH         = 250
+
+#---------------------------------------------------------------------------
+# configuration options related to the LaTeX output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_LATEX tag is set to YES (the default) Doxygen will 
+# generate Latex output.
+
+GENERATE_LATEX         = YES
+
+# The LATEX_OUTPUT tag is used to specify where the LaTeX docs will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `latex' will be used as the default path.
+
+LATEX_OUTPUT           = latex
+
+# The LATEX_CMD_NAME tag can be used to specify the LaTeX command name to be 
+# invoked. If left blank `latex' will be used as the default command name.
+
+LATEX_CMD_NAME         = latex
+
+# The MAKEINDEX_CMD_NAME tag can be used to specify the command name to 
+# generate index for LaTeX. If left blank `makeindex' will be used as the 
+# default command name.
+
+MAKEINDEX_CMD_NAME     = makeindex
+
+# If the COMPACT_LATEX tag is set to YES Doxygen generates more compact 
+# LaTeX documents. This may be useful for small projects and may help to 
+# save some trees in general.
+
+COMPACT_LATEX          = NO
+
+# The PAPER_TYPE tag can be used to set the paper type that is used 
+# by the printer. Possible values are: a4, a4wide, letter, legal and 
+# executive. If left blank a4wide will be used.
+
+PAPER_TYPE             = a4wide
+
+# The EXTRA_PACKAGES tag can be to specify one or more names of LaTeX 
+# packages that should be included in the LaTeX output.
+
+EXTRA_PACKAGES         = 
+
+# The LATEX_HEADER tag can be used to specify a personal LaTeX header for 
+# the generated latex document. The header should contain everything until 
+# the first chapter. If it is left blank doxygen will generate a 
+# standard header. Notice: only use this tag if you know what you are doing!
+
+LATEX_HEADER           = 
+
+# If the PDF_HYPERLINKS tag is set to YES, the LaTeX that is generated 
+# is prepared for conversion to pdf (using ps2pdf). The pdf file will 
+# contain links (just like the HTML output) instead of page references 
+# This makes the output suitable for online browsing using a pdf viewer.
+
+PDF_HYPERLINKS         = NO
+
+# If the USE_PDFLATEX tag is set to YES, pdflatex will be used instead of 
+# plain latex in the generated Makefile. Set this option to YES to get a 
+# higher quality PDF documentation.
+
+USE_PDFLATEX           = NO
+
+# If the LATEX_BATCHMODE tag is set to YES, doxygen will add the \\batchmode. 
+# command to the generated LaTeX files. This will instruct LaTeX to keep 
+# running if errors occur, instead of asking the user for help. 
+# This option is also used when generating formulas in HTML.
+
+LATEX_BATCHMODE        = NO
+
+# If LATEX_HIDE_INDICES is set to YES then doxygen will not 
+# include the index chapters (such as File Index, Compound Index, etc.) 
+# in the output.
+
+LATEX_HIDE_INDICES     = NO
+
+#---------------------------------------------------------------------------
+# configuration options related to the RTF output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_RTF tag is set to YES Doxygen will generate RTF output 
+# The RTF output is optimized for Word 97 and may not look very pretty with 
+# other RTF readers or editors.
+
+GENERATE_RTF           = NO
+
+# The RTF_OUTPUT tag is used to specify where the RTF docs will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `rtf' will be used as the default path.
+
+RTF_OUTPUT             = rtf
+
+# If the COMPACT_RTF tag is set to YES Doxygen generates more compact 
+# RTF documents. This may be useful for small projects and may help to 
+# save some trees in general.
+
+COMPACT_RTF            = NO
+
+# If the RTF_HYPERLINKS tag is set to YES, the RTF that is generated 
+# will contain hyperlink fields. The RTF file will 
+# contain links (just like the HTML output) instead of page references. 
+# This makes the output suitable for online browsing using WORD or other 
+# programs which support those fields. 
+# Note: wordpad (write) and others do not support links.
+
+RTF_HYPERLINKS         = NO
+
+# Load stylesheet definitions from file. Syntax is similar to doxygen's 
+# config file, i.e. a series of assignments. You only have to provide 
+# replacements, missing definitions are set to their default value.
+
+RTF_STYLESHEET_FILE    = 
+
+# Set optional variables used in the generation of an rtf document. 
+# Syntax is similar to doxygen's config file.
+
+RTF_EXTENSIONS_FILE    = 
+
+#---------------------------------------------------------------------------
+# configuration options related to the man page output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_MAN tag is set to YES (the default) Doxygen will 
+# generate man pages
+
+GENERATE_MAN           = YES
+
+# The MAN_OUTPUT tag is used to specify where the man pages will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `man' will be used as the default path.
+
+MAN_OUTPUT             = man
+
+# The MAN_EXTENSION tag determines the extension that is added to 
+# the generated man pages (default is the subroutine's section .3)
+
+MAN_EXTENSION          = .3
+
+# If the MAN_LINKS tag is set to YES and Doxygen generates man output, 
+# then it will generate one additional man file for each entity 
+# documented in the real man page(s). These additional files 
+# only source the real man page, but without them the man command 
+# would be unable to find the correct page. The default is NO.
+
+MAN_LINKS              = NO
+
+#---------------------------------------------------------------------------
+# configuration options related to the XML output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_XML tag is set to YES Doxygen will 
+# generate an XML file that captures the structure of 
+# the code including all documentation.
+
+GENERATE_XML           = NO
+
+# The XML_OUTPUT tag is used to specify where the XML pages will be put. 
+# If a relative path is entered the value of OUTPUT_DIRECTORY will be 
+# put in front of it. If left blank `xml' will be used as the default path.
+
+XML_OUTPUT             = xml
+
+# The XML_SCHEMA tag can be used to specify an XML schema, 
+# which can be used by a validating XML parser to check the 
+# syntax of the XML files.
+
+XML_SCHEMA             = 
+
+# The XML_DTD tag can be used to specify an XML DTD, 
+# which can be used by a validating XML parser to check the 
+# syntax of the XML files.
+
+XML_DTD                = 
+
+# If the XML_PROGRAMLISTING tag is set to YES Doxygen will 
+# dump the program listings (including syntax highlighting 
+# and cross-referencing information) to the XML output. Note that 
+# enabling this will significantly increase the size of the XML output.
+
+XML_PROGRAMLISTING     = YES
+
+#---------------------------------------------------------------------------
+# configuration options for the AutoGen Definitions output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_AUTOGEN_DEF tag is set to YES Doxygen will 
+# generate an AutoGen Definitions (see autogen.sf.net) file 
+# that captures the structure of the code including all 
+# documentation. Note that this feature is still experimental 
+# and incomplete at the moment.
+
+GENERATE_AUTOGEN_DEF   = NO
+
+#---------------------------------------------------------------------------
+# configuration options related to the Perl module output
+#---------------------------------------------------------------------------
+
+# If the GENERATE_PERLMOD tag is set to YES Doxygen will 
+# generate a Perl module file that captures the structure of 
+# the code including all documentation. Note that this 
+# feature is still experimental and incomplete at the 
+# moment.
+
+GENERATE_PERLMOD       = NO
+
+# If the PERLMOD_LATEX tag is set to YES Doxygen will generate 
+# the necessary Makefile rules, Perl scripts and LaTeX code to be able 
+# to generate PDF and DVI output from the Perl module output.
+
+PERLMOD_LATEX          = NO
+
+# If the PERLMOD_PRETTY tag is set to YES the Perl module output will be 
+# nicely formatted so it can be parsed by a human reader.  This is useful 
+# if you want to understand what is going on.  On the other hand, if this 
+# tag is set to NO the size of the Perl module output will be much smaller 
+# and Perl will parse it just the same.
+
+PERLMOD_PRETTY         = YES
+
+# The names of the make variables in the generated doxyrules.make file 
+# are prefixed with the string contained in PERLMOD_MAKEVAR_PREFIX. 
+# This is useful so different doxyrules.make files included by the same 
+# Makefile don't overwrite each other's variables.
+
+PERLMOD_MAKEVAR_PREFIX = 
+
+#---------------------------------------------------------------------------
+# Configuration options related to the preprocessor   
+#---------------------------------------------------------------------------
+
+# If the ENABLE_PREPROCESSING tag is set to YES (the default) Doxygen will 
+# evaluate all C-preprocessor directives found in the sources and include 
+# files.
+
+ENABLE_PREPROCESSING   = YES
+
+# If the MACRO_EXPANSION tag is set to YES Doxygen will expand all macro 
+# names in the source code. If set to NO (the default) only conditional 
+# compilation will be performed. Macro expansion can be done in a controlled 
+# way by setting EXPAND_ONLY_PREDEF to YES.
+
+MACRO_EXPANSION        = NO
+
+# If the EXPAND_ONLY_PREDEF and MACRO_EXPANSION tags are both set to YES 
+# then the macro expansion is limited to the macros specified with the 
+# PREDEFINED and EXPAND_AS_DEFINED tags.
+
+EXPAND_ONLY_PREDEF     = NO
+
+# If the SEARCH_INCLUDES tag is set to YES (the default) the includes files 
+# in the INCLUDE_PATH (see below) will be search if a #include is found.
+
+SEARCH_INCLUDES        = YES
+
+# The INCLUDE_PATH tag can be used to specify one or more directories that 
+# contain include files that are not input files but should be processed by 
+# the preprocessor.
+
+INCLUDE_PATH           = 
+
+# You can use the INCLUDE_FILE_PATTERNS tag to specify one or more wildcard 
+# patterns (like *.h and *.hpp) to filter out the header-files in the 
+# directories. If left blank, the patterns specified with FILE_PATTERNS will 
+# be used.
+
+INCLUDE_FILE_PATTERNS  = 
+
+# The PREDEFINED tag can be used to specify one or more macro names that 
+# are defined before the preprocessor is started (similar to the -D option of 
+# gcc). The argument of the tag is a list of macros of the form: name 
+# or name=definition (no spaces). If the definition and the = are 
+# omitted =1 is assumed. To prevent a macro definition from being 
+# undefined via #undef or recursively expanded use the := operator 
+# instead of the = operator.
+
+PREDEFINED             = 
+
+# If the MACRO_EXPANSION and EXPAND_ONLY_PREDEF tags are set to YES then 
+# this tag can be used to specify a list of macro names that should be expanded. 
+# The macro definition that is found in the sources will be used. 
+# Use the PREDEFINED tag if you want to use a different macro definition.
+
+EXPAND_AS_DEFINED      = 
+
+# If the SKIP_FUNCTION_MACROS tag is set to YES (the default) then 
+# doxygen's preprocessor will remove all function-like macros that are alone 
+# on a line, have an all uppercase name, and do not end with a semicolon. Such 
+# function macros are typically used for boiler-plate code, and will confuse 
+# the parser if not removed.
+
+SKIP_FUNCTION_MACROS   = YES
+
+#---------------------------------------------------------------------------
+# Configuration::additions related to external references   
+#---------------------------------------------------------------------------
+
+# The TAGFILES option can be used to specify one or more tagfiles. 
+# Optionally an initial location of the external documentation 
+# can be added for each tagfile. The format of a tag file without 
+# this location is as follows: 
+#   TAGFILES = file1 file2 ... 
+# Adding location for the tag files is done as follows: 
+#   TAGFILES = file1=loc1 "file2 = loc2" ... 
+# where "loc1" and "loc2" can be relative or absolute paths or 
+# URLs. If a location is present for each tag, the installdox tool 
+# does not have to be run to correct the links.
+# Note that each tag file must have a unique name
+# (where the name does NOT include the path)
+# If a tag file is not located in the directory in which doxygen 
+# is run, you must also specify the path to the tagfile here.
+
+TAGFILES               = @EO_BIN_DIR@/doc/eo.doxytag=http://eodev.sourceforge.net/eo/doc/html
+
+# When a file name is specified after GENERATE_TAGFILE, doxygen will create 
+# a tag file that is based on the input files it reads.
+
+GENERATE_TAGFILE       = @CMAKE_BINARY_DIR@/doc/mo.doxytag
+
+# If the ALLEXTERNALS tag is set to YES all external classes will be listed 
+# in the class index. If set to NO only the inherited external classes 
+# will be listed.
+
+ALLEXTERNALS           = NO
+
+# If the EXTERNAL_GROUPS tag is set to YES all external groups will be listed 
+# in the modules index. If set to NO, only the current project's groups will 
+# be listed.
+
+EXTERNAL_GROUPS        = YES
+
+# The PERL_PATH should be the absolute path and name of the perl script 
+# interpreter (i.e. the result of `which perl').
+
+PERL_PATH              = /usr/bin/perl
+
+#---------------------------------------------------------------------------
+# Configuration options related to the dot tool   
+#---------------------------------------------------------------------------
+
+# If the CLASS_DIAGRAMS tag is set to YES (the default) Doxygen will 
+# generate a inheritance diagram (in HTML, RTF and LaTeX) for classes with base 
+# or super classes. Setting the tag to NO turns the diagrams off. Note that 
+# this option is superseded by the HAVE_DOT option below. This is only a 
+# fallback. It is recommended to install and use dot, since it yields more 
+# powerful graphs.
+
+CLASS_DIAGRAMS         = YES
+
+# You can define message sequence charts within doxygen comments using the \msc 
+# command. Doxygen will then run the mscgen tool (see http://www.mcternan.me.uk/mscgen/) to 
+# produce the chart and insert it in the documentation. The MSCGEN_PATH tag allows you to 
+# specify the directory where the mscgen tool resides. If left empty the tool is assumed to 
+# be found in the default search path.
+
+MSCGEN_PATH            = 
+
+# If set to YES, the inheritance and collaboration graphs will hide 
+# inheritance and usage relations if the target is undocumented 
+# or is not a class.
+
+HIDE_UNDOC_RELATIONS   = YES
+
+# If you set the HAVE_DOT tag to YES then doxygen will assume the dot tool is 
+# available from the path. This tool is part of Graphviz, a graph visualization 
+# toolkit from AT&T and Lucent Bell Labs. The other options in this section 
+# have no effect if this option is set to NO (the default)
+
+HAVE_DOT               = NO
+
+# If the CLASS_GRAPH and HAVE_DOT tags are set to YES then doxygen 
+# will generate a graph for each documented class showing the direct and 
+# indirect inheritance relations. Setting this tag to YES will force the 
+# the CLASS_DIAGRAMS tag to NO.
+
+CLASS_GRAPH            = YES
+
+# If the COLLABORATION_GRAPH and HAVE_DOT tags are set to YES then doxygen 
+# will generate a graph for each documented class showing the direct and 
+# indirect implementation dependencies (inheritance, containment, and 
+# class references variables) of the class with other documented classes.
+
+COLLABORATION_GRAPH    = YES
+
+# If the GROUP_GRAPHS and HAVE_DOT tags are set to YES then doxygen 
+# will generate a graph for groups, showing the direct groups dependencies
+
+GROUP_GRAPHS           = YES
+
+# If the UML_LOOK tag is set to YES doxygen will generate inheritance and 
+# collaboration diagrams in a style similar to the OMG's Unified Modeling 
+# Language.
+
+UML_LOOK               = NO
+
+# If set to YES, the inheritance and collaboration graphs will show the 
+# relations between templates and their instances.
+
+TEMPLATE_RELATIONS     = NO
+
+# If the ENABLE_PREPROCESSING, SEARCH_INCLUDES, INCLUDE_GRAPH, and HAVE_DOT 
+# tags are set to YES then doxygen will generate a graph for each documented 
+# file showing the direct and indirect include dependencies of the file with 
+# other documented files.
+
+INCLUDE_GRAPH          = YES
+
+# If the ENABLE_PREPROCESSING, SEARCH_INCLUDES, INCLUDED_BY_GRAPH, and 
+# HAVE_DOT tags are set to YES then doxygen will generate a graph for each 
+# documented header file showing the documented files that directly or 
+# indirectly include this file.
+
+INCLUDED_BY_GRAPH      = YES
+
+# If the CALL_GRAPH and HAVE_DOT tags are set to YES then doxygen will 
+# generate a call dependency graph for every global function or class method. 
+# Note that enabling this option will significantly increase the time of a run. 
+# So in most cases it will be better to enable call graphs for selected 
+# functions only using the \callgraph command.
+
+CALL_GRAPH             = NO
+
+# If the CALLER_GRAPH and HAVE_DOT tags are set to YES then doxygen will 
+# generate a caller dependency graph for every global function or class method. 
+# Note that enabling this option will significantly increase the time of a run. 
+# So in most cases it will be better to enable caller graphs for selected 
+# functions only using the \callergraph command.
+
+CALLER_GRAPH           = NO
+
+# If the GRAPHICAL_HIERARCHY and HAVE_DOT tags are set to YES then doxygen 
+# will graphical hierarchy of all classes instead of a textual one.
+
+GRAPHICAL_HIERARCHY    = YES
+
+# If the DIRECTORY_GRAPH, SHOW_DIRECTORIES and HAVE_DOT tags are set to YES 
+# then doxygen will show the dependencies a directory has on other directories 
+# in a graphical way. The dependency relations are determined by the #include
+# relations between the files in the directories.
+
+DIRECTORY_GRAPH        = YES
+
+# The DOT_IMAGE_FORMAT tag can be used to set the image format of the images 
+# generated by dot. Possible values are png, jpg, or gif
+# If left blank png will be used.
+
+DOT_IMAGE_FORMAT       = png
+
+# The tag DOT_PATH can be used to specify the path where the dot tool can be 
+# found. If left blank, it is assumed the dot tool can be found in the path.
+
+DOT_PATH               = 
+
+# The DOTFILE_DIRS tag can be used to specify one or more directories that 
+# contain dot files that are included in the documentation (see the 
+# \dotfile command).
+
+DOTFILE_DIRS           = 
+
+# The MAX_DOT_GRAPH_MAX_NODES tag can be used to set the maximum number of 
+# nodes that will be shown in the graph. If the number of nodes in a graph 
+# becomes larger than this value, doxygen will truncate the graph, which is 
+# visualized by representing a node as a red box. Note that doxygen will always 
+# show the root nodes and its direct children regardless of this setting.
+
+DOT_GRAPH_MAX_NODES    = 50
+
+# Set the DOT_TRANSPARENT tag to YES to generate images with a transparent 
+# background. This is disabled by default, which results in a white background. 
+# Warning: Depending on the platform used, enabling this option may lead to 
+# badly anti-aliased labels on the edges of a graph (i.e. they become hard to 
+# read).
+
+DOT_TRANSPARENT        = NO
+
+# Set the DOT_MULTI_TARGETS tag to YES allow dot to generate multiple output 
+# files in one run (i.e. multiple -o and -T options on the command line). This 
+# makes dot run faster, but since only newer versions of dot (>1.8.10) 
+# support this, this feature is disabled by default.
+
+DOT_MULTI_TARGETS      = NO
+
+# If the GENERATE_LEGEND tag is set to YES (the default) Doxygen will 
+# generate a legend page explaining the meaning of the various boxes and 
+# arrows in the dot generated graphs.
+
+GENERATE_LEGEND        = YES
+
+# If the DOT_CLEANUP tag is set to YES (the default) Doxygen will 
+# remove the intermediate dot files that are used to generate 
+# the various graphs.
+
+DOT_CLEANUP            = YES
+
+#---------------------------------------------------------------------------
+# Configuration::additions related to the search engine   
+#---------------------------------------------------------------------------
+
+# The SEARCHENGINE tag specifies whether or not a search engine should be 
+# used. If set to NO the values of all tags below this one will be ignored.
+
+SEARCHENGINE           = YES
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/doc/mo.doxytag b/tags/paradiseo1.4-beta/paradiseo-old-mo/doc/mo.doxytag
new file mode 100644
index 000000000..7ca1a54d1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/doc/mo.doxytag
@@ -0,0 +1,1367 @@
+<?xml version='1.0' encoding='ISO-8859-1' standalone='yes' ?>
+<tagfile>
+  <compound kind="page">
+    <name>main</name>
+    <title>Welcome to PARADISEO-Moving Objects</title>
+    <filename>main</filename>
+    <docanchor file="main">Paradiseo</docanchor>
+    <docanchor file="main">authors</docanchor>
+    <docanchor file="main">Introduction</docanchor>
+    <docanchor file="main">LICENSE</docanchor>
+    <docanchor file="main">Installation</docanchor>
+  </compound>
+  <compound kind="class">
+    <name>moAlgo</name>
+    <filename>classmo_algo.html</filename>
+    <templarg>EOT</templarg>
+    <base>eoMonOp&lt; EOT &gt;</base>
+  </compound>
+  <compound kind="class">
+    <name>moAspirCrit</name>
+    <filename>classmo_aspir_crit.html</filename>
+    <templarg>M</templarg>
+    <base>eoBF</base>
+    <member kind="function" virtualness="pure">
+      <type>virtual void</type>
+      <name>init</name>
+      <anchorfile>classmo_aspir_crit.html</anchorfile>
+      <anchor>a8ce84510a5ec7c9078381e542c6d140</anchor>
+      <arglist>()=0</arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moBestImprSelect</name>
+    <filename>classmo_best_impr_select.html</filename>
+    <templarg>M</templarg>
+    <base>moMoveSelect</base>
+    <member kind="typedef">
+      <type>M::EOType::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_best_impr_select.html</anchorfile>
+      <anchor>c4ae17435221fb0a8e8acd285210cfcb</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>init</name>
+      <anchorfile>classmo_best_impr_select.html</anchorfile>
+      <anchor>83f961549986b8ad94692e433aa79114</anchor>
+      <arglist>(const Fitness &amp;_fitness)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>update</name>
+      <anchorfile>classmo_best_impr_select.html</anchorfile>
+      <anchor>5c0729fd316b0ef78406bce5ca91de2a</anchor>
+      <arglist>(const M &amp;_move, const Fitness &amp;_fitness)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>operator()</name>
+      <anchorfile>classmo_best_impr_select.html</anchorfile>
+      <anchor>33b3de7bd322f737eb97cce9a5404527</anchor>
+      <arglist>(M &amp;_move, Fitness &amp;_fitness)</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>bool</type>
+      <name>first_time</name>
+      <anchorfile>classmo_best_impr_select.html</anchorfile>
+      <anchor>352b14d206b0772eb9f40efb7beb0f13</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>M</type>
+      <name>best_move</name>
+      <anchorfile>classmo_best_impr_select.html</anchorfile>
+      <anchor>bd86f70519f954c07ff0d8a2a3a8ff6a</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>Fitness</type>
+      <name>best_fitness</name>
+      <anchorfile>classmo_best_impr_select.html</anchorfile>
+      <anchor>e51345fe28ca7cbaca65bdad1aa8ecb7</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moComparator</name>
+    <filename>classmo_comparator.html</filename>
+    <templarg>EOT</templarg>
+    <base>eoBF</base>
+  </compound>
+  <compound kind="class">
+    <name>moCoolingSchedule</name>
+    <filename>classmo_cooling_schedule.html</filename>
+    <base>eoUF&lt; double &amp;, bool &gt;</base>
+  </compound>
+  <compound kind="class">
+    <name>moExponentialCoolingSchedule</name>
+    <filename>classmo_exponential_cooling_schedule.html</filename>
+    <base>moCoolingSchedule</base>
+    <member kind="function">
+      <type></type>
+      <name>moExponentialCoolingSchedule</name>
+      <anchorfile>classmo_exponential_cooling_schedule.html</anchorfile>
+      <anchor>e60ce9eb5e632f4758ea96ae92a52774</anchor>
+      <arglist>(double _threshold, double _ratio)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_exponential_cooling_schedule.html</anchorfile>
+      <anchor>95b075e9786a5cc984ef1bb59a2107e4</anchor>
+      <arglist>(double &amp;_temperature)</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>double</type>
+      <name>threshold</name>
+      <anchorfile>classmo_exponential_cooling_schedule.html</anchorfile>
+      <anchor>8d4327c0bb33b7121a322279eea97f84</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>double</type>
+      <name>ratio</name>
+      <anchorfile>classmo_exponential_cooling_schedule.html</anchorfile>
+      <anchor>e8f3f87417c1c7253efb938a740846fa</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moFirstImprSelect</name>
+    <filename>classmo_first_impr_select.html</filename>
+    <templarg>M</templarg>
+    <base>moMoveSelect</base>
+    <member kind="typedef">
+      <type>M::EOType::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_first_impr_select.html</anchorfile>
+      <anchor>64763ce3e6d2873266624382b407fa5a</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="function" virtualness="virtual">
+      <type>virtual void</type>
+      <name>init</name>
+      <anchorfile>classmo_first_impr_select.html</anchorfile>
+      <anchor>a923437ecc3db50e7052b002a9a1bbf8</anchor>
+      <arglist>(const Fitness &amp;_fitness)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>update</name>
+      <anchorfile>classmo_first_impr_select.html</anchorfile>
+      <anchor>f68b7ee7b35bf7347c16006f0587d313</anchor>
+      <arglist>(const M &amp;_move, const Fitness &amp;_fitness)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>operator()</name>
+      <anchorfile>classmo_first_impr_select.html</anchorfile>
+      <anchor>976569efd882886cb13184daeba79766</anchor>
+      <arglist>(M &amp;_move, Fitness &amp;_fitness)</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>bool</type>
+      <name>valid</name>
+      <anchorfile>classmo_first_impr_select.html</anchorfile>
+      <anchor>a99c0586ba07449234705c17a258d58c</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>M</type>
+      <name>best_move</name>
+      <anchorfile>classmo_first_impr_select.html</anchorfile>
+      <anchor>dfed419a608dd7c41f07fa1f1279cb8c</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>Fitness</type>
+      <name>initial_fitness</name>
+      <anchorfile>classmo_first_impr_select.html</anchorfile>
+      <anchor>669f8f2f74e71bf2b7fdabfc9cca2c0e</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>Fitness</type>
+      <name>best_fitness</name>
+      <anchorfile>classmo_first_impr_select.html</anchorfile>
+      <anchor>287937f5c059b078ccec94e86e0a8238</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moFitComparator</name>
+    <filename>classmo_fit_comparator.html</filename>
+    <templarg>EOT</templarg>
+    <base>moComparator</base>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_fit_comparator.html</anchorfile>
+      <anchor>c920d5a49deb16710daf1e5fcde6b16c</anchor>
+      <arglist>(const EOT &amp;_solution1, const EOT &amp;_solution2)</arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moFitSolContinue</name>
+    <filename>classmo_fit_sol_continue.html</filename>
+    <templarg>EOT</templarg>
+    <base>moSolContinue</base>
+    <member kind="typedef">
+      <type>EOT::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_fit_sol_continue.html</anchorfile>
+      <anchor>369ed94a788d8bdc08d5554f7669376f</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="function">
+      <type></type>
+      <name>moFitSolContinue</name>
+      <anchorfile>classmo_fit_sol_continue.html</anchorfile>
+      <anchor>5f0dc5e529e8cd307ff4a1ae982d5b84</anchor>
+      <arglist>(Fitness _fitness)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_fit_sol_continue.html</anchorfile>
+      <anchor>ce4e02895c13bfd131fc759adf83798f</anchor>
+      <arglist>(const EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>init</name>
+      <anchorfile>classmo_fit_sol_continue.html</anchorfile>
+      <anchor>670bd895b4edfcd3aebb40d2295d7f7c</anchor>
+      <arglist>()</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>Fitness</type>
+      <name>fitness</name>
+      <anchorfile>classmo_fit_sol_continue.html</anchorfile>
+      <anchor>87d0ba8f2f76f61c89317eed5f094dfc</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moGenSolContinue</name>
+    <filename>classmo_gen_sol_continue.html</filename>
+    <templarg>EOT</templarg>
+    <base>moSolContinue</base>
+    <member kind="function">
+      <type></type>
+      <name>moGenSolContinue</name>
+      <anchorfile>classmo_gen_sol_continue.html</anchorfile>
+      <anchor>8e2456421b641d38e3f800f3bbe45159</anchor>
+      <arglist>(unsigned int _generationMaximumNumber)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_gen_sol_continue.html</anchorfile>
+      <anchor>2fd5f2f10b6d6208412582578fad48ea</anchor>
+      <arglist>(const EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>init</name>
+      <anchorfile>classmo_gen_sol_continue.html</anchorfile>
+      <anchor>6c5db8182157584b56507cc9075602d4</anchor>
+      <arglist>()</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>generationMaximumNumber</name>
+      <anchorfile>classmo_gen_sol_continue.html</anchorfile>
+      <anchor>c838d923436b71c584891c1cbe3f47ba</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>generationNumber</name>
+      <anchorfile>classmo_gen_sol_continue.html</anchorfile>
+      <anchor>af0b3e5ca3ceee0d843670955c8f1e58</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moHC</name>
+    <filename>classmo_h_c.html</filename>
+    <templarg>M</templarg>
+    <base>moAlgo&lt; M::EOType &gt;</base>
+    <member kind="function">
+      <type></type>
+      <name>moHC</name>
+      <anchorfile>classmo_h_c.html</anchorfile>
+      <anchor>44a35bd30df6e79cff95a31b84889bd7</anchor>
+      <arglist>(moMoveInit&lt; M &gt; &amp;_move_initializer, moNextMove&lt; M &gt; &amp;_next_move_generator, moMoveIncrEval&lt; M &gt; &amp;_incremental_evaluation, moMoveSelect&lt; M &gt; &amp;_move_selection, eoEvalFunc&lt; EOT &gt; &amp;_full_evaluation)</arglist>
+    </member>
+    <member kind="function">
+      <type></type>
+      <name>moHC</name>
+      <anchorfile>classmo_h_c.html</anchorfile>
+      <anchor>5002f969ef0a4d959610158fc62f137a</anchor>
+      <arglist>(moMoveExpl&lt; M &gt; &amp;_move_explorer, eoEvalFunc&lt; EOT &gt; &amp;_full_evaluation)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_h_c.html</anchorfile>
+      <anchor>b739f9586b647e32bf31605066f984ad</anchor>
+      <arglist>(EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>M::EOType</type>
+      <name>EOT</name>
+      <anchorfile>classmo_h_c.html</anchorfile>
+      <anchor>d219296ede03c679646bce2fe8ff96cb</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>EOT::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_h_c.html</anchorfile>
+      <anchor>56487c97a7cf0c423cc879d1bbd45027</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moMoveExpl&lt; M &gt; &amp;</type>
+      <name>move_explorer</name>
+      <anchorfile>classmo_h_c.html</anchorfile>
+      <anchor>ec4e702a6ec240f40ff9d262c36d080b</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>eoEvalFunc&lt; EOT &gt; &amp;</type>
+      <name>full_evaluation</name>
+      <anchorfile>classmo_h_c.html</anchorfile>
+      <anchor>1175c588c19d3658cfc690d5f3f8d825</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moHCMoveLoopExpl</name>
+    <filename>classmo_h_c_move_loop_expl.html</filename>
+    <templarg>M</templarg>
+    <base>moMoveLoopExpl</base>
+    <member kind="function">
+      <type></type>
+      <name>moHCMoveLoopExpl</name>
+      <anchorfile>classmo_h_c_move_loop_expl.html</anchorfile>
+      <anchor>fac2eb6695ba1b797ffab4f290d760b8</anchor>
+      <arglist>(moMoveInit&lt; M &gt; &amp;_move_initializer, moNextMove&lt; M &gt; &amp;_next_move_generator, moMoveIncrEval&lt; M &gt; &amp;_incremental_evaluation, moMoveSelect&lt; M &gt; &amp;_move_selection)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>operator()</name>
+      <anchorfile>classmo_h_c_move_loop_expl.html</anchorfile>
+      <anchor>fe9362c10d74a5e6ed09b56345396192</anchor>
+      <arglist>(const EOT &amp;_old_solution, EOT &amp;_new_solution)</arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>M::EOType</type>
+      <name>EOT</name>
+      <anchorfile>classmo_h_c_move_loop_expl.html</anchorfile>
+      <anchor>077befd4106c201eafd3ea22bcea2fe9</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>M::EOType::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_h_c_move_loop_expl.html</anchorfile>
+      <anchor>f24871224316d5549b9013a2d27ab465</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moMoveInit&lt; M &gt; &amp;</type>
+      <name>move_initializer</name>
+      <anchorfile>classmo_h_c_move_loop_expl.html</anchorfile>
+      <anchor>17506f3f1172714f9adbfa4e8a15953a</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moNextMove&lt; M &gt; &amp;</type>
+      <name>next_move_generator</name>
+      <anchorfile>classmo_h_c_move_loop_expl.html</anchorfile>
+      <anchor>fdc44d40d8859bae1d7b92e77f36aa30</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moMoveIncrEval&lt; M &gt; &amp;</type>
+      <name>incremental_evaluation</name>
+      <anchorfile>classmo_h_c_move_loop_expl.html</anchorfile>
+      <anchor>a044b28f972d007a22736b646d86f265</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moMoveSelect&lt; M &gt; &amp;</type>
+      <name>move_selection</name>
+      <anchorfile>classmo_h_c_move_loop_expl.html</anchorfile>
+      <anchor>5f0532e0ee8ef8ecaeeb4e56342be443</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moILS</name>
+    <filename>classmo_i_l_s.html</filename>
+    <templarg>M</templarg>
+    <base>moAlgo&lt; M::EOType &gt;</base>
+    <member kind="function">
+      <type></type>
+      <name>moILS</name>
+      <anchorfile>classmo_i_l_s.html</anchorfile>
+      <anchor>c83f81ba0836ae262305efa15eeb3da2</anchor>
+      <arglist>(moAlgo&lt; EOT &gt; &amp;_algorithm, moSolContinue&lt; EOT &gt; &amp;_continue, moComparator&lt; EOT &gt; &amp;_acceptance_criterion, eoMonOp&lt; EOT &gt; &amp;_perturbation, eoEvalFunc&lt; EOT &gt; &amp;_full_evaluation)</arglist>
+    </member>
+    <member kind="function">
+      <type></type>
+      <name>moILS</name>
+      <anchorfile>classmo_i_l_s.html</anchorfile>
+      <anchor>6d684a1d13ad224a911c8b0277812297</anchor>
+      <arglist>(moMoveInit&lt; M &gt; &amp;_move_initializer, moNextMove&lt; M &gt; &amp;_next_move_generator, moMoveIncrEval&lt; M &gt; &amp;_incremental_evaluation, moMoveSelect&lt; M &gt; &amp;_move_selection, moSolContinue&lt; EOT &gt; &amp;_continue, moComparator&lt; EOT &gt; &amp;_acceptance_criterion, eoMonOp&lt; EOT &gt; &amp;_perturbation, eoEvalFunc&lt; EOT &gt; &amp;_full_evaluation)</arglist>
+    </member>
+    <member kind="function">
+      <type></type>
+      <name>moILS</name>
+      <anchorfile>classmo_i_l_s.html</anchorfile>
+      <anchor>740ac81a0d06eb471592ba0861d3a6d7</anchor>
+      <arglist>(moMoveInit&lt; M &gt; &amp;_move_initializer, moNextMove&lt; M &gt; &amp;_next_move_generator, moMoveIncrEval&lt; M &gt; &amp;_incremental_evaluation, moTabuList&lt; M &gt; &amp;_tabu_list, moAspirCrit&lt; M &gt; &amp;_aspiration_criterion, moSolContinue&lt; EOT &gt; &amp;_moTS_continue, moSolContinue&lt; EOT &gt; &amp;_continue, moComparator&lt; EOT &gt; &amp;_acceptance_criterion, eoMonOp&lt; EOT &gt; &amp;_perturbation, eoEvalFunc&lt; EOT &gt; &amp;_full_evaluation)</arglist>
+    </member>
+    <member kind="function">
+      <type></type>
+      <name>moILS</name>
+      <anchorfile>classmo_i_l_s.html</anchorfile>
+      <anchor>36bab16abf36957dac36c467b86385bc</anchor>
+      <arglist>(moRandMove&lt; M &gt; &amp;_random_move_generator, moMoveIncrEval&lt; M &gt; &amp;_incremental_evaluation, moSolContinue&lt; EOT &gt; &amp;_moSA_continue, double _initial_temperature, moCoolingSchedule &amp;_cooling_schedule, moSolContinue&lt; EOT &gt; &amp;_continue, moComparator&lt; EOT &gt; &amp;_acceptance_criterion, eoMonOp&lt; EOT &gt; &amp;_perturbation, eoEvalFunc&lt; EOT &gt; &amp;_full_evaluation)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_i_l_s.html</anchorfile>
+      <anchor>3f6b950e5a6c363f04b8d4c259502488</anchor>
+      <arglist>(EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>M::EOType</type>
+      <name>EOT</name>
+      <anchorfile>classmo_i_l_s.html</anchorfile>
+      <anchor>c81bafc611e4d4fd44347cf7162198c7</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>EOT::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_i_l_s.html</anchorfile>
+      <anchor>8c464a9eae064a78eff75d4c722b619c</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moAlgo&lt; EOT &gt; &amp;</type>
+      <name>algorithm</name>
+      <anchorfile>classmo_i_l_s.html</anchorfile>
+      <anchor>5651a4d94b59d523d341d5d6e24ca311</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moSolContinue&lt; EOT &gt; &amp;</type>
+      <name>continu</name>
+      <anchorfile>classmo_i_l_s.html</anchorfile>
+      <anchor>30edab439401d7ec04fd8d37b4513d94</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moComparator&lt; EOT &gt; &amp;</type>
+      <name>acceptance_criterion</name>
+      <anchorfile>classmo_i_l_s.html</anchorfile>
+      <anchor>295f6d0342c67bd3dc4cb82e2adc26be</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>eoMonOp&lt; EOT &gt; &amp;</type>
+      <name>perturbation</name>
+      <anchorfile>classmo_i_l_s.html</anchorfile>
+      <anchor>f667a1bda06b6d221292df9aba3db8a2</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>eoEvalFunc&lt; EOT &gt; &amp;</type>
+      <name>full_evaluation</name>
+      <anchorfile>classmo_i_l_s.html</anchorfile>
+      <anchor>8e8c383ac6ec34aaf071fa18bb54be67</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moImprBestFitAspirCrit</name>
+    <filename>classmo_impr_best_fit_aspir_crit.html</filename>
+    <templarg>M</templarg>
+    <base>moAspirCrit</base>
+    <member kind="typedef">
+      <type>M::EOType::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_impr_best_fit_aspir_crit.html</anchorfile>
+      <anchor>0bc1a8c9af99781e662570c04750cca8</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="function">
+      <type></type>
+      <name>moImprBestFitAspirCrit</name>
+      <anchorfile>classmo_impr_best_fit_aspir_crit.html</anchorfile>
+      <anchor>e2c697a5cf3a7696e38bb52b6694a340</anchor>
+      <arglist>()</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>init</name>
+      <anchorfile>classmo_impr_best_fit_aspir_crit.html</anchorfile>
+      <anchor>ffa451a14ff4ea86fb8bd9fdbc348630</anchor>
+      <arglist>()</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_impr_best_fit_aspir_crit.html</anchorfile>
+      <anchor>b6e5e96d57a6b846033fc22a9951b067</anchor>
+      <arglist>(const M &amp;_move, const Fitness &amp;_fitness)</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>Fitness</type>
+      <name>best_fitness</name>
+      <anchorfile>classmo_impr_best_fit_aspir_crit.html</anchorfile>
+      <anchor>03230e8672389de65aacd2bf7b6c1184</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>bool</type>
+      <name>first_time</name>
+      <anchorfile>classmo_impr_best_fit_aspir_crit.html</anchorfile>
+      <anchor>2d5226c7dd661b33011402dbbbe78265</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moItRandNextMove</name>
+    <filename>classmo_it_rand_next_move.html</filename>
+    <templarg>M</templarg>
+    <base>moNextMove</base>
+    <member kind="function">
+      <type></type>
+      <name>moItRandNextMove</name>
+      <anchorfile>classmo_it_rand_next_move.html</anchorfile>
+      <anchor>c27b1fb0d64d4862dd886f7a59419b8c</anchor>
+      <arglist>(moRandMove&lt; M &gt; &amp;_random_move_generator, unsigned int _iteration_maximum_number)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_it_rand_next_move.html</anchorfile>
+      <anchor>21454db723a12fe6c8eb5caeccd32df6</anchor>
+      <arglist>(M &amp;_move, const EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>M::EOType</type>
+      <name>EOT</name>
+      <anchorfile>classmo_it_rand_next_move.html</anchorfile>
+      <anchor>ee666007fc494bf4a5f0cd065e5671cf</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moRandMove&lt; M &gt; &amp;</type>
+      <name>random_move_generator</name>
+      <anchorfile>classmo_it_rand_next_move.html</anchorfile>
+      <anchor>92601819402ad00d01933113d0bcf40d</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>iteration_maximum_number</name>
+      <anchorfile>classmo_it_rand_next_move.html</anchorfile>
+      <anchor>1b06067aee7a78f8a255563391514d2d</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>iteration_number</name>
+      <anchorfile>classmo_it_rand_next_move.html</anchorfile>
+      <anchor>2f8d52c88d6c002be518091cc52beca1</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moLinearCoolingSchedule</name>
+    <filename>classmo_linear_cooling_schedule.html</filename>
+    <base>moCoolingSchedule</base>
+    <member kind="function">
+      <type></type>
+      <name>moLinearCoolingSchedule</name>
+      <anchorfile>classmo_linear_cooling_schedule.html</anchorfile>
+      <anchor>420939ebf57f01d242cbe4eb668dffde</anchor>
+      <arglist>(double _threshold, double _quantity)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_linear_cooling_schedule.html</anchorfile>
+      <anchor>b0a1886aaa7ee2a0c8e929e55ca321ce</anchor>
+      <arglist>(double &amp;_current_temperature)</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>double</type>
+      <name>threshold</name>
+      <anchorfile>classmo_linear_cooling_schedule.html</anchorfile>
+      <anchor>e7f539f986801ea71392c4a55ba08a76</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>double</type>
+      <name>quantity</name>
+      <anchorfile>classmo_linear_cooling_schedule.html</anchorfile>
+      <anchor>6159dc39ceda89b23ffdab3d6ce8d8ed</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moLSCheckPoint</name>
+    <filename>classmo_l_s_check_point.html</filename>
+    <templarg>M</templarg>
+    <base>eoBF</base>
+    <member kind="function">
+      <type>void</type>
+      <name>operator()</name>
+      <anchorfile>classmo_l_s_check_point.html</anchorfile>
+      <anchor>e9b9d41e40dd7bab648327686b2b938d</anchor>
+      <arglist>(const M &amp;_move, const typename M::EOType &amp;_solution)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>add</name>
+      <anchorfile>classmo_l_s_check_point.html</anchorfile>
+      <anchor>f95f2dc556cdfbdc81688562ca95202d</anchor>
+      <arglist>(eoBF&lt; const M &amp;, const typename M::EOType &amp;, void &gt; &amp;_function)</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>std::vector&lt; eoBF&lt; const M &amp;, const typename M::EOType &amp;, void &gt; * &gt;</type>
+      <name>functions</name>
+      <anchorfile>classmo_l_s_check_point.html</anchorfile>
+      <anchor>56a7427a6aebac7955c22bab302c050a</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moMove</name>
+    <filename>classmo_move.html</filename>
+    <templarg>EOT</templarg>
+    <base>eoUF&lt; EOT &amp;, void &gt;</base>
+    <member kind="typedef">
+      <type>EOT</type>
+      <name>EOType</name>
+      <anchorfile>classmo_move.html</anchorfile>
+      <anchor>7fb853a91ba1319530529e515380bbba</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moMoveExpl</name>
+    <filename>classmo_move_expl.html</filename>
+    <templarg>M</templarg>
+    <base>eoBF&lt; const M::EOType &amp;, M::EOType &amp;, void &gt;</base>
+  </compound>
+  <compound kind="class">
+    <name>moMoveIncrEval</name>
+    <filename>classmo_move_incr_eval.html</filename>
+    <templarg>M</templarg>
+    <base>eoBF</base>
+  </compound>
+  <compound kind="class">
+    <name>moMoveInit</name>
+    <filename>classmo_move_init.html</filename>
+    <templarg>M</templarg>
+    <base>eoBF</base>
+  </compound>
+  <compound kind="class">
+    <name>moMoveLoopExpl</name>
+    <filename>classmo_move_loop_expl.html</filename>
+    <templarg>M</templarg>
+    <base>moMoveExpl</base>
+  </compound>
+  <compound kind="class">
+    <name>moMoveSelect</name>
+    <filename>classmo_move_select.html</filename>
+    <templarg>M</templarg>
+    <base>eoBF&lt; M &amp;, M::EOType::Fitness &amp;, void &gt;</base>
+    <member kind="typedef">
+      <type>M::EOType::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_move_select.html</anchorfile>
+      <anchor>8148ccc0e6fbd209c3fe6829559895c8</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="function" virtualness="pure">
+      <type>virtual void</type>
+      <name>init</name>
+      <anchorfile>classmo_move_select.html</anchorfile>
+      <anchor>58038bd859632c1bd022d23d9792bdca</anchor>
+      <arglist>(const Fitness &amp;_fitness)=0</arglist>
+    </member>
+    <member kind="function" virtualness="pure">
+      <type>virtual bool</type>
+      <name>update</name>
+      <anchorfile>classmo_move_select.html</anchorfile>
+      <anchor>5b4d3b2f030cca80c563c3db0c4af404</anchor>
+      <arglist>(const M &amp;_move, const Fitness &amp;_fitness)=0</arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moNextMove</name>
+    <filename>classmo_next_move.html</filename>
+    <templarg>M</templarg>
+    <base>eoBF</base>
+  </compound>
+  <compound kind="class">
+    <name>moNoAspirCrit</name>
+    <filename>classmo_no_aspir_crit.html</filename>
+    <templarg>M</templarg>
+    <base>moAspirCrit</base>
+    <member kind="function" protection="private">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_no_aspir_crit.html</anchorfile>
+      <anchor>289aac56f03c4651fcbcec4a91fb6fd6</anchor>
+      <arglist>(const M &amp;_move, const typename M::EOType::Fitness &amp;_fitness)</arglist>
+    </member>
+    <member kind="function" protection="private">
+      <type>void</type>
+      <name>init</name>
+      <anchorfile>classmo_no_aspir_crit.html</anchorfile>
+      <anchor>f3a286fc4c2d36bd390ba9a3074f3037</anchor>
+      <arglist>()</arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moNoFitImprSolContinue</name>
+    <filename>classmo_no_fit_impr_sol_continue.html</filename>
+    <templarg>EOT</templarg>
+    <base>moSolContinue</base>
+    <member kind="typedef">
+      <type>EOT::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_no_fit_impr_sol_continue.html</anchorfile>
+      <anchor>64c184de66bb37d75d53aa600ac947b3</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="function">
+      <type></type>
+      <name>moNoFitImprSolContinue</name>
+      <anchorfile>classmo_no_fit_impr_sol_continue.html</anchorfile>
+      <anchor>0793f68a0ad558c8203b97c33c8f9c90</anchor>
+      <arglist>(unsigned int _maxNumberOfIterationWithoutImprovement)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_no_fit_impr_sol_continue.html</anchorfile>
+      <anchor>d8966c73cbe625644df9061377f7221a</anchor>
+      <arglist>(const EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>init</name>
+      <anchorfile>classmo_no_fit_impr_sol_continue.html</anchorfile>
+      <anchor>21641c0a38a4501baae6133cbc591de4</anchor>
+      <arglist>()</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>maxNumberOfIterationsWithoutImprovement</name>
+      <anchorfile>classmo_no_fit_impr_sol_continue.html</anchorfile>
+      <anchor>03612ffc3af9d943c1b1d2cde09d461b</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>bool</type>
+      <name>firstFitnessSaved</name>
+      <anchorfile>classmo_no_fit_impr_sol_continue.html</anchorfile>
+      <anchor>ca3591e47a075b59e0826f31234c71ef</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>Fitness</type>
+      <name>fitness</name>
+      <anchorfile>classmo_no_fit_impr_sol_continue.html</anchorfile>
+      <anchor>3d3d2b43a4dd73e38689cc0018d44ee7</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>counter</name>
+      <anchorfile>classmo_no_fit_impr_sol_continue.html</anchorfile>
+      <anchor>46fc008a8f7cd06dcaaeb4016b433adb</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moRandImprSelect</name>
+    <filename>classmo_rand_impr_select.html</filename>
+    <templarg>M</templarg>
+    <base>moMoveSelect</base>
+    <member kind="typedef">
+      <type>M::EOType::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_rand_impr_select.html</anchorfile>
+      <anchor>3bff2fdb963297430543c82ffb567a5c</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>init</name>
+      <anchorfile>classmo_rand_impr_select.html</anchorfile>
+      <anchor>7af99966b31aa387ecef74fd307a42e8</anchor>
+      <arglist>(const Fitness &amp;_fitness)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>update</name>
+      <anchorfile>classmo_rand_impr_select.html</anchorfile>
+      <anchor>b20cfd0164266aa75960cba3c1673f69</anchor>
+      <arglist>(const M &amp;_move, const Fitness &amp;_fitness)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>operator()</name>
+      <anchorfile>classmo_rand_impr_select.html</anchorfile>
+      <anchor>1bc88f10830960c1d88e22e444c4e670</anchor>
+      <arglist>(M &amp;_move, Fitness &amp;_fitness)</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>Fitness</type>
+      <name>initial_fitness</name>
+      <anchorfile>classmo_rand_impr_select.html</anchorfile>
+      <anchor>d566fa23689861b1d04257e53c71ae20</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>std::vector&lt; Fitness &gt;</type>
+      <name>better_fitnesses</name>
+      <anchorfile>classmo_rand_impr_select.html</anchorfile>
+      <anchor>220d6e3db838b11938e59bc7b29a0db6</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>std::vector&lt; M &gt;</type>
+      <name>better_moves</name>
+      <anchorfile>classmo_rand_impr_select.html</anchorfile>
+      <anchor>8a2e7bd7d7a74d7f7402ef25737b09e1</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moRandMove</name>
+    <filename>classmo_rand_move.html</filename>
+    <templarg>M</templarg>
+    <base>eoUF&lt; M &amp;, void &gt;</base>
+  </compound>
+  <compound kind="class">
+    <name>moSA</name>
+    <filename>classmo_s_a.html</filename>
+    <templarg>M</templarg>
+    <base>moAlgo&lt; M::EOType &gt;</base>
+    <member kind="function">
+      <type></type>
+      <name>moSA</name>
+      <anchorfile>classmo_s_a.html</anchorfile>
+      <anchor>12e7da3a56b82daa29a30d1254da5823</anchor>
+      <arglist>(moRandMove&lt; M &gt; &amp;_random_move_generator, moMoveIncrEval&lt; M &gt; &amp;_incremental_evaluation, moSolContinue&lt; EOT &gt; &amp;_continue, double _initial_temperature, moCoolingSchedule &amp;_cooling_schedule, eoEvalFunc&lt; EOT &gt; &amp;_full_evaluation)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_s_a.html</anchorfile>
+      <anchor>bea8176b0c05a96696b2ab29d3f3c544</anchor>
+      <arglist>(EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>M::EOType</type>
+      <name>EOT</name>
+      <anchorfile>classmo_s_a.html</anchorfile>
+      <anchor>d5d64a8797bdedc7b3af7893aded0bd5</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>EOT::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_s_a.html</anchorfile>
+      <anchor>97f1a40d5ab5a0b3f878d0347b34804b</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moRandMove&lt; M &gt; &amp;</type>
+      <name>random_move_generator</name>
+      <anchorfile>classmo_s_a.html</anchorfile>
+      <anchor>92656523f556669862fcffdccea178dd</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moMoveIncrEval&lt; M &gt; &amp;</type>
+      <name>incremental_evaluation</name>
+      <anchorfile>classmo_s_a.html</anchorfile>
+      <anchor>fdb49f837dc602624554279418c94bdb</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moSolContinue&lt; EOT &gt; &amp;</type>
+      <name>continu</name>
+      <anchorfile>classmo_s_a.html</anchorfile>
+      <anchor>776586a839c2bbd6d12a731c12a1b748</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>double</type>
+      <name>initial_temperature</name>
+      <anchorfile>classmo_s_a.html</anchorfile>
+      <anchor>e07bf4ca64248e94ab85e8a1ba32aa8c</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moCoolingSchedule &amp;</type>
+      <name>cooling_schedule</name>
+      <anchorfile>classmo_s_a.html</anchorfile>
+      <anchor>f514ae01cdfc67bf0b87d5389b3792e5</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>eoEvalFunc&lt; EOT &gt; &amp;</type>
+      <name>full_evaluation</name>
+      <anchorfile>classmo_s_a.html</anchorfile>
+      <anchor>ace30095ffc4924d84e14a0e59f7746f</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moSimpleMoveTabuList</name>
+    <filename>classmo_simple_move_tabu_list.html</filename>
+    <templarg>M</templarg>
+    <base>moTabuList</base>
+    <member kind="typedef">
+      <type>M::EOType</type>
+      <name>EOT</name>
+      <anchorfile>classmo_simple_move_tabu_list.html</anchorfile>
+      <anchor>91286ff3ba6b1e9e1db9e4fdade2edb7</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="typedef">
+      <type>std::list&lt; M &gt;::iterator</type>
+      <name>moveIterator</name>
+      <anchorfile>classmo_simple_move_tabu_list.html</anchorfile>
+      <anchor>4ca9387c0a20bb9f4142682cbfee26bf</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="function">
+      <type></type>
+      <name>moSimpleMoveTabuList</name>
+      <anchorfile>classmo_simple_move_tabu_list.html</anchorfile>
+      <anchor>c27e7fabe1370ea65f56981c5cbc1769</anchor>
+      <arglist>(unsigned int _memory_maximum_size)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_simple_move_tabu_list.html</anchorfile>
+      <anchor>8d38f296f3d7721025820f16f25fcf7e</anchor>
+      <arglist>(const M &amp;_move, const EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>add</name>
+      <anchorfile>classmo_simple_move_tabu_list.html</anchorfile>
+      <anchor>e6c0835fbfab2bdc63097cf2fd5328aa</anchor>
+      <arglist>(const M &amp;_move, const EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>update</name>
+      <anchorfile>classmo_simple_move_tabu_list.html</anchorfile>
+      <anchor>96cffc8118456ed762b07b9fc0e0679f</anchor>
+      <arglist>()</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>init</name>
+      <anchorfile>classmo_simple_move_tabu_list.html</anchorfile>
+      <anchor>b91ae9971be30769757d1ad92c6009dc</anchor>
+      <arglist>()</arglist>
+    </member>
+    <member kind="function" protection="private">
+      <type>void</type>
+      <name>removeMove</name>
+      <anchorfile>classmo_simple_move_tabu_list.html</anchorfile>
+      <anchor>922ac2e3c45cbb94698517265be95de5</anchor>
+      <arglist>(const M &amp;_move)</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>memory_maximum_size</name>
+      <anchorfile>classmo_simple_move_tabu_list.html</anchorfile>
+      <anchor>fea7fe7c62a6da9b8f087a2732f44251</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>memory_size</name>
+      <anchorfile>classmo_simple_move_tabu_list.html</anchorfile>
+      <anchor>defd20fe6d0d51fdaedbc5b95018aea7</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>std::list&lt; M &gt;</type>
+      <name>tabuList</name>
+      <anchorfile>classmo_simple_move_tabu_list.html</anchorfile>
+      <anchor>d91bc838361524720616b44eda9b2c3a</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moSimpleSolutionTabuList</name>
+    <filename>classmo_simple_solution_tabu_list.html</filename>
+    <templarg>M</templarg>
+    <base>moTabuList</base>
+    <member kind="typedef">
+      <type>M::EOType</type>
+      <name>EOT</name>
+      <anchorfile>classmo_simple_solution_tabu_list.html</anchorfile>
+      <anchor>881060871a6b49e5e8554c5df85176d9</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="typedef">
+      <type>std::list&lt; EOT &gt;::iterator</type>
+      <name>solutionIterator</name>
+      <anchorfile>classmo_simple_solution_tabu_list.html</anchorfile>
+      <anchor>3438db9ed9e1a94a24c418d8cbadec54</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="function">
+      <type></type>
+      <name>moSimpleSolutionTabuList</name>
+      <anchorfile>classmo_simple_solution_tabu_list.html</anchorfile>
+      <anchor>8499bf947de47519d155e9e45f815d41</anchor>
+      <arglist>(unsigned int _memory_maximum_size)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_simple_solution_tabu_list.html</anchorfile>
+      <anchor>9052858ae3e6765cbe4c344bdae6c692</anchor>
+      <arglist>(const M &amp;_move, const EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>add</name>
+      <anchorfile>classmo_simple_solution_tabu_list.html</anchorfile>
+      <anchor>58ae13e7642c429ea51ff679a932aceb</anchor>
+      <arglist>(const M &amp;_move, const EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>update</name>
+      <anchorfile>classmo_simple_solution_tabu_list.html</anchorfile>
+      <anchor>91b8b01dba7ffea8b63765d931e56f56</anchor>
+      <arglist>()</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>init</name>
+      <anchorfile>classmo_simple_solution_tabu_list.html</anchorfile>
+      <anchor>d5645c39fec71a6110a2cbccbb08b816</anchor>
+      <arglist>()</arglist>
+    </member>
+    <member kind="function" protection="private">
+      <type>void</type>
+      <name>removeSolution</name>
+      <anchorfile>classmo_simple_solution_tabu_list.html</anchorfile>
+      <anchor>e4a57001a201e1fb7446902381a7ac7d</anchor>
+      <arglist>(const EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>memory_maximum_size</name>
+      <anchorfile>classmo_simple_solution_tabu_list.html</anchorfile>
+      <anchor>06631e7b9a2511e3c11540aa14b9e636</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>memory_size</name>
+      <anchorfile>classmo_simple_solution_tabu_list.html</anchorfile>
+      <anchor>0d54e6b0af0e6088aafae596392c9490</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>std::list&lt; EOT &gt;</type>
+      <name>tabuList</name>
+      <anchorfile>classmo_simple_solution_tabu_list.html</anchorfile>
+      <anchor>75df9cd683528d3722d02bac407b710b</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moSolContinue</name>
+    <filename>classmo_sol_continue.html</filename>
+    <templarg>EOT</templarg>
+    <base>eoUF&lt; const EOT &amp;, bool &gt;</base>
+    <member kind="function" virtualness="pure">
+      <type>virtual void</type>
+      <name>init</name>
+      <anchorfile>classmo_sol_continue.html</anchorfile>
+      <anchor>064dc966a210f4ffb9515be3f03ca4c7</anchor>
+      <arglist>()=0</arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moSteadyFitSolContinue</name>
+    <filename>classmo_steady_fit_sol_continue.html</filename>
+    <templarg>EOT</templarg>
+    <base>moSolContinue</base>
+    <member kind="typedef">
+      <type>EOT::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_steady_fit_sol_continue.html</anchorfile>
+      <anchor>c289721abbbafe50f6e3b8305dd31007</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="function">
+      <type></type>
+      <name>moSteadyFitSolContinue</name>
+      <anchorfile>classmo_steady_fit_sol_continue.html</anchorfile>
+      <anchor>c5e0e998b73e3a48ca3e87f4f816569b</anchor>
+      <arglist>(unsigned int _maxNumberOfIterations, unsigned int _maxNumberOfIterationWithoutImprovement)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_steady_fit_sol_continue.html</anchorfile>
+      <anchor>f7432bccb768d50a2fef248c2b174904</anchor>
+      <arglist>(const EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>init</name>
+      <anchorfile>classmo_steady_fit_sol_continue.html</anchorfile>
+      <anchor>87563493addc8e4b58982c55a67179b9</anchor>
+      <arglist>()</arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>maxNumberOfIterations</name>
+      <anchorfile>classmo_steady_fit_sol_continue.html</anchorfile>
+      <anchor>36b43c2a252887ad027165ac32393fe8</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>maxNumberOfIterationsWithoutImprovement</name>
+      <anchorfile>classmo_steady_fit_sol_continue.html</anchorfile>
+      <anchor>cde593c09f497a5fa66ff62732544f40</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>bool</type>
+      <name>maxNumberOfIterationsReached</name>
+      <anchorfile>classmo_steady_fit_sol_continue.html</anchorfile>
+      <anchor>7d88c0eb91b2a12121ba1c3ae9139887</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>bool</type>
+      <name>firstFitnessSaved</name>
+      <anchorfile>classmo_steady_fit_sol_continue.html</anchorfile>
+      <anchor>025bf2789e470fdde989eee9121035c3</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>Fitness</type>
+      <name>fitness</name>
+      <anchorfile>classmo_steady_fit_sol_continue.html</anchorfile>
+      <anchor>a5c62e7049b36f6e71e92b559568c09e</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>unsigned int</type>
+      <name>counter</name>
+      <anchorfile>classmo_steady_fit_sol_continue.html</anchorfile>
+      <anchor>245c9099a2c40dfc4f34b3ff216d13ce</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moTabuList</name>
+    <filename>classmo_tabu_list.html</filename>
+    <templarg>M</templarg>
+    <base>eoBF</base>
+    <member kind="typedef">
+      <type>M::EOType</type>
+      <name>EOT</name>
+      <anchorfile>classmo_tabu_list.html</anchorfile>
+      <anchor>e219715cc3fdd5626764bc50ce6357df</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="function" virtualness="pure">
+      <type>virtual void</type>
+      <name>add</name>
+      <anchorfile>classmo_tabu_list.html</anchorfile>
+      <anchor>55204939b6d67b6d37b4af725d70cf6d</anchor>
+      <arglist>(const M &amp;_move, const EOT &amp;_solution)=0</arglist>
+    </member>
+    <member kind="function" virtualness="pure">
+      <type>virtual void</type>
+      <name>update</name>
+      <anchorfile>classmo_tabu_list.html</anchorfile>
+      <anchor>a2e5d1132f064093c8ed57046405f5ca</anchor>
+      <arglist>()=0</arglist>
+    </member>
+    <member kind="function" virtualness="pure">
+      <type>virtual void</type>
+      <name>init</name>
+      <anchorfile>classmo_tabu_list.html</anchorfile>
+      <anchor>0a06c459d56e8e2b408a8f3c6aec4e57</anchor>
+      <arglist>()=0</arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moTS</name>
+    <filename>classmo_t_s.html</filename>
+    <templarg>M</templarg>
+    <base>moAlgo&lt; M::EOType &gt;</base>
+    <member kind="function">
+      <type></type>
+      <name>moTS</name>
+      <anchorfile>classmo_t_s.html</anchorfile>
+      <anchor>336408ddf8b7a29ffa8e01e9c18d8e10</anchor>
+      <arglist>(moMoveInit&lt; M &gt; &amp;_move_initializer, moNextMove&lt; M &gt; &amp;_next_move_generator, moMoveIncrEval&lt; M &gt; &amp;_incremental_evaluation, moTabuList&lt; M &gt; &amp;_tabu_list, moAspirCrit&lt; M &gt; &amp;_aspiration_criterion, moSolContinue&lt; EOT &gt; &amp;_continue, eoEvalFunc&lt; EOT &gt; &amp;_full_evaluation)</arglist>
+    </member>
+    <member kind="function">
+      <type></type>
+      <name>moTS</name>
+      <anchorfile>classmo_t_s.html</anchorfile>
+      <anchor>7e435fac1b8d5a410b7374d114e005e2</anchor>
+      <arglist>(moMoveExpl&lt; M &gt; &amp;_move_explorer, moSolContinue&lt; EOT &gt; &amp;_continue, eoEvalFunc&lt; EOT &gt; &amp;_full_evaluation)</arglist>
+    </member>
+    <member kind="function">
+      <type>bool</type>
+      <name>operator()</name>
+      <anchorfile>classmo_t_s.html</anchorfile>
+      <anchor>2a011779723e24a5132a37593775bf56</anchor>
+      <arglist>(EOT &amp;_solution)</arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>M::EOType</type>
+      <name>EOT</name>
+      <anchorfile>classmo_t_s.html</anchorfile>
+      <anchor>90d19d468c12ab5bd796948ce1ce79b1</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>EOT::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_t_s.html</anchorfile>
+      <anchor>aa0eefbb17111422e495d1255f876fca</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moMoveExpl&lt; M &gt; &amp;</type>
+      <name>move_explorer</name>
+      <anchorfile>classmo_t_s.html</anchorfile>
+      <anchor>9fd948a2c586f1991f5a1eee927af8a6</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moSolContinue&lt; EOT &gt; &amp;</type>
+      <name>continu</name>
+      <anchorfile>classmo_t_s.html</anchorfile>
+      <anchor>962a37393faf5239e657388d375cd9b3</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>eoEvalFunc&lt; EOT &gt; &amp;</type>
+      <name>full_evaluation</name>
+      <anchorfile>classmo_t_s.html</anchorfile>
+      <anchor>f44bb408007e2bff99f7a201842e8e48</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+  <compound kind="class">
+    <name>moTSMoveLoopExpl</name>
+    <filename>classmo_t_s_move_loop_expl.html</filename>
+    <templarg>M</templarg>
+    <base>moMoveLoopExpl</base>
+    <member kind="function">
+      <type></type>
+      <name>moTSMoveLoopExpl</name>
+      <anchorfile>classmo_t_s_move_loop_expl.html</anchorfile>
+      <anchor>be5cf0853777718c3bbcbef456b50bc7</anchor>
+      <arglist>(moMoveInit&lt; M &gt; &amp;_move_initializer, moNextMove&lt; M &gt; &amp;_next_move_generator, moMoveIncrEval&lt; M &gt; &amp;_incremental_evaluation, moTabuList&lt; M &gt; &amp;_tabu_list, moAspirCrit&lt; M &gt; &amp;_aspiration_criterion)</arglist>
+    </member>
+    <member kind="function">
+      <type>void</type>
+      <name>operator()</name>
+      <anchorfile>classmo_t_s_move_loop_expl.html</anchorfile>
+      <anchor>853743f2e21def3ea129556f47fafa55</anchor>
+      <arglist>(const EOT &amp;_old_solution, EOT &amp;_new_solution)</arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>M::EOType</type>
+      <name>EOT</name>
+      <anchorfile>classmo_t_s_move_loop_expl.html</anchorfile>
+      <anchor>47f42225e2ed096374b818bdb848a527</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="typedef" protection="private">
+      <type>M::EOType::Fitness</type>
+      <name>Fitness</name>
+      <anchorfile>classmo_t_s_move_loop_expl.html</anchorfile>
+      <anchor>a1ba36c937b195ca2f7d1a24adaa7018</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moMoveInit&lt; M &gt; &amp;</type>
+      <name>move_initializer</name>
+      <anchorfile>classmo_t_s_move_loop_expl.html</anchorfile>
+      <anchor>cd680d22382b9941d2c34133a641d443</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moNextMove&lt; M &gt; &amp;</type>
+      <name>next_move_generator</name>
+      <anchorfile>classmo_t_s_move_loop_expl.html</anchorfile>
+      <anchor>a2bbb593af2beefb05a307277c22b3d5</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moMoveIncrEval&lt; M &gt; &amp;</type>
+      <name>incremental_evaluation</name>
+      <anchorfile>classmo_t_s_move_loop_expl.html</anchorfile>
+      <anchor>491fa46e1cb7935cb515b27b85bf8765</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moBestImprSelect&lt; M &gt;</type>
+      <name>move_selection</name>
+      <anchorfile>classmo_t_s_move_loop_expl.html</anchorfile>
+      <anchor>1caa6939fbe65ec4255e9e6dc3ce333b</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moTabuList&lt; M &gt; &amp;</type>
+      <name>tabu_list</name>
+      <anchorfile>classmo_t_s_move_loop_expl.html</anchorfile>
+      <anchor>0e5988a940ba218e87c53b7e56d79790</anchor>
+      <arglist></arglist>
+    </member>
+    <member kind="variable" protection="private">
+      <type>moAspirCrit&lt; M &gt; &amp;</type>
+      <name>aspiration_criterion</name>
+      <anchorfile>classmo_t_s_move_loop_expl.html</anchorfile>
+      <anchor>bdfc8efb22599c150b3c3d44cd416b09</anchor>
+      <arglist></arglist>
+    </member>
+  </compound>
+</tagfile>
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/mo-conf.cmake b/tags/paradiseo1.4-beta/paradiseo-old-mo/mo-conf.cmake
new file mode 100755
index 000000000..2a7c9ecc4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/mo-conf.cmake
@@ -0,0 +1,6 @@
+######################################################################################
+######################################################################################
+###  In this file, you can specify many CMake variables used to build paradisEO-MO.
+######################################################################################
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/CMakeLists.txt
new file mode 100644
index 000000000..d41d4587a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/CMakeLists.txt
@@ -0,0 +1,3 @@
+###############################################################
+# This is a dummy file
+###############################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/index.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/index.h
new file mode 100644
index 000000000..c18fd6b98
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/index.h
@@ -0,0 +1,68 @@
+/** @mainpage Welcome to PARADISEO-Moving Objects
+
+    @section Introduction
+
+    MO is an extension of the ANSI-C++ compliant evolutionary computation library EO.
+    <BR>
+    It contains classes for almost any kind of one solution based heuristics.
+
+    @section authors AUTHORS
+
+    <TABLE>
+      <TR>
+        <TD>Sebastien CAHON</TD>
+      </TR>
+      <TR>
+        <TD>
+          <A href=http://www.lifl.fr/~boisson TARGET=blank>Jean-Charles BOISSON</A>
+        </TD>
+      </TR>
+    </TABLE>
+
+    @section LICENSE
+
+    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
+
+
+    @section Paradiseo Home Page
+
+    <A href=http://paradiseo.gforge.inria.fr>http://paradiseo.gforge.inria.fr</A>
+
+    @section Installation
+
+    The installation procedure of the package is detailed in the
+    <a href="../../README">README</a> file in the top-directory of the source-tree.
+
+*/
+
+
+// coding: iso-8859-1
+// mode: C++
+// c-file-style: "Stroustrup"
+// fill-column: 80
+// End:
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moAlgo.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moAlgo.h
new file mode 100755
index 000000000..a5152bb7f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moAlgo.h
@@ -0,0 +1,49 @@
+/*
+  <moAlgo.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moAlgo_h
+#define _moAlgo_h
+
+#include <eoOp.h>
+
+//! Description of an algorithm of the paradiseo-mo library
+/*!
+  moHC, moTS and moSA are 3 examples of algorithm of the paradiseo-mo library.
+*/
+template < class EOT > class moAlgo:public eoMonOp < EOT >
+{};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moAspirCrit.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moAspirCrit.h
new file mode 100755
index 000000000..efb6f74c2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moAspirCrit.h
@@ -0,0 +1,58 @@
+/*
+  <moAspirCrit.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moAspirCrit_h
+#define _moAspirCrit_h
+
+#include <eoFunctor.h>
+
+//! Description of the conditions in which a tabu move could be accepted
+/*!
+  It is only a description... An object that herits from this class is needed to be used in a moTS.
+  See moNoAspriCrit for example.
+*/
+template < class M >
+class moAspirCrit: public eoBF < const M &, const typename M::EOType::Fitness &, bool >
+{
+ public:
+
+  //! Procedure which initialises all that needs an aspiration criterion.
+  /*!
+    It can be possible that this procedure does nothing...
+  */
+  virtual void init () = 0;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moBestImprSelect.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moBestImprSelect.h
new file mode 100755
index 000000000..c3aa6c2b5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moBestImprSelect.h
@@ -0,0 +1,127 @@
+/*
+  <moBestImprSelect.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moBestImprSelect_h
+#define _moBestImprSelect_h
+
+#include <moMoveSelect.h>
+
+//! One of the possible moMoveSelect.
+/*!
+  All neighbors are considered, and the movement
+  which enables the best improvement is selected.
+*/
+template < class M >
+class moBestImprSelect:public moMoveSelect < M >
+{
+ public:
+  
+  //! Alias for the fitness.
+  typedef typename M::EOType::Fitness Fitness;
+    
+  //! Procedure which initialise the exploration
+  /*!
+    \param _fitness The current fitness.
+  */
+  void init (const Fitness & _fitness)
+  {
+    //Code only used to avoid warning because _fitness is not used in this procedure.
+    Fitness fitness;
+    fitness=(Fitness)_fitness;
+
+    //std::cout.precision(10);
+
+    //std::cout << "old fitness = " << _fitness << std::endl;
+
+    first_time = true;
+  }
+
+
+  //!Function that indicates if the current move has not improved the fitness.
+  /*!
+    If the given fitness enables an improvment,
+    the move (moMove) and the fitness linked to this move are saved.
+
+    \param _move a move.
+    \param _fitness a fitness linked to the move.
+    \return TRUE if the move does not improve the fitness.
+  */
+  bool update (const M & _move, const Fitness & _fitness)
+  {
+    if ( first_time || (_fitness > best_fitness) )
+      {
+	best_fitness = _fitness;
+	best_move = _move;
+	  
+	first_time = false;
+      }
+
+    //std::cout << "best fitness = " << best_fitness << std::endl;
+
+    return true;
+  }
+
+  //! Procedure which saved the best move and fitness.
+  /*!
+    \param _move the current move (result of the procedure).
+    \param _fitness the current fitness (result of the procedure).
+  */
+  void operator () (M & _move, Fitness & _fitness)
+  {
+    if(first_time)
+      {
+	throw std::runtime_error("[moBestImprSelect.h]: no move or/and no fitness already saved, update has to be called first.");
+      }
+
+    _move = best_move;
+    _fitness = best_fitness;
+    
+    
+    //std::cout << "Final fitness = " << best_fitness << std::endl;
+  }
+
+ private:
+
+  //! Allowing to know if at least one move has been generated.
+  bool first_time;
+
+  //! The best move.
+  M best_move;
+    
+  //! The best fitness.
+  Fitness best_fitness;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moComparator.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moComparator.h
new file mode 100644
index 000000000..8c0f9ff60
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moComparator.h
@@ -0,0 +1,48 @@
+/*
+  <moComparator.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moComparator_h
+#define _moComparator_h
+
+
+//! Template for classes which need to compare two EOT and indicate if the first is "better" than the second.
+/*!
+  The objects that extend this template describe how an EOT is "better" than an other.
+*/
+template<class EOT>
+class moComparator: public eoBF<const EOT &, const EOT &, bool>
+{};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moCoolingSchedule.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moCoolingSchedule.h
new file mode 100644
index 000000000..f2cd44164
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moCoolingSchedule.h
@@ -0,0 +1,49 @@
+/*
+  <moCoolingSchedule.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moCoolingSchedule_h
+#define _moCoolingSchedule_h
+
+#include <eoFunctor.h>
+
+//! This class gives the description of a cooling schedule.
+/*!
+  It is only a description... An object that herits from this class is needed to be used in a moSA.
+  See moExponentialCoolingSchedule or moLinearCoolingSchedule for example.
+*/
+class moCoolingSchedule : public eoUF < double &, bool >
+{};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moExpl.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moExpl.h
new file mode 100644
index 000000000..803f0ead5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moExpl.h
@@ -0,0 +1,113 @@
+/*
+ <moExpl.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+ (C) OPAC Team, LIFL, 2002-2008
+
+ Salma Mesmoudi (salma.mesmoudi@inria.fr), Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moExpl_h
+#define _moExpl_h
+
+#include <eoFunctor.h>
+
+//! Description of an explorer
+/*!
+  This class allows to use any mutation object as a neighborhood.
+*/
+template < class EOT >
+class moExpl : public eoBF < const EOT &, EOT &, bool >
+{
+ public:
+  
+  //! Generic constructor
+  /*!
+    Generic constructor using a eoMonOp
+
+    \param _explorer Algorithme or mutation.
+
+  */
+ moExpl(eoMonOp<EOT> & _explorer): index(0)
+    {
+      explorers.clear();
+      addExplorer(_explorer);
+    }
+  
+  //!  Procedure which launches the moExpl.
+  /*!
+    The exploration starts from an old solution and provides a new solution.
+    
+    \param _old_solution The current solution.
+    \param _new_solution The new solution (result of the procedure).
+  */
+
+  bool operator ()(const EOT & _old_solution, EOT & _new_solution)
+  {
+    _new_solution=(EOT)_old_solution;
+    return (*explorers[index])(_new_solution);
+  }
+  
+  //! Add an algorithm or mutation to neighborhoods vector
+  void addExplorer(eoMonOp<EOT> & _new_explorer)
+  {
+    explorers.push_back(&_new_explorer);
+  }
+  
+  //! Procedure which modified the current explorer to use.
+  /*!
+    \param _index Index of the explorer to use.
+   */
+  void setCurrentExplorer(unsigned int _index)
+  {
+    if( _index >= explorers.size() )
+      {
+	std::cout << "[" << _index << "]" << std::endl;
+	throw std::runtime_error("[moExpl.h]: bad index "+_index);
+      }
+    index=_index;
+  }
+  
+  //! Function which returns the number of explorers already saved.
+  /*!
+    \return The number of explorers contained in the moExpl.
+   */
+  unsigned int getExplorerNumber()
+  {
+    return explorers.size();
+  }
+  
+ private :
+
+  unsigned int index;
+
+  //!Neighborhoods vector
+  std::vector< eoMonOp<EOT>* > explorers;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moFirstImprSelect.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moFirstImprSelect.h
new file mode 100755
index 000000000..94ca93c16
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moFirstImprSelect.h
@@ -0,0 +1,120 @@
+/*
+  <moFirstImprSelect.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moFirstImprSelect_h
+#define _moFirstImprSelect_h
+
+#include <moMoveSelect.h>
+
+//! One possible moMoveSelect.
+/*!
+  The neighborhood is explored until
+  a move enables an improvment of the
+  current solution.
+*/
+template < class M >
+class moFirstImprSelect:public moMoveSelect < M >
+{
+ public:
+
+  //! Alias for the fitness.
+  typedef typename M::EOType::Fitness Fitness;
+    
+  //! Procedure which initialise the exploration.
+  /*!
+    It save the current fitness as the initial value for the fitness.
+    \param _fitness The current fitness.
+  */
+  virtual void init (const Fitness & _fitness)
+  {
+    valid = false;
+    initial_fitness = _fitness;
+  }
+
+  //!Function that indicates if the current move has not improved the fitness.
+  /*!
+    If the given fitness enables an improvment,
+    the move (moMove) should be applied to the current solution.
+
+    \param _move a move.
+    \param _fitness a fitness linked to the move.
+    \return true if the move does not improve the fitness.
+  */
+  bool update (const M & _move, const Fitness & _fitness)
+  {
+
+    if (_fitness > initial_fitness)
+      {
+
+	best_fitness = _fitness;
+	best_move = _move;
+	valid = true;
+
+	return false;
+      }
+
+    return true;
+  }
+
+  //! Procedure which saved the best move and fitness.
+  /*!
+    \param _move the current move (result of the procedure).
+    \param _fitness the current fitness (result of the procedure).
+  */
+  void operator   () (M & _move, Fitness & _fitness)
+  {
+    if (valid)
+      {
+	_move = best_move;
+	_fitness = best_fitness;
+      }
+  }
+
+ private:
+    
+  //! Allow to know if at least one move has improved the solution.
+  bool valid;
+
+  //! Best stored movement.
+  M best_move;
+
+  //! Initial fitness.
+  Fitness initial_fitness;
+
+  //! Best stored fitness.
+  Fitness best_fitness;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moFitComparator.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moFitComparator.h
new file mode 100644
index 000000000..6dd75b5ce
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moFitComparator.h
@@ -0,0 +1,62 @@
+/*
+  <moFitComparator.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moFitComparator_h
+#define _moFitComparator_h
+
+#include <moComparator.h>
+
+//! Comparison according to the fitness.
+/*!
+  An EOT is better than an other if its fitness is better.
+*/
+template<class EOT>
+class moFitComparator: public moComparator<EOT>
+{
+ public:
+
+  //! Function which makes the comparison and gives the result.
+  /*!
+    \param _solution1 The first solution.
+    \param _solution2 The second solution.
+    \return true if the fitness of the first solution is better than the second solution, false else.
+  */
+  bool operator()(const EOT & _solution1, const EOT & _solution2)
+  {
+    return _solution1.fitness() > _solution2.fitness();
+  }
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moFitSolContinue.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moFitSolContinue.h
new file mode 100644
index 000000000..af3d375fc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moFitSolContinue.h
@@ -0,0 +1,90 @@
+/*
+  <moFitSolContinue.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moFitSolContinue_h
+#define _moFitSolContinue_h
+
+#include <moSolContinue.h>
+
+//! One possible stop criterion for a solution-based heuristic.
+/*!
+  The stop criterion corresponds to a fitness threshold gained.
+*/
+template < class EOT >
+class moFitSolContinue:public moSolContinue < EOT >
+{
+ public:
+
+  //! Alias for the fitness.
+  typedef typename EOT::Fitness Fitness;
+
+  //! Basic constructor.
+  /*!
+    \param _fitness The fitness to reach.
+  */
+  moFitSolContinue (Fitness _fitness): fitness(_fitness)
+  {}
+
+  //! Function that activates the stopping criterion.
+  /*!
+    Indicates if the fitness threshold has not yet been reached.
+
+    \param _solution the current solution.
+    \return true or false according to the value of the fitness.
+  */
+  bool operator () (const EOT & _solution)
+  {
+    if ( _solution.invalid() )
+      {
+       	throw std::runtime_error("[moFitSolContinue.h]: The current solution has not been evaluated.");
+      }
+
+    return fitness > _solution.fitness();
+  }
+
+  //! Procedure which allows to initialise all the stuff needed.
+  /*!
+    It can be also used to reinitialize all the needed things.
+  */
+  void init ()
+  {}
+
+ private:
+
+  //! Fitness target.
+  Fitness fitness;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moGenSolContinue.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moGenSolContinue.h
new file mode 100755
index 000000000..f838e5447
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moGenSolContinue.h
@@ -0,0 +1,92 @@
+/*
+  <moGenSolContinue.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moGenSolContinue_h
+#define _moGenSolContinue_h
+
+#include "moSolContinue.h"
+
+//! One possible stop criterion for a solution-based heuristic.
+/*!
+  The stop criterion corresponds to a maximum number of iteration.
+*/
+template < class EOT >
+class moGenSolContinue:public moSolContinue < EOT >
+{
+ public:
+
+  //! Simple constructor.
+  /*!
+    \param _generationMaximumNumber The maximum number of generations.
+  */
+  moGenSolContinue (unsigned int _generationMaximumNumber): generationMaximumNumber(_generationMaximumNumber), generationNumber(0)
+    {}
+
+  //! Function that activates the stop criterion.
+  /*!
+    Increments the counter and returns TRUE if the
+    current number of iteration is lower than the given
+    maximum number of iterations.
+
+    \param _solution The current solution.
+    \return true or false according to the current generation number.
+  */
+  bool operator () (const EOT & _solution)
+  {
+    //code only used for avoiding warning because _sol is not used in this function.
+    const EOT solution(_solution);
+
+    return (++generationNumber < generationMaximumNumber);
+  }
+
+  //! Procedure which allows to initialise the generation counter.
+  /*!
+    It can also be used to reset the iteration counter.
+  */
+  void init ()
+  {
+    generationNumber = 0;
+  }
+
+ private:
+
+  //! Iteration maximum number.
+  unsigned int generationMaximumNumber;
+
+  //! Iteration current number.
+  unsigned int generationNumber;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moGeometricCoolingSchedule.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moGeometricCoolingSchedule.h
new file mode 100644
index 000000000..c0cc6fc5a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moGeometricCoolingSchedule.h
@@ -0,0 +1,79 @@
+/*
+  <moGeometricCoolingSchedule.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moGeometricCoolingSchedule_h
+#define _moGeometricCoolingSchedule_h
+
+#include <moCoolingSchedule.h>
+
+//! One of the possible moCoolingSchedule
+/*!
+  An other very simple cooling schedule, the temperature decrease according to a ratio while
+  the temperature is greater than a given threshold.
+*/
+class moGeometricCoolingSchedule: public moCoolingSchedule
+{
+ public:
+  
+  //! Simple constructor
+  /*!
+    \param _threshold the threshold.
+    \param _ratio the ratio used to descrease the temperature.
+  */
+  moGeometricCoolingSchedule (double _threshold, double _ratio):threshold (_threshold), ratio (_ratio)
+  {}
+    
+  //! Function which proceeds to the cooling.
+  /*!
+    It decreases the temperature and indicates if it is greater than the threshold.
+      
+    \param _temperature the current temperature.
+    \return if the new temperature (current temperature * ratio) is greater than the threshold.
+  */
+  bool operator() (double & _temperature)
+  {
+    return (_temperature *= ratio) > threshold;
+  }
+
+ private:
+    
+  //! The temperature threhold.
+  double threshold;
+    
+  //! The decreasing factor of the temperature.
+  double ratio;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moHC.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moHC.h
new file mode 100755
index 000000000..d96c8c280
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moHC.h
@@ -0,0 +1,136 @@
+/*
+  <moHC.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 __moHC_h
+#define __moHC_h
+
+#include <eoEvalFunc.h>
+
+#include <moAlgo.h>
+#include <moHCMoveLoopExpl.h>
+
+//! Hill Climbing (HC)
+/*!
+  Class which describes the algorithm for a hill climbing.
+*/
+template < class M >
+class moHC:public moAlgo < typename M::EOType >
+{
+  //! Alias for the type.
+  typedef typename M::EOType EOT;
+
+  //! Alias for the fitness.
+  typedef typename EOT::Fitness Fitness;
+
+ public:
+  
+  //! Full constructor.
+  /*!
+    All the boxes are given in order the HC to use a moHCMoveLoopExpl.
+
+    \param _move_initializer a move initialiser.
+    \param _next_move_generator a neighborhood explorer.
+    \param _incremental_evaluation a (generally) efficient evaluation function.
+    \param _move_selection a move selector.
+    \param _full_evaluation a full evaluation function.
+  */
+  moHC (moMoveInit < M > & _move_initializer, moNextMove < M > & _next_move_generator, 
+	moMoveIncrEval < M > & _incremental_evaluation, moMoveSelect < M > & _move_selection, eoEvalFunc < EOT > & _full_evaluation) : 
+  move_explorer(new moHCMoveLoopExpl<M>(_move_initializer, _next_move_generator, _incremental_evaluation, _move_selection)), 
+    full_evaluation (_full_evaluation), move_explorer_memory_allocation(true)
+  {}
+  
+  //! Light constructor.
+  /*!
+    This constructor allow to use another moMoveExpl (generally not a moHCMoveLoopExpl).
+
+    \param _move_explorer a complete explorer.
+    \param _full_evaluation a full evaluation function.
+  */
+  moHC (moMoveExpl < M > & _move_explorer, eoEvalFunc < EOT > & _full_evaluation): 
+  move_explorer (&_move_explorer), full_evaluation (_full_evaluation), move_explorer_memory_allocation(false)
+  {}
+  
+  //! Destructor
+  ~moHC()
+    {
+      if(move_explorer_memory_allocation)
+	{
+	  delete(move_explorer);
+	}
+    }
+
+  //! Function which launches the HC
+  /*!
+    The HC has to improve a current solution.
+    As the moSA and the mo TS, it can be used for HYBRIDATION in an evolutionnary algorithm.
+
+    \param _solution a current solution to improve.
+    \return true.
+  */
+  bool operator ()(EOT & _solution)
+  {
+    EOT new_solution;
+    
+    if ( _solution.invalid() )
+      {
+	full_evaluation(_solution);
+      }
+    
+    new_solution=_solution;
+    
+    do
+      {
+	_solution=new_solution;
+	(*move_explorer) (_solution, new_solution);
+      }
+    while ( new_solution.fitness() > _solution.fitness() );
+    
+    return true;
+  }
+
+ private:
+
+  //! Complete exploration of the neighborhood.
+  moMoveExpl < M > * move_explorer;
+
+  //! A full evaluation function.
+  eoEvalFunc < EOT > & full_evaluation;
+
+  //! Indicate if the memory has been allocated for the move_explorer.
+  bool move_explorer_memory_allocation;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moHCMoveLoopExpl.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moHCMoveLoopExpl.h
new file mode 100755
index 000000000..44f806ecb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moHCMoveLoopExpl.h
@@ -0,0 +1,138 @@
+/*
+  <moHCMoveLoopExpl.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 __moHCMoveLoopExpl_h
+#define __moHCMoveLoopExpl_h
+
+#include <moMoveLoopExpl.h>
+#include <moMoveInit.h>
+#include <moNextMove.h>
+#include <moMoveIncrEval.h>
+#include <moMoveSelect.h>
+
+//! Iterative explorer used by a moHC.
+template < class M >
+class moHCMoveLoopExpl:public moMoveLoopExpl < M >
+{
+  //! Alias for the type.
+  typedef typename M::EOType EOT;
+
+  //! Alias for the fitness.
+  typedef typename M::EOType::Fitness Fitness;
+
+ public:
+
+  //! Constructor.
+  /*!
+    All the boxes have to be specified.
+
+    \param _move_initializer The move initialiser.
+    \param _next_move_generator The neighbourhood explorer.
+    \param _incremental_evaluation (generally) Efficient evaluation function.
+    \param _move_selection The move selector.
+  */
+  moHCMoveLoopExpl (moMoveInit < M > & _move_initializer, moNextMove < M > & _next_move_generator, 
+		    moMoveIncrEval < M > & _incremental_evaluation, moMoveSelect < M > & _move_selection) :
+  move_initializer (_move_initializer), next_move_generator (_next_move_generator), 
+    incremental_evaluation (_incremental_evaluation), move_selection (_move_selection)
+  {}
+  
+  //!  Procedure which launches the explorer.
+  /*!
+    The exploration starts from an old solution and provides a new solution.
+
+    \param _old_solution The current solution.
+    \param _new_solution The new solution (result of the procedure).
+  */
+  void operator () (const EOT & _old_solution, EOT & _new_solution)
+  {
+    M move, best_move;
+    Fitness best_fitness;
+    bool has_next_move, selection_update_is_ok;
+
+    if( _old_solution.invalid() )
+      {
+	throw std::runtime_error("[moHCMoveLoopExpl.h]: The current solution has not been evaluated.");
+      }
+
+    /*
+      The two following lines are added to avoid compilation warning.
+      <=> current best move fitness is the current fitness.
+      <=> move and best move are empty for the moment.
+    */
+    best_fitness=_old_solution.fitness();
+    move=best_move;
+
+    //At the begining, the new sol is equivalent to the old one.
+    _new_solution=(EOT)_old_solution;
+
+    // Restarting the exploration of the neighbourhood
+    move_initializer(move, _old_solution); 
+
+    move_selection.init(_old_solution.fitness ());
+
+    do
+      {
+	selection_update_is_ok = move_selection.update (move, incremental_evaluation(move, _old_solution) );
+	has_next_move = next_move_generator (move, _old_solution);
+      }
+    while ( selection_update_is_ok && has_next_move);
+
+    //The selecter gives the value of the best move and the corresponding best fitness.
+    move_selection (best_move, best_fitness);
+    
+    //The best move is applied on the new solution.
+    best_move(_new_solution);
+    
+    //The fitness is set (avoid an additional fitness compuation).
+    _new_solution.fitness (best_fitness);
+  }
+
+ private:
+
+  //! Move initialiser.
+  moMoveInit < M > & move_initializer;
+
+  //! Neighborhood explorer.
+  moNextMove < M > & next_move_generator;
+
+  //! (generally) Efficient evaluation.
+  moMoveIncrEval < M > & incremental_evaluation;
+
+  //! Move selector.
+  moMoveSelect < M > & move_selection;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moILS.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moILS.h
new file mode 100644
index 000000000..48eac8565
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moILS.h
@@ -0,0 +1,228 @@
+/*
+  <moILS.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moILS_h
+#define _moILS_h
+
+#include <eoEvalFunc.h>
+
+#include <moHC.h>
+#include <moTS.h>
+#include <moSA.h>
+
+//! Iterated Local Search (ILS)
+/*!
+  Class which describes the algorithm for a iterated local search.
+*/
+template < class M >
+class moILS:public moAlgo < typename M::EOType >
+{
+  //! Alias for the type.
+  typedef typename M::EOType EOT;
+
+  //! Alias for the fitness.
+  typedef typename EOT::Fitness Fitness;
+
+ public:
+
+  //! Generic constructor
+  /*!
+    Generic constructor using a moAlgo
+
+    \param _algorithm The solution based heuristic to use.
+    \param _continue The stopping criterion.
+    \param _acceptance_criterion The acceptance criterion.
+    \param _perturbation The pertubation generator.
+    \param _full_evaluation The evaluation function.
+  */
+  moILS (moAlgo<EOT> & _algorithm, moSolContinue <EOT> & _continue, moComparator<EOT> & _acceptance_criterion, 
+	 eoMonOp<EOT> & _perturbation, eoEvalFunc<EOT> & _full_evaluation):
+  algorithm(& _algorithm), continu(_continue), acceptance_criterion(_acceptance_criterion), 
+    perturbation(_perturbation), full_evaluation(_full_evaluation), algorithm_memory_allocation(false)
+  {}
+
+  //! Constructor for using a moHC for the moAlgo
+  /*!
+    \param _move_initializer The move initialisation (for the moHC).
+    \param _next_move_generator The move generator (for the moHC).
+    \param _incremental_evaluation The partial evaluation function (for the moHC).
+    \param _move_selection The move selection strategy (for the moHC).
+    \param _continue The stopping criterion.
+    \param _acceptance_criterion The acceptance criterion.
+    \param _perturbation The pertubation generator.
+    \param _full_evaluation The evaluation function.
+  */
+  moILS (moMoveInit < M > & _move_initializer, moNextMove < M > & _next_move_generator, 
+	 moMoveIncrEval < M > & _incremental_evaluation, moMoveSelect < M > & _move_selection,
+	 moSolContinue <EOT> & _continue, moComparator<EOT> & _acceptance_criterion,
+	 eoMonOp<EOT> & _perturbation, eoEvalFunc<EOT> & _full_evaluation):
+  algorithm(new moHC<M>(_move_initializer, _next_move_generator, _incremental_evaluation, _move_selection, _full_evaluation) ),
+    continu(_continue), acceptance_criterion(_acceptance_criterion), perturbation(_perturbation), full_evaluation(_full_evaluation),
+    algorithm_memory_allocation(true)
+  {}
+
+  //! Constructor for using a moTS for the moAlgo
+  /*!
+    \param _move_initializer The move initialisation (for the moTS).
+    \param _next_move_generator The move generator (for the moTS).
+    \param _incremental_evaluation The partial evaluation function (for the moTS).
+    \param _tabu_list The tabu list (for the moTS !!!!).
+    \param _aspiration_criterion The aspiration criterion (for the moTS).
+    \param _moTS_continue The stopping criterion (for the moTS).
+    \param _continue The stopping criterion.
+    \param _acceptance_criterion The acceptance criterion.
+    \param _perturbation The pertubation generator.
+    \param _full_evaluation The evaluation function.
+  */
+  moILS (moMoveInit <M> & _move_initializer, moNextMove <M> & _next_move_generator, 
+	 moMoveIncrEval <M> & _incremental_evaluation, moTabuList <M> & _tabu_list, 
+	 moAspirCrit <M> & _aspiration_criterion, moSolContinue <EOT> & _moTS_continue,
+	 moSolContinue <EOT> & _continue, moComparator<EOT> & _acceptance_criterion, eoMonOp<EOT> & _perturbation,
+	 eoEvalFunc<EOT> & _full_evaluation):
+  algorithm(new moTS<M>(_move_initializer, _next_move_generator, _incremental_evaluation, _tabu_list, _aspiration_criterion, 
+		     _moTS_continue, _full_evaluation) ),
+    continu(_continue), acceptance_criterion(_acceptance_criterion), perturbation(_perturbation), full_evaluation(_full_evaluation),
+    algorithm_memory_allocation(true)
+  {}
+  
+  //! Constructor for using a moSA for the moAlgo
+  /*!
+    \param _random_move_generator The random move generator (for the moSA).
+    \param _incremental_evaluation The partial evaluation function (for the moSA).
+    \param _moSA_continue The stopping criterion (for the moSA).
+    \param _initial_temperature The initial temperature (for the moSA).
+    \param _cooling_schedule The cooling schedule (for the moSA).
+    \param _continue The stopping criterion.
+    \param _acceptance_criterion The acceptance criterion.
+    \param _perturbation The pertubation generator.
+    \param _full_evaluation The evaluation function.
+  */
+  moILS (moRandMove<M> & _random_move_generator, moMoveIncrEval <M> & _incremental_evaluation, moSolContinue <EOT> & _moSA_continue, 
+	 double _initial_temperature, moCoolingSchedule & _cooling_schedule, moSolContinue <EOT> & _continue, 
+	 moComparator<EOT> & _acceptance_criterion, eoMonOp<EOT> & _perturbation, eoEvalFunc<EOT> & _full_evaluation):
+  algorithm(new moSA<M>(_random_move_generator, _incremental_evaluation, _moSA_continue, _initial_temperature,
+			_cooling_schedule, _full_evaluation) ),
+    continu(_continue), acceptance_criterion(_acceptance_criterion), perturbation(_perturbation), full_evaluation(_full_evaluation),
+    algorithm_memory_allocation(true)
+      {}
+
+  //! Destructor
+  ~moILS()
+    {
+      if(algorithm_memory_allocation)
+	{
+	  delete(algorithm);
+	}
+    }
+
+  //! Function which launches the ILS
+  /*!
+    The ILS has to improve a current solution.
+    As the moSA, the moTS and the moHC, it can be used for HYBRIDATION in an evolutionnary algorithm.
+
+    \param _solution a current solution to improve.
+    \return true.
+  */
+  bool operator()(EOT & _solution)
+  {
+    EOT _solution_saved;
+    
+    if ( _solution.invalid() )
+      {
+	full_evaluation(_solution);
+      } 
+    
+    _solution_saved=_solution;
+    
+    continu.init ();
+
+    // some code has been duplicated in order to avoid one perturbation and one evaluation without adding a test in the loop.
+    // better than a do {} while; with a test in the loop.
+    
+    (*algorithm)(_solution);
+
+    if ( acceptance_criterion(_solution, _solution_saved) )
+      {
+	_solution_saved=_solution;
+
+      }
+    else
+      {
+	_solution=_solution_saved;
+      }
+
+    while ( continu (_solution) )
+      {
+	perturbation(_solution);
+	//_solution.invalidate();
+	full_evaluation(_solution);
+
+	(*algorithm)(_solution);
+
+	if ( acceptance_criterion(_solution, _solution_saved) )
+	  {
+	    _solution_saved=_solution;
+	  }
+	else
+	  {
+	    _solution=_solution_saved;
+	  }
+      }
+
+    return true;
+  }
+
+ private:
+
+  //! The solution based heuristic.
+  moAlgo<EOT> * algorithm;
+
+  //! The stopping criterion.
+  moSolContinue<EOT> & continu;
+
+  //! The acceptance criterion.
+  moComparator<EOT> & acceptance_criterion;
+
+  //! The perturbation generator
+  eoMonOp<EOT> & perturbation;
+
+  //! The full evaluation function
+  eoEvalFunc<EOT> & full_evaluation;
+
+  //! Indicate if the memory has been allocated for the algorithm.
+  bool algorithm_memory_allocation;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moImprBestFitAspirCrit.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moImprBestFitAspirCrit.h
new file mode 100755
index 000000000..af798a387
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moImprBestFitAspirCrit.h
@@ -0,0 +1,103 @@
+/*
+  <moImprBestFitAspirCrit.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moImprBestFitAspirCrit_h
+#define _moImprBestFitAspirCrit_h
+
+#include <moAspirCrit.h>
+
+//! One of the possible moAspirCrit
+/*!
+  This criterion is satisfied when a given fitness
+  is the best ever considered.
+*/
+template < class M >
+class moImprBestFitAspirCrit:public moAspirCrit < M >
+{
+
+ public:
+
+  //! Alias for the fitness
+  typedef typename M::EOType::Fitness Fitness;
+
+  //! Contructor
+  moImprBestFitAspirCrit (): first_time(true)
+    {}
+
+  //! Initialisation procedure
+  void init ()
+  {
+    first_time = true;
+  }
+
+  //! Function that indicates if the current fitness is better that the already saved fitness
+  /*!
+    The first time, the function only saved the current move and fitness.
+
+    \param _move A move.
+    \param _fitness A fitness linked to the move.
+    \return true The first time and if _fitness > best_fitness, else false.
+  */
+  bool operator () (const M & _move, const Fitness & _fitness)
+  {
+    //code only used for avoiding warning because _move is not used in this function.
+    const M move(_move);
+
+    if (first_time)
+      {
+	best_fitness = _fitness;
+	first_time = false;
+
+	return true;
+      }
+
+    if (_fitness > best_fitness)
+      {
+    	best_fitness = _fitness;
+    	return true;
+      }   
+    return false;
+  }
+
+ private:
+
+  //! Best fitness found until now
+  Fitness best_fitness;
+
+  //! Indicates that a fitness has been already saved or not
+  bool first_time;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moIncrEvalWrapper.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moIncrEvalWrapper.h
new file mode 100644
index 000000000..5d4b2b86b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moIncrEvalWrapper.h
@@ -0,0 +1,34 @@
+#ifndef moIncrEvalWrapper_H
+#define moIncrEvalWrapper_H
+
+#include <eoEvalFunc.h>
+#include <moEval.h>
+
+/*
+ * (Old fashioned) Incremental evaluation to use with a moMoveNeighbor
+ * WARNING: Don't use this class unless you are an moMove user.
+ */
+template<class MoveNeighbor, class M>
+class moIncrEvalWrapper : public moEval<MoveNeighbor>
+{
+public:
+    using moEval<BackableNeighbor>::EOT EOT;
+    using moEval<BackableNeighbor>::Fitness Fitness;
+
+    moIncrEvalWrapper(moIncrEval<M>& _incr):incr(_incr) {}
+
+    /*
+    * make the evaluation of the current neighbor and update the information on this neighbor
+    * the evaluation could be incremental
+    */
+    virtual void eval(MoveNeighbor& _neighbor,EOT & _solution) {
+        _neighbor.fitness(incrEval(*(_neighbor.getMove()), _solution));
+    }
+
+private:
+    /** the full evaluation object */
+    moIncrEval<M> & incrEval;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moItRandNextMove.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moItRandNextMove.h
new file mode 100755
index 000000000..0bb3ef155
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moItRandNextMove.h
@@ -0,0 +1,102 @@
+/*
+  <moItRandNextMove.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moItRandNextMove_h
+#define _moItRandNextMove_h
+
+#include <moNextMove.h>
+#include <moRandMove.h>
+
+//! One of the possible moNextMove.
+/*!
+  This class is a move (moMove) generator with a bound for the maximum number of iterations.
+*/
+template < class M > 
+class moItRandNextMove:public moNextMove < M >
+{
+  //! Alias for the type.
+  typedef typename M::EOType EOT;
+
+ public:
+
+  //! The constructor.
+  /*!
+    Parameters only for initialising the attributes.
+
+    \param _random_move_generator The random move generator.
+    \param _iteration_maximum_number The iteration maximum number.
+  */
+  moItRandNextMove (moRandMove < M > & _random_move_generator, unsigned int _iteration_maximum_number):
+  random_move_generator(_random_move_generator), iteration_maximum_number(_iteration_maximum_number), iteration_number(0)
+    {}
+
+  //! Generation of a new move
+  /*!
+    If the maximum number is not already reached, the current move is forgotten and remplaced by another one.
+
+    \param _move the current move.
+    \param _solution the current solution.
+    \return false if the maximum number of iteration is reached, else true.
+  */
+  bool operator () (M & _move, const EOT & _solution)
+  {
+    //code only used to avoid warning because _solution is not used in this function.
+    const EOT solution(_solution);
+    
+    if (iteration_number > iteration_maximum_number)
+      {
+	iteration_number = 0;
+	return false;
+      }
+    
+    random_move_generator (_move);
+    iteration_number++;
+    
+    return true;
+  }
+
+ private:
+
+  //! A move generator (generally randomly).
+  moRandMove < M > & random_move_generator;
+
+  //! Iteration maximum number.
+  unsigned int iteration_maximum_number;
+
+  //! Iteration current number.
+  unsigned int iteration_number;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moLSCheckPoint.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moLSCheckPoint.h
new file mode 100755
index 000000000..1b5c64943
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moLSCheckPoint.h
@@ -0,0 +1,83 @@
+/*
+  <moLSCheckPoint.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moLSCheckPoint_h
+#define _moLSCheckPoint_h
+
+#include <eoFunctor.h>
+
+//! Class which allows a checkpointing system.
+/*!
+  Thanks to this class, at each iteration, additionnal function can be used (and not only one).
+*/
+template < class M > 
+class moLSCheckPoint:public eoBF < const M &, const typename M::EOType &, void >
+{
+ public:
+  
+  //! Function which launches the checkpointing
+  /*!
+    Each saved function is used on the current move and the current solution.
+
+    \param _move a move.
+    \param _solution a solution.
+  */
+  void operator () (const M & _move, const typename M::EOType & _solution)
+  {
+    unsigned int i;
+    
+    for (i = 0; i < functions.size (); i++)
+      {
+	functions[i]->operator ()(_move, _solution);
+      }
+  }
+
+  //! Procedure which add a new function to the function vector
+  /*!
+    The new function is added at the end of the vector.
+    \param _function a new function to add.
+  */
+  void add (eoBF < const M &, const typename M::EOType &, void >& _function)
+  {
+    functions.push_back(& _function);
+  }
+  
+ private:
+
+  //! Vector of functions.
+  std::vector < eoBF < const M &, const typename M::EOType &, void >*>  functions;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moLinearCoolingSchedule.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moLinearCoolingSchedule.h
new file mode 100644
index 000000000..205593ce4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moLinearCoolingSchedule.h
@@ -0,0 +1,79 @@
+/*
+  <moLinearCoolingSchedule.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moLinearCoolingSchedule_h
+#define _moLinearCoolingSchedule_h
+
+#include <moCoolingSchedule.h>
+
+//! One of the possible moCoolingSchedule
+/*!
+  An another very simple cooling schedule, the temperature decrease according to a quantity while
+  the temperature is greater than a threshold.
+*/
+class moLinearCoolingSchedule: public moCoolingSchedule
+{
+
+ public:
+  //! Simple constructor
+  /*!
+    \param _threshold the threshold.
+    \param _quantity the quantity used to descrease the temperature.
+  */
+  moLinearCoolingSchedule (double _threshold, double _quantity):threshold (_threshold), quantity (_quantity)
+  {}
+
+  //! Function which proceeds to the cooling.
+  /*!
+    It decreases the temperature and indicates if it is greater than the threshold.
+
+    \param _current_temperature The current temperature.
+    \return true if the new temperature (current temperature - quantity) is greater than the threshold, false otherwise.
+  */
+  bool operator() (double & _current_temperature)
+  {
+    return (_current_temperature -= quantity) > threshold;
+  }
+
+ private:
+
+  //! The temperature threhold.
+  double threshold;
+
+  //! The quantity that allows the temperature to decrease.
+  double quantity;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMove.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMove.h
new file mode 100755
index 000000000..d24832db3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMove.h
@@ -0,0 +1,57 @@
+/*
+  <moMove.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moMove_h
+#define _moMove_h
+
+#include <eoFunctor.h>
+
+//! Definition of a move.
+
+/*!
+  A move transforms a solution to another close solution.
+  It describes how a solution can be modified to another one.
+*/
+template < class EOT >
+class moMove:public eoUF < EOT &, void >
+{
+ public:
+  
+  //! Alias for the type
+  typedef EOT EOType;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveExpl.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveExpl.h
new file mode 100755
index 000000000..3fb266f7a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveExpl.h
@@ -0,0 +1,49 @@
+/*
+  <moMoveExpl.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moMoveExpl_h
+#define _moMoveExpl_h
+
+#include <eoFunctor.h>
+
+//! Description of a move (moMove) explorer
+/*!
+  Only a description...See moMoveLoopExpl.
+*/
+template < class M >
+class moMoveExpl : public eoBF < const typename M::EOType &, typename M::EOType &, void > 
+{};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveIncrEval.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveIncrEval.h
new file mode 100755
index 000000000..af1032dcd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveIncrEval.h
@@ -0,0 +1,52 @@
+/*
+  <moMoveIncrEval.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moMoveIncrEval_h
+#define _moMoveIncrEval_h
+
+#include <eoFunctor.h>
+
+//! (generally) Efficient evaluation function based a move and a solution.
+
+/*!
+  From a move and a solution, it computes
+  a new fitness that could be associated to
+  the solution if this one is updated.
+*/
+template < class M, class Objective = typename M::EOType::Fitness>
+class moMoveIncrEval:public eoBF < const M &, const typename M::EOType &, Objective >
+{};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveInit.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveInit.h
new file mode 100755
index 000000000..bd521d90a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveInit.h
@@ -0,0 +1,50 @@
+/*
+  <moMoveInit.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moMoveInit_h
+#define _moMoveInit_h
+
+#include <eoFunctor.h>
+
+//! Move (moMove) initializer
+/*!
+  Class which allows to initiase a move.
+  Only a description... An object that herits from this class needs to be designed to be used.
+*/
+template < class M >
+class moMoveInit:public eoBF < M &, const typename M::EOType &, void >
+{};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveLoopExpl.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveLoopExpl.h
new file mode 100755
index 000000000..9068f1c81
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveLoopExpl.h
@@ -0,0 +1,50 @@
+/*
+  <moMoveLoopExpl.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moMoveLoopExpl_h
+#define _moMoveLoopExpl_h
+
+#include <moMoveExpl.h>
+
+//! Class which describes an iterative explorer
+/*!
+  Only a description... moHCMoveLoopExpl and moTSMoveLoopExpl are exemples of class that are a moMoveLoopExpl.
+*/
+template < class M >
+class moMoveLoopExpl:public moMoveExpl < M >
+{};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveNeighbor.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveNeighbor.h
new file mode 100644
index 000000000..7550be693
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveNeighbor.h
@@ -0,0 +1,71 @@
+#ifndef _moMoveNeighbor_h
+#define _moMoveNeighbor_h
+
+#include <eo>
+
+#include <neighborhood/moNeighbor.h>
+#include <move/moMoveIncrEval.h>
+#include <move/moMove.h>
+
+
+/*
+  contener of the neighbor informations
+*/
+template< class M , class Fitness >
+class moMoveNeighbor : public moNeighbor <typename M::EOType, Fitness>
+{
+public:
+
+    typedef typename M::EOType EOT;
+
+    // empty constructor
+    moMoveNeighbor() {
+        move=new M();
+    };
+
+    ~moMoveNeighbor() {
+        delete move;
+    };
+
+    // copy constructeur
+    moMoveNeighbor(const moMoveNeighbor<M, Fitness> & _n) {
+        moNeighbor<EOT, Fitness>::operator=(_n);
+        (*move) = *(_n.getMove());
+    }
+
+    // assignment operator
+    virtual moMoveNeighbor<M, Fitness> & operator=(const moMoveNeighbor<M, Fitness> & _n) {
+        moNeighbor <EOT, Fitness>::operator=(_n);
+        (*move) = *(_n.getMove());
+        return *this ;
+    }
+
+    /*
+    * move the solution
+    */
+    virtual void move(EOT & _solution) {
+        (*move)(_solution);
+    }
+
+    /** Return the class id.
+    *  @return the class name as a std::string
+    */
+    virtual std::string className() const {
+        return "moMoveNeighbor";
+    }
+
+    void setMove(M* _move) {
+        move=_move;
+    }
+
+    M* getMove() {
+        return move;
+    }
+
+
+private:
+    M* move;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveNeighborhood.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveNeighborhood.h
new file mode 100644
index 000000000..aede5fc44
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveNeighborhood.h
@@ -0,0 +1,61 @@
+#ifndef _moMoveNeighborhood_h
+#define _moMoveNeighborhood_h
+
+#include <neighborhood/moMoveNeighbor.h>
+#include <neighborhood/moNeighborhood.h>
+
+#include <move/moMoveInit.h>
+#include <move/moNextMove.h>
+
+template< class M, class Fitness >
+class moMoveNeighborhood : public moNeighborhood <moMoveNeighbor<M, Fitness> >
+{
+public:
+
+    typedef moMoveNeighbor<M, Fitness> Neighbor;
+    typedef typename M::EOType EOT;
+
+    moMoveNeighborhood(moMoveInit<M>& i, moNextMove<M>& n):_init(i), _next(n), isContinue(true) {}
+
+    virtual bool hasNeighbor(EOT & solution) {
+        return true;
+    }
+
+    /*
+      initialisation of the neighborhood
+    */
+    virtual void init(EOT & solution, Neighbor & current) {
+        _init(*(current._move), solution);
+        isContinue=true;
+    }
+
+    /*
+    Give the next neighbor
+    */
+    virtual void next(EOT & solution, Neighbor & current) {
+        isContinue=_next(*(current._move), solution);
+    }
+
+    /*
+      if false, there is no neighbor left to explore
+    */
+    virtual bool cont(EOT & solution) {
+        return isContinue;
+    }
+
+    /** Return the class id.
+    *  @return the class name as a std::string
+    */
+    virtual std::string className() const {
+        return "moMoveNeighborhood";
+    }
+
+private:
+    moMoveInit<M>& _init;
+    moNextMove<M>& _next;
+    bool isContinue;
+
+};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveSelect.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveSelect.h
new file mode 100755
index 000000000..0b7b863a5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moMoveSelect.h
@@ -0,0 +1,76 @@
+/*
+  <moMoveSelect.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moMoveSelect_h
+#define _moMoveSelect_h
+
+#include <eoFunctor.h>
+#include <stdexcept>
+
+//! Class that describes a move selector (moMove).
+/*!
+  It iteratively considers some moves (moMove) and their
+  associated fitnesses. The best move is so regularly updated.
+  At any time, it could be accessed.
+*/
+template < class M >
+class moMoveSelect:public eoBF < M &, typename M::EOType::Fitness &, void >
+{
+ public:
+  //! Alias for the fitness
+  typedef typename M::EOType::Fitness Fitness;
+  
+  //! Procedure which initialises all that the move selector needs including the initial fitness.
+  /*!
+    In order to know the fitness of the solution,
+    for which the neighborhood will
+    be soon explored
+    
+    \param _fitness the current fitness.
+  */
+  virtual void init (const Fitness & _fitness) = 0;
+
+  //! Function which updates the best solutions.
+  /*!
+    \param _move a new move.
+    \param _fitness a fitness linked to the new move.
+    \return a boolean that expresses the need to resume the exploration.
+  */
+  virtual bool update (const M & _move, const Fitness & _fitness) = 0;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moNextMove.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moNextMove.h
new file mode 100755
index 000000000..5a067039c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moNextMove.h
@@ -0,0 +1,50 @@
+/*
+  <moNextMove.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moNextMove_h
+#define _moNextMove_h
+
+#include <eoFunctor.h>
+
+//! Class which allows to generate a new move (moMove).
+/*!
+  Useful for the explorer (for moTS or moHC).
+  Does nothing... An object that herits from this class needs to be designed for being used.
+*/
+template < class M > 
+class moNextMove:public eoBF < M &, const typename M::EOType &, bool >
+{};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moNoAspirCrit.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moNoAspirCrit.h
new file mode 100755
index 000000000..cbff69ec7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moNoAspirCrit.h
@@ -0,0 +1,77 @@
+/*
+  <moNoAspirCrit.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moNoAspirCrit_h
+#define _moNoAspirCrit_h
+
+#include <moAspirCrit.h>
+
+//! One of the possible aspiration criterion (moAspirCrit)
+/*!
+  The simplest : never satisfied.
+*/
+template < class M >
+class moNoAspirCrit:public moAspirCrit < M >
+{
+ public:
+
+  //! Function which describes the aspiration criterion behaviour
+  /*!
+    Does nothing.
+
+    \param _move a move.
+    \param _fitness a fitness.
+    \return false.
+  */
+  bool operator   () (const M & _move, const typename M::EOType::Fitness & _fitness)
+  {
+    //Code only used to avoid warning because _move and _fitness are not used in this procedure.
+    const M move(_move);
+    typename M::EOType::Fitness fitness;
+    fitness=(typename M::EOType::Fitness)_fitness;
+
+    return false;
+  }
+
+  //! Procedure which initialises all that needs a moNoAspirCrit.
+  /*!
+    Nothing...
+  */
+  void init ()
+  {}
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moNoFitImprSolContinue.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moNoFitImprSolContinue.h
new file mode 100644
index 000000000..1ff44a788
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moNoFitImprSolContinue.h
@@ -0,0 +1,123 @@
+/*
+  <moNoFitImprSolContinue.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moNoFitImprSolContinue_h
+#define _moNoFitImprSolContinue_h
+
+#include <moSolContinue.h>
+
+//! One possible stop criterion for a solution-based heuristic.
+/*!
+  The stop criterion corresponds to a maximum number of iterations without improvement.
+*/
+template < class EOT > 
+class moNoFitImprSolContinue:public moSolContinue < EOT >
+{
+ public:
+
+  //! Alias for the fitness.
+  typedef typename EOT::Fitness Fitness;
+
+  //! Basic constructor.
+  /*!
+    \param _maxNumberOfIterationWithoutImprovement The number of iterations without fitness improvement to reach for stop.
+  */
+  moNoFitImprSolContinue (unsigned int _maxNumberOfIterationWithoutImprovement)
+    : maxNumberOfIterationsWithoutImprovement(_maxNumberOfIterationWithoutImprovement), firstFitnessSaved(true), counter(0)
+    {}
+
+  //! Function that activates the stopping criterion.
+  /*!
+    Indicates if the fitness has not been improved since a given number of iterations (after a minimum of iterations).
+    \param _solution the current solution.
+    \return true or false.
+  */
+  bool operator () (const EOT & _solution)
+  {
+    if (_solution.invalid())
+      {
+	throw std::runtime_error("[moNoFitImprSolContinue.h]: The current solution has not been evaluated.");
+      }
+    
+    if (firstFitnessSaved)
+      {
+	fitness=_solution.fitness();
+	counter=0;
+	firstFitnessSaved=false;
+	return true;
+      }
+
+    counter++;
+
+    if ( _solution.fitness() > fitness)
+      {
+	fitness=_solution.fitness();
+	counter=0;
+      }
+
+    if (counter==maxNumberOfIterationsWithoutImprovement)
+      {
+	std::cout << "[moNoFitImrpSolContinue.h]: Done [" << counter  << "] iterations without improvement." << std::endl;
+      }
+    
+    return counter!=maxNumberOfIterationsWithoutImprovement;
+  }
+
+  //! Procedure which allows to initialise all the stuff needed.
+  /*!
+    It can be also used to reinitialize all the needed things.
+  */
+  void init ()
+  {
+    firstFitnessSaved=true;
+    counter=0;
+  }
+
+ private:
+
+  //! Maximum number of iterations without improvement allowed.
+  unsigned int maxNumberOfIterationsWithoutImprovement;
+
+  //! Flag that this is the first time that the fitness is used.
+  bool firstFitnessSaved;
+
+  //! Current Fitness.
+  Fitness fitness;
+
+  //! The iteration couter.
+  unsigned int counter;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moRandImprSelect.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moRandImprSelect.h
new file mode 100755
index 000000000..447b7b455
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moRandImprSelect.h
@@ -0,0 +1,136 @@
+/*
+  <moRandImprSelect.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moRandImprSelect_h
+#define _moRandImprSelect_h
+
+#include <vector>
+#include <utils/eoRNG.h>
+#include <moMoveSelect.h>
+
+//! One of the possible moMove selector (moMoveSelect)
+/*!
+  All the neighbors are considered.
+  One of them that enables an improvment of the objective function is choosen.
+*/
+template < class M > 
+class moRandImprSelect: public moMoveSelect < M >
+{
+ public:
+
+  //! Alias for the fitness
+  typedef typename M::EOType::Fitness Fitness;
+
+  //!Procedure which all that needs a moRandImprSelect
+  /*!
+    Give a value to the initialise fitness.
+    Clean the move and fitness vectors.
+
+    \param _fitness the current best fitness
+  */
+  void init (const Fitness & _fitness)
+  {
+    initial_fitness = _fitness;
+    better_fitnesses.clear();
+    better_moves.clear();
+    firstTime=true;
+  }
+
+  //! Function that updates the fitness and move vectors
+  /*!
+    if a move give a better fitness than the initial fitness, 
+    it is saved and the fitness too.
+
+    \param _move a new move.
+    \param _fitness a new fitness associated to the new move.
+    \return true.
+  */
+  bool update (const M & _move, const Fitness & _fitness)
+  {
+    firstTime=false;
+
+    if (_fitness > initial_fitness)
+      {
+	better_fitnesses.push_back(_fitness);
+	better_moves.push_back(_move);
+      }
+    
+    return true;
+  }
+
+  //! The move selection
+  /*!
+    One the saved move is randomly chosen.
+
+    \param _move the reference of the move that can be initialised by the function.
+    \param _fitness the reference of the fitness that can be initialised by the function.
+  */
+  void operator () (M & _move, Fitness & _fitness)
+  {
+    unsigned int index;
+    
+    index=0;
+    
+    if( (better_fitnesses.size()==0) || (better_moves.size()==0) )
+      {
+	if(firstTime)
+	  {
+	    throw std::runtime_error("[moRandImprSelect.h]: no move or/and no fitness already saved, update has to be called first.");
+	  }
+	return;
+      }
+
+    index = rng.random (better_fitnesses.size ());
+    
+    _move = better_moves[index];
+    _fitness = better_fitnesses[index];
+  }
+
+ private:
+
+  //! Fitness of the current solution.
+  Fitness initial_fitness;
+
+  //! Candidate fitnesse vector.
+  std::vector < Fitness > better_fitnesses;
+
+  //! Candidate move vector.
+  std::vector < M > better_moves;
+
+  //! Indicate if update has been called or not.
+  bool firstTime;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moRandMove.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moRandMove.h
new file mode 100755
index 000000000..0ed46072a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moRandMove.h
@@ -0,0 +1,49 @@
+/*
+  <moRandMove.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moRandMove_h
+#define _moRandMove_h
+
+#include <eoFunctor.h>
+
+//! Random move generator
+/*!
+  Only a description... An object that herits from this class needs to be designed in order to use a moSA.
+*/
+template < class M >
+class moRandMove:public eoUF < M &, void >
+{};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSA.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSA.h
new file mode 100755
index 000000000..8506f799e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSA.h
@@ -0,0 +1,163 @@
+/*
+  <moSA.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moSA_h
+#define _moSA_h
+
+#include <eoEvalFunc.h>
+#include <moAlgo.h>
+#include <moRandMove.h>
+#include <moMoveIncrEval.h>
+#include <moCoolingSchedule.h>
+#include <moSolContinue.h>
+
+//! Simulated Annealing (SA)
+/*!
+  Class that describes a Simulated Annealing algorithm.
+*/
+template < class M >
+class moSA:public moAlgo < typename M::EOType >
+{
+  //! Alias for the type
+  typedef typename M::EOType EOT;
+
+  //! Alias for the fitness
+  typedef typename EOT::Fitness Fitness;
+
+ public:
+
+  //! SA constructor
+  /*!
+    All the boxes used by a SA need to be given.
+
+    \param _random_move_generator The move generator (generally randomly).
+    \param _incremental_evaluation The (generally) efficient evaluation function 
+    \param _continue The stopping criterion.
+    \param _initial_temperature The initial temperature.
+    \param _cooling_schedule The cooling schedule, describes how the temperature is modified.
+    \param _full_evaluation The full evaluation function.
+  */
+  moSA (moRandMove < M > & _random_move_generator, moMoveIncrEval < M > & _incremental_evaluation,
+	moSolContinue < EOT > & _continue, double _initial_temperature, moCoolingSchedule & _cooling_schedule,
+	eoEvalFunc < EOT > & _full_evaluation):
+  random_move_generator(_random_move_generator), incremental_evaluation(_incremental_evaluation),
+    continu(_continue), initial_temperature(_initial_temperature),
+    cooling_schedule(_cooling_schedule), full_evaluation(_full_evaluation)
+  {}
+  
+  //! function that launches the SA algorithm.
+  /*!
+    As a moTS or a moHC, the SA can be used for HYBRIDATION in an evolutionary algorithm.
+
+    \param _solution A solution to improve.
+    \return TRUE.
+  */
+  bool operator ()(EOT & _solution)
+  {
+    Fitness incremental_fitness, delta_fit;
+    EOT best_solution;
+    double temperature;
+    M move;
+
+    if (_solution.invalid())
+      {
+	full_evaluation (_solution);
+      }
+
+    temperature = initial_temperature;
+
+    best_solution = _solution;
+
+    do
+      {
+	continu.init ();
+	
+	do
+	  {
+	    random_move_generator(move);
+
+	    incremental_fitness = incremental_evaluation (move, _solution);
+
+	    delta_fit = incremental_fitness - _solution.fitness ();
+	    
+	    if( (_solution.fitness() > incremental_fitness ) && (exp (delta_fit / temperature) > 1.0) )
+	      {
+		delta_fit = -delta_fit;
+	      }
+
+	    if ( (incremental_fitness > _solution.fitness()) || (rng.uniform () < exp (delta_fit / temperature)) )
+	      {
+		move(_solution);
+		_solution.fitness(incremental_fitness);
+		
+		// Updating the best solution found  until now ?
+		if ( _solution.fitness() > best_solution.fitness() )
+		  {
+		    best_solution = _solution;
+		  }
+	      }
+	    
+	  }
+	while ( continu (_solution) );
+      }
+    while ( cooling_schedule (temperature) );
+
+    _solution = best_solution;
+
+    return true;
+  }
+
+ private:
+
+  //! A move generator (generally randomly)
+  moRandMove < M > & random_move_generator;
+
+  //! A (generally) efficient evaluation function.
+  moMoveIncrEval < M > & incremental_evaluation;
+
+  //! Stopping criterion before temperature update
+  moSolContinue < EOT > & continu;
+
+  //! Initial temperature
+  double  initial_temperature;
+  
+  //! The cooling schedule
+  moCoolingSchedule & cooling_schedule;
+  
+  //! A full evaluation function.
+  eoEvalFunc < EOT > & full_evaluation;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSimpleMoveTabuList.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSimpleMoveTabuList.h
new file mode 100755
index 000000000..e7f51c032
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSimpleMoveTabuList.h
@@ -0,0 +1,154 @@
+/*
+  <moSimpleMoveTabuList.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moSimpleMoveTabuList_h
+#define _moSimpleMoveTabuList_h
+
+#include <list>
+#include <iterator>
+
+#include <moTabuList.h>
+
+//! Class describing a move tabu list with a limited memory.
+template <class M>
+class moSimpleMoveTabuList: public moTabuList < M >
+{
+ public:
+
+  //! Alias for the type
+  typedef typename M::EOType EOT;
+
+  //! Alias for an iterator of a move list.
+  typedef typename std::list<M>::iterator moveIterator;
+
+  //! Constructor
+  /*
+    \param _size The maximum size of the move tabu list.
+  */
+ moSimpleMoveTabuList(unsigned int _memory_maximum_size): memory_maximum_size(_memory_maximum_size), memory_size(0)
+    {}
+
+  //! Function that indicates if, in a given state, the _move is tabu or not.
+  /*!
+    \param _move A given moMove.
+    \param _solution A solution.
+    \return true or false.
+  */
+  bool operator () (const M & _move, const EOT & _solution)
+  {
+    moveIterator it;
+    //code only used to avoid warning because _solution is not used in this function.
+    EOT solution=(EOT)_solution;
+    
+    it=tabuList.begin();
+    // The code is !(*it)==_move instead of (*it)!=_move because people designing their specific move representation 
+    // will write the "==" operator (I hope) but not necessary the "!=" operator.
+    while ( it!=tabuList.end() && !((*it)==_move) )
+      {
+	it++;
+      }
+
+    return it!=tabuList.end();
+  }
+
+  void add(const M & _move, const EOT & _solution)
+  {
+    //code only used to avoid warning because _solution is not used in this function.
+    const EOT solution(_solution);
+
+    if (memory_size!=0)
+      {
+	// Useful in the case of a move has been kept thanks to the moAspirCrit.
+	// In this case, the move can already be in the tabuList.
+	removeMove(_move);
+      }
+
+    tabuList.push_back(_move);
+
+    if (memory_size == memory_maximum_size)
+      {
+	tabuList.erase(tabuList.begin());
+      }
+    else
+      {
+	memory_size++;
+      }
+  }
+
+  void update ()
+  {
+    //nothing to do
+  }
+  
+  void init ()
+  {
+    //nothing to do
+  }
+
+ private:
+
+  //! Procedure that removes a given move from the tabu list (if it is into, else do nothing).
+  /*!
+    \param _move A given moMove.
+  */
+  void removeMove(const M & _move)
+  {
+    moveIterator it;
+    
+    it=tabuList.begin();
+    // The code is !(*it)==_move instead of (*it)!=_move because people designing their specific move representation 
+    // will write the "==" operator (I hope) but not necessary the "!=" operator.
+    while ( it!=tabuList.end() && (!((*it)==_move) ))
+      {
+	it++;
+      }
+    
+    if (it!=tabuList.end())
+      {
+	tabuList.erase(it);
+      }
+  }
+
+  //! The maximum size of the tabu list.
+  unsigned int memory_maximum_size;
+
+  //! The current size of the tabu list.
+  unsigned int memory_size;
+
+  //! The move tabu list.
+  std::list<M> tabuList;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSimpleSolutionTabuList.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSimpleSolutionTabuList.h
new file mode 100755
index 000000000..f00a1523e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSimpleSolutionTabuList.h
@@ -0,0 +1,160 @@
+/*
+  <moSimpleSolutionTabuList.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moSimpleSolutionTabuList_h
+#define _moSimpleSolutionTabuList_h
+
+#include <list>
+#include <iterator>
+
+#include <moTabuList.h>
+
+//! Class describing a solution tabu list with limited length.
+template <class M>
+class moSimpleSolutionTabuList: public moTabuList < M >
+{
+ public:
+
+  //! Alias for the type
+  typedef typename M::EOType EOT;
+
+  //! Alias for an iterator of a solution list.
+  typedef typename std::list<EOT>::iterator solutionIterator;
+  
+  //! Constructor
+  /*!
+    \param _memory_maximum_size The maximum size of the solution tabu list.
+  */
+ moSimpleSolutionTabuList(unsigned int _memory_maximum_size): memory_maximum_size(_memory_maximum_size), memory_size(0)
+    {}
+
+  //! Function that indicates if, in a given state, the _move is tabu or not.
+  /*!
+    \param _move A given moMove.
+    \param _solution A solution.
+    \return true or false.
+  */
+  bool operator () (const M & _move, const EOT & _solution)
+  {
+    M move((M)_move);
+    EOT solution((EOT)_solution);
+
+    solutionIterator it;
+
+    move(solution);
+
+    it=tabuList.begin();
+    // The code is !(*it)==_solution instead of (*it)!=_solution because people designing their specific solution representation 
+    // will write the "==" operator (I hope) but not necessary the "!=" operator.
+    while (it!=tabuList.end()&&(!((*it)==solution)))
+      {
+	it++;
+      }
+
+    return it!=tabuList.end();
+  }
+
+  void add (const M & _move, const EOT & _solution)
+  {
+    M move=(M)_move;
+    EOT solution=(EOT) _solution;
+
+    move(solution);
+
+    if (memory_size!=0)
+      {
+	// Useful in the case of a solution has been kept thanks to the moAspirCrit.
+	// In this case, the solution can already be in the tabuList.
+	removeSolution(_solution);
+      }
+
+    tabuList.push_back(_solution);
+
+    if (memory_size == memory_maximum_size)
+      {
+	tabuList.erase(tabuList.begin());
+      }
+    else
+      {
+	memory_size++;
+      }
+  }
+
+  void update ()
+  {
+    //nothing to do
+  }
+
+  void init ()
+  {
+    //nothing to do
+  }
+
+ private:
+
+  //! Procedure that removes a given solution from the tabu list (if it is into, else does nothing).
+  /*!
+    \param _solution A given solution.
+  */
+  void removeSolution(const EOT & _solution)
+  {
+    solutionIterator it;
+
+    it=tabuList.begin();
+    // The code is !(*it)==_solution instead of (*it)!=_solution because people designing their specific solution representation 
+    // will write the "==" operator (I hope) but not necessary the "!=" operator.
+    while ( it!=tabuList.end() && !((*it)==_solution) )
+      {
+	it++;
+      }
+
+    if (it!=tabuList.end())
+      {
+	tabuList.erase(it);
+	memory_size--;
+      }
+  }
+
+  //! The maximum size of the tabu list.
+  unsigned int memory_maximum_size;
+
+  //! The current size of the tabu list.
+  unsigned int memory_size;
+
+  //! The solution tabu list.
+  std::list<EOT> tabuList;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSolContinue.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSolContinue.h
new file mode 100755
index 000000000..eb4c72cc0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSolContinue.h
@@ -0,0 +1,58 @@
+/*
+  <moSolContinue.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moSolContinue_h
+#define _moSolContinue_h
+
+#include <eoFunctor.h>
+#include <stdexcept>
+
+//! Class that describes a stop criterion for a solution-based heuristic
+
+/*!
+  It allows to add an initialisation procedure to an object that is a unary function (eoUF).
+*/
+template < class EOT >
+class moSolContinue:public eoUF < const EOT &, bool >
+{
+ public:
+  //! Procedure which initialises all that the stop criterion needs
+  /*!
+    Generally, it allocates some data structures or initialises some counters.
+  */
+  virtual void init () = 0;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSteadyFitSolContinue.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSteadyFitSolContinue.h
new file mode 100644
index 000000000..ff79bdb17
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moSteadyFitSolContinue.h
@@ -0,0 +1,142 @@
+/*
+  <moSteadyFitSolContinue.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moSteadyFitSolContinue_h
+#define _moSteadyFitSolContinue_h
+
+#include <moSolContinue.h>
+
+//! One possible stopping criterion for a solution-based heuristic.
+/*!
+  The stop criterion corresponds to a maximum number of iterations without improvement (after a minimum number of iterations).
+*/
+template < class EOT > 
+class moSteadyFitSolContinue:public moSolContinue < EOT >
+{
+ public:
+
+  //! Alias for the fitness.
+  typedef typename EOT::Fitness Fitness;
+  
+  //! Basic constructor.
+  /*!
+    \param _maxNumberOfIterations The number of iterations to reach before looking for the fitness.
+    \param _maxNumberOfIterationWithoutImprovement The number of iterations without fitness improvement to reach for stop.
+  */
+  moSteadyFitSolContinue (unsigned int _maxNumberOfIterations, unsigned int _maxNumberOfIterationWithoutImprovement)
+    : maxNumberOfIterations (_maxNumberOfIterations), maxNumberOfIterationsWithoutImprovement(_maxNumberOfIterationWithoutImprovement),
+    maxNumberOfIterationsReached(false), firstFitnessSaved(true), counter(0)
+    {}
+
+  //! Function that activates the stopping criterion.
+  /*!
+    Indicates if the fitness has not been improved since a number of iterations (after a minimum of iterations).
+
+    \param _solution the current solution.
+    \return true or false.
+  */
+  bool operator () (const EOT & _solution)
+  {
+    if (!maxNumberOfIterationsReached)
+      {
+	maxNumberOfIterationsReached=((++counter)==maxNumberOfIterations);
+	if (maxNumberOfIterationsReached)
+	  {
+	    std::cout << "[moSteadyFitSolContinue.h]: Done the minimum number of iterations [" << counter << "]." << std::endl;
+	  }
+	return true;
+      }
+    
+    if (_solution.invalid())
+      {
+	throw std::runtime_error("[moSteadyFitSolContinue.h]: The current solution has not been evaluated.");
+      }
+    
+    if (firstFitnessSaved)
+      {
+	fitness=_solution.fitness();
+	counter=0;
+	firstFitnessSaved=false;
+	return true;
+      }
+
+    counter++;
+
+    if ( _solution.fitness() > fitness )
+      {
+	fitness=_solution.fitness();
+	counter=0;
+      }
+
+    if (counter==maxNumberOfIterationsWithoutImprovement)
+      {
+	std::cout << "[moSteadyFitSolContinue.h]: Done [" << counter  << "] iterations without improvement." << std::endl;
+      }
+    return counter!=maxNumberOfIterationsWithoutImprovement;
+  }
+
+  //! Procedure which allows to initialise the stuff needed.
+  /*!
+    It can be also used to reinitialize the counter all the needed things.
+  */
+  void init ()
+  {
+    maxNumberOfIterationsReached=false;
+    counter=0;
+    firstFitnessSaved=true;
+  }
+
+ private:
+
+  //! Maximum number of iterations before considering the fitness.
+  unsigned int maxNumberOfIterations;
+
+  //! Maximum number of iterations without improvement allowed.
+  unsigned int maxNumberOfIterationsWithoutImprovement;
+
+  //! Flag that indicates that the maxNumberIteration have been reached.
+  bool maxNumberOfIterationsReached;
+
+  //! Flag that this is the first time that the fitness is used.
+  bool firstFitnessSaved;
+
+  //! Current Fitness.
+  Fitness fitness;
+
+  //! The iteration couter.
+  unsigned int counter;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moTA.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moTA.h
new file mode 100644
index 000000000..e963c88ed
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moTA.h
@@ -0,0 +1,160 @@
+/*
+  <moTA.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2008-2009
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Salma Mesmoudi
+
+  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 _moTA_h
+#define _moTA_h
+
+#include <eoEvalFunc.h>
+#include <moAlgo.h>
+#include <moRandMove.h>
+#include <moMoveIncrEval.h>
+#include <moCoolingSchedule.h>
+#include <moSolContinue.h>
+
+//! Threshold Accepting (TA)
+/*!
+  Class that describes a Threshold Accepting algorithm.
+*/
+template < class M >
+class moTA:public moAlgo < typename M::EOType >
+{
+  //! Alias for the type
+  typedef typename M::EOType EOT;
+
+  //! Alias for the fitness
+  typedef typename EOT::Fitness Fitness;
+
+
+ public:
+
+  //! TA constructor
+  /*!
+    All the boxes used by a TA need to be given. It is equivalent to a SA object.
+
+    \param _random_move_generator The move generator (generally randomly).
+    \param _incremental_evaluation The (generally) efficient evaluation function
+    \param _continue The stopping criterion.
+    \param _initial_threshold The initial threshold.
+    \param _cooling_schedule The cooling schedule, describes how the temperature is modified.
+    \param _full_evaluation The full evaluation function.
+  */
+  moTA (moRandMove < M > & _random_move_generator, moMoveIncrEval < M > & _incremental_evaluation,
+	moSolContinue < EOT > & _continue, double _initial_threshold, moCoolingSchedule & _cooling_schedule,
+	eoEvalFunc < EOT > & _full_evaluation):
+  random_move_generator(_random_move_generator), incremental_evaluation(_incremental_evaluation),
+    continu(_continue), initial_threshold(_initial_threshold),
+    cooling_schedule(_cooling_schedule), full_evaluation(_full_evaluation)
+  {}
+
+  //! function that launches the TA algorithm.
+  /*!
+    As a moSA the TA can be used for HYBRIDATION in an evolutionary algorithm.
+
+    \param _solution A solution to improve.
+    \return TRUE.
+  */
+  bool operator ()(EOT & _solution)
+  {
+    Fitness incremental_fitness, delta_fit;
+    EOT best_solution;
+    double threshold;
+    M move;
+
+    if (_solution.invalid())
+      {
+	full_evaluation (_solution);
+      }
+
+    threshold = initial_threshold;
+
+    best_solution = _solution;
+
+    do
+      {
+	continu.init ();
+
+	do
+	  {
+	    random_move_generator(move);
+
+	    incremental_fitness = incremental_evaluation (move, _solution);
+
+	    delta_fit = incremental_fitness - _solution.fitness ();
+
+	    if ( threshold > delta_fit)
+
+	      {
+		move(_solution);
+		_solution.fitness(incremental_fitness);
+
+		// Updating the best solution found  until now ?
+		if ( _solution.fitness() > best_solution.fitness() )
+		  {
+		    best_solution = _solution;
+		  }
+	      }
+
+	  }
+	while ( continu (_solution));
+      }
+    while ( cooling_schedule (threshold) );
+
+    _solution = best_solution;
+
+    return true;
+  }
+
+ private:
+
+  //! A move generator (generally randomly)
+  moRandMove < M > & random_move_generator;
+
+  //! A (generally) efficient evaluation function.
+  moMoveIncrEval < M > & incremental_evaluation;
+
+  //! Stopping criterion before threshold update
+  moSolContinue < EOT > & continu;
+
+  //! Initial temperature
+  double  initial_threshold;
+
+  //! The cooling schedule
+  moCoolingSchedule & cooling_schedule;
+
+  //! A full evaluation function.
+  eoEvalFunc < EOT > & full_evaluation;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moTS.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moTS.h
new file mode 100755
index 000000000..1aa5fb451
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moTS.h
@@ -0,0 +1,163 @@
+/*
+  <moTS.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moTS_h
+#define _moTS_h
+
+#include <eoEvalFunc.h>
+
+#include <moAlgo.h>
+#include <moSolContinue.h>
+#include <moTSMoveLoopExpl.h>
+
+//! Tabu Search (TS)
+/*!
+  Generic algorithm that describes a tabu search.
+*/
+template < class M >
+class moTS:public moAlgo < typename M::EOType >
+{
+  //!Alias for the type
+  typedef typename M::EOType EOT;
+
+  //!Alias for the fitness
+  typedef typename EOT::Fitness  Fitness;
+  
+ public:
+  
+  //!Constructor of a moTS specifying all the boxes
+  /*!
+    In this constructor, a moTSMoveLoopExpl is instanciated.
+
+    \param _move_initializer The move initializer.
+    \param _next_move_generator The neighbourhood explorer.
+    \param _incremental_evaluation The (generally) efficient evaluation.
+    \param _tabu_list The tabu list.
+    \param _aspiration_criterion An aspiration criterion.
+    \param _continue The stopping criterion.
+    \param _full_evaluation A full evaluation function.
+  */
+  moTS (moMoveInit < M > & _move_initializer, moNextMove < M > & _next_move_generator, 
+	moMoveIncrEval < M > & _incremental_evaluation, moTabuList < M > & _tabu_list, 
+	moAspirCrit < M > & _aspiration_criterion, moSolContinue < EOT > & _continue, 
+	eoEvalFunc < EOT > & _full_evaluation): 
+  move_explorer (new moTSMoveLoopExpl < M >(_move_initializer, _next_move_generator, _incremental_evaluation,
+					      _tabu_list,_aspiration_criterion) ),
+    continu (_continue), full_evaluation (_full_evaluation), move_explorer_memory_allocation(true)
+  {}
+  
+  //! Constructor with less parameters
+  /*!
+    The explorer is given in the parameters.
+
+    \param _move_explorer The explorer (generally different that a moTSMoveLoopExpl).
+    \param _continue The stopping criterion.
+    \param _full_evaluation A full evaluation function.
+  */
+  moTS (moMoveExpl < M > & _move_explorer, moSolContinue < EOT > & _continue, eoEvalFunc < EOT > & _full_evaluation):
+  move_explorer (&_move_explorer), continu (_continue), full_evaluation (_full_evaluation), move_explorer_memory_allocation(false)
+  {}
+
+  //! Destructor
+  ~moTS()
+    {
+      if(move_explorer_memory_allocation)
+	{
+	  delete(move_explorer);
+	}
+    }
+  
+  //! Function which launchs the Tabu Search
+  /*!
+    Algorithm of the tabu search.
+    As a moSA or a moHC, it can be used for HYBRIDATION in an evolutionary algorithm.
+    For security a lock (pthread_mutex_t) is closed during the algorithm. 
+    
+    \param _solution a solution to improve.
+    \return TRUE.
+  */
+  bool operator ()(EOT & _solution)
+  {
+    M move;
+    
+    EOT best_solution, new_solution;
+
+    if ( _solution.invalid () )
+      {
+	full_evaluation (_solution);
+      }
+    
+    best_solution=_solution;
+
+    // code used for avoiding warning because new_solution is indirectly initialized by move_expl.
+    new_solution=_solution;
+    
+    continu.init ();
+
+    do
+      {
+	(*move_explorer) (_solution, new_solution);
+	
+	// Updating the best solution found until now ?
+	if (new_solution.fitness() > best_solution.fitness())
+	  {
+	    best_solution = new_solution;
+	  }
+	
+	_solution = new_solution;
+      }
+      while ( continu (_solution) );
+
+    _solution = best_solution;
+
+    return true;
+  }
+
+ private:
+
+  //! Neighborhood explorer
+  moMoveExpl < M > * move_explorer;
+
+  //! Stop criterion
+  moSolContinue < EOT > & continu;
+
+  //! Full evaluation function
+  eoEvalFunc < EOT > & full_evaluation;
+
+  //! Indicate if the memory has been allocated for the move_explorer.
+  bool move_explorer_memory_allocation;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moTSMoveLoopExpl.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moTSMoveLoopExpl.h
new file mode 100755
index 000000000..9e78f85fe
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moTSMoveLoopExpl.h
@@ -0,0 +1,165 @@
+/*
+  <moTSMoveLoopExpl.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moTSMoveLoopExpl_h
+#define _moTSMoveLoopExpl_h
+
+#include <moMoveLoopExpl.h>
+#include <moMoveInit.h>
+#include <moNextMove.h>
+#include <moMoveIncrEval.h>
+#include <moMoveSelect.h>
+#include <moTabuList.h>
+#include <moAspirCrit.h>
+#include <moBestImprSelect.h>
+
+//! Explorer for a Tabu Search algorithm
+/*!
+  It is used by a moTS.
+*/
+template < class M >
+class moTSMoveLoopExpl:public moMoveLoopExpl < M >
+{
+  //!Alias for the type
+  typedef typename M::EOType EOT;
+
+  //!Alias for the fitness
+  typedef typename M::EOType::Fitness Fitness;
+
+ public:
+
+  //!Constructor
+  /*!
+    \param _move_initializer The move initializer.
+    \param _next_move_generator The neighbourhood explorer.
+    \param _incremental_evaluation A (generally) efficient evaluation.
+    \param _tabu_list The tabu list.
+    \param _aspiration_criterion An aspiration criterion.
+  */
+  moTSMoveLoopExpl (moMoveInit < M > & _move_initializer, moNextMove < M > & _next_move_generator,
+		    moMoveIncrEval < M > & _incremental_evaluation, moTabuList < M > & _tabu_list, 
+		    moAspirCrit < M > & _aspiration_criterion):
+  move_initializer(_move_initializer), next_move_generator(_next_move_generator), incremental_evaluation(_incremental_evaluation),
+    tabu_list(_tabu_list), aspiration_criterion(_aspiration_criterion)
+  {
+    tabu_list.init ();
+    aspiration_criterion.init ();
+  }
+  
+  //!Procedure which lauches the exploration
+  /*!
+    The exploration continues while the chosen move is not in the tabu list 
+    or the aspiration criterion is true. If these 2 conditions are not true, the
+    exploration stops if the move selector update function returns false.
+
+    \param _old_solution the initial solution
+    \param _new_solution the new solution
+  */
+  void operator () (const EOT & _old_solution, EOT & _new_solution)
+  {
+    M move, best_move;
+    Fitness fitness, best_move_fitness;
+
+    bool move_is_tabu, aspiration_criterion_is_verified, selection_update_is_ok, has_next_move;
+
+    if( _old_solution.invalid() )
+      {
+	throw std::runtime_error("[moTSMoveLoopExpl.h]: The current solution has not been evaluated.");
+      }
+    
+    //At the begining, the new solution is equivalent to the old one.
+    _new_solution=(EOT)_old_solution;
+
+    // Restarting the exploration of  of the neighborhood !
+    move_initializer (move, _old_solution);	
+
+    move_selection.init( _old_solution.fitness() );
+
+    selection_update_is_ok=true;
+
+    do
+      {
+	fitness = incremental_evaluation(move, _old_solution);
+
+	move_is_tabu = tabu_list(move, _old_solution);
+
+	aspiration_criterion_is_verified = aspiration_criterion(move, fitness);
+
+	if( !move_is_tabu || aspiration_criterion_is_verified )
+	  {
+	    selection_update_is_ok = move_selection.update(move, fitness);
+	  }
+
+	has_next_move = next_move_generator(move, _old_solution);
+      }
+    while( has_next_move && selection_update_is_ok );
+
+    move_selection(best_move, best_move_fitness);
+
+    // Apply the best move.
+    best_move(_new_solution);
+    
+    // The fitness is set to avoid an additionnal fitness computation.
+    _new_solution.fitness(best_move_fitness);
+      
+    // Removing moves that are no more tabu.
+    tabu_list.update ();
+    
+    // Updating the tabu list
+    tabu_list.add(best_move, _new_solution);
+  }
+
+ private:
+
+  //! Move initialisation
+  moMoveInit < M > & move_initializer;
+
+  //! Neighborhood explorer
+  moNextMove < M > & next_move_generator;
+
+  //! Efficient evaluation
+  moMoveIncrEval < M > & incremental_evaluation;
+
+  //! Move selector
+  moBestImprSelect < M > move_selection;
+
+  //! Tabu list
+  moTabuList < M > & tabu_list;
+
+  //! Aspiration criterion
+  moAspirCrit < M > & aspiration_criterion;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moTabuList.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moTabuList.h
new file mode 100755
index 000000000..8a254edad
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moTabuList.h
@@ -0,0 +1,75 @@
+/*
+  <moTabuList.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+ 
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moTabuList_h
+#define _moTabuList_h
+
+#include <eoFunctor.h>
+
+//! Class describing a tabu list that a moTS uses.
+/*!
+  It is only a description, does nothing... A new object that herits from this class has to be defined in order
+  to be used in a moTS.
+*/
+template < class M > class moTabuList: public eoBF < const M &, const typename M::EOType &, bool >
+{
+ public:
+
+  //! Alias for the type
+  typedef typename M::EOType EOT;
+  
+  //! Procedure to add a move in the tabu list
+  /*!
+    The two parameters have not to be modified so they are constant parameters.
+    
+    \param _move a new tabu move.
+    \param _solution the origianl solution associated to this move.
+  */
+  virtual void add(const M & _move, const EOT & _solution) = 0;
+
+  //! Procedure that updates the tabu list content.
+  /*!
+    Generally, a counter associated to each saved move is decreased by one.
+  */
+  virtual void update () = 0;
+  
+  //! Procedure which initialises the tabu list.
+  /*!
+    Can be useful if the data structure needs to be allocated before being used.
+  */
+  virtual void init () = 0;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moVNS.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moVNS.h
new file mode 100644
index 000000000..f25a45f7d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/moVNS.h
@@ -0,0 +1,131 @@
+/*
+ <moVNS.h>
+ Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+ (C) OPAC Team, LIFL, 2002-2008
+
+ Salma Mesmoudi (salma.mesmoudi@inria.fr), Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _moVNS_h
+#define _moVNS_h
+
+#include <moAlgo.h>
+
+//! Variable Neighbors Search (VNS)
+/*!
+  Class which describes the algorithm for a Variable Neighbors Search.
+*/
+
+template < class EOT>
+class moVNS : public moAlgo < EOT>
+{
+  //! Alias for the fitness.
+  typedef typename EOT::Fitness Fitness;
+
+ public:
+
+  //! Generic constructor
+  /*!
+    Generic constructor using a moExpl
+
+    \param _explorer Vector of Neighborhoods.
+    \param _full_evaluation The evaluation function.
+  */
+ moVNS(moExpl< EOT> & _explorer, eoEvalFunc < EOT> & _full_evaluation): explorer(_explorer), full_evaluation(_full_evaluation) {}
+
+
+  //! Function which launches the VNS
+  /*!
+    The VNS has to improve a current solution.
+
+    \param _solution a current solution to improve.
+    \return true.
+  */
+  bool operator()(EOT & _solution) 
+  {
+    bool change;
+    unsigned int i;
+
+    EOT solution_prime, solution_second;
+    EOT solution_initial=_solution;
+
+    change=false;
+    i=0;
+    explorer.setCurrentExplorer(i);
+
+    while( i<explorer.getExplorerNumber() ) 
+      {
+	solution_prime=solution_initial;
+	if(solution_prime.invalid())
+	  {
+	    full_evaluation(solution_prime);
+	  }
+	
+	explorer(solution_prime, solution_second);
+	
+	if( solution_second.invalid() )
+	  {
+	    full_evaluation(solution_second);
+	  }
+	
+	if( solution_second.fitness() > solution_initial.fitness() )
+	  {
+	    solution_initial=solution_second;
+	    change=true;
+	    if(i!= 0) 
+	      {
+		i=0;
+		explorer.setCurrentExplorer(i);
+	      }
+	  }
+	else 
+	  {
+	    i++;
+	    if( i<explorer.getExplorerNumber() )
+	      {
+		explorer.setCurrentExplorer(i);
+	      }
+	  }
+      }
+    
+    _solution=solution_initial;
+    return change;
+  }
+
+ private:
+  
+  //!Neighborhoods vector
+  moExpl<EOT> & explorer;
+
+  //!The full evaluation function
+  eoEvalFunc<EOT> & full_evaluation;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/oldmo b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/oldmo
new file mode 100755
index 000000000..cbcc01b8e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/oldmo
@@ -0,0 +1,41 @@
+/* 
+  <oldmo>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 __oldmo
+#define __oldmo
+
+#include "oldmo.h"
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/src/oldmo.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/oldmo.h
new file mode 100755
index 000000000..ad81a9602
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/src/oldmo.h
@@ -0,0 +1,79 @@
+/*
+  <oldmo.h>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+  (C) OPAC Team, LIFL, 2002-2007
+
+  Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 _oldmo_h
+#define _oldmo_h
+
+#include <moAlgo.h>
+#include <moAspirCrit.h>
+#include <moBestImprSelect.h>
+#include <moComparator.h>
+#include <moCoolingSchedule.h>
+#include <moFirstImprSelect.h>
+#include <moFitComparator.h>
+#include <moFitSolContinue.h>
+#include <moGenSolContinue.h>
+#include <moGeometricCoolingSchedule.h>
+#include <moHC.h>
+#include <moHCMoveLoopExpl.h>
+#include <moILS.h>
+#include <moImprBestFitAspirCrit.h>
+#include <moItRandNextMove.h>
+#include <moLinearCoolingSchedule.h>
+#include <moLSCheckPoint.h>
+#include <moMoveExpl.h>
+#include <moMove.h>
+#include <moMoveIncrEval.h>
+#include <moMoveInit.h>
+#include <moMoveLoopExpl.h>
+#include <moMoveSelect.h>
+#include <moNextMove.h>
+#include <moNoAspirCrit.h>
+#include <moNoFitImprSolContinue.h>
+#include <moRandImprSelect.h>
+#include <moRandMove.h>
+#include <moSA.h>
+#include <moSimpleMoveTabuList.h>
+#include <moSimpleSolutionTabuList.h>
+#include <moSolContinue.h>
+#include <moSteadyFitSolContinue.h>
+#include <moTabuList.h>
+#include <moTS.h>
+#include <moTSMoveLoopExpl.h>
+#include <moExpl.h>
+#include <moVNS.h>
+#include <moTA.h>
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/CMakeLists.txt
new file mode 100644
index 000000000..69254c582
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/CMakeLists.txt
@@ -0,0 +1,93 @@
+###############################################################################
+##
+## CMakeLists file for ParadisEO-MO/test
+##
+###############################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${CMAKE_CURRENT_SOURCE_DIR})
+
+######################################################################################
+
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${OLDMO_BIN_DIR}/lib)
+
+######################################################################################
+
+
+
+######################################################################################
+### 3) Define your targets and link the librairies
+######################################################################################
+
+SET (TEST_LIST  t-moBestImprSelect 
+               	t-moFirstImprSelect 
+           	t-moFitComparator 
+    		t-moFitSolContinue 
+    		t-moGenSolContinue 
+    		t-moGeometricCoolingSchedule 
+		t-moHC 
+		t-moHC_2
+    		t-moHCMoveLoopExpl 
+    		t-moILS
+		t-moILS_HC
+		t-moILS_TS
+		t-moILS_SA
+        	t-moImprBestFitAspirCrit 
+        	t-moItRandNextMove 
+            	t-moLinearCoolingSchedule 
+        	t-moLSCheckPoint 
+        	t-moNoAspirCrit 
+        	t-moNoFitImprSolContinue
+        	t-moRandImprSelect 
+        	t-moSA  
+        	t-moSimpleMoveTabuList 
+        	t-moSimpleSolutionTabuList 
+    	        t-moSteadyFitSolContinue 
+    		t-moTS 
+		t-moTS_2
+    	    	t-moTSMoveLoopExpl
+    	    	t-moTA
+    	    	t-moVNS
+    	    	)
+				
+FOREACH (test ${TEST_LIST})
+	  SET ("T_${test}_SOURCES" "${test}.cpp")
+ENDFOREACH (test)
+
+
+IF(ENABLE_MINIMAL_CMAKE_TESTING)
+    SET (MIN_TEST_LIST t-moHC)				
+    FOREACH (mintest ${MIN_TEST_LIST})
+    	  SET ("T_${mintest}_SOURCES" "${mintest}.cpp")
+    	  ADD_EXECUTABLE(${mintest} ${T_${mintest}_SOURCES}) 
+		  ADD_TEST(${mintest} ${mintest}) 
+    ENDFOREACH (mintest)
+   
+ELSEIF(ENABLE_CMAKE_TESTING)
+	
+	# Add the tests
+	FOREACH (test ${TEST_LIST})
+		  ADD_EXECUTABLE(${test} ${T_${test}_SOURCES}) 
+		  ADD_TEST(${test} ${test}) 
+	ENDFOREACH (test)
+	
+	# Link the librairies
+	FOREACH (test ${TEST_LIST})
+	 TARGET_LINK_LIBRARIES(${test} ga es eoutils eo)
+	ENDFOREACH (test)
+	
+ENDIF(ENABLE_MINIMAL_CMAKE_TESTING)
+
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moBestImprSelect.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moBestImprSelect.cpp
new file mode 100644
index 000000000..55331d272
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moBestImprSelect.cpp
@@ -0,0 +1,108 @@
+/*
+* <t-moBestImprSelect.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moBestImprSelect.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution=_solution;
+  }
+} ;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result, test_1, test_2;
+  int return_value, value_1, value_2;
+
+  unsigned int i, fitness;
+
+  moBestImprSelect<testMove> selection;
+
+  solution solution;
+  
+  testMove move;
+
+  cout << "[ moBestImprSelect             ] ==> ";
+
+  i=fitness=0;
+
+  selection.init(0);
+
+  test_1="KO";
+
+  try
+    {
+      selection(move, fitness);
+    }
+  catch(std::runtime_error e)
+    {
+      test_1="OK";
+    }
+  
+  value_1=((test_1.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  test_2=((!selection.update(move, i))?"KO":"OK");
+  value_2=((test_2.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  selection(move, fitness);
+
+  move(solution);
+
+  test_result=(((test_1.compare("OK")==0)&&(test_2.compare("OK")==0))?"OK":"KO");
+  return_value=(((value_1==EXIT_SUCCESS)&&(value_2==EXIT_SUCCESS))?EXIT_SUCCESS:EXIT_FAILURE);
+  
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moFirstImprSelect.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moFirstImprSelect.cpp
new file mode 100644
index 000000000..ab415a747
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moFirstImprSelect.cpp
@@ -0,0 +1,96 @@
+/*
+* <t-moFirstImprSelect.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moFirstImprSelect.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution=_solution;
+  }
+} ;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+  unsigned int i, fitness;
+
+  moFirstImprSelect<testMove> selection;
+
+  solution solution;
+  
+  testMove move;
+
+  cout << "[ moFirstImprSelect            ] ==> ";
+
+  i=fitness=0;
+
+  selection.init(10);
+
+  while ( selection.update(move, i) && i<15 )
+    {
+      i++;
+    }
+
+  selection(move, fitness);
+
+  move(solution);
+
+  test_result=((fitness!=11)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moFitComparator.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moFitComparator.cpp
new file mode 100644
index 000000000..c8089e223
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moFitComparator.cpp
@@ -0,0 +1,74 @@
+/*
+* <t-moFitComparator.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moFitComparator.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  solution sol1, sol2;
+
+  moFitComparator<solution> comparator;
+
+  sol1.fitness(0);
+  sol2.fitness(1);
+
+  cout << "[ moFitComparator              ] ==> ";
+
+  test_result=((comparator(sol1,sol2))?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moFitSolContinue.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moFitSolContinue.cpp
new file mode 100644
index 000000000..2290dc67b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moFitSolContinue.cpp
@@ -0,0 +1,101 @@
+/*
+* <t-moFitSolContinue.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moFitSolContinue.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result, test_1, test_2;
+  int return_value, value_1, value_2;
+
+  unsigned int i;
+  
+  moFitSolContinue<solution> continu(10);
+
+  solution solution;
+
+  cout << "[ moFitSolContinue             ] ==> ";
+
+  continu.init();
+
+  test_1="KO";
+  
+  try
+    {
+      continu(solution);
+    }
+  catch(std::runtime_error e)
+    {
+      test_1="OK";
+    }
+
+  value_1=((test_1.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  
+
+  i=0;
+  solution.fitness(i);
+  while( continu(solution) )
+    {
+      i++;
+      solution.fitness(i);
+    }
+
+  test_2=((i!=10)?"KO":"OK");
+  value_2=((test_2.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  test_result=(((test_1.compare("OK")==0)&&(test_2.compare("OK")==0))?"OK":"KO");
+  return_value=(((value_1==EXIT_SUCCESS)&&(value_2==EXIT_SUCCESS))?EXIT_SUCCESS:EXIT_FAILURE);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moGenSolContinue.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moGenSolContinue.cpp
new file mode 100644
index 000000000..23b9d1e20
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moGenSolContinue.cpp
@@ -0,0 +1,92 @@
+/*
+* <t-moGenSolContinue.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moGenSolContinue.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result, test_1, test_2;
+  int value_1, value_2, return_value;
+
+  unsigned int i;
+  solution sol;
+
+  moGenSolContinue<solution> continu(10);
+
+  cout << "[ moGenSolContinue             ] ==> ";
+
+  i=0;
+  while( continu(sol) )
+    {
+      i++;
+    }
+
+  test_1=((i!=9)?"KO":"OK");
+  value_1=((test_1.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  continu.init();
+
+  i=0;
+  while( continu(sol) )
+    {
+      i++;
+    }
+
+  test_2=((i!=9)?"KO":"OK");
+  value_2=((test_2.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  test_result=(((test_1.compare("OK")==0)&&(test_2.compare("OK")==0))?"OK":"KO");
+  return_value=(((value_1==EXIT_SUCCESS)&&(value_2==EXIT_SUCCESS))?EXIT_SUCCESS:EXIT_FAILURE);
+  
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moGeometricCoolingSchedule.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moGeometricCoolingSchedule.cpp
new file mode 100644
index 000000000..916988492
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moGeometricCoolingSchedule.cpp
@@ -0,0 +1,79 @@
+/*
+* <t-moExponentialCoolingSchedule.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moExponentialCoolingSchedule.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  int return_value;
+  std::string test_result;
+
+  unsigned int i;
+  double temperature;
+
+  moGeometricCoolingSchedule coolingSchedule( 4.0, 0.5 );
+
+  temperature=10.0;
+
+  cout << "[ moExponentialCoolingSchedule ] ==> ";
+
+  i=0;
+  while( coolingSchedule(temperature) )
+    {
+      i++;
+    }
+
+  test_result=((i!=1)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moHC.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moHC.cpp
new file mode 100644
index 000000000..e8fe505ec
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moHC.cpp
@@ -0,0 +1,162 @@
+/*
+* <t-moHC.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moHC.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+public :
+  void operator () (testMove & _move, const solution & _solution)
+  {
+    testMove move=_move;
+    const solution sol(_solution);
+  }
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+public :
+  bool operator () (testMove & _move, const solution & _solution)
+  {
+    testMove move=_move;
+    const solution sol(_solution);
+
+    return false;
+  }
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove>
+{
+public :
+  unsigned int operator () (const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution solution(_solution);
+
+    return 2;
+  }
+} ;
+
+class testMoveSelect : public moMoveSelect <testMove>
+{
+public :
+  void operator () (testMove & _move, unsigned int & _fitness)
+  {
+    testMove move;
+
+    move=_move;
+    
+    _fitness=2;
+  }
+
+  void init(const unsigned int & _fitness)
+  {
+    unsigned int fitness;
+    fitness=(unsigned int)_fitness;
+  }
+
+  bool update(const testMove & _move, const unsigned int & _fitness)
+  {
+    testMove move;
+    unsigned int fitness;
+    
+    move=(testMove)_move;
+    fitness=(unsigned int)_fitness;
+
+    return true;
+  }
+} ;
+
+class solutionEval : public eoEvalFunc <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution.fitness(2);
+  }
+} ;
+
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  solution solution;
+
+  testMoveInit init;
+  testMoveNext next;
+  testMoveIncrEval incrEval;
+  testMoveSelect select;
+  solutionEval eval;
+
+  moHC<testMove> hc(init, next, incrEval, select, eval);
+
+  cout << "[ moHC                         ] ==> ";
+  
+  hc(solution);
+  
+  test_result=((solution.fitness()!=2)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moHCMoveLoopExpl.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moHCMoveLoopExpl.cpp
new file mode 100644
index 000000000..9d431a071
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moHCMoveLoopExpl.cpp
@@ -0,0 +1,170 @@
+/*
+* <t-moHCMoveLoopExpl.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moHCMoveLoopExpl.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+public :
+  void operator () (testMove & _move, const solution & _solution)
+  {
+    testMove move=_move;
+    const solution sol(_solution);
+  }
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+public :
+  bool operator () (testMove & _move, const solution & _solution)
+  {
+    testMove move=_move;
+    const solution sol(_solution);
+
+    return false;
+  }
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove>
+{
+public :
+  unsigned int operator () (const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution solution(_solution);
+
+    return 2;
+  }
+} ;
+
+class testMoveSelect : public moMoveSelect <testMove>
+{
+public :
+  void operator () (testMove & _move, unsigned int & _fitness)
+  {
+    testMove move;
+
+    move=_move;
+    
+    _fitness=2;
+  }
+
+  void init(const unsigned int & _fitness)
+  {
+    unsigned int fitness;
+    fitness=(unsigned int)_fitness;
+  }
+
+  bool update(const testMove & _move, const unsigned int & _fitness)
+  {
+    testMove move;
+    unsigned int fitness;
+    
+    move=(testMove)_move;
+    fitness=(unsigned int)_fitness;
+
+    return true;
+  }
+} ;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result, test_1, test_2;
+  int return_value, value_1, value_2;
+  
+  solution solution_1, solution_2;
+
+  testMoveInit init;
+  testMoveNext next;
+  testMoveIncrEval incrEval;
+  testMoveSelect select;
+  
+  moHCMoveLoopExpl<testMove> explorer(init, next, incrEval, select);
+  
+  cout << "[ moHCMoveLoopExpl             ] ==> ";
+  
+  test_1="KO";
+  
+  try
+    {
+      explorer(solution_1, solution_2);
+    }
+  catch(std::runtime_error e)
+    {
+      test_1="OK";
+    }
+
+  value_1=((test_1.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  solution_1.fitness(0);
+  solution_2.fitness(0);
+
+  explorer(solution_1, solution_2);
+
+  test_2=((solution_2.fitness()!=2)?"KO":"OK");
+  value_2=((test_2.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  test_result=(((test_1.compare("OK")==0)&&(test_2.compare("OK")==0))?"OK":"KO");
+  return_value=(((value_1==EXIT_SUCCESS)&&(value_2==EXIT_SUCCESS))?EXIT_SUCCESS:EXIT_FAILURE);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moHC_2.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moHC_2.cpp
new file mode 100644
index 000000000..df0b57d34
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moHC_2.cpp
@@ -0,0 +1,106 @@
+/*
+* <t-moHC_2.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moHC_2.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+class testMoveExplorer : public moMoveExpl<testMove>
+{
+public :
+  void operator () (const solution & _solution_1, solution & _solution_2)
+  {
+    const solution sol(_solution_1);
+    
+    _solution_2.fitness(2);
+  }
+};
+
+class solutionEval : public eoEvalFunc <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution.fitness(0);
+  }
+} ;
+
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  solution solution;
+
+  solutionEval eval;
+  testMoveExplorer explorer;
+
+  moHC<testMove> hc(explorer, eval);
+
+  cout << "[ moHC_2                       ] ==> ";
+  
+  hc(solution);
+
+  test_result=((solution.fitness()!=2)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moILS.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moILS.cpp
new file mode 100644
index 000000000..ec5f211ca
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moILS.cpp
@@ -0,0 +1,169 @@
+/*
+* <t-moILS.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moILS.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+class solutionAlgo : public moAlgo <solution>
+{
+public :
+  bool operator () (solution & _solution)
+  {
+    solution solution(_solution);
+    return true;
+  }
+} ;
+
+class solutionContinue : public moSolContinue<solution>
+{
+public :
+  solutionContinue(): counter(0)
+  {}
+
+  bool operator () (const solution & _solution)
+  {
+    const solution sol(_solution);
+    
+    if(counter<2)
+      {
+	counter++;
+	return true;
+      }
+    return false;
+  }
+
+  void init()
+  {}
+private :
+  unsigned int counter;
+} ;
+
+class solutionComparator : public moComparator<solution>
+{
+public :
+  
+  solutionComparator() : counter(0)
+  {}
+
+  bool operator () (const solution & _solution1 , const solution & _solution2)
+  {
+    const solution sol1(_solution1);
+    const solution sol2(_solution2);
+
+    if(counter<2)
+      {
+	counter++;
+	return false;
+      }
+
+    return true;
+  }
+private :
+  unsigned int counter;
+} ;
+
+class solutionPerturbation : public eoMonOp<solution>
+{
+public :
+  bool operator () (solution & _solution)
+  {
+    _solution.fitness(2);
+
+    return true;
+  }
+} ;
+
+class solutionEval : public eoEvalFunc <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution solution(_solution);
+    _solution.fitness(2);
+  }
+} ;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  solution solution;
+  
+  solutionAlgo algorithm;
+  solutionContinue continu;
+  solutionComparator comparator;
+  solutionPerturbation perturbation;
+  solutionEval eval;
+  
+  moILS<testMove> ils(algorithm, continu, comparator, perturbation, eval);
+
+  cout << "[ moILS                        ] ==> ";
+  
+  solution.fitness(0);
+
+  ils(solution);
+
+  test_result=((solution.fitness()!=2)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moILS_HC.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moILS_HC.cpp
new file mode 100644
index 000000000..3dbca1ecb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moILS_HC.cpp
@@ -0,0 +1,211 @@
+/*
+* <t-moILS_HC.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moILS_HC.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+public :
+  void operator () (testMove & _move, const solution & _solution)
+  {
+    testMove move=_move;
+    const solution sol(_solution);
+  }
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+public :
+  bool operator () (testMove & _move, const solution & _solution)
+  {
+    testMove move=_move;
+    const solution sol(_solution);
+
+    return false;
+  }
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove>
+{
+public :
+  unsigned int operator () (const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution solution(_solution);
+
+    return 2;
+  }
+} ;
+
+class testMoveSelect : public moMoveSelect <testMove>
+{
+public :
+  void operator () (testMove & _move, unsigned int & _fitness)
+  {
+    testMove move;
+    
+    move=_move;
+    
+    _fitness=2;
+  }
+
+  void init(const unsigned int & _fitness)
+  {
+    unsigned int fitness;
+    fitness=(unsigned int)_fitness;
+  }
+
+  bool update(const testMove & _move, const unsigned int & _fitness)
+  {
+    testMove move;
+    unsigned int fitness;
+    
+    move=(testMove)_move;
+    fitness=(unsigned int)_fitness;
+
+    return true;
+  }
+} ;
+
+class solutionEval : public eoEvalFunc <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution.fitness(0);
+  }
+} ;
+
+class solutionContinue : public moSolContinue<solution>
+{
+public :
+  solutionContinue(): counter(0)
+  {}
+  
+  bool operator () (const solution & _solution)
+  {
+    const solution sol(_solution);
+    
+    if(counter==0)
+      {
+	counter++;
+	return true;
+      }
+    return false;
+  }
+
+  void init()
+  {}
+private :
+  unsigned int counter;
+} ;
+
+class solutionComparator : public moComparator<solution>
+{
+public :
+  bool operator () (const solution & _solution1 , const solution & _solution2)
+  {
+    const solution sol1(_solution1);
+    const solution sol2(_solution2);
+
+    return true;
+  }
+} ;
+
+class solutionPerturbation : public eoMonOp<solution>
+{
+public :
+  bool operator () (solution & _solution)
+  {
+    _solution.fitness(2);
+
+    return true;
+  }
+} ;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  solution solution;
+  
+  testMoveInit init;
+  testMoveNext next;
+  testMoveIncrEval incrEval;
+  testMoveSelect select;
+  solutionEval eval;
+  solutionContinue continu;
+  solutionComparator comparator;
+  solutionPerturbation perturbation;
+
+  moILS<testMove> ils(init, next, incrEval, select, continu, comparator, perturbation, eval);
+  
+  cout << "[ moILS_HC                     ] ==> ";
+  
+  ils(solution);
+
+  test_result=((solution.fitness()!=2)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moILS_SA.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moILS_SA.cpp
new file mode 100644
index 000000000..1df643357
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moILS_SA.cpp
@@ -0,0 +1,190 @@
+/*
+* <t-moILS_SA.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moILS_SA.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+class testRandMove : public moRandMove<testMove>
+{
+public :
+  void operator () (testMove & _move)
+  {
+    _move=_move;
+  }
+};
+
+class testMoveIncrEval : public moMoveIncrEval <testMove>
+{
+public :
+  int operator () (const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution solution(_solution);
+
+    return 2;
+  }
+} ;
+
+class testCooling : public moCoolingSchedule
+{
+public :
+  bool operator () (double & _temperature)
+  {
+    double temperature;
+    temperature=_temperature;
+
+    return false;
+  }
+};
+
+class solutionEval : public eoEvalFunc <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    const solution solution(_solution);
+  }
+} ;
+
+class solutionContinue : public moSolContinue<solution>
+{
+public :
+  solutionContinue(): counter(0)
+  {}
+
+  bool operator () (const solution & _solution)
+  {
+    const solution sol(_solution);
+    
+    if(counter==0)
+      {
+	counter++;
+	return true;
+      }
+    return false;
+  }
+
+  void init()
+  {}
+private :
+  unsigned int counter;
+} ;
+
+class solutionComparator : public moComparator<solution>
+{
+public :
+  
+  solutionComparator() : counter(0)
+  {}
+
+  bool operator () (const solution & _solution1 , const solution & _solution2)
+  {
+    const solution solution1(_solution1);
+    const solution solution2(_solution2);
+
+    return true;
+  }
+private :
+  unsigned int counter;
+} ;
+
+class solutionPerturbation : public eoMonOp<solution>
+{
+public :
+  bool operator () (solution & _solution)
+  {
+    _solution.fitness(2);
+    
+    return true;
+  }
+} ;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+  
+  solution solution;
+
+  testRandMove rand;
+  testMoveIncrEval incrEval;
+  solutionContinue continu;
+  solutionContinue continu_2;
+  testCooling cooling;
+  solutionEval eval;
+  solutionComparator comparator;
+  solutionPerturbation perturbation;
+
+  moILS<testMove> ils(rand, incrEval, continu, 10.0, cooling, continu_2, comparator, perturbation, eval);
+
+  cout << "[ moILS_SA                     ] ==> ";
+
+  solution.fitness(0);
+
+  eval(solution);
+  
+  ils(solution);
+
+  test_result=((solution.fitness()!=2)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moILS_TS.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moILS_TS.cpp
new file mode 100644
index 000000000..e09b89262
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moILS_TS.cpp
@@ -0,0 +1,223 @@
+/*
+* <t-moILS_TS.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moILS_TS.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+public :
+  void operator () (testMove & _move, const solution & _solution)
+  {
+    testMove move=_move;
+    const solution sol(_solution);
+  }
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+public :
+  bool operator () (testMove & _move, const solution & _solution)
+  {
+    testMove move=_move;
+    const solution sol(_solution);
+
+    return false;
+  }
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove>
+{
+public :
+  unsigned int operator () (const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution solution(_solution);
+
+    return 2;
+  }
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+public:
+  bool operator() (const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution sol(_solution);
+
+    return false;
+  }
+
+  void add(const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution sol(_solution);
+  }
+
+  void update()
+  {}
+
+  void init()
+  {}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+public:
+  bool operator() (const testMove & _move, const unsigned int & _fitness)
+  {
+    unsigned int fitness;
+    const testMove move(_move);
+    fitness=_fitness;
+
+    return false;
+  }
+
+  void init()
+  {}
+};
+
+class solutionContinue : public moSolContinue<solution>
+{
+public :
+  solutionContinue(): counter(0)
+  {}
+
+  bool operator () (const solution & _solution)
+  {
+    const solution sol(_solution);
+    
+    if(counter==0)
+      {
+	counter++;
+	return true;
+      }
+    return false;
+  }
+
+  void init()
+  {}
+private :
+  unsigned int counter;
+} ;
+
+class solutionComparator : public moComparator<solution>
+{
+public :
+  bool operator () (const solution & _solution1 , const solution & _solution2)
+  {
+    const solution sol1(_solution1);
+    const solution sol2(_solution2);
+
+    return true;
+  }
+} ;
+
+class solutionPerturbation : public eoMonOp<solution>
+{
+public :
+  bool operator () (solution & _solution)
+  {
+    _solution.fitness(2);
+
+    return true;
+  }
+} ;
+
+class solutionEval : public eoEvalFunc <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution.fitness(0);
+  }
+} ;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  solution solution;
+
+  testMoveInit init;
+  testMoveNext next;
+  testMoveIncrEval incrEval;
+  testTabuList tabuList;
+  testAspirCrit aspirCrit;
+  solutionEval eval;
+  solutionContinue continu;
+  solutionContinue continu_2;
+  solutionComparator comparator;
+  solutionPerturbation perturbation;
+
+  moILS<testMove> ils(init, next, incrEval, tabuList, aspirCrit, continu, continu_2, comparator, perturbation, eval);
+
+  cout << "[ moILS_TS                     ] ==> ";
+  
+  ils(solution);
+
+  test_result=((solution.fitness()!=2)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moImprBestFitAspirCrit.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moImprBestFitAspirCrit.cpp
new file mode 100644
index 000000000..fe642ef51
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moImprBestFitAspirCrit.cpp
@@ -0,0 +1,109 @@
+/*
+* <t-moImprBestFitAspirCrit.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moImprBestFitAspirCrit.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution=_solution;
+  }
+} ;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result, test_1, test_2;
+  int return_value, value_1, value_2;
+
+  solution solution;
+
+  unsigned int i;
+
+  moImprBestFitAspirCrit<testMove> aspirCriterion;
+
+  testMove move;
+
+  cout << "[ moImprBestFitAspirCrit       ] ==> ";
+
+  aspirCriterion(move, 10);
+
+  i=0;
+  while ( !aspirCriterion(move,i) && i<15)
+    {
+      i++;
+    }
+
+  test_1=((i!=11)?"KO":"OK");
+  value_1=((test_1.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  aspirCriterion.init();
+  aspirCriterion(move, i);
+
+  i=0;
+  while ( !aspirCriterion(move,i) && i<15)
+    {
+      i++;
+    }
+
+  move(solution);
+
+  test_2=((i!=12)?"KO":"OK");
+  value_2=((test_2.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  test_result=(((test_1.compare("OK")==0)&&(test_2.compare("OK")==0))?"OK":"KO");
+  return_value=(((value_1==EXIT_SUCCESS)&&(value_2==EXIT_SUCCESS))?EXIT_SUCCESS:EXIT_FAILURE);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moItRandNextMove.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moItRandNextMove.cpp
new file mode 100644
index 000000000..b04c485ca
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moItRandNextMove.cpp
@@ -0,0 +1,114 @@
+/*
+* <t-moItRandNextMove.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moItRandNextMove.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution=_solution;
+  }
+} ;
+
+class testRandMove : public moRandMove<testMove>
+{
+public :
+  void operator () (testMove & _move)
+  {
+    _move=_move;
+  }
+};
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result, test_1, test_2;
+  int value_1, value_2, return_value;
+
+  unsigned int i;
+
+  testMove move;
+  solution solution;
+
+  testRandMove rand;
+  
+  moItRandNextMove<testMove> next(rand, 10);
+
+  cout << "[ moItRandNextMove             ] ==> ";
+
+  i=0;
+  while( next(move, solution) && i<15 )
+    {
+      i++;
+    }
+
+  test_1=((i!=11)?"KO":"OK");
+  value_1=((test_1.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  i=0;
+  while( next(move, solution) && i<15 )
+    {
+      i++;
+    }
+
+  move(solution);
+
+  test_2=((i!=11)?"KO":"OK");
+  value_2=((test_2.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  test_result=(((test_1.compare("OK")==0)&&(test_2.compare("OK")==0))?"OK":"KO");
+  return_value=(((value_1==EXIT_SUCCESS)&&(value_2==EXIT_SUCCESS))?EXIT_SUCCESS:EXIT_FAILURE);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moLSCheckPoint.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moLSCheckPoint.cpp
new file mode 100644
index 000000000..611efed94
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moLSCheckPoint.cpp
@@ -0,0 +1,116 @@
+/*
+* <t-moLSCheckPoint.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moLSCheckPoint.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution=_solution;
+  }
+} ;
+
+class testBF : public eoBF<const testMove & , const testMove::EOType &, void>
+{
+  void operator () (const testMove & _move, const testMove::EOType & _solution)
+  {
+    const testMove move(_move);
+    const testMove::EOType sol(_solution);
+    std::ofstream os("test.txt");
+    os << "OK" << endl;
+  }
+};
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result, test_1, test_2;
+  int value_1, value_2, return_value;
+
+  unsigned int i;
+  std::string result;
+
+  testBF test;
+  moLSCheckPoint<testMove> checkpoint;
+
+  solution solution;
+  
+  testMove move;
+
+  std::ifstream is;
+
+  cout << "[ moLSCheckPoint               ] ==> ";
+
+  i=0;
+
+  checkpoint.add(test);
+  checkpoint(move, solution);
+
+  move(solution);
+
+  is.open("test.txt");
+  
+  test_1=((!is.is_open())?"KO":"OK");
+  value_1=((test_1.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  is >> result;
+
+  test_2=((result.compare("OK")!=0)?"KO":"OK");
+  value_2=((test_2.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  test_result=(((test_1.compare("OK")==0)&&(test_2.compare("OK")==0))?"OK":"KO");
+  return_value=(((value_1==EXIT_SUCCESS)&&(value_2==EXIT_SUCCESS))?EXIT_SUCCESS:EXIT_FAILURE);
+  
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moLinearCoolingSchedule.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moLinearCoolingSchedule.cpp
new file mode 100644
index 000000000..02588ee8a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moLinearCoolingSchedule.cpp
@@ -0,0 +1,79 @@
+/*
+* <t-moLinearCoolingSchedule.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moLinearCoolingSchedule.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  unsigned int i;
+  double temperature;
+
+  moLinearCoolingSchedule coolingSchedule( 1.0, 0.5 );
+
+  cout << "[ moLinearCoolingSchedule      ] ==> ";
+
+  temperature=2.0;
+
+  i=0;
+  while( coolingSchedule(temperature) )
+    {
+      i++;
+    }
+
+  test_result=((i!=1)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moNoAspirCrit.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moNoAspirCrit.cpp
new file mode 100644
index 000000000..61961b207
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moNoAspirCrit.cpp
@@ -0,0 +1,85 @@
+/*
+* <t-moNoAspirCrit.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moNoAspirCrit.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution=_solution;
+  }
+} ;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  unsigned int i;
+  moNoAspirCrit<testMove> aspirCriterion;
+  testMove move;
+  solution solution;
+
+  cout << "[ moNoAspirCrit                ] ==> ";
+  
+  move(solution);
+
+  aspirCriterion.init();
+
+  test_result=((aspirCriterion(move, i))?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moNoFitImprSolContinue.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moNoFitImprSolContinue.cpp
new file mode 100644
index 000000000..a8dabffe8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moNoFitImprSolContinue.cpp
@@ -0,0 +1,101 @@
+/*
+* <t-moNoFitImprSolContinue.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moNoFitImprSolContinue.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result, test_1, test_2;
+  int return_value, value_1, value_2;
+
+
+  unsigned int i;
+
+  moNoFitImprSolContinue<solution> continu(10);
+  
+  solution solution;
+
+  cout << "[ moNoFitImprSolContinue       ] ==> ";
+
+  continu.init();
+
+  test_1="KO";
+
+  try
+    {
+      continu(solution);
+    }
+  catch(std::runtime_error e)
+    {
+      test_1="OK";
+    }
+  
+  value_1=((test_1.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  solution.fitness(0);
+
+  i=0;
+  while( continu(solution) )
+    {
+      i++;
+      solution.fitness(2);
+    }
+
+  test_2=((i!=11)?"KO":"OK");
+  value_2=((test_2.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+  
+  test_result=(((test_1.compare("OK")==0)&&(test_2.compare("OK")==0))?"OK":"KO");
+  return_value=(((value_1==EXIT_SUCCESS)&&(value_2==EXIT_SUCCESS))?EXIT_SUCCESS:EXIT_FAILURE);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moRandImprSelect.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moRandImprSelect.cpp
new file mode 100644
index 000000000..97d576df4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moRandImprSelect.cpp
@@ -0,0 +1,115 @@
+/*
+* <t-moRandImprSelect.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moRandImprSelect.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution=_solution;
+  }
+} ;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result, test_1, test_2, test_3;
+  int value_1, value_2, value_3, return_value;
+  
+  unsigned int i;
+
+  moRandImprSelect<testMove> selection;
+
+  solution solution;
+  
+  testMove move;
+
+  cout << "[ moRandImprSelect             ] ==> ";
+
+  selection.init(0);
+
+  test_1="KO";
+  
+  i=0;
+
+  try
+    {
+      selection(move, i);
+    }
+  catch(std::runtime_error e)
+    {
+      test_1="OK";
+    }
+  
+  value_1=((test_1.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  move(solution);
+
+  test_2=((!selection.update(move, i))?"KO":"OK");
+  value_2=((test_2.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+  
+  selection(move, i);
+
+  i++;
+
+  test_3=((!selection.update(move, i))?"KO":"OK");
+  value_3=((test_3.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  selection(move, i);
+
+  test_result=(((test_1.compare("OK")==0)&&(test_2.compare("OK")==0)&&(test_3.compare("OK")==0))?"OK":"KO");
+  return_value=(((value_1==EXIT_SUCCESS)&&(value_2==EXIT_SUCCESS)&&(value_3==EXIT_SUCCESS))?EXIT_SUCCESS:EXIT_FAILURE);
+  
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moSA.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moSA.cpp
new file mode 100644
index 000000000..0c8ad4477
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moSA.cpp
@@ -0,0 +1,168 @@
+/*
+* <t-moSA.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moSA.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+class testRandMove : public moRandMove<testMove>
+{
+public :
+  void operator () (testMove & _move)
+  {
+    _move=_move;
+  }
+};
+
+class testMoveIncrEval : public moMoveIncrEval <testMove>
+{
+public :
+  
+  testMoveIncrEval() : counter(0)
+  {}
+
+  int operator () (const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution solution(_solution);
+
+    if(counter==0)
+      {
+	counter++;
+	return 2;
+      }
+    return 0;
+  }
+private :
+  unsigned int counter;
+} ;
+
+class solutionContinue : public moSolContinue<solution>
+{
+public :
+
+  solutionContinue() : counter(0)
+  {}
+  
+  bool operator () (const solution & _solution)
+  {
+    const solution sol(_solution);
+  
+    if(counter==0)
+      {
+	counter++;
+	return true;
+      }
+  
+    return false;
+  }
+
+  void init()
+  {}
+private :
+  unsigned int counter;
+} ;
+
+class testCooling : public moCoolingSchedule
+{
+public :
+  bool operator () (double & _temperature)
+  {
+    double temperature;
+    temperature=_temperature;
+
+    return false;
+  }
+};
+
+class solutionEval : public eoEvalFunc <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution.fitness(0);
+  }
+} ;
+
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  solution solution;
+  
+  testRandMove rand;
+  testMoveIncrEval incrEval;
+  solutionContinue continu;
+  testCooling cooling;
+  solutionEval eval;
+  
+  moSA<testMove> sa(rand, incrEval, continu, 10.0, cooling, eval);
+  
+  cout << "[ moSA                         ] ==> ";
+  
+  sa(solution);
+
+  test_result=((solution.fitness()!=2)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moSimpleMoveTabuList.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moSimpleMoveTabuList.cpp
new file mode 100644
index 000000000..d77e6e969
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moSimpleMoveTabuList.cpp
@@ -0,0 +1,104 @@
+/*
+* <t-moSimpleMoveTabuList.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moSimpleMoveTabuList.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  testMove(unsigned int _value): value(_value)
+  {}
+
+  void operator () (solution & _solution)
+  {
+    _solution=_solution;
+  }
+
+  bool operator == (const testMove & _move)
+  {
+    return (value==_move.value);
+  }
+private :
+  unsigned int value;
+} ;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  moSimpleMoveTabuList<testMove> tabuList(1);
+
+  solution solution;
+  
+  testMove move_1(1), move_2(2);
+
+  cout << "[ moSimpleMoveTabuList         ] ==> ";
+
+  tabuList.init();
+  tabuList.update();
+
+  tabuList.add(move_1, solution);
+
+  tabuList(move_2, solution); 
+
+  move_1(solution);
+
+  tabuList.add(move_2, solution);
+  tabuList.add(move_2, solution);
+
+  test_result=((tabuList(move_1, solution))?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moSimpleSolutionTabuList.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moSimpleSolutionTabuList.cpp
new file mode 100644
index 000000000..6d778b767
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moSimpleSolutionTabuList.cpp
@@ -0,0 +1,106 @@
+/*
+* <t-moSimpleSolutionTabuList.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moSimpleSolutionTabuList.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+class solution : public EO<unsigned int>
+{
+public:
+  solution(unsigned int _value): value(_value)
+  {}
+
+  bool operator == (const solution & _solution)
+  {
+    return (value==_solution.value);
+  }
+
+private:
+  unsigned int value;
+};
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution solution(_solution);
+  }
+};
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  moSimpleSolutionTabuList<testMove> tabuList(1);
+
+  solution solution_1(1), solution_2(2);
+  
+  testMove move;
+
+  cout << "[ moSimpleSolutionTabuList     ] ==> ";
+
+  tabuList.init();
+  tabuList.update();
+
+  tabuList.add(move, solution_1);
+
+  move(solution_1);
+
+  tabuList.add(move, solution_2);
+
+  tabuList.add(move, solution_2);
+
+  test_result=((tabuList(move, solution_1))?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moSteadyFitSolContinue.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moSteadyFitSolContinue.cpp
new file mode 100644
index 000000000..ee655c430
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moSteadyFitSolContinue.cpp
@@ -0,0 +1,108 @@
+/*
+* <t-moSteadyFitSolContinue.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moSteadyFitSolContinue.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result, test_1, test_2;
+  int return_value, value_1, value_2;
+
+  unsigned int i;
+  solution solution_1, solution_2;
+
+  moSteadyFitSolContinue<solution> continu(10,10);
+
+  cout << "[ moSteadyFitSolContinue       ] ==> ";
+
+  continu.init();
+
+  i=0;
+  solution_1.fitness(i);
+  while( continu(solution_1) && i<50)
+    {
+      i++;
+
+      if(i<11)
+	{
+	  solution_1.fitness(i);
+	}
+      
+      if(i==11)
+	{
+	  test_1="KO";
+	  try
+	    {
+	      continu(solution_2);
+	    }
+	  catch(std::runtime_error e)
+	    {
+	      test_1="OK";
+	    }
+	  value_1=((test_1.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+	}
+      
+      if(i==15)
+	{
+	  solution_1.fitness(i);
+	}
+    }
+
+  test_2=((i!=25)?"KO":"OK");
+  value_2=((test_2.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  test_result=(((test_1.compare("OK")==0)&&(test_2.compare("OK")==0))?"OK":"KO");
+  return_value=(((value_1==EXIT_SUCCESS)&&(value_2==EXIT_SUCCESS))?EXIT_SUCCESS:EXIT_FAILURE);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moTA.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moTA.cpp
new file mode 100644
index 000000000..661baff80
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moTA.cpp
@@ -0,0 +1,168 @@
+/*
+* <t-moTA.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2007-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Salma Mesmoudi
+*
+* 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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moTA.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+class testRandMove : public moRandMove<testMove>
+{
+public :
+  void operator () (testMove & _move)
+  {
+    _move=_move;
+  }
+};
+
+class testMoveIncrEval : public moMoveIncrEval <testMove>
+{
+public :
+
+  testMoveIncrEval() : counter(0)
+  {}
+
+  int operator () (const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution solution(_solution);
+
+    if(counter==0)
+      {
+	counter++;
+	return 2;
+      }
+    return 0;
+  }
+private :
+  unsigned int counter;
+} ;
+
+class solutionContinue : public moSolContinue<solution>
+{
+public :
+
+  solutionContinue() : counter(0)
+  {}
+
+  bool operator () (const solution & _solution)
+  {
+    const solution sol(_solution);
+
+    if(counter==0)
+      {
+	counter++;
+	return true;
+      }
+
+    return false;
+  }
+
+  void init()
+  {}
+private :
+  unsigned int counter;
+} ;
+
+class testCooling : public moCoolingSchedule
+{
+public :
+  bool operator () (double & _threeshold)
+  {
+    double threeshold;
+    threeshold=_threeshold;
+
+    return false;
+  }
+};
+
+class solutionEval : public eoEvalFunc <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution.fitness(0);
+  }
+} ;
+
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  solution solution;
+
+  testRandMove rand;
+  testMoveIncrEval incrEval;
+  solutionContinue continu;
+  testCooling cooling;
+  solutionEval eval;
+
+  moTA<testMove> ta(rand, incrEval, continu, 10.0, cooling, eval);
+
+  cout << "[ moTA ] ==> ";
+
+  ta(solution);
+
+  test_result=((solution.fitness()!=2)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moTS.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moTS.cpp
new file mode 100644
index 000000000..9748f621d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moTS.cpp
@@ -0,0 +1,188 @@
+/*
+* <t-moTS.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moTS.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+public :
+  void operator () (testMove & _move, const solution & _solution)
+  {
+    testMove move=_move;
+    const solution sol(_solution);
+  }
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+public :
+  bool operator () (testMove & _move, const solution & _solution)
+  {
+    testMove move(_move);
+    const solution sol(_solution);
+
+    return false;
+  }
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove>
+{
+public :
+  unsigned int operator () (const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution solution(_solution);
+
+    return 2;
+  }
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+public:
+  bool operator() (const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution sol(_solution);
+
+    return false;
+  }
+
+  void add(const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution sol(_solution);
+  }
+
+  void update()
+  {}
+
+  void init()
+  {}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+public:
+  bool operator() (const testMove & _move, const unsigned int & _fitness)
+  {
+    unsigned int fitness;
+    const testMove move(_move);
+    fitness=_fitness;
+
+    return false;
+  }
+
+  void init()
+  {}
+};
+
+class solutionContinue : public moSolContinue<solution>
+{
+public :
+  bool operator () (const solution & _solution)
+  {
+    const solution sol(_solution);
+    
+    return false;
+  }
+
+  void init()
+  {}
+} ;
+
+class solutionEval : public eoEvalFunc <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution.fitness(2);
+  }
+} ;
+
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  solution solution;
+
+  testMoveInit init;
+  testMoveNext next;
+  testMoveIncrEval incrEval;
+  testTabuList tabuList;
+  testAspirCrit aspirCrit;
+  solutionContinue continu;
+  solutionEval eval;
+
+  moTS<testMove> ts(init, next, incrEval, tabuList, aspirCrit, continu, eval);
+  
+  cout << "[ moTS                         ] ==> ";
+
+  ts(solution);
+
+  test_result=((solution.fitness()!=2)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moTSMoveLoopExpl.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moTSMoveLoopExpl.cpp
new file mode 100644
index 000000000..8dd033878
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moTSMoveLoopExpl.cpp
@@ -0,0 +1,180 @@
+/*
+* <t-moTSMoveLoopExpl.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moTSMoveLoopExpl.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+class testMoveInit : public moMoveInit <testMove>
+{
+public :
+  void operator () (testMove & _move, const solution & _solution)
+  {
+    testMove move=_move;
+    const solution sol(_solution);
+  }
+} ;
+
+class testMoveNext : public moNextMove <testMove>
+{
+public :
+  bool operator () (testMove & _move, const solution & _solution)
+  {
+    testMove move(_move);
+    const solution sol(_solution);
+
+    return false;
+  }
+} ;
+
+class testMoveIncrEval : public moMoveIncrEval <testMove>
+{
+public :
+  unsigned int operator () (const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution solution(_solution);
+
+    return 2;
+  }
+} ;
+
+class testTabuList : public moTabuList<testMove>
+{
+public:
+  bool operator() (const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution sol(_solution);
+
+    return false;
+  }
+
+  void add(const testMove & _move, const solution & _solution)
+  {
+    const testMove move(_move);
+    const solution sol(_solution);
+  }
+
+  void update()
+  {}
+
+  void init()
+  {}
+};
+
+class testAspirCrit : public moAspirCrit<testMove>
+{
+public:
+  bool operator() (const testMove & _move, const unsigned int & _fitness)
+  {
+    unsigned int fitness;
+    const testMove move(_move);
+    fitness=_fitness;
+
+    return false;
+  }
+
+  void init()
+  {}
+};
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result, test_1, test_2;
+  int return_value, value_1, value_2;
+
+  solution solution_1 ,solution_2;
+
+  testMoveInit init;
+  testMoveNext next;
+  testMoveIncrEval incrEval;
+  testTabuList tabuList;
+  testAspirCrit aspirCrit;
+
+  moTSMoveLoopExpl<testMove> explorer(init, next, incrEval, tabuList, aspirCrit);
+
+  cout << "[ moTSMoveLoopExpl             ] ==> ";
+
+  test_1="KO";
+
+  try
+    {
+      explorer(solution_1, solution_2);
+    }
+  catch(std::runtime_error e)
+    {
+      test_1="OK";
+    }
+  
+  value_1=((test_1.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  solution_1.fitness(0);
+
+  explorer(solution_1, solution_2);
+
+  test_2=((solution_2.fitness()!=2)?"KO":"OK");
+  value_2=((test_2.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  test_result=(((test_1.compare("OK")==0)&&(test_2.compare("OK")==0))?"OK":"KO");
+  return_value=(((value_1==EXIT_SUCCESS)&&(value_2==EXIT_SUCCESS))?EXIT_SUCCESS:EXIT_FAILURE);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moTS_2.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moTS_2.cpp
new file mode 100644
index 000000000..b3917a28c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moTS_2.cpp
@@ -0,0 +1,123 @@
+/*
+* <t-moTS_2.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moTS_2.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+
+class testMove : public moMove <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+class testMoveExplorer : public moMoveExpl<testMove>
+{
+public :
+  void operator () (const solution & _solution_1, solution & _solution_2)
+  {
+    const solution solution(_solution_1);
+    _solution_2.fitness(2);
+  }
+};
+
+class solutionContinue : public moSolContinue<solution>
+{
+public :
+  bool operator () (const solution & _solution)
+  {
+    const solution sol(_solution);
+    
+    return false;
+  }
+
+  void init()
+  {}
+} ;
+
+class solutionEval : public eoEvalFunc <solution>
+{
+public :
+  void operator () (solution & _solution)
+  {
+    _solution.fitness(0);
+  }
+} ;
+
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+  int return_value;
+
+  solution solution;
+
+  testMoveExplorer explorer;
+  solutionContinue continu;
+  solutionEval eval;
+  testMove move;
+
+  moTS<testMove> ts(explorer, continu, eval);
+
+  cout << "[ moTS_2                       ] ==> ";
+
+  ts(solution);
+
+  move(solution);
+
+  test_result=((solution.fitness()!=2)?"KO":"OK");
+  return_value=((test_result.compare("KO")==0)?EXIT_FAILURE:EXIT_SUCCESS);
+
+  cout << test_result << endl;
+  return return_value;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moVNS.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moVNS.cpp
new file mode 100644
index 000000000..03e74aa52
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/test/t-moVNS.cpp
@@ -0,0 +1,140 @@
+/*
+* <t-moVNS.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2007-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Salma Mesmoudi (salma.mesmoudi@inria.fr), Jean-Charles Boisson (Jean-Charles.Boisson@lifl.fr)
+* Jeremie Humeau (jeremie.humeau@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
+*
+*/
+//-----------------------------------------------------------------------------
+// t-moVNS.cpp
+//-----------------------------------------------------------------------------
+
+#include <eo>  // EO
+#include <oldmo>  // MO
+#include <cassert>
+
+using std::cout;
+using std::endl;
+
+//-----------------------------------------------------------------------------
+
+typedef EO<unsigned int> solution;
+typedef eoScalarFitness< float, std::greater<float> > tspFitness ;
+typedef eoVector <tspFitness, unsigned int> Route ;
+
+int cpt=0;
+int tableau[7]={10.0, 9.0, 8.0, 8.0, 7.0, 7.0, 7.0};
+
+class testMove : public moMove <solution>
+{
+public :
+
+  void operator () (solution & _solution)
+  {
+    solution sol=_solution;
+  }
+} ;
+
+
+class solutionAlgo : public moAlgo <solution>
+{
+public :
+  bool operator () (solution & _solution)
+  {
+    solution solution(_solution);
+    return true;
+  }
+} ;
+
+class Voisinage : public eoMonOp<Route>
+{
+public :
+  bool operator () (Route & _solution)
+  {
+	_solution.invalidate();
+    //_solution.fitness();
+
+    return true;
+  }
+} ;
+
+class Explorer : public moExpl<Route>
+{
+public:
+	Explorer(eoMonOp<Route> & expl): moExpl<Route>( expl)
+	  {
+
+	  }
+};
+
+class solutionEval : public eoEvalFunc <Route>
+{
+public :
+  void operator () (Route & _solution)
+  {
+	  _solution.fitness(tableau[cpt]);
+	  cpt++;
+  }
+};
+
+//-----------------------------------------------------------------------------
+
+int
+main()
+{
+  std::string test_result;
+
+  //solution solution;
+   Route so ;
+
+  Voisinage sol1;
+  Voisinage sol2;
+  Explorer explorer(sol1);
+  explorer.addExplorer(sol2);
+  solutionEval eval;
+
+  moVNS<Route> vns(explorer, eval);
+
+  cout << "[moVNS] ==> ";
+
+  so.fitness(20.0);
+
+  vns(so);
+
+  assert(so.fitness()==7.0);
+
+  cout << "OK" << endl;
+
+  return EXIT_SUCCESS;
+}
+
+//-----------------------------------------------------------------------------
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/CMakeLists.txt
new file mode 100644
index 000000000..b520d0450
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/CMakeLists.txt
@@ -0,0 +1,222 @@
+IF(COMMAND cmake_policy)
+      CMAKE_POLICY(SET CMP0003 NEW)
+ENDIF(COMMAND cmake_policy)
+######################################################################################
+### 1) Definitions (required for tsp target)
+######################################################################################
+
+SET(TSP_SRC_DIR ${OLDMO_SRC_DIR}/tutorial/examples/tsp CACHE PATH "TSP src directory")
+SET(TSP_BIN_DIR ${OLDMO_BIN_DIR}/tutorial/examples/tsp CACHE PATH "TSP binary directory")
+
+SET(FUNCTION_SRC_DIR ${OLDMO_SRC_DIR}/tutorial/examples/function CACHE PATH "FUNCTION src directory")
+SET(FUNCTION_BIN_DIR ${OLDMO_BIN_DIR}/tutorial/examples/function CACHE PATH "FUNCTION binary directory")
+
+######################################################################################
+
+######################################################################################
+### 2) How to manage copy of benchs ?
+######################################################################################
+
+IF(ENABLE_CMAKE_EXAMPLE OR CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SET(BENCH_LIST
+		berlin52.tsp
+		eil101.tsp
+		pr2392.tsp
+		rl5915.tsp
+		usa13509.tsp
+	)
+	
+	FOREACH (bench ${BENCH_LIST})
+			EXECUTE_PROCESS(
+				COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	      			${OLDMO_SRC_DIR}/tutorial/examples/tsp/benchs/${bench}
+	    			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/${bench}
+	    	)
+	ENDFOREACH (bench)
+	EXECUTE_PROCESS(
+	   	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${OLDMO_SRC_DIR}/tutorial/Lesson1/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson1/param
+    	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${OLDMO_SRC_DIR}/tutorial/Lesson2/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson2/param
+    	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${OLDMO_SRC_DIR}/tutorial/Lesson3/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson3/param
+    	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${OLDMO_SRC_DIR}/tutorial/Lesson4/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson4/param
+    	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${OLDMO_SRC_DIR}/tutorial/Lesson5/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson5/param
+    	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${OLDMO_SRC_DIR}/tutorial/HybridLesson/param
+			${OLDMO_BIN_DIR}/tutorial/HybridLesson/param
+	)
+ENDIF(ENABLE_CMAKE_EXAMPLE OR CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+######################################################################################
+### 3) Where must cmake go now ?
+######################################################################################
+
+MACRO(ADD_COMMANDS_OLDMO)
+	ADD_CUSTOM_COMMAND(
+	OUTPUT 
+    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/berlin52.tsp
+    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/eil101.tsp
+    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/pr2392.tsp
+    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/rl5915.tsp
+    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/usa13509.tsp
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+		${OLDMO_SRC_DIR}/tutorial/examples/tsp/benchs/berlin52.tsp
+		${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/berlin52.tsp
+    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+    	${OLDMO_SRC_DIR}/tutorial/examples/tsp/benchs/eil101.tsp
+    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/eil101.tsp
+    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+    	${OLDMO_SRC_DIR}/tutorial/examples/tsp/benchs/pr2392.tsp
+    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/pr2392.tsp
+    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+    	${OLDMO_SRC_DIR}/tutorial/examples/tsp/benchs/rl5915.tsp
+    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/rl5915.tsp
+    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+    	${OLDMO_SRC_DIR}/tutorial/examples/tsp/benchs/usa13509.tsp
+    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/usa13509.tsp
+	)
+	ADD_CUSTOM_COMMAND(
+		OUTPUT ${OLDMO_BIN_DIR}/tutorial/Lesson1/param
+		COMMAND ${CMAKE_COMMAND} -E copy_if_different
+			${OLDMO_SRC_DIR}/tutorial/Lesson1/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson1
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${OLDMO_BIN_DIR}/tutorial/Lesson2/param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${OLDMO_SRC_DIR}/tutorial/Lesson2/param
+	    	${OLDMO_BIN_DIR}/tutorial/Lesson2
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${OLDMO_BIN_DIR}/tutorial/Lesson3/param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${OLDMO_SRC_DIR}/tutorial/Lesson3/param
+	    	${OLDMO_BIN_DIR}/tutorial/Lesson3
+	)
+	ADD_CUSTOM_COMMAND(
+    OUTPUT ${OLDMO_BIN_DIR}/tutorial/Lesson4/param
+    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+    	${OLDMO_SRC_DIR}/tutorial/Lesson4/param
+    	${OLDMO_BIN_DIR}/tutorial/Lesson4
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${OLDMO_BIN_DIR}/tutorial/Lesson5/param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${OLDMO_SRC_DIR}/tutorial/Lesson5/param
+	    	${OLDMO_BIN_DIR}/tutorial/Lesson5
+	)
+	ADD_CUSTOM_COMMAND(
+	    OUTPUT ${OLDMO_BIN_DIR}/tutorial/Lesson6/param
+	    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+	    	${OLDMO_SRC_DIR}/tutorial/HybridLesson/param
+	    	${OLDMO_BIN_DIR}/tutorial/HybridLesson
+	)
+ENDMACRO(ADD_COMMANDS_OLDMO)
+
+MACRO(ADD_TARGET_OLDMO n)
+	IF(${n} STREQUAL "lesson1")
+		ADD_CUSTOM_TARGET(lesson1 DEPENDS 
+			${OLDMO_BIN_DIR}/tutorial/Lesson1/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson1/hill_climbing
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/berlin52.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/eil101.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/pr2392.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/rl5915.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/usa13509.tsp
+		)
+	ELSEIF(${n} STREQUAL "lesson2")	
+		ADD_CUSTOM_TARGET(lesson2 DEPENDS 
+			${OLDMO_BIN_DIR}/tutorial/Lesson2/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson2/tabu_search
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/berlin52.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/eil101.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/pr2392.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/rl5915.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/usa13509.tsp
+		)
+	ELSEIF(${n} STREQUAL "lesson3")			
+		ADD_CUSTOM_TARGET(lesson3 DEPENDS
+			${OLDOLDMO_BIN_DIR}/tutorial/Lesson3/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson3/simulated_annealing
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/berlin52.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/eil101.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/pr2392.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/rl5915.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/usa13509.tsp
+		)
+	ELSEIF(${n} STREQUAL "lesson4")				
+		ADD_CUSTOM_TARGET(lesson4 DEPENDS 
+			${OLDMO_BIN_DIR}/tutorial/Lesson4/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson4/iterated_local_search
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/berlin52.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/eil101.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/pr2392.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/rl5915.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/usa13509.tsp
+		)
+	ELSEIF(${n} STREQUAL "lesson5")				
+		ADD_CUSTOM_TARGET(lesson5 DEPENDS 
+			${OLDMO_BIN_DIR}/tutorial/Lesson5/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson5/variable_neighborhood_search
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/berlin52.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/eil101.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/pr2392.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/rl5915.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/usa13509.tsp
+		)
+	ELSEIF(${n} STREQUAL "hybridlesson")		
+		ADD_CUSTOM_TARGET(hybridlesson DEPENDS 
+			${OLDMO_BIN_DIR}/tutorial/HybridLesson/param
+			${OLDMO_BIN_DIR}/tutorial/HybridLesson/hybrid_ga
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/berlin52.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/eil101.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/pr2392.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/rl5915.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/usa13509.tsp
+		)
+	ELSEIF(${n} STREQUAL "install")		
+		ADD_CUSTOM_TARGET(install DEPENDS 
+			${OLDMO_BIN_DIR}/tutorial/Lesson1/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson2/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson3/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson4/param
+			${OLDMO_BIN_DIR}/tutorial/Lesson5/param
+			${OLDMO_BIN_DIR}/tutorial/HybridLesson/param
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/berlin52.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/eil101.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/pr2392.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/rl5915.tsp
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/usa13509.tsp
+		)
+	ELSEIF(${n} STREQUAL "benchs")
+		ADD_CUSTOM_TARGET(benchs DEPENDS
+			${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/berlin52.tsp
+	    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/eil101.tsp
+	    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/pr2392.tsp
+	    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/rl5915.tsp
+	    	${OLDMO_BIN_DIR}/tutorial/examples/tsp/benchs/usa13509.tsp
+		)	
+	ENDIF(${n} STREQUAL "lesson1")
+ENDMACRO(ADD_TARGET_OLDMO)
+
+IF(NOT CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" AND  NOT CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	ADD_COMMANDS_OLDMO()
+	ADD_TARGET_OLDMO(install)
+	ADD_TARGET_OLDMO(benchs)
+ENDIF(NOT CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" AND NOT CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+ADD_SUBDIRECTORY(examples)
+ADD_SUBDIRECTORY(Lesson1)
+ADD_SUBDIRECTORY(Lesson2)
+ADD_SUBDIRECTORY(Lesson3)
+ADD_SUBDIRECTORY(Lesson4)
+ADD_SUBDIRECTORY(Lesson5)
+ADD_SUBDIRECTORY(HybridLesson)
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/HybridLesson/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/HybridLesson/CMakeLists.txt
new file mode 100644
index 000000000..62ed15d5a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/HybridLesson/CMakeLists.txt
@@ -0,0 +1,65 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src/utils)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${TSP_SRC_DIR})
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${TSP_BIN_DIR}/lib) 
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES hybrid_ga.cpp)
+	
+	SOURCE_GROUP(benchs FILES
+		${TSP_BIN_DIR}/benchs/berlin52.tsp
+		${TSP_BIN_DIR}/benchs/eil101.tsp
+		${TSP_BIN_DIR}/benchs/pr2392.tsp
+		${TSP_BIN_DIR}/benchs/rl5915.tsp
+		${TSP_BIN_DIR}/benchs/usa13509.tsp
+	)
+		
+	ADD_EXECUTABLE(hybrid_ga
+		hybrid_ga.cpp
+		${OLDMO_BIN_DIR}/tutorial/HybridLesson/param
+		${TSP_BIN_DIR}/benchs/berlin52.tsp
+		${TSP_BIN_DIR}/benchs/eil101.tsp
+		${TSP_BIN_DIR}/benchs/pr2392.tsp
+		${TSP_BIN_DIR}/benchs/rl5915.tsp
+		${TSP_BIN_DIR}/benchs/usa13509.tsp
+	) 
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	ADD_COMMANDS_OLDMO()
+	ADD_TARGET_OLDMO(lesson6)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(hybrid_ga hybrid_ga.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(hybrid_ga EXCLUDE_FROM_ALL hybrid_ga.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)	
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+ADD_DEPENDENCIES(hybrid_ga tsp)
+
+######################################################################################
+### 4) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(HYBRIDGA_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(hybrid_ga PROPERTIES VERSION "${HYBRIDGA_VERSION}")
+
+######################################################################################
+### 5) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(hybrid_ga tsp eo eoutils) 
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/HybridLesson/hybrid_ga.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/HybridLesson/hybrid_ga.cpp
new file mode 100644
index 000000000..6c8e464e1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/HybridLesson/hybrid_ga.cpp
@@ -0,0 +1,194 @@
+/* 
+* <tsp.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Thomas Legrand
+*
+* 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 <eo>
+#include <oldmo>
+#include <tsp>
+
+void manage_configuration_file(eoParser & _parser);
+
+int
+main (int _argc, char* _argv [])
+{
+  std::string instancePath, crossoverType, selectionType;
+  unsigned int seed, populationSize, maxIterations, selectedParentNumber;
+  double crossoverRate, mutationRate, elitismRate, tournamentRate;
+
+  eoParser parser(_argc, _argv); 
+
+  manage_configuration_file(parser);
+
+  seed=atoi( (parser.getParamWithLongName("seed")->getValue()).c_str() );
+  instancePath=parser.getParamWithLongName("instancePath")->getValue();
+  populationSize=atoi( (parser.getParamWithLongName("popSize")->getValue()).c_str() );
+  maxIterations=atoi( (parser.getParamWithLongName("maxIter")->getValue()).c_str() );
+  crossoverRate=atof( (parser.getParamWithLongName("crossRate")->getValue()).c_str() );
+  mutationRate=atof( (parser.getParamWithLongName("mutRate")->getValue()).c_str() );
+  selectedParentNumber=atoi( (parser.getParamWithLongName("nbSelPar")->getValue()).c_str() );
+  elitismRate=atof( (parser.getParamWithLongName("elitismRate")->getValue()).c_str() );
+  tournamentRate=atof( (parser.getParamWithLongName("tournRate")->getValue()).c_str() );
+  crossoverType=parser.getParamWithLongName("crossType")->getValue();
+  selectionType=parser.getParamWithLongName("selectionType")->getValue();
+
+  srand (seed);
+  Graph::load(instancePath.c_str());
+
+  RouteInit init ;
+  
+  RouteEval full_evaluation ;
+   
+  eoPop <Route> population (populationSize, init) ;
+  apply <Route> (full_evaluation, population) ;
+
+  std :: cout << "[From] " << population.best_element () << std :: endl ;
+  
+  eoGenContinue <Route> continu (maxIterations) ;
+ 
+  eoStochTournamentSelect <Route> select_one ;
+
+  eoSelectNumber <Route> select (select_one, selectedParentNumber) ;
+
+  eoQuadOp <Route>*crossover;
+
+  if(crossoverType.compare("Partial")==0)
+    {
+      crossover=new PartialMappedXover();
+    }
+  else if (crossoverType.compare("Order")==0)
+    {
+      crossover=new OrderXover();
+    }
+  else if (crossoverType.compare("Edge")==0)
+    {
+      crossover=new EdgeXover();
+    }
+  else
+    {
+      throw std::runtime_error("[tsp.cpp]: the crossover type '"+crossoverType+"' is not correct.");
+    }
+
+  TwoOptInit two_opt_initializer;
+
+  TwoOptNext two_opt_next_move_generator;
+
+  TwoOptIncrEval two_opt_incremental_evaluation;
+
+  moMoveSelect<TwoOpt>* two_opt_selection;
+
+  if(selectionType.compare("Best")==0)
+    {
+      two_opt_selection= new moBestImprSelect<TwoOpt>();
+    }
+  else if (selectionType.compare("First")==0)
+    {
+      two_opt_selection= new moFirstImprSelect<TwoOpt>();
+    }
+  else if (selectionType.compare("Random")==0)
+    {
+      two_opt_selection= new moRandImprSelect<TwoOpt>();
+    }
+  else
+    {
+      throw std::runtime_error("[hill_climbing.cpp]: the type of selection '"+selectionType+"' is not correct.");
+    }
+
+  moHC <TwoOpt> hill_climbing_mutation (two_opt_initializer, two_opt_next_move_generator, two_opt_incremental_evaluation, 
+			       *two_opt_selection, full_evaluation);
+  
+  eoSGATransform <Route> transform (*crossover, crossoverRate, hill_climbing_mutation, mutationRate) ; 
+  
+  eoElitism <Route> merge (elitismRate) ;
+  
+  eoStochTournamentTruncate <Route> reduce (tournamentRate) ;
+  
+  eoEasyEA <Route> ea (continu, full_evaluation, select, transform, merge, reduce) ;
+  
+  ea (population) ;
+  
+  std :: cout << "[To] " << population.best_element () << std :: endl ;
+    
+  delete(crossover);
+  delete(two_opt_selection);
+
+  return EXIT_SUCCESS;
+}
+
+void
+manage_configuration_file(eoParser & _parser)
+{
+  std::ofstream os;
+
+  _parser.createParam(std::string("../examples/tsp/benchs/berlin52.tsp"), "instancePath", "Path to the instance.",
+		      0, "Configuration", false);
+
+  _parser.getORcreateParam((unsigned int)time(0), "seed", "Seed for rand.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((unsigned int)100, "popSize", "Size of the population.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((unsigned int)1000, "maxIter", "Maximum number of iterations.", 0, "Configuration", false);
+  
+  _parser.getORcreateParam((double)1.0, "crossRate", "Probability of crossover.", 0, "Configuration", false);
+  
+  _parser.getORcreateParam((double)0.01, "mutRate", "Probability of mutation.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((unsigned int)100, "nbSelPar", "Number of selected parents.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((double)1.0, "elitismRate", "Percentage of the best individuals kept.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((double)0.7, "tournRate", "Percentage of the individuals used during the tournament.", 
+			   0, "Configuration", false);
+
+  _parser.getORcreateParam(std::string("Partial"), "crossType", "Crossover to use, it can be 'Partial', 'Order' or 'Edge'.", 
+			   0, "Configuration", false);
+
+
+  _parser.getORcreateParam(std::string("Best"), "selectionType", "Type of the selection: 'Best', 'First' or 'Random'.", 
+			   0, "Configuration", false);
+
+  if (_parser.userNeedsHelp())
+    {
+      _parser.printHelp(std::cout);
+      exit(EXIT_FAILURE);
+    }
+  
+  os.open("current_param");
+  if(!os.is_open())
+    {
+      throw std::runtime_error("[tsp.cpp]: the file current_param cannot be created.");
+    }
+  os <<_parser;
+  os.close();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/HybridLesson/param b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/HybridLesson/param
new file mode 100644
index 000000000..f0a3f9217
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/HybridLesson/param
@@ -0,0 +1,17 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+
+######    Configuration           ######
+# --instancePath=../examples/tsp/benchs/berlin52.tsp # Path to the instance.
+# --seed=1224599328                        # Seed for rand.
+# --popSize=100                            # Size of the population.
+# --maxIter=1000                           # Maximum number of iterations.
+# --crossRate=1                            # Probability of crossover.
+# --mutRate=0.01                           # Probability of mutation.
+# --nbSelPar=100                           # Number of selected parents.
+# --elitismRate=1                          # Percentage of the best individuals kept.
+# --tournRate=0.7                          # Percentage of the individuals used during the tournament.
+# --crossType=Partial                      # Crossover to use, it can be 'Partial', 'Order' or 'Edge'.
+# --selectionType=Best                     # Type of the selection: 'Best', 'First' or 'Random'.
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson1/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson1/CMakeLists.txt
new file mode 100644
index 000000000..8b0f54c04
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson1/CMakeLists.txt
@@ -0,0 +1,67 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src/utils)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${TSP_SRC_DIR})
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${TSP_BIN_DIR}/lib)
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES hill_climbing.cpp)
+	
+	SOURCE_GROUP(benchs FILES
+		${TSP_BIN_DIR}/benchs/berlin52.tsp
+		${TSP_BIN_DIR}/benchs/eil101.tsp
+		${TSP_BIN_DIR}/benchs/pr2392.tsp
+		${TSP_BIN_DIR}/benchs/rl5915.tsp
+		${TSP_BIN_DIR}/benchs/usa13509.tsp
+	)
+		
+	ADD_EXECUTABLE(hill_climbing
+		hill_climbing.cpp
+		${OLDMO_BIN_DIR}/tutorial/Lesson1/param
+		${TSP_BIN_DIR}/benchs/berlin52.tsp
+		${TSP_BIN_DIR}/benchs/eil101.tsp
+		${TSP_BIN_DIR}/benchs/pr2392.tsp
+		${TSP_BIN_DIR}/benchs/rl5915.tsp
+		${TSP_BIN_DIR}/benchs/usa13509.tsp
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")	
+	ADD_COMMANDS_OLDMO()
+	ADD_TARGET_OLDMO(lesson1)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(hill_climbing hill_climbing.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(hill_climbing EXCLUDE_FROM_ALL hill_climbing.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+
+ADD_DEPENDENCIES(hill_climbing tsp)
+
+######################################################################################
+### 4) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(HILLCLIMBING_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(hill_climbing PROPERTIES VERSION "${HILLCLIMBING_VERSION}")
+
+######################################################################################
+### 5) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(hill_climbing tsp eo eoutils) 
+
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson1/hill_climbing.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson1/hill_climbing.cpp
new file mode 100644
index 000000000..9727c891c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson1/hill_climbing.cpp
@@ -0,0 +1,134 @@
+/*
+  <hill_climbing.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson
+
+  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 <eo>
+#include <oldmo>
+#include <tsp>
+
+void manage_configuration_file(eoParser & _parser);
+
+int
+main (int _argc, char* _argv [])
+{
+  std::string instancePath, selectionType;
+  unsigned int seed;
+
+  eoParser parser(_argc, _argv); 
+
+  manage_configuration_file(parser);
+
+  seed=atoi( (parser.getParamWithLongName("seed")->getValue()).c_str() );
+  instancePath=parser.getParamWithLongName("instancePath")->getValue();
+  selectionType=parser.getParamWithLongName("selectionType")->getValue();
+
+  srand (seed);
+  Graph::load(instancePath.c_str());
+
+  Route solution;
+
+  RouteInit initializer;
+  initializer (solution);
+
+  RouteEval full_evaluation;
+  full_evaluation (solution);
+
+  std :: cout << "[From] " << solution << std :: endl;
+
+  /* Tools for an efficient (? :-))
+     local search ! */
+
+  TwoOptInit two_opt_initializer;
+
+  TwoOptNext two_opt_next_move_generator;
+
+  TwoOptIncrEval two_opt_incremental_evaluation;
+
+  moMoveSelect<TwoOpt>* two_opt_selection;
+
+  if(selectionType.compare("Best")==0)
+    {
+      two_opt_selection= new moBestImprSelect<TwoOpt>();
+    }
+  else if (selectionType.compare("First")==0)
+    {
+      two_opt_selection= new moFirstImprSelect<TwoOpt>();
+    }
+  else if (selectionType.compare("Random")==0)
+    {
+      two_opt_selection= new moRandImprSelect<TwoOpt>();
+    }
+  else
+    {
+      throw std::runtime_error("[hill_climbing.cpp]: the type of selection '"+selectionType+"' is not correct.");
+    }
+
+  moHC <TwoOpt> hill_climbing (two_opt_initializer, two_opt_next_move_generator, two_opt_incremental_evaluation, 
+			       *two_opt_selection, full_evaluation);
+  hill_climbing (solution) ;
+  
+  std :: cout << "[To] " << solution << std :: endl;
+  
+  delete(two_opt_selection);
+
+  return EXIT_SUCCESS;
+}
+
+void
+manage_configuration_file(eoParser & _parser)
+{
+  std::ofstream os;
+
+  _parser.createParam(std::string("../examples/tsp/benchs/berlin52.tsp"), "instancePath", "Path to the instance.",
+		      0, "Configuration", false);
+  
+  _parser.getORcreateParam((unsigned int)time(0), "seed", "Seed for rand.", 0, "Configuration", false);
+
+  _parser.getORcreateParam(std::string("Best"), "selectionType", "Type of the selection: 'Best', 'First' or 'Random'.", 
+			   0, "Configuration", false);
+
+  if (_parser.userNeedsHelp())
+    {
+      _parser.printHelp(std::cout);
+      exit(EXIT_FAILURE);
+    }
+  
+  os.open("current_param");
+  if(!os.is_open())
+    {
+      throw std::runtime_error("[hill_climbing.cpp]: the file current_param cannot be created.");
+    }
+  os <<_parser;
+  os.close();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson1/param b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson1/param
new file mode 100644
index 000000000..8bdb97f37
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson1/param
@@ -0,0 +1,9 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+
+######    Configuration           ######
+# --instancePath=../examples/tsp/benchs/berlin52.tsp # Path to the instance.
+# --seed=1203517190                        # Seed for rand.
+# --selectionType=Best                     # Type of the selection: 'Best', 'First' or 'Random'.
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson2/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson2/CMakeLists.txt
new file mode 100644
index 000000000..288bbda32
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson2/CMakeLists.txt
@@ -0,0 +1,66 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src/utils)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${TSP_SRC_DIR})
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${TSP_BIN_DIR}/lib)
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES tabu_search.cpp)
+	
+	SOURCE_GROUP(benchs FILES
+		${TSP_BIN_DIR}/benchs/berlin52.tsp
+		${TSP_BIN_DIR}/benchs/eil101.tsp
+		${TSP_BIN_DIR}/benchs/pr2392.tsp
+		${TSP_BIN_DIR}/benchs/rl5915.tsp
+		${TSP_BIN_DIR}/benchs/usa13509.tsp
+	)
+	
+	ADD_EXECUTABLE(tabu_search
+		tabu_search.cpp
+		${OLDMO_BIN_DIR}/tutorial/Lesson2/param
+		${TSP_BIN_DIR}/benchs/berlin52.tsp
+		${TSP_BIN_DIR}/benchs/eil101.tsp
+		${TSP_BIN_DIR}/benchs/pr2392.tsp
+		${TSP_BIN_DIR}/benchs/rl5915.tsp
+		${TSP_BIN_DIR}/benchs/usa13509.tsp
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	ADD_COMMANDS_OLDMO()
+	ADD_TARGET_OLDMO(lesson2)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(tabu_search tabu_search.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(tabu_search EXCLUDE_FROM_ALL tabu_search.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+ADD_DEPENDENCIES(tabu_search tsp)
+
+######################################################################################
+### 4) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(TABUSEARCH_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(tabu_search PROPERTIES VERSION "${TABUSEARCH_VERSION}")
+
+######################################################################################
+### 5) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(tabu_search tsp eo eoutils) 
+
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson2/param b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson2/param
new file mode 100644
index 000000000..53d46bed9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson2/param
@@ -0,0 +1,11 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+
+######    Configuration           ######
+# --instancePath=../examples/tsp/benchs/berlin52.tsp # Path to the instance
+# --seed=1202917905                        # Seed for rand
+# --tabuListSize=10                        # Size of the tabu list
+# --maxIter=1000                           # Maximum number of iterations
+# --tabuListType=TwoOpt                    # Type of the tabu list: 'TwoOpt', 'SimpleMove' or 'SimpleSolution'
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson2/tabu_search.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson2/tabu_search.cpp
new file mode 100644
index 000000000..579d66f10
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson2/tabu_search.cpp
@@ -0,0 +1,145 @@
+/*
+  <tabu_search.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson
+
+  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 <eo>
+#include <oldmo>
+#include <tsp>
+
+void manage_configuration_file(eoParser & _parser);
+
+int
+main (int _argc, char* _argv [])
+{
+  std::string instancePath, value;
+  unsigned int seed, maxIterations, tabuListSize;
+
+  eoParser parser(_argc, _argv); 
+  
+  manage_configuration_file(parser);
+  
+  seed=atoi( (parser.getParamWithLongName("seed")->getValue()).c_str() );
+  maxIterations=atoi( (parser.getParamWithLongName("maxIter")->getValue()).c_str() );
+  tabuListSize=atoi( (parser.getParamWithLongName("tabuListSize")->getValue()).c_str() );
+  instancePath=parser.getParamWithLongName("instancePath")->getValue();
+  value=parser.getParamWithLongName("tabuListType")->getValue();
+  
+  srand (seed);
+  Graph::load(instancePath.c_str());
+
+  Route solution;
+
+  RouteInit initializer;
+  initializer(solution);
+
+  RouteEval full_evaluation;
+  full_evaluation(solution);
+
+  std :: cout << "[From] " << solution << std :: endl;
+
+  /* Tools for an efficient (? :-))
+     local search ! */
+
+  TwoOptInit two_opt_initializer;
+
+  TwoOptNext two_opt_next_move_generator;
+
+  TwoOptIncrEval two_opt_incremental_evaluation;
+
+  moTabuList<TwoOpt> *tabuList;
+
+  if(value.compare("TwoOpt")==0)
+    {
+      tabuList=new TwoOptTabuList();
+    }
+  else if (value.compare("SimpleMove")==0)
+    {
+      tabuList=new moSimpleMoveTabuList<TwoOpt>(tabuListSize);
+    }
+  else if (value.compare("SimpleSolution")==0)
+    {
+      tabuList=new moSimpleSolutionTabuList<TwoOpt>(tabuListSize);
+    }
+  else
+    {
+      throw std::runtime_error("[tabu_search.cpp]: the type of tabu list '"+value+"' is not correct.");
+    }
+
+  moNoAspirCrit <TwoOpt> aspiration_criterion;
+
+  moGenSolContinue <Route> continu (maxIterations);
+  
+  moTS <TwoOpt> tabu_search (two_opt_initializer, two_opt_next_move_generator, 
+			     two_opt_incremental_evaluation, *tabuList, aspiration_criterion, continu, full_evaluation);
+  tabu_search(solution);
+
+  std :: cout << "[To] " << solution << std :: endl;
+
+  delete(tabuList);
+
+  return EXIT_SUCCESS;
+}
+
+void
+manage_configuration_file(eoParser & _parser)
+{
+  std::ofstream os;
+  
+  _parser.createParam(std::string("../examples/tsp/benchs/berlin52.tsp"), "instancePath", "Path to the instance.",
+		      0, "Configuration", false);
+
+  _parser.getORcreateParam((unsigned int)time(0), "seed", "Seed for rand.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((unsigned int)10, "tabuListSize", "Size of the tabu list.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((unsigned int)1000, "maxIter", "Maximum number of iterations.", 0, "Configuration", false);
+
+  _parser.getORcreateParam(std::string("TwoOpt"), "tabuListType", "Type of the tabu list: 'TwoOpt', 'SimpleMove' or 'SimpleSolution'.", 
+			   0, "Configuration", false);
+
+  if (_parser.userNeedsHelp())
+    {
+      _parser.printHelp(std::cout);
+      exit(EXIT_FAILURE);
+    }
+  
+  os.open("current_param");
+  if(!os.is_open())
+    {
+      throw std::runtime_error("[tabu_search.cpp]: the file current_param cannot be created.");
+    }
+  os <<_parser;
+  os.close();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson3/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson3/CMakeLists.txt
new file mode 100644
index 000000000..63320d077
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson3/CMakeLists.txt
@@ -0,0 +1,66 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src/utils)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${TSP_SRC_DIR})
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+ 
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${TSP_BIN_DIR}/lib)
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES simulated_annealing.cpp)
+	
+	SOURCE_GROUP(benchs FILES
+		${TSP_BIN_DIR}/benchs/berlin52.tsp
+		${TSP_BIN_DIR}/benchs/eil101.tsp
+		${TSP_BIN_DIR}/benchs/pr2392.tsp
+		${TSP_BIN_DIR}/benchs/rl5915.tsp
+		${TSP_BIN_DIR}/benchs/usa13509.tsp
+	)
+		
+	ADD_EXECUTABLE(simulated_annealing
+		simulated_annealing.cpp
+		${OLDMO_BIN_DIR}/tutorial/Lesson3/param
+		${TSP_BIN_DIR}/benchs/berlin52.tsp
+		${TSP_BIN_DIR}/benchs/eil101.tsp
+		${TSP_BIN_DIR}/benchs/pr2392.tsp
+		${TSP_BIN_DIR}/benchs/rl5915.tsp
+		${TSP_BIN_DIR}/benchs/usa13509.tsp
+	)
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	ADD_COMMANDS_OLDMO()
+	ADD_TARGET_OLDMO(lesson3)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(simulated_annealing simulated_annealing.cpp)
+	ELSE(ENABLE_CMAKE_EXAMPLE)	
+		ADD_EXECUTABLE(simulated_annealing EXCLUDE_FROM_ALL simulated_annealing.cpp)
+	ENDIF(ENABLE_CMAKE_EXAMPLE)
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+ADD_DEPENDENCIES(simulated_annealing tsp)
+
+######################################################################################
+### 4) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(SIMULATEDANNEALING_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(simulated_annealing PROPERTIES VERSION "${SIMULATEDANNEALING_VERSION}")
+
+######################################################################################
+### 5) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(simulated_annealing tsp eo eoutils) 
+
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson3/param b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson3/param
new file mode 100644
index 000000000..d80626b17
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson3/param
@@ -0,0 +1,14 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+
+######    Configuration           ######
+# --instancePath=../examples/tsp/benchs/berlin52.tsp # Path to the instance.
+# --seed=1202919978                        # Seed for rand.
+# --maxIter=1000                           # Maximum number of iterations.
+# --initialTemp=1000                       # Initial temperature.
+# --threshold=0.1                          # Minimum temperature allowed.
+# --expoRatio=0.98                         # Ratio used if exponential cooling schedule is chosen.
+# --lineaRatio=0.5                         # Ratio used if linear cooling schedule is chosen.
+# --coolSchedType=Expo                     # Type the cooling schedule: 'Expo' or 'Linear'.
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson3/simulated_annealing.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson3/simulated_annealing.cpp
new file mode 100644
index 000000000..13f149013
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson3/simulated_annealing.cpp
@@ -0,0 +1,148 @@
+/*
+  <simulated_annealing.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson
+
+  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 <eo>
+#include <oldmo>
+#include <tsp>
+
+void manage_configuration_file(eoParser & _parser);
+
+int
+main (int _argc, char* _argv [])
+{
+  std::string instancePath, value;
+  unsigned int seed, maxIterations;
+  double threshold, geometricRatio, linearRatio, initialTemperature;
+
+  eoParser parser(_argc, _argv); 
+
+  manage_configuration_file(parser);
+
+  seed=atoi( (parser.getParamWithLongName("seed")->getValue()).c_str() );
+  instancePath=parser.getParamWithLongName("instancePath")->getValue();
+  maxIterations=atoi( (parser.getParamWithLongName("maxIter")->getValue()).c_str() );
+  initialTemperature=atof( (parser.getParamWithLongName("initialTemp")->getValue()).c_str() );
+  threshold=atof( (parser.getParamWithLongName("threshold")->getValue()).c_str() );
+  geometricRatio=atof( (parser.getParamWithLongName("geometricRatio")->getValue()).c_str() );
+  linearRatio=atof( (parser.getParamWithLongName("lineaRatio")->getValue()).c_str() );
+  value=parser.getParamWithLongName("coolSchedType")->getValue();
+
+  srand (seed);
+  Graph::load(instancePath.c_str());
+
+  Route solution;
+
+  RouteInit initializer;
+  initializer (solution);
+
+  RouteEval full_evaluation;
+  full_evaluation (solution);
+
+  std :: cout << "[From] " << solution << std :: endl;
+
+  /* Tools for an efficient (? :-))
+     local search ! */
+
+  TwoOptRand two_opt_random_move_generator;
+
+  TwoOptIncrEval two_opt_incremental_evaluation;
+
+  TwoOpt move;
+
+  moCoolingSchedule* coolingSchedule;
+
+  if(value.compare("Geometric")==0)
+    {
+      coolingSchedule=new moGeometricCoolingSchedule(threshold, geometricRatio);
+    }
+  else if (value.compare("Linear")==0)
+    {
+      coolingSchedule=new moLinearCoolingSchedule(threshold, linearRatio);
+    }
+  else
+    {
+      throw std::runtime_error("[simulated_annealing.cpp]: the type of cooling schedule '"+value+"' is not correct.");
+    }
+
+  moGenSolContinue <Route> continu (maxIterations);
+
+  moSA <TwoOpt> simulated_annealing (two_opt_random_move_generator, two_opt_incremental_evaluation,
+				     continu, initialTemperature, *coolingSchedule, full_evaluation);
+  simulated_annealing (solution);
+
+  std :: cout << "[To] " << solution << std :: endl;
+
+  delete(coolingSchedule);
+
+  return EXIT_SUCCESS ;
+}
+
+void
+manage_configuration_file(eoParser & _parser)
+{
+  std::ofstream os;
+
+  _parser.createParam(std::string("../examples/tsp/benchs/berlin52.tsp"), "instancePath", "Path to the instance.",
+		      0, "Configuration", false);
+
+  _parser.getORcreateParam((unsigned int)time(0), "seed", "Seed for rand.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((unsigned int)1000, "maxIter", "Maximum number of iterations.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((double)1000, "initialTemp", "Initial temperature.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((double)0.1, "threshold", "Minimum temperature allowed.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((double)0.98, "geometricRatio", "Ratio used if exponential cooling schedule is chosen.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((double)0.5, "lineaRatio", "Ratio used if linear cooling schedule is chosen.", 0, "Configuration", false);
+
+  _parser.getORcreateParam(std::string("Geometric"), "coolSchedType", "Type the cooling schedule: 'Geometric' or 'Linear'.", 
+			   0, "Configuration", false);
+  
+  if (_parser.userNeedsHelp())
+    {
+      _parser.printHelp(std::cout);
+      exit(EXIT_FAILURE);
+    }
+  
+  os.open("current_param");
+  if(!os.is_open())
+    {
+      throw std::runtime_error("[simulated_annealing.cpp]: the file current_param cannot be created.");
+    }
+  os <<_parser;
+  os.close();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson4/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson4/CMakeLists.txt
new file mode 100644
index 000000000..6acc58a4d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson4/CMakeLists.txt
@@ -0,0 +1,65 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src/utils)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${TSP_SRC_DIR})
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${TSP_BIN_DIR}/lib) 
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES iterated_local_search.cpp)
+	
+	SOURCE_GROUP(benchs FILES
+		${TSP_BIN_DIR}/benchs/berlin52.tsp
+		${TSP_BIN_DIR}/benchs/eil101.tsp
+		${TSP_BIN_DIR}/benchs/pr2392.tsp
+		${TSP_BIN_DIR}/benchs/rl5915.tsp
+		${TSP_BIN_DIR}/benchs/usa13509.tsp
+	)
+			
+	ADD_EXECUTABLE(iterated_local_search
+		iterated_local_search.cpp
+		${OLDMO_BIN_DIR}/tutorial/Lesson4/param
+		${TSP_BIN_DIR}/benchs/berlin52.tsp
+		${TSP_BIN_DIR}/benchs/eil101.tsp
+		${TSP_BIN_DIR}/benchs/pr2392.tsp
+		${TSP_BIN_DIR}/benchs/rl5915.tsp
+		${TSP_BIN_DIR}/benchs/usa13509.tsp
+	) 
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	ADD_COMMANDS_OLDMO()
+	ADD_TARGET_OLDMO(lesson4)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(iterated_local_search iterated_local_search.cpp) 
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(iterated_local_search EXCLUDE_FROM_ALL iterated_local_search.cpp) 
+	ENDIF(ENABLE_CMAKE_EXAMPLE)	
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+ADD_DEPENDENCIES(iterated_local_search tsp)
+
+######################################################################################
+### 4) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(ITERATEDLOCALSEARCH_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(iterated_local_search PROPERTIES VERSION "${ITERATEDLOCALSEARCH_VERSION}")
+
+######################################################################################
+### 5) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(iterated_local_search tsp eo eoutils) 
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson4/iterated_local_search.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson4/iterated_local_search.cpp
new file mode 100644
index 000000000..b3293c610
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson4/iterated_local_search.cpp
@@ -0,0 +1,117 @@
+/*
+  <iterated_local_search.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson
+
+  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 <eo>
+#include <oldmo>
+#include <tsp>
+
+void manage_configuration_file(eoParser & _parser);
+
+int
+main (int _argc, char* _argv [])
+{
+  std::string instancePath;
+  unsigned int seed, maxIterations;
+
+  eoParser parser(_argc, _argv); 
+
+  manage_configuration_file(parser);
+
+  seed=atoi( (parser.getParamWithLongName("seed")->getValue()).c_str() );
+  instancePath=parser.getParamWithLongName("instancePath")->getValue();
+  maxIterations=atoi( (parser.getParamWithLongName("maxIter")->getValue()).c_str() );
+
+  srand(seed);
+  Graph::load (instancePath.c_str());
+
+  Route solution;
+
+  RouteInit initializer;
+  initializer (solution);
+
+  RouteEval full_evaluation;
+  full_evaluation (solution);
+
+  std :: cout << "[From] " << solution << std :: endl;
+
+  TwoOptInit two_opt_initializer;
+
+  TwoOptNext two_opt_next_move_generator;
+
+  TwoOptIncrEval two_opt_incremental_evaluation;
+
+  moBestImprSelect <TwoOpt> two_opt_selection;
+
+  moGenSolContinue <Route> continu(maxIterations);
+
+  moFitComparator<Route> comparator;
+
+  CitySwap perturbation;
+
+  moILS<TwoOpt> iterated_local_search (two_opt_initializer, two_opt_next_move_generator, two_opt_incremental_evaluation,
+				       two_opt_selection, continu, comparator, perturbation, full_evaluation) ;
+  iterated_local_search(solution);
+
+  std :: cout << "[To] " << solution << std :: endl;
+
+  return EXIT_SUCCESS;
+}
+
+void
+manage_configuration_file(eoParser & _parser)
+{
+  std::ofstream os;
+  
+  _parser.createParam(std::string("../examples/tsp/benchs/berlin52.tsp"), "instancePath", "Path to the instance.",
+		      0, "Configuration", false);
+
+  _parser.getORcreateParam((unsigned int)time(0), "seed", "Seed for rand.", 0, "Configuration", false);
+
+  _parser.getORcreateParam((unsigned int)1000, "maxIter", "Maximum number of iterations.", 0, "Configuration", false);
+
+  if (_parser.userNeedsHelp())
+    {
+      _parser.printHelp(std::cout);
+      exit(EXIT_FAILURE);
+    }
+  
+  os.open("current_param");
+  if(!os.is_open())
+    {
+      throw std::runtime_error("[iterated_local_search.cpp]: the file current_param cannot be created.");
+    }
+  os <<_parser;
+  os.close();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson4/param b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson4/param
new file mode 100644
index 000000000..91a5284c8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson4/param
@@ -0,0 +1,9 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+
+######    Configuration           ######
+# --instancePath=../examples/tsp/benchs/berlin52.tsp # Path to the instance.
+# --seed=1203080388                        # Seed for rand.
+# --maxIter=1000                           # Maximum number of iterations.
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson5/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson5/CMakeLists.txt
new file mode 100644
index 000000000..a4a2f6532
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson5/CMakeLists.txt
@@ -0,0 +1,65 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src/utils)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${TSP_SRC_DIR})
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${TSP_BIN_DIR}/lib) 
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+IF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	SOURCE_GROUP(src FILES variable_neighborhood_search.cpp)
+	
+	SOURCE_GROUP(benchs FILES
+		${TSP_BIN_DIR}/benchs/berlin52.tsp
+		${TSP_BIN_DIR}/benchs/eil101.tsp
+		${TSP_BIN_DIR}/benchs/pr2392.tsp
+		${TSP_BIN_DIR}/benchs/rl5915.tsp
+		${TSP_BIN_DIR}/benchs/usa13509.tsp
+	)
+			
+	ADD_EXECUTABLE(variable_neighborhood_search
+		variable_neighborhood_search.cpp
+		${OLDMO_BIN_DIR}/tutorial/Lesson5/param
+		${TSP_BIN_DIR}/benchs/berlin52.tsp
+		${TSP_BIN_DIR}/benchs/eil101.tsp
+		${TSP_BIN_DIR}/benchs/pr2392.tsp
+		${TSP_BIN_DIR}/benchs/rl5915.tsp
+		${TSP_BIN_DIR}/benchs/usa13509.tsp
+	) 
+ELSE(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+	ADD_COMMANDS_OLDMO()
+	ADD_TARGET_OLDMO(lesson5)
+	IF(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(variable_neighborhood_search variable_neighborhood_search.cpp) 
+	ELSE(ENABLE_CMAKE_EXAMPLE)
+		ADD_EXECUTABLE(variable_neighborhood_search EXCLUDE_FROM_ALL variable_neighborhood_search.cpp) 
+	ENDIF(ENABLE_CMAKE_EXAMPLE)	
+ENDIF(CMAKE_GENERATOR STREQUAL "Visual Studio 8 2005" OR CMAKE_GENERATOR STREQUAL "Visual Studio 9 2008" OR CMAKE_GENERATOR STREQUAL "Visual Studio 10")
+
+ADD_DEPENDENCIES(variable_neighborhood_search tsp)
+
+######################################################################################
+### 4) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(ITERATEDLOCALSEARCH_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(variable_neighborhood_search PROPERTIES VERSION "${ITERATEDLOCALSEARCH_VERSION}")
+
+######################################################################################
+### 5) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(variable_neighborhood_search tsp eo eoutils) 
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson5/param b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson5/param
new file mode 100644
index 000000000..d81cd02b9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson5/param
@@ -0,0 +1,8 @@
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+
+######    Configuration           ######
+# --instancePath=../examples/tsp/benchs/berlin52.tsp # Path to the instance.
+# --seed=1231949999                        # Seed for rand.
+# --selectionType=Best                     # Type of the selection: 'Best', 'First' or 'Random'.
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson5/variable_neighborhood_search.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson5/variable_neighborhood_search.cpp
new file mode 100644
index 000000000..561a23725
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/Lesson5/variable_neighborhood_search.cpp
@@ -0,0 +1,160 @@
+/*
+  <variable_neighborhood_search.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Salma Mesmoudi (salma.mesmoudi@inria.fr), Jean-Charles Boisson
+
+  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 <eo>
+#include <oldmo>
+#include <tsp>
+#include <vector>
+
+
+//template <class T, class P>void add(T& var, P& vect);
+void manage_configuration_file(eoParser & _parser);
+//void ajouter (std::vector<moMoveInit<moMove<Route> > >& V, moMove<Route>& K)const ;
+
+int
+main (int _argc, char* _argv [])
+{
+  std::string instancePath, selectionType;
+  unsigned int seed;
+
+  eoParser parser(_argc, _argv);
+
+  manage_configuration_file(parser);
+
+  seed=atoi( (parser.getParamWithLongName("seed")->getValue()).c_str() );
+  instancePath=parser.getParamWithLongName("instancePath")->getValue();
+  selectionType=parser.getParamWithLongName("selectionType")->getValue();
+
+  srand (seed);
+  Graph::load(instancePath.c_str());
+
+  Route solution;
+
+  RouteInit initializer;
+  initializer (solution);
+
+  RouteEval full_evaluation;
+  full_evaluation (solution);
+
+  std :: cout << "[From] " << solution << std :: endl;
+	//A neighbor is a local search or mutation
+
+  /*Tools for an efficient (? :-))
+     local search ! */
+  //---------------------first neighbor----------------------------------
+
+  TwoOptInit two_opt_initializer;
+
+  TwoOptNext two_opt_next_move_generator;
+
+  TwoOptIncrEval two_opt_incremental_evaluation;
+
+  moMoveSelect<TwoOpt>* two_opt_selection;
+
+  if(selectionType.compare("Best")==0)
+    {
+      two_opt_selection= new moBestImprSelect<TwoOpt>();
+    }
+  else if (selectionType.compare("First")==0)
+    {
+      two_opt_selection= new moFirstImprSelect<TwoOpt>();
+    }
+  else if (selectionType.compare("Random")==0)
+    {
+      two_opt_selection= new moRandImprSelect<TwoOpt>();
+    }
+  else
+    {
+      throw std::runtime_error("[hill_climbing.cpp]: the type of selection '"+selectionType+"' is not correct.");
+    }
+
+
+  moHC <TwoOpt> hill_climbing (two_opt_initializer, two_opt_next_move_generator, two_opt_incremental_evaluation,
+			       *two_opt_selection, full_evaluation);
+
+
+  //--------------------second neighbor-----------------
+
+  CitySwap perturbation;
+
+  //-----------neighbor vector--------------------------
+
+  moExpl<Route> explorer(perturbation);
+  explorer.addExplorer(hill_climbing);
+  explorer.addExplorer(perturbation);
+
+  //------------VNS application--------------------------
+
+  moVNS<Route> vns(explorer, full_evaluation);
+	vns(solution);
+	//hill_climbing(solution);
+  std :: cout << "[To] " << solution << std :: endl;
+
+  delete(two_opt_selection);
+
+  return EXIT_SUCCESS;
+}
+
+
+void
+manage_configuration_file(eoParser & _parser)
+{
+  std::ofstream os;
+
+  _parser.createParam(std::string("../examples/tsp/benchs/berlin52.tsp"), "instancePath", "Path to the instance.",
+		      0, "Configuration", false);
+
+  _parser.getORcreateParam((unsigned int)time(0), "seed", "Seed for rand.", 0, "Configuration", false);
+
+  _parser.getORcreateParam(std::string("Best"), "selectionType", "Type of the selection: 'Best', 'First' or 'Random'.",
+			   0, "Configuration", false);
+
+  if (_parser.userNeedsHelp())
+    {
+      _parser.printHelp(std::cout);
+      exit(EXIT_FAILURE);
+    }
+
+  os.open("current_param");
+  if(!os.is_open())
+    {
+      throw std::runtime_error("[hill_climbing.cpp]: the file current_param cannot be created.");
+    }
+  os <<_parser;
+  os.close();
+}
+
+
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/OldLesson/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/OldLesson/CMakeLists.txt
new file mode 100644
index 000000000..3f9a52ab7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/OldLesson/CMakeLists.txt
@@ -0,0 +1,36 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src/utils)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${FUNCTION_SRC_DIR})
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${FUNCTION_BIN_DIR}/lib)
+
+######################################################################################
+### 3) Define your target(s): just an executable here
+######################################################################################
+
+ADD_EXECUTABLE(minimize_function 
+ADD_DEPENDENCIES(minimize_function function)
+
+######################################################################################
+### 4) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(MINIMIZEFUNCTION_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(minimize_function PROPERTIES VERSION "${MINIMIZEFUNCTION_VERSION}")
+
+######################################################################################
+### 5) Link the librairies for your target(s)
+######################################################################################
+
+TARGET_LINK_LIBRARIES(minimize_function function eo eoutils) 
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/OldLesson/minimize_function.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/OldLesson/minimize_function.cpp
new file mode 100644
index 000000000..ca73c5ab2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/OldLesson/minimize_function.cpp
@@ -0,0 +1,136 @@
+/*
+  <minimize_function.cpp>
+  Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+  (C) OPAC Team, LIFL, 2002-2008
+
+  Sébastien Cahon, Jean-Charles Boisson
+
+  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 <eo>
+#include <oldmo>
+#include <function>
+
+void manage_configuration_file(eoParser & _parser);
+
+int
+main (int _argc, char* _argv [])
+{
+  std::string selectionType;
+  double initialBound, searchBound, searchStep;
+  eoParser parser(_argc, _argv); 
+
+  manage_configuration_file(parser);
+
+  initialBound=atof( (parser.getParamWithLongName("initialBound")->getValue()).c_str() );
+  searchBound=atof( (parser.getParamWithLongName("searchBound")->getValue()).c_str() );
+  searchStep=atof( (parser.getParamWithLongName("searchStep")->getValue()).c_str() );
+  selectionType=parser.getParamWithLongName("selectionType")->getValue();
+
+  Affectation solution;
+
+  AffectationInit initialize(initialBound);
+  initialize (solution);
+
+  AffectationEval evaluation;
+  evaluation (solution);
+
+  std::cout << "Initial affectation : " << std::endl;
+  std::cout << "\t x1 = " << solution.first << std::endl;
+  std::cout << "\t x2 = " << solution.second << std::endl;
+  std::cout << "\t f(x1,x2) = " << solution.fitness() << std::endl;
+
+  DeviationInit deviation_initializer(searchBound);
+
+  DeviationNext deviation_next_move_generator(searchBound, searchStep);
+
+  DeviationIncrEval deviation_incremental_evaluation;
+
+  moMoveSelect<Deviation>* deviation_selection;
+  
+  if(selectionType.compare("Best")==0)
+    {
+      deviation_selection= new moBestImprSelect<Deviation>();
+    }
+  else if (selectionType.compare("First")==0)
+    {
+      deviation_selection= new moFirstImprSelect<Deviation>();
+    }
+  else if (selectionType.compare("Random")==0)
+    {
+      deviation_selection= new moRandImprSelect<Deviation>();
+    }
+  else
+    {
+      throw std::runtime_error("[minimize_function.cpp]: the type of selection '"+selectionType+"' is not correct.");
+    }
+
+  moHC <Deviation> hill_climbing (deviation_initializer, deviation_next_move_generator, deviation_incremental_evaluation, 
+				  *deviation_selection, evaluation);
+  hill_climbing (solution) ;
+  
+  std::cout << "Final affectation : " << std::endl;
+  std::cout << "\t x1 = " << solution.first << std::endl;
+  std::cout << "\t x2 = " << solution.second << std::endl;
+  std::cout << "\t f(x1,x2) = " << solution.fitness() << std::endl;
+  
+  delete(deviation_selection);
+
+  return EXIT_SUCCESS;
+}
+
+void
+manage_configuration_file(eoParser & _parser)
+{
+  std::ofstream os;
+
+  _parser.createParam((double)1, "initialBound", "Bound for the initial affectation.", 0, "Configuration", false);
+  
+  _parser.createParam((double)1, "searchBound", "Bound for neighbourhood exploration.", 0, "Configuration", false);
+
+  _parser.createParam((double)1, "searchStep", "Step between two values during the neighbourhood exploration.", 
+		      0, "Configuration", false);
+
+  _parser.createParam(std::string("First"), "selectionType", "Type of the selection: 'Best', 'First' or 'Random'.", 
+			   0, "Configuration", false);
+  
+  if (_parser.userNeedsHelp())
+    {
+      _parser.printHelp(std::cout);
+      exit(EXIT_FAILURE);
+    }
+
+  os.open("current_param");
+  if(!os.is_open())
+    {
+      throw std::runtime_error("[minimize_function.cpp]: the file current_param cannot be created.");
+    }
+  os <<_parser;
+  os.close();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/OldLesson/param b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/OldLesson/param
new file mode 100644
index 000000000..726b2e29f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/OldLesson/param
@@ -0,0 +1,10 @@
+
+######                 General    ######
+# --help=0                                 # -h : Prints this message
+# --stopOnUnknownParam=1                   # Stop if unkown param entered
+
+######    Configuration           ######
+# --initialBound=1                         # Bound for the initial affectation.
+# --searchBound=1                          # Bound for neighbourhood exploration.
+# --searchStep=1                           # Step between two values during the neighbourhood exploration.
+# --selectionType=First                    # Type of the selection: 'Best', 'First' or 'Random'.
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/CMakeLists.txt
new file mode 100644
index 000000000..d9b5e13c8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/CMakeLists.txt
@@ -0,0 +1,11 @@
+######################################################################################
+### 1) Where must cmake go now ?
+######################################################################################
+
+#SUBDIRS(tsp function)
+ADD_SUBDIRECTORY(tsp)
+ADD_SUBDIRECTORY(function)
+
+######################################################################################
+
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/CMakeLists.txt
new file mode 100644
index 000000000..ba209c1aa
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/CMakeLists.txt
@@ -0,0 +1,36 @@
+######################################################################################
+### 0) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+
+######################################################################################
+
+
+######################################################################################
+### 1) Define your target(s): just the tsp here
+######################################################################################
+
+SET(FUNCTION_LIB_OUTPUT_PATH ${FUNCTION_BIN_DIR}/lib)
+SET(LIBRARY_OUTPUT_PATH ${FUNCTION_LIB_OUTPUT_PATH})
+
+SET (FUNCTION_SOURCES affectation_eval.cpp 
+    		      affectation_init.cpp
+		      deviation.cpp
+		      deviation_init.cpp
+		      deviation_next.cpp
+		      deviation_incr_eval.cpp )
+					
+ADD_LIBRARY(function STATIC ${FUNCTION_SOURCES})
+
+######################################################################################
+
+
+######################################################################################
+### 2) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(FUNCTION_VERSION "${GLOBAL_VERSION}")
+SET_TARGET_PROPERTIES(function PROPERTIES VERSION "${FUNCTION_VERSION}")
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation.h
new file mode 100644
index 000000000..aa45da336
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation.h
@@ -0,0 +1,49 @@
+/*
+* <affectation.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 affectation_h
+#define affectation_h
+
+#include <eoScalarFitness.h>
+#include <EO.h>
+
+// A double that has to be minimized.
+typedef eoScalarFitness< double, std::greater<double> > functionFitness ;
+
+class Affectation : public EO<functionFitness>, public std::pair<double, double>
+{};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation_eval.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation_eval.cpp
new file mode 100644
index 000000000..ab2d569d7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation_eval.cpp
@@ -0,0 +1,53 @@
+/*
+* <affectationEval.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "affectation_eval.h"
+
+void AffectationEval :: operator () (Affectation & _affectation)
+{
+  double x1, x2, result;
+
+  //std::cout << "AffectationEval" << std::endl;
+
+  x1=_affectation.first;
+  x2=_affectation.second;
+  
+  result=(2*x1*x1) + (x2*x2) + (x1*x2) - (2*x1) - x2;
+
+  //std::cout << result << std::endl;
+  
+  _affectation.fitness(result);
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation_eval.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation_eval.h
new file mode 100644
index 000000000..affa225c9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation_eval.h
@@ -0,0 +1,54 @@
+/*
+* <affectationEval.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 affectation_eval_h
+#define affectation_eval_h
+
+#include <eoEvalFunc.h>
+
+#include "affectation.h"
+
+//! Affectation Evaluator
+class AffectationEval : public eoEvalFunc <Affectation>
+{
+  
+ public :
+  
+  void operator () (Affectation & _affectation) ;
+  
+} ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation_init.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation_init.cpp
new file mode 100644
index 000000000..6299b6607
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation_init.cpp
@@ -0,0 +1,74 @@
+/*
+* <affectation_init.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 <utils/eoRNG.h>
+
+#include "affectation_init.h"
+
+AffectationInit::AffectationInit(double _bound): bound(_bound)
+{
+  if(bound < 0.0)
+    {
+      std::cout << "[affectation_init.cpp][AffectationInit]: bound is negative, " << bound << " is tranformed to ";
+      bound = -bound;
+      std::cout << bound << "." << std::endl;
+    }
+}
+
+void AffectationInit::operator()(Affectation & _affectation)
+{
+  eoBooleanGenerator booleanGenerator;
+
+  eoUniformGenerator<double> doubleGenerator(bound);
+
+  //A value between 0.0 and bound.
+  _affectation.first = doubleGenerator();
+
+  //value or -value ?
+  if(booleanGenerator())
+    {
+      _affectation.first= - _affectation.first;
+    }
+
+  //A value between 0.0 and bound.
+  _affectation.second = doubleGenerator();
+  
+  //value or -value ?
+  if(booleanGenerator())
+    {
+      _affectation.second= - _affectation.second;
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation_init.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation_init.h
new file mode 100644
index 000000000..a0be33a69
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/affectation_init.h
@@ -0,0 +1,58 @@
+/*
+* <affectation_init.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 affectation_init_h
+#define affectation_init_h
+
+#include <eoInit.h>
+
+#include "affectation.h"
+
+class AffectationInit : public eoInit <Affectation>
+  {
+
+  public :
+
+    AffectationInit(double _bound);
+
+    void operator () (Affectation & _affectation) ;
+
+    //! A bound for the initial value for the affectation
+    double bound;
+
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation.cpp
new file mode 100644
index 000000000..7c86c6ea5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation.cpp
@@ -0,0 +1,44 @@
+/*
+* <deviation.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "deviation.h"
+
+void Deviation::operator () (Affectation & _affectation)
+{
+  _affectation.first += first;
+  _affectation.second += second;
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation.h
new file mode 100644
index 000000000..a575b6235
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation.h
@@ -0,0 +1,50 @@
+/*
+* <deviation.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 deviation_h
+#define deviation_h
+
+#include <moMove.h>
+#include "affectation.h"
+
+class Deviation : public moMove <Affectation>, public std :: pair <double, double>
+{
+ public :
+  
+  void operator () (Affectation & _affectation) ;
+} ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_incr_eval.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_incr_eval.cpp
new file mode 100644
index 000000000..440b18ae8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_incr_eval.cpp
@@ -0,0 +1,53 @@
+/*
+* <deviation_incr_eval.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "deviation_incr_eval.h"
+
+functionFitness DeviationIncrEval :: operator () (const Deviation & _move, const Affectation & _affectation)
+{
+  double x1, x2, deltaX1, deltaX2;
+
+  x1=_affectation.first;
+  x2=_affectation.second;
+
+  deltaX1=_move.first;
+  deltaX2=_move.second;
+
+  return _affectation.fitness() 
+    + ( 2*deltaX1*deltaX1 ) + ( deltaX2*deltaX2 ) + ( deltaX1*deltaX2 ) - ( 2*deltaX1 ) - deltaX2
+    + ( deltaX1 * ( (4*x1) + x2 ) ) + ( x2*deltaX1 );
+}
+					
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_incr_eval.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_incr_eval.h
new file mode 100644
index 000000000..b3f4cda25
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_incr_eval.h
@@ -0,0 +1,51 @@
+/*
+* <deviation_incr_eval.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 deviation_incr_eval_h
+#define deviation_incr_eval_h
+
+#include <moMoveIncrEval.h>
+#include "deviation.h"
+
+class DeviationIncrEval : public moMoveIncrEval <Deviation>
+  {
+  public :
+
+    functionFitness  operator () (const Deviation & _move, const Affectation & _affectation);
+
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_init.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_init.cpp
new file mode 100644
index 000000000..edcfee536
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_init.cpp
@@ -0,0 +1,56 @@
+/*
+* <deviation_init.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "deviation_init.h"
+
+DeviationInit::DeviationInit(double _bound): bound(_bound)
+{
+  if(bound < 0.0)
+    {
+      std::cout << "[deviation_init.cpp][DeviationInit]: bound is negative, " << bound << " is tranformed to ";
+      bound = -bound;
+      std::cout << bound << "." << std::endl;;
+    }
+}
+
+void DeviationInit::operator () (Deviation & _move, const Affectation & _affectation)
+{
+  //Code only used to avoid compilation warning because _affectation is not used in this procedure.
+  Affectation affectation(_affectation);
+
+  _move.first=-bound;
+  _move.second=-bound;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_init.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_init.h
new file mode 100644
index 000000000..48d11839b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_init.h
@@ -0,0 +1,61 @@
+/*
+* <deviation_init.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 deviation_init_h
+#define deviation_init_h
+
+#include <moMoveInit.h>
+#include <utils/eoRndGenerators.h> 
+
+#include "deviation.h"
+
+/** It sets the first couple of edges */
+class DeviationInit : public moMoveInit <Deviation>
+  {
+
+  public :
+    
+    DeviationInit(double _bound);
+
+    void operator () (Deviation & _move, const Affectation & _affectation) ;
+
+  private :
+    
+    //! A bound for the initial value for the deviations
+    double bound;
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_next.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_next.cpp
new file mode 100644
index 000000000..bb36ae695
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_next.cpp
@@ -0,0 +1,95 @@
+/*
+* <deviation_next.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "deviation_next.h"
+
+DeviationNext::DeviationNext(double _bound, double _step): bound(_bound), step(_step)
+{
+  if(bound<0.0)
+    {
+      std::cout << "[deviation_next.cpp][DeviationNext]: bound is negative, " << bound << " is tranformed to ";
+      bound=-bound;
+      std::cout << bound << "." << std::endl;
+    }
+
+  if(step<0.0)
+    {
+      std::cout << "[deviation_next.cpp][DeviationNext]: step is negative, " << step << " is tranformed to ";
+      step=-step;
+      std::cout << step << "." << std::endl;
+    }
+
+  if(step>bound)
+    {
+      std::cout << "[deviation_next.cpp][DeviationNext]: step is higher than bound, " << step << " is tranformed to ";
+      step = bound / 2;
+      std::cout << step << "." << std::endl;
+    }
+}
+
+bool DeviationNext::operator () (Deviation & _move, const Affectation & _affectation)
+{
+  Affectation affectation(_affectation);
+
+  double deltaX1, deltaX2;
+
+  deltaX1=_move.first;
+  deltaX2=_move.second;
+
+  //std::cout << "deltaX1 = " << deltaX1 << ", deltaX2 = " << deltaX2 << std::endl;
+
+  if( (deltaX1 >= bound) && (deltaX2 > bound) )
+    {
+      return false;
+    }
+
+  if(deltaX2 > bound)
+    {
+      deltaX1+=step;
+      deltaX2=-bound;
+      
+      _move.first=deltaX1;
+      _move.second=deltaX2;
+
+      return true;
+    }
+
+  deltaX2+=step;
+  
+  _move.second=deltaX2;
+
+  return true;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_next.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_next.h
new file mode 100644
index 000000000..a28689cf7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/deviation_next.h
@@ -0,0 +1,62 @@
+/*
+* <deviation_next.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 deviation_next_h
+#define deviation_next_h
+
+#include <moNextMove.h>
+#include "deviation.h"
+
+class DeviationNext : public moNextMove <Deviation>
+  {
+
+  public :
+
+    DeviationNext (double _bound, double _step);
+
+    bool operator () (Deviation & _move, const Affectation & _affectation) ;
+
+
+  private :
+    
+    //! A bound for the search in the neighbourhood.
+    double bound;
+
+    //! A step between two values.
+    double step;
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/function b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/function
new file mode 100644
index 000000000..3d0cb7659
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/function
@@ -0,0 +1,41 @@
+/* 
+* <function>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 __function
+#define __function
+
+#include "function.h"
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/function.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/function.h
new file mode 100644
index 000000000..d577c546a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/function/function.h
@@ -0,0 +1,48 @@
+/*
+* <tsp.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 __function_h
+#define __function_h
+
+#include "affectation.h"
+#include "affectation_eval.h"
+#include "affectation_init.h"
+#include "deviation.h"
+#include "deviation_incr_eval.h"
+#include "deviation_init.h"
+#include "deviation_next.h"
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/CMakeLists.txt
new file mode 100755
index 000000000..17f5c2ac4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/CMakeLists.txt
@@ -0,0 +1,45 @@
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+
+######################################################################################
+
+
+######################################################################################
+### 2) Define your target(s): just the tsp here
+######################################################################################
+
+SET(TSP_LIB_OUTPUT_PATH ${TSP_BIN_DIR}/lib)
+SET(LIBRARY_OUTPUT_PATH ${TSP_LIB_OUTPUT_PATH})
+
+SET (TSP_SOURCES graph.cpp 
+       		 route_init.cpp  
+       		 route_eval.cpp 
+       		 part_route_eval.cpp 
+        	 edge_xover.cpp 
+        	 order_xover.cpp 
+        	 route_valid.cpp 
+        	 partial_mapped_xover.cpp 
+        	 city_swap.cpp 
+        	 two_opt.cpp	
+        	 two_opt_init.cpp 
+        	 two_opt_next.cpp 
+        	 two_opt_incr_eval.cpp 
+        	 two_opt_tabu_list.cpp 
+        	 two_opt_rand.cpp)
+					
+ADD_LIBRARY(tsp STATIC ${TSP_SOURCES})
+
+######################################################################################
+
+
+######################################################################################
+### 3) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(TSP_VERSION "${GLOBAL_VERSION}")
+SET_TARGET_PROPERTIES(tsp PROPERTIES VERSION "${TSP_VERSION}")
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/berlin52.tsp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/berlin52.tsp
new file mode 100644
index 000000000..6f3579180
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/berlin52.tsp
@@ -0,0 +1,60 @@
+NAME: berlin52
+TYPE: TSP
+COMMENT: 52 locations in Berlin (Groetschel)
+DIMENSION: 52
+EDGE_WEIGHT_TYPE: EUC_2D
+NODE_COORD_SECTION
+1 565.0 575.0
+2 25.0 185.0
+3 345.0 750.0
+4 945.0 685.0
+5 845.0 655.0
+6 880.0 660.0
+7 25.0 230.0
+8 525.0 1000.0
+9 580.0 1175.0
+10 650.0 1130.0
+11 1605.0 620.0 
+12 1220.0 580.0
+13 1465.0 200.0
+14 1530.0 5.0
+15 845.0 680.0
+16 725.0 370.0
+17 145.0 665.0
+18 415.0 635.0
+19 510.0 875.0  
+20 560.0 365.0
+21 300.0 465.0
+22 520.0 585.0
+23 480.0 415.0
+24 835.0 625.0
+25 975.0 580.0
+26 1215.0 245.0
+27 1320.0 315.0
+28 1250.0 400.0
+29 660.0 180.0
+30 410.0 250.0
+31 420.0 555.0
+32 575.0 665.0
+33 1150.0 1160.0
+34 700.0 580.0
+35 685.0 595.0
+36 685.0 610.0
+37 770.0 610.0
+38 795.0 645.0
+39 720.0 635.0
+40 760.0 650.0
+41 475.0 960.0
+42 95.0 260.0
+43 875.0 920.0
+44 700.0 500.0
+45 555.0 815.0
+46 830.0 485.0
+47 1170.0 65.0
+48 830.0 610.0
+49 605.0 625.0
+50 595.0 360.0
+51 1340.0 725.0
+52 1740.0 245.0
+EOF
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/eil101.tsp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/eil101.tsp
new file mode 100644
index 000000000..46ff3bcc6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/eil101.tsp
@@ -0,0 +1,108 @@
+NAME: eil101
+TYPE: TSP
+COMMENT: 101-city problem (Christofides/Eilon)
+DIMENSION: 101
+EDGE_WEIGHT_TYPE: EUC_2D
+NODE_COORD_SECTION
+1 41 49
+2 35 17
+3 55 45
+4 55 20
+5 15 30
+6 25 30
+7 20 50
+8 10 43
+9 55 60
+10 30 60
+11 20 65
+12 50 35
+13 30 25
+14 15 10
+15 30 5
+16 10 20
+17 5 30
+18 20 40
+19 15 60
+20 45 65
+21 45 20
+22 45 10
+23 55 5
+24 65 35
+25 65 20
+26 45 30
+27 35 40
+28 41 37
+29 64 42
+30 40 60
+31 31 52
+32 35 69
+33 53 52
+34 65 55
+35 63 65
+36 2 60
+37 20 20
+38 5 5
+39 60 12
+40 40 25
+41 42 7
+42 24 12
+43 23 3
+44 11 14
+45 6 38
+46 2 48
+47 8 56
+48 13 52
+49 6 68
+50 47 47
+51 49 58
+52 27 43
+53 37 31
+54 57 29
+55 63 23
+56 53 12
+57 32 12
+58 36 26
+59 21 24
+60 17 34
+61 12 24
+62 24 58
+63 27 69
+64 15 77
+65 62 77
+66 49 73
+67 67 5
+68 56 39
+69 37 47
+70 37 56
+71 57 68
+72 47 16
+73 44 17
+74 46 13
+75 49 11
+76 49 42
+77 53 43
+78 61 52
+79 57 48
+80 56 37
+81 55 54
+82 15 47
+83 14 37
+84 11 31
+85 16 22
+86 4 18
+87 28 18
+88 26 52
+89 26 35
+90 31 67
+91 15 19
+92 22 22
+93 18 24
+94 26 27
+95 25 24
+96 22 27
+97 25 21
+98 19 21
+99 20 26
+100 18 18
+101 35 35
+EOF
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/pr2392.tsp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/pr2392.tsp
new file mode 100644
index 000000000..2cd96eff4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/pr2392.tsp
@@ -0,0 +1,2399 @@
+NAME: pr2392
+TYPE: TSP
+COMMENT: 2392-city problem (Padberg/Rinaldi)
+DIMENSION: 2392
+EDGE_WEIGHT_TYPE: EUC_2D
+NODE_COORD_SECTION
+1 1.63900e+03 2.15600e+03
+2 1.87500e+03 2.92500e+03
+3 2.15000e+03 2.92500e+03
+4 2.42500e+03 2.92500e+03
+5 2.52500e+03 2.67500e+03
+6 2.52500e+03 2.57500e+03
+7 2.52500e+03 2.37500e+03
+8 2.52500e+03 2.27500e+03
+9 2.52500e+03 2.17500e+03
+10 2.78600e+03 2.14800e+03
+11 2.78600e+03 2.24900e+03
+12 2.78600e+03 2.35200e+03
+13 2.78500e+03 2.45100e+03
+14 2.78500e+03 2.55200e+03
+15 2.78700e+03 2.65100e+03
+16 2.92500e+03 2.92500e+03
+17 3.19800e+03 2.92500e+03
+18 3.47500e+03 2.92500e+03
+19 3.72500e+03 2.92500e+03
+20 3.67500e+03 2.67500e+03
+21 3.67500e+03 2.57500e+03
+22 3.67500e+03 2.37500e+03
+23 3.67500e+03 2.27500e+03
+24 3.67500e+03 2.17500e+03
+25 4.18900e+03 2.15600e+03
+26 4.19000e+03 2.25600e+03
+27 4.19000e+03 2.35500e+03
+28 4.18900e+03 2.45600e+03
+29 4.18900e+03 2.55600e+03
+30 4.19000e+03 2.65600e+03
+31 4.27500e+03 2.97500e+03
+32 4.42500e+03 2.92500e+03
+33 4.70000e+03 2.92500e+03
+34 4.97500e+03 2.92500e+03
+35 5.07500e+03 2.67500e+03
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+37 5.07500e+03 2.37500e+03
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+40 5.33600e+03 2.14800e+03
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+2390 1.63900e+03 2.45600e+03
+2391 1.64000e+03 2.35500e+03
+2392 1.64000e+03 2.25600e+03
+EOF
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/readme b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/readme
new file mode 100644
index 000000000..6a9fb5488
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/readme
@@ -0,0 +1,93 @@
+All the instances in this directory come from the TSPLIB database. All the TSPLIB instances can be downloaded at this address:
+http://www.iwr.uni-heidelberg.de/groups/comopt/software/TSPLIB95/tsp/
+
+The accepted format is:
+
+NAME: instance_name
+TYPE: TSP
+COMMENT: comments about the instance
+DIMENSION: number of towns.
+EDGE_WEIGHT_TYPE: EUC_2D
+NODE_COORD_SECTION
+1 565.0 575.0
+2 25.0 185.0
+3 345.0 750.0
+.
+.
+.
+.
+.
+.
+EOF
+
+Compatibility bugs with some TSPLIB instances (soon corrected):
+
+==> some instances have a space after a section title, for example "NAME :" instead of "NAME:".
+==> several instances have the "COMMENT:" section before the "TYPE:" section.
+==> several section are not yet implemented ("DISPLAY_DATA_TYPE:", ...).
+
+Already corrected bugs:
+
+==> some instances have several lines with the keyword "COMMENTS:"
+
+For instance, the Berlin52 instance:
+
+NAME: berlin52
+TYPE: TSP
+COMMENT: 52 locations in Berlin (Groetschel)
+DIMENSION: 52
+EDGE_WEIGHT_TYPE: EUC_2D
+NODE_COORD_SECTION
+1 565.0 575.0
+2 25.0 185.0
+3 345.0 750.0
+4 945.0 685.0
+5 845.0 655.0
+6 880.0 660.0
+7 25.0 230.0
+8 525.0 1000.0
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+EOF
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/rl5915.tsp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/rl5915.tsp
new file mode 100644
index 000000000..86f6a24fd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/rl5915.tsp
@@ -0,0 +1,5922 @@
+NAME: rl5915
+TYPE: TSP
+COMMENT: 5915-city TSP (Reinelt)
+DIMENSION: 5915
+EDGE_WEIGHT_TYPE: EUC_2D
+NODE_COORD_SECTION
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+EOF
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/usa13509.tsp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/usa13509.tsp
new file mode 100644
index 000000000..a03eef901
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/benchs/usa13509.tsp
@@ -0,0 +1,13519 @@
+NAME: usa13509
+TYPE: TSP
+COMMENT: Cities with population at least 500 in the continental US.
+COMMENT: Contributed by David Applegate and Andre Rohe, based on the
+COMMENT: data set "US.lat-long" from the ftp site ftp.cs.toronto.edu.
+COMMENT: The file US.lat-long.Z can be found in the directory /doc/geography.
+DIMENSION: 13509
+EDGE_WEIGHT_TYPE: EUC_2D
+NODE_COORD_SECTION
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+EOF
\ No newline at end of file
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/city_swap.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/city_swap.cpp
new file mode 100644
index 000000000..e47a4e31b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/city_swap.cpp
@@ -0,0 +1,50 @@
+/*
+* <city_swap.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 <utils/eoRNG.h>
+
+#include "city_swap.h"
+
+bool CitySwap :: operator () (Route & __route)
+{
+
+  std :: swap (__route [rng.random (__route.size ())],
+               __route [rng.random (__route.size ())]) ;
+
+  __route.invalidate () ;
+
+  return true ;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/city_swap.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/city_swap.h
new file mode 100644
index 000000000..eda897f0f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/city_swap.h
@@ -0,0 +1,55 @@
+/*
+* <city_swap.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 city_swap_h
+#define city_swap_h
+
+#include <eoOp.h>
+
+#include "route.h"
+
+/** Its swaps two vertices
+    randomly choosen */
+class CitySwap : public eoMonOp <Route>
+  {
+
+  public :
+
+    bool operator () (Route & __route) ;
+
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/edge_xover.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/edge_xover.cpp
new file mode 100644
index 000000000..a8b6a8532
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/edge_xover.cpp
@@ -0,0 +1,169 @@
+/*
+* <edge_xover.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 <assert.h>
+
+#include <utils/eoRNG.h>
+
+#include "edge_xover.h"
+#include "route_valid.h"
+
+#define MAXINT 1000000
+
+void
+EdgeXover :: build_map (const Route & __par1, const Route & __par2)
+{
+
+  unsigned int len = __par1.size () ;
+
+  /* Initialization */
+  _map.clear () ;
+  _map.resize (len) ;
+
+  for (unsigned int i = 0 ; i < len ; i ++)
+    {
+      _map [__par1 [i]].insert (__par1 [(i + 1) % len]) ;
+      _map [__par2 [i]].insert (__par2 [(i + 1) % len]) ;
+      _map [__par1 [i]].insert (__par1 [(i - 1 + len) % len]) ;
+      _map [__par2 [i]].insert (__par2 [(i - 1 + len) % len]) ;
+    }
+
+  visited.clear () ;
+  visited.resize (len, false) ;
+}
+
+void
+EdgeXover :: remove_entry (unsigned int __vertex, std :: vector <std :: set <unsigned int> > & __map)
+  {
+
+    std :: set <unsigned int> & neigh = __map [__vertex] ;
+
+    for (std :: set <unsigned int> :: iterator it = neigh.begin () ; it != neigh.end () ; it ++)
+        {
+          __map [* it].erase (__vertex) ;
+        }
+
+  }
+
+void
+EdgeXover :: add_vertex (unsigned int __vertex, Route & __child)
+{
+  visited [__vertex] = true ;
+  __child.push_back (__vertex) ;
+  remove_entry (__vertex, _map) ; /* Removing entries */
+}
+
+void
+EdgeXover :: cross (const Route & __par1, const Route & __par2, Route & __child)
+{
+
+  build_map (__par1, __par2) ;
+
+  unsigned int len = __par1.size () ;
+
+  /* Go ! */
+  __child.clear () ;
+
+  unsigned int cur_vertex = rng.random (len) ;
+
+  add_vertex (cur_vertex, __child) ;
+
+  for (unsigned int i = 1 ; i < len ; i ++)
+    {
+
+      unsigned int len_min_entry = MAXINT ;
+
+      std :: set <unsigned int> & neigh = _map [cur_vertex] ;
+
+      for (std :: set <unsigned int> :: iterator it = neigh.begin () ; it != neigh.end () ; it ++)
+          {
+            unsigned int l = _map [* it].size () ;
+            if (len_min_entry > l)
+              {
+                len_min_entry = l ;
+              }
+          }
+
+      std :: vector <unsigned int> cand ; /* Candidates */
+
+      for (std :: set <unsigned> :: iterator it = neigh.begin () ; it != neigh.end () ;  it ++)
+          {
+            unsigned int l = _map [* it].size () ;
+            if (len_min_entry == l)
+              {
+                cand.push_back (* it) ;
+              }
+          }
+
+      if (! cand.size ())
+        {
+
+          /* Oh no ! Implicit mutation */
+          for (unsigned int j = 0 ; j < len ; j ++)
+            {
+              if (! visited [j])
+                {
+                  cand.push_back (j) ;
+                }
+            }
+        }
+
+      cur_vertex = cand [rng.random (cand.size ())] ;
+
+      add_vertex (cur_vertex, __child) ;
+    }
+}
+
+bool
+EdgeXover :: operator () (Route & __route1, Route & __route2)
+{
+
+  // Init. copy
+  Route par [2] ;
+  par [0] = __route1 ;
+  par [1] = __route2 ;
+
+  cross (par [0], par [1], __route1) ;
+  cross (par [1], par [0], __route2) ;
+
+  assert (valid (__route1)) ;
+  assert (valid (__route2)) ;
+
+  __route1.invalidate () ;
+  __route2.invalidate () ;
+
+  return true ;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/edge_xover.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/edge_xover.h
new file mode 100644
index 000000000..3e97d6d48
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/edge_xover.h
@@ -0,0 +1,72 @@
+/*
+* <edge_xover.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 edge_xover_h
+#define edge_xover_h
+
+#include <vector>
+#include <set>
+
+#include <eoOp.h>
+
+#include "route.h"
+
+/** Edge Crossover */
+class EdgeXover : public eoQuadOp <Route>
+  {
+
+  public :
+
+    bool operator () (Route & __route1, Route & __route2) ;
+
+  private :
+
+    void cross (const Route & __par1, const Route & __par2, Route & __child) ; /* Binary */
+
+    void remove_entry (unsigned int __vertex, std :: vector <std :: set <unsigned> > & __map) ;
+    /* Updating the map of entries */
+
+    void build_map (const Route & __par1, const Route & __par2) ;
+
+    void add_vertex (unsigned int __vertex, Route & __child) ;
+
+    std :: vector <std :: set <unsigned int> > _map ; /* The handled map */
+
+    std :: vector <bool> visited ; /* Vertices that are already visited */
+
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/graph.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/graph.cpp
new file mode 100644
index 000000000..412b9263a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/graph.cpp
@@ -0,0 +1,207 @@
+/*
+* <graph.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "graph.h"
+
+using std::cout;
+using std::endl;
+
+namespace Graph
+  {
+
+  static std :: vector <std :: pair <double, double> > vectCoord ; // Coordinates
+
+  static std :: vector <std :: vector <unsigned int> > dist ; // Distances Mat.
+
+  unsigned size ()
+  {
+    return dist.size () ;
+  }
+
+  void computeDistances ()
+  {
+
+    // Dim.
+    unsigned int numCities = vectCoord.size () ;
+    dist.resize (numCities) ;
+    for (unsigned int i = 0 ; i < dist.size () ; i ++)
+      {
+        dist [i].resize (numCities) ;
+      }
+
+    // Computations.
+    for (unsigned int i = 0 ; i < dist.size () ; i ++)
+      {
+        for (unsigned int j = i + 1 ; j < dist.size () ; j ++)
+          {
+            double distX = (double)(vectCoord [i].first - vectCoord [j].first) ;
+            double distY = (double)(vectCoord [i].second - vectCoord [j].second) ;
+            dist [i] [j] = dist [j] [i] = (unsigned int) (sqrt ((float) (distX * distX + distY * distY)) + 0.5) ;
+          }
+      }
+  }
+
+  void load (const char * _fileName)
+  {
+    unsigned int i, dimension;
+
+    std::string string_read, buffer;
+
+    std :: ifstream file (_fileName) ;
+
+    cout << endl << "\tLoading [" << _fileName << "]" << endl << endl;
+
+    if( file.is_open() )
+      {
+	// Read NAME:
+	file >> string_read;
+	if (string_read.compare("NAME:")!=0)
+	  {
+	    cout << "ERROR: \'NAME:\' espected, \'" << string_read << "\' found" << endl;
+	    exit(EXIT_FAILURE);
+	  }
+	// Read instance name
+	file >> string_read;
+	cout << "\t\tInstance Name             = " << string_read << endl;
+	// Read TYPE:
+	file >> string_read;
+	if (string_read.compare("TYPE:")!=0)
+	  {
+	    cout << "ERROR: \'TYPE:\' espected, \'" << string_read << "\' found" << endl;
+	    exit(EXIT_FAILURE);
+	  }
+	// Read instance type;
+	file >> string_read;
+	cout << "\t\tInstance type             = " << string_read << endl;
+	if (string_read.compare("TSP")!=0)
+	  {
+	    cout << "ERROR: only TSP type instance can be loaded" << endl;
+	    exit(EXIT_FAILURE);
+	  }
+	// Read COMMENT:
+	file >> string_read;
+	if (string_read.compare("COMMENT:")!=0)
+	  {
+	    cout << "ERROR: \'COMMENT:\' espected, \'" << string_read << "\' found" << endl;
+	    exit(EXIT_FAILURE);
+	  }
+	// Read comments
+	cout << "\t\tInstance comments         = ";
+	file >> string_read;
+	buffer = string_read+"_first";
+	while((string_read.compare("DIMENSION:")!=0) && (string_read.compare(buffer)!=0))
+	  {
+	    if(string_read.compare("COMMENT:")!=0)
+	      {
+		cout << string_read << " ";
+	      }
+	    else
+	      {
+		cout << endl << "\t                     ";
+	      }
+	    buffer = string_read;
+	    file >> string_read;
+	  }
+
+	cout << endl;
+
+	// Read dimension;
+	file >> dimension ;
+        cout << "\t\tInstance dimension        = " << dimension << endl;
+	vectCoord.resize (dimension) ;
+
+	// Read EDGE_WEIGHT_TYPE
+	file >> string_read;
+	if (string_read.compare("EDGE_WEIGHT_TYPE:")!=0)
+	  {
+	    cout << "ERROR: \'EDGE_WEIGHT_TYPE:\' espected, \'" << string_read << "\' found" << endl;
+	    exit(EXIT_FAILURE);
+	  }
+
+	// Read edge weight type
+	file >> string_read;
+	cout << "\t\tInstance edge weight type = " << string_read << endl;
+	if (string_read.compare("EUC_2D")!=0)
+	  {
+	    cout << "ERROR: only EUC_2D edge weight type instance can be loaded" << endl;
+	    exit(EXIT_FAILURE);
+	  }
+
+	// Read NODE_COORD_SECTION
+	file >> string_read;
+	if (string_read.compare("NODE_COORD_SECTION")!=0)
+	  {
+	    cout << "ERROR: \'NODE_COORD_SECTION\' espected, \'" << string_read << "\' found" << endl;
+	    exit(EXIT_FAILURE);
+	  }
+
+	// Read coordonates.
+	for(i=0;i<dimension;i++)
+	  {
+	    // Read index
+	    file >> string_read;
+	    //Read Coordinate
+	    file >> vectCoord [i].first >> vectCoord [i].second ;
+	  }
+
+	// Read EOF
+	file >> string_read;
+	if(string_read.compare("EOF")!=0)
+	  {
+	    cout << "ERROR: \'EOF\' espected, \'" << string_read << "\' found" << endl;
+	    exit(EXIT_FAILURE);
+	  }
+
+	cout << endl;
+	
+	file.close () ;
+
+        computeDistances () ;
+      }
+    else
+      {
+        cout << _fileName << " does not exist !!!" << endl ;
+        exit(EXIT_FAILURE) ;
+      }
+  }
+
+  float distance (unsigned int _from, unsigned int _to)
+  {
+    return (float)(dist [_from] [_to]) ;
+  }
+}
+
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/graph.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/graph.h
new file mode 100644
index 000000000..94b66d7f6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/graph.h
@@ -0,0 +1,61 @@
+/*
+* <graph.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 graph_h
+#define graph_h
+
+#include <string>
+#include <vector>
+#include <utility>
+#include <fstream>
+#include <iostream>
+#include <math.h>
+#include <stdlib.h>
+
+
+namespace Graph
+{
+  void load (const char * _file_name) ;
+  /* Loading cities
+     (expressed by their coordinates)
+     from the given file name */
+  
+  float distance (unsigned int _from, unsigned int _to) ;
+  
+  unsigned int size () ; // How many cities ?
+}
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/mix.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/mix.h
new file mode 100644
index 000000000..fc570a939
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/mix.h
@@ -0,0 +1,50 @@
+/*
+* <mix.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 mix_h
+#define mix_h
+
+#include <utils/eoRNG.h>
+
+template <class T> void mix (std :: vector <T> & __vect)
+{
+  for (unsigned int i = 0 ; i < __vect.size () ; i ++)
+    {
+      std :: swap (__vect [i], __vect [rng.random (__vect.size ())]) ;
+    }
+}
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/order_xover.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/order_xover.cpp
new file mode 100644
index 000000000..9e2c1f408
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/order_xover.cpp
@@ -0,0 +1,119 @@
+/*
+* <order_xover.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 <assert.h>
+#include <vector>
+
+#include <utils/eoRNG.h>
+
+#include "order_xover.h"
+#include "route_valid.h"
+
+void OrderXover :: cross (const Route & __par1, const Route & __par2, Route & __child)
+{
+
+  unsigned int cut = rng.random (__par1.size ()) ;
+
+  /* To store vertices that have
+     already been crossed */
+  std::vector<bool> v;
+  v.resize(__par1.size());
+
+  for (unsigned int i = 0 ; i < __par1.size () ; i ++)
+    {
+      v [i] = false ;
+    }
+
+  /* Copy of the left partial
+     route of the first parent */
+  for (unsigned int i = 0 ; i < cut ; i ++)
+    {
+      __child [i] = __par1 [i] ;
+      v [__par1 [i]] = true ;
+    }
+
+  /* Searching the vertex of the second path, that ended
+     the previous first one */
+  unsigned int from = 0 ;
+  for (unsigned int i = 0 ; i < __par2.size () ; i ++)
+    {
+      if (__par2 [i] == __child [cut - 1])
+        {
+          from = i ;
+          break ;
+        }
+    }
+
+  /* Selecting a direction
+     Left or Right */
+  char direct = rng.flip () ? 1 : -1 ;
+
+  /* Copy of the left vertices from
+     the second parent path */
+  unsigned int l = cut ;
+
+  for (unsigned int i = 0 ; i < __par2.size () ; i ++)
+    {
+      unsigned int bidule /* :-) */ = (direct * i + from + __par2.size ()) % __par2.size () ;
+      if (! v [__par2 [bidule]])
+        {
+          __child [l ++] = __par2 [bidule] ;
+          v [__par2 [bidule]] = true ;
+        }
+    }
+
+  v.clear();
+}
+
+bool OrderXover :: operator () (Route & __route1, Route & __route2)
+{
+
+  // Init. copy
+  Route par [2] ;
+  par [0] = __route1 ;
+  par [1] = __route2 ;
+
+  cross (par [0], par [1], __route1) ;
+  cross (par [1], par [0], __route2) ;
+
+  assert (valid (__route1)) ;
+  assert (valid (__route2)) ;
+
+  __route1.invalidate () ;
+  __route2.invalidate () ;
+
+  return true ;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/order_xover.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/order_xover.h
new file mode 100644
index 000000000..924eb4dfd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/order_xover.h
@@ -0,0 +1,57 @@
+/*
+* <order_xover.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 order_xover_h
+#define order_xover_h
+
+#include <eoOp.h>
+
+#include "route.h"
+
+/** Order Crossover */
+class OrderXover : public eoQuadOp <Route>
+  {
+
+  public :
+
+    bool operator () (Route & __route1, Route & __route2) ;
+
+  private :
+
+    void cross (const Route & __par1, const Route & __par2, Route & __child) ;
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_route_eval.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_route_eval.cpp
new file mode 100644
index 000000000..1639e002a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_route_eval.cpp
@@ -0,0 +1,53 @@
+/*
+* <part_route_eval.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "part_route_eval.h"
+#include "graph.h"
+
+PartRouteEval :: PartRouteEval (float __from, float __to) : from (__from), to (__to)
+{}
+
+void PartRouteEval :: operator () (Route & __route)
+{
+  float len = 0 ;
+
+  for (unsigned int i = (unsigned int) (__route.size () * from) ; i < (unsigned int ) (__route.size () * to) ; i ++)
+    {
+      len += Graph :: distance (__route [i], __route [(i + 1) % Graph :: size ()]) ;
+    }
+
+  __route.fitness (len) ;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_route_eval.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_route_eval.h
new file mode 100644
index 000000000..a92fad2ce
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_route_eval.h
@@ -0,0 +1,62 @@
+/*
+* <part_route_eval.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 part_route_eval_h
+#define part_route_eval_h
+
+#include <eoEvalFunc.h>
+
+#include "route.h"
+
+/** Route Evaluator */
+class PartRouteEval : public eoEvalFunc <Route>
+  {
+
+  public :
+
+    /** Constructor */
+    PartRouteEval (float __from, float __to) ;
+
+    void operator () (Route & __route) ;
+
+  private :
+
+    float from, to ;
+
+  } ;
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_two_opt_init.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_two_opt_init.cpp
new file mode 100644
index 000000000..357b7ecbe
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_two_opt_init.cpp
@@ -0,0 +1,45 @@
+/*
+* <part_two_opt_init.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 <utils/eoRNG.h>
+
+#include "part_two_opt_init.h"
+
+void PartTwoOptInit :: operator () (TwoOpt & __move, const Route & __route)
+{
+  __move.first = rng.random (__route.size () - 6) ;
+  __move.second = __move.first + 2 ;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_two_opt_init.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_two_opt_init.h
new file mode 100644
index 000000000..490fe61bf
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_two_opt_init.h
@@ -0,0 +1,54 @@
+/*
+* <part_two_opt_init.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 part_two_opt_init_h
+#define part_two_opt_init_h
+
+#include <moMoveInit.h>
+
+#include "two_opt.h"
+
+/** It sets the first couple of edges */
+class PartTwoOptInit : public moMoveInit <TwoOpt>
+  {
+
+  public :
+
+    void operator () (TwoOpt & __move, const Route & __route) ;
+
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_two_opt_next.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_two_opt_next.cpp
new file mode 100644
index 000000000..7abc14012
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_two_opt_next.cpp
@@ -0,0 +1,57 @@
+/*
+* <part_two_opt_next.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "part_two_opt_next.h"
+#include "graph.h"
+
+bool PartTwoOptNext :: operator () (TwoOpt & __move, const Route & __route)
+{
+  if (__move.first == Graph :: size () - 4 && __move.second == __move.first + 2)
+    {
+      return false ;
+    }
+  else
+    {
+      __move.second ++ ;
+      if (__move.second == Graph :: size () - 1)
+        {
+          __move.first ++ ;
+          __move.second = __move.first + 2 ;
+        }
+
+      return true ;
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_two_opt_next.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_two_opt_next.h
new file mode 100644
index 000000000..e2a0c05cc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/part_two_opt_next.h
@@ -0,0 +1,53 @@
+/*
+* <part_two_opt_next.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 part_two_opt_next_h
+#define part_two_opt_next_h
+
+#include <moNextMove.h>
+#include "two_opt.h"
+
+/** It updates a couple of edges */
+class PartTwoOptNext : public moNextMove <TwoOpt>
+  {
+
+  public :
+
+    bool operator () (TwoOpt & __move, const Route & __route) ;
+
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/partial_mapped_xover.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/partial_mapped_xover.cpp
new file mode 100644
index 000000000..ab92d2a3b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/partial_mapped_xover.cpp
@@ -0,0 +1,118 @@
+/*
+* <partial_mapped_xover.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 <assert.h>
+
+#include <vector>
+
+#include <utils/eoRNG.h>
+
+#include "partial_mapped_xover.h"
+#include "route_valid.h"
+#include "mix.h"
+
+void PartialMappedXover :: repair (Route & __route, unsigned __cut1, unsigned __cut2)
+{
+
+  std::vector<unsigned int> v; // Number of times a cities are visited ...
+
+  v.resize(__route.size ());
+
+  for (unsigned int i = 0 ; i < __route.size () ; i ++)
+    {
+      v [i] = 0 ;
+    }
+
+  for (unsigned int i = 0 ; i < __route.size () ; i ++)
+    {
+      v [__route [i]] ++ ;
+    }
+
+  std :: vector <unsigned int> vert ;
+
+  for (unsigned int i = 0 ; i < __route.size () ; i ++)
+    {
+      if (! v [i])
+        {
+          vert.push_back (i) ;
+        }
+    }
+
+  mix (vert) ;
+
+  for (unsigned int i = 0 ; i < __route.size () ; i ++)
+    {
+      if (i < __cut1 || i >= __cut2)
+        {
+          if (v [__route [i]] > 1)
+            {
+              __route [i] = vert.back () ;
+              vert.pop_back () ;
+            }
+        }
+    }
+
+  v.clear();
+}
+
+bool PartialMappedXover :: operator () (Route & __route1, Route & __route2)
+{
+  unsigned int cut1 = rng.random (__route1.size ()), cut2 = rng.random (__route2.size ()) ;
+
+  if (cut2 < cut1)
+    {
+      std :: swap (cut1, cut2) ;
+    }
+
+  // Between the cuts
+  for (unsigned int i = cut1 ; i < cut2 ; i ++)
+    {
+      std :: swap (__route1 [i], __route2 [i]) ;
+    }
+
+  // Outside the cuts
+  repair (__route1, cut1, cut2) ;
+  repair (__route2, cut1, cut2) ;
+
+  // Debug
+  assert (valid (__route1)) ;
+  assert (valid (__route2)) ;
+
+  __route1.invalidate () ;
+  __route2.invalidate () ;
+
+  return true ;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/partial_mapped_xover.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/partial_mapped_xover.h
new file mode 100644
index 000000000..65c6474de
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/partial_mapped_xover.h
@@ -0,0 +1,57 @@
+/*
+* <partial_mapped_xover.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 partial_mapped_xover_h
+#define partial_mapped_xover_h
+
+#include <eoOp.h>
+
+#include "route.h"
+
+/** Partial Mapped Crossover */
+class PartialMappedXover : public eoQuadOp <Route>
+  {
+
+  public :
+
+    bool operator () (Route & __route1, Route & __route2) ;
+
+  private :
+
+    void repair (Route & __route, unsigned __cut1, unsigned __cut2) ;
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route.h
new file mode 100644
index 000000000..ac9629cbb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route.h
@@ -0,0 +1,48 @@
+/*
+* <route.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 route_h
+#define route_h
+
+#include <eoVector.h>
+#include <eoScalarFitness.h>
+
+// A float that has to be minimized.
+typedef eoScalarFitness< float, std::greater<float> > tspFitness ;
+
+typedef eoVector <tspFitness, unsigned int> Route ; // [Fitness (length), Gene (city)]
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_eval.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_eval.cpp
new file mode 100644
index 000000000..abde85b99
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_eval.cpp
@@ -0,0 +1,51 @@
+/*
+* <route_eval.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "route_eval.h"
+#include "graph.h"
+
+void RouteEval :: operator () (Route & __route)
+{
+
+  float len = 0.0 ;
+
+  for (unsigned int i = 0 ; i < Graph :: size () ; i ++)
+    {
+      len += Graph :: distance (__route [i], __route [(i + 1) % Graph :: size ()]) ;
+    }
+
+  __route.fitness (len) ;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_eval.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_eval.h
new file mode 100644
index 000000000..474075cf0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_eval.h
@@ -0,0 +1,55 @@
+/*
+* <route_eval.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 route_eval_h
+#define route_eval_h
+
+#include <eoEvalFunc.h>
+
+#include "route.h"
+
+/** Route Evaluator */
+class RouteEval : public eoEvalFunc <Route>
+  {
+
+  public :
+
+    void operator () (Route & __route) ;
+
+  } ;
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_init.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_init.cpp
new file mode 100644
index 000000000..09a2c40cb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_init.cpp
@@ -0,0 +1,63 @@
+/*
+* <route_init.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 <utils/eoRNG.h>
+
+#include "route_init.h"
+#include "graph.h"
+
+void RouteInit :: operator () (Route & __route)
+{
+
+  // Init.
+  __route.clear () ;
+  for (unsigned int i = 0 ; i < Graph :: size () ; i ++)
+    {
+      __route.push_back (i) ;
+    }
+
+  // Swap. cities
+
+  for (unsigned int i = 0 ; i < Graph :: size () ; i ++)
+    {
+      //unsigned int j = rng.random (Graph :: size ()) ;
+
+      unsigned int j = (unsigned int) (Graph :: size () * (rand () / (RAND_MAX + 1.0))) ;
+      unsigned int city = __route [i] ;
+      __route [i] = __route [j] ;
+      __route [j] = city ;
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_init.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_init.h
new file mode 100644
index 000000000..466345c1b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_init.h
@@ -0,0 +1,53 @@
+/*
+* <route_init.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 route_init_h
+#define route_init_h
+
+#include <eoInit.h>
+
+#include "route.h"
+
+class RouteInit : public eoInit <Route>
+  {
+
+  public :
+
+    void operator () (Route & __route) ;
+
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_valid.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_valid.cpp
new file mode 100644
index 000000000..844cebf82
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_valid.cpp
@@ -0,0 +1,68 @@
+/*
+* <route_valid.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "route_valid.h"
+
+#include <vector>
+
+bool valid (Route & __route)
+{
+
+  std::vector<unsigned int> t;
+  t.resize(__route.size());
+
+  for (unsigned int i = 0 ; i < __route.size () ; i ++)
+    {
+      t [i] = 0 ;
+    }
+
+  for (unsigned int i = 0 ; i < __route.size () ; i ++)
+    {
+      t [__route [i]] ++ ;
+    }
+
+  for (unsigned int i = 0 ; i < __route.size () ; i ++)
+    {
+      if (t [i] != 1)
+        {
+          t.clear();
+          return false ;
+        }
+    }
+
+  t.clear();
+  return true ; // OK.
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_valid.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_valid.h
new file mode 100644
index 000000000..607728e8b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/route_valid.h
@@ -0,0 +1,44 @@
+/*
+* <route_valid.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 route_valid_h
+#define route_valid_h
+
+#include "route.h"
+
+bool valid (Route & __route) ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/tsp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/tsp
new file mode 100644
index 000000000..adf8189ca
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/tsp
@@ -0,0 +1,41 @@
+/* 
+* <tsp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 __tsp
+#define __tsp
+
+#include "tsp.h"
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/tsp.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/tsp.h
new file mode 100644
index 000000000..ba249a794
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/tsp.h
@@ -0,0 +1,60 @@
+/*
+* <tsp.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson (Jean-Charles.Boisson@lifl.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 __tsp_h
+#define __tsp_h
+
+#include "city_swap.h"
+#include "edge_xover.h"
+#include "graph.h"
+#include "mix.h"
+#include "order_xover.h"
+#include "partial_mapped_xover.h"
+#include "part_route_eval.h"
+#include "part_two_opt_init.h"
+#include "part_two_opt_next.h"
+#include "route_eval.h"
+#include "route.h"
+#include "route_init.h"
+#include "route_valid.h"
+#include "two_opt.h"
+#include "two_opt_incr_eval.h"
+#include "two_opt_init.h"
+#include "two_opt_next.h"
+#include "two_opt_rand.h"
+#include "two_opt_tabu_list.h"
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt.cpp
new file mode 100644
index 000000000..146c6c6c2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt.cpp
@@ -0,0 +1,72 @@
+/*
+* <two_opt.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "two_opt.h"
+
+TwoOpt TwoOpt :: operator ! () const
+  {
+    TwoOpt move = * this ;
+    std :: swap (move.first, move.second) ;
+
+    return move ;
+  }
+
+void TwoOpt :: operator () (Route & __route)
+{
+
+  std :: vector <unsigned int> seq_cities ;
+
+  for (unsigned int i = second ; i > first ; i --)
+    {
+      seq_cities.push_back (__route [i]) ;
+    }
+
+  unsigned int j = 0 ;
+  for (unsigned int i = first + 1 ; i < second + 1 ; i ++)
+    {
+      __route [i] = seq_cities [j ++] ;
+    }
+}
+
+void TwoOpt :: readFrom (std :: istream & __is)
+{
+  __is >> first >> second ;
+}
+
+void TwoOpt :: printOn (std :: ostream & __os) const
+  {
+    __os << first << ' ' << second ;
+  }
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt.h
new file mode 100644
index 000000000..6b9cf435f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt.h
@@ -0,0 +1,61 @@
+/*
+* <two_opt.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 two_opt_h
+#define two_opt_h
+
+#include <eoPersistent.h>
+
+#include <utility>
+#include <moMove.h>
+
+#include "route.h"
+
+class TwoOpt : public moMove <Route>, public std :: pair <unsigned, unsigned>, public eoPersistent
+  {
+
+  public :
+
+    TwoOpt operator ! () const ;
+
+    void operator () (Route & __route) ;
+
+    void readFrom (std :: istream & __is) ;
+
+    void printOn (std :: ostream & __os) const ;
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_incr_eval.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_incr_eval.cpp
new file mode 100644
index 000000000..2d4657b73
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_incr_eval.cpp
@@ -0,0 +1,53 @@
+/*
+* <two_opt_incr_eval.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "two_opt_incr_eval.h"
+#include "graph.h"
+
+tspFitness TwoOptIncrEval :: operator () (const TwoOpt & __move, const Route & __route)
+{
+  // From
+  unsigned int v1 = __route [__move.first], v1_next = __route [__move.first + 1] ;
+
+  // To
+  unsigned int v2 = __route [__move.second], v2_next = __route [__move.second + 1] ;
+
+  return __route.fitness ()
+         + Graph :: distance (v1, v2)
+         + Graph :: distance (v1_next, v2_next)
+         - Graph :: distance (v1, v1_next)
+         - Graph :: distance (v2, v2_next)  ;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_incr_eval.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_incr_eval.h
new file mode 100644
index 000000000..91ffca098
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_incr_eval.h
@@ -0,0 +1,51 @@
+/*
+* <two_opt_incr_eval.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 two_optincr_eval_h
+#define two_optincr_eval_h
+
+#include <moMoveIncrEval.h>
+#include "two_opt.h"
+
+class TwoOptIncrEval : public moMoveIncrEval <TwoOpt>
+  {
+  public :
+
+    tspFitness  operator () (const TwoOpt & __move, const Route & __route) ;
+
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_init.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_init.cpp
new file mode 100644
index 000000000..2e593db0a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_init.cpp
@@ -0,0 +1,45 @@
+/*
+* <two_opt_init.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "two_opt_init.h"
+
+void TwoOptInit :: operator () (TwoOpt & _move, const Route & _route)
+{
+  Route route=_route;
+
+  _move.first = 0 ;
+  _move.second = 2 ;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_init.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_init.h
new file mode 100644
index 000000000..1b2a5e376
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_init.h
@@ -0,0 +1,54 @@
+/*
+* <two_opt_init.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 two_opt_init_h
+#define two_opt_init_h
+
+#include <moMoveInit.h>
+
+#include "two_opt.h"
+
+/** It sets the first couple of edges */
+class TwoOptInit : public moMoveInit <TwoOpt>
+  {
+
+  public :
+
+    void operator () (TwoOpt & _move, const Route & _route) ;
+
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_next.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_next.cpp
new file mode 100644
index 000000000..2438390fd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_next.cpp
@@ -0,0 +1,59 @@
+/*
+* <two_opt_next.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "two_opt_next.h"
+#include "graph.h"
+
+bool TwoOptNext :: operator () (TwoOpt & _move, const Route & _route)
+{
+  Route route=_route;
+
+  if (_move.first == Graph :: size () - 4 && _move.second == _move.first + 2)
+    {
+      return false ;
+    }
+  else
+    {
+      _move.second ++ ;
+      if (_move.second == Graph :: size () - 1)
+        {
+          _move.first ++ ;
+          _move.second = _move.first + 2 ;
+        }
+
+      return true ;
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_next.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_next.h
new file mode 100644
index 000000000..f57595cd6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_next.h
@@ -0,0 +1,53 @@
+/*
+* <two_opt_next.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 two_opt_next_h
+#define two_opt_next_h
+
+#include <moNextMove.h>
+#include "two_opt.h"
+
+/** It updates a couple of edges */
+class TwoOptNext : public moNextMove <TwoOpt>
+  {
+
+  public :
+
+    bool operator () (TwoOpt & _move, const Route & _route) ;
+
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_rand.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_rand.cpp
new file mode 100644
index 000000000..956bddfb0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_rand.cpp
@@ -0,0 +1,45 @@
+/*
+* <two_opt_rand.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "two_opt_rand.h"
+#include "graph.h"
+#include <utils/eoRNG.h>
+
+void TwoOptRand :: operator () (TwoOpt & __move)
+{
+  __move.first = rng.random (Graph :: size () - 3) ;
+  __move.second = __move.first + 2 + rng.random (Graph :: size () - __move.first - 3) ;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_rand.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_rand.h
new file mode 100644
index 000000000..e6e0bdff2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_rand.h
@@ -0,0 +1,53 @@
+/*
+* <two_opt_rand.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 two_opt_rand_h
+#define two_opt_rand_h
+
+#include <moRandMove.h>
+
+#include "two_opt.h"
+
+class TwoOptRand : public moRandMove <TwoOpt>
+  {
+
+  public :
+
+    void operator () (TwoOpt & __move) ;
+
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_tabu_list.cpp b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_tabu_list.cpp
new file mode 100644
index 000000000..290eef7f7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_tabu_list.cpp
@@ -0,0 +1,93 @@
+/*
+* <two_opt_tabu_list.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 "two_opt_tabu_list.h"
+#include "graph.h"
+
+#define TABU_LENGTH 10
+
+void
+TwoOptTabuList :: init ()
+{
+  // Size (eventually)
+  tabu_span.resize (Graph :: size ()) ;
+  for (unsigned int i = 0 ; i < tabu_span.size () ; i ++)
+    {
+      tabu_span [i].resize (Graph :: size ()) ;
+    }
+
+  // Clear
+  for (unsigned int i = 0 ; i < tabu_span.size () ; i ++)
+    {
+      for (unsigned int j = 0 ; j < tabu_span [i].size () ; j ++)
+        {
+          tabu_span [i] [j] = 0 ;
+        }
+    }
+}
+
+bool
+TwoOptTabuList :: operator () (const TwoOpt & _move, const Route & _route)
+{
+  Route route=_route;
+
+  return tabu_span [_move.first] [_move.second] > 0 ;
+}
+
+void
+TwoOptTabuList :: add (const TwoOpt & _move, const Route & _route)
+  {
+    Route route=_route;
+
+    tabu_span [_move.first] [_move.second] = tabu_span [_move.second] [_move.first] = TABU_LENGTH ;
+  }
+
+void
+TwoOptTabuList :: update ()
+{
+  unsigned int i,j;
+
+  for (i = 0 ; i < tabu_span.size () ; i ++)
+    {
+      for (j = 0 ; j < tabu_span [i].size () ; j ++)
+        {
+          if ( tabu_span [i] [j] > 0 )
+            {
+              tabu_span [i] [j] -- ;
+            }
+        }
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_tabu_list.h b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_tabu_list.h
new file mode 100644
index 000000000..236919f69
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-old-mo/tutorial/examples/tsp/two_opt_tabu_list.h
@@ -0,0 +1,63 @@
+/*
+* <two_opt_tabu_list.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2007
+* (C) OPAC Team, LIFL, 2002-2007
+*
+* Sébastien Cahon, Jean-Charles Boisson
+*
+* 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 two_opt_tabu_list_h
+#define two_opt_tabu_list_h
+
+#include <moTabuList.h>
+#include "two_opt.h"
+#include "route.h"
+
+/** The table of tabu movements, i.e. forbidden edges */
+class TwoOptTabuList : public moTabuList <TwoOpt>
+  {
+  public :
+
+    bool operator () (const TwoOpt & _move, const Route & _route) ;
+
+    void add (const TwoOpt & _move, const Route & _route) ;
+
+    void update () ;
+
+    void init () ;
+
+  private :
+
+    std :: vector <std :: vector <unsigned> > tabu_span ;
+
+  } ;
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/AUTHORS b/tags/paradiseo1.4-beta/paradiseo-peo/AUTHORS
new file mode 100644
index 000000000..7c66563a7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/AUTHORS
@@ -0,0 +1,3 @@
+Alexandru-Adrian Tantar
+Clive Canape
+Sébastien Cahon
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/CMakeLists.txt
new file mode 100644
index 000000000..f22c8d5b6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/CMakeLists.txt
@@ -0,0 +1,72 @@
+CMAKE_MINIMUM_REQUIRED(VERSION 2.6)
+
+##########################################################################################################################################
+### 0) If you want to set your own variables in peo-conf.cmake and avoid the cmd line
+##########################################################################################################################################
+
+INCLUDE(peo-conf.cmake OPTIONAL)
+
+##########################################################################################################################################
+
+
+######################################################################################
+### 1) Preliminary checking
+######################################################################################
+
+# check libxml2
+FIND_PROGRAM(XML2_CONFIG_PROGRAM NAMES xml2-config  PATHS /usr/local/bin /usr/bin  DOC "The libxml2 (www.xmlsoft.org) configuration tool")
+
+#IF(NOT XML2_CONFIG_PROGRAM)
+	#MESSAGE(FATAL_ERROR "Libxml2 cannot be found on your system. Libxml2 is required for ParadisEO-PEO install")
+#ENDIF(NOT XML2_CONFIG_PROGRAM)
+
+# set libxml2 cflags in XML2_CFLAGS
+EXECUTE_PROCESS(COMMAND ${XML2_CONFIG_PROGRAM} --cflags  OUTPUT_VARIABLE XML2_CFLAGS OUTPUT_STRIP_TRAILING_WHITESPACE)	  
+
+# set libxml2 libs in XML2_LIBSINCLUDE(FindLibXml2)
+EXECUTE_PROCESS(COMMAND ${XML2_CONFIG_PROGRAM} --libs  OUTPUT_VARIABLE XML2_LIBS)	
+
+IF(${CMAKE_MAJOR_VERSION} EQUAL 2 AND ${CMAKE_MINOR_VERSION} GREATER 4)
+  STRING(STRIP ${XML2_LIBS} XML2_LIBS)
+ELSEIF(${CMAKE_MAJOR_VERSION} EQUAL 2 AND ${CMAKE_MINOR_VERSION} EQUAL 4)
+  STRING(REGEX REPLACE "^ " "" XML2_LIBS ${XML2_LIBS})
+  STRING(REGEX REPLACE "( +)$" "" XML2_LIBS ${XML2_LIBS})
+ENDIF(${CMAKE_MAJOR_VERSION} EQUAL 2 AND ${CMAKE_MINOR_VERSION} GREATER 4)
+
+
+######################################################################################
+
+
+##########################################################################################################################################
+### 2) Project properties
+##########################################################################################################################################
+
+# set the project name
+PROJECT(ParadisEO-PEO)
+
+SET(PACKAGE_BUGREPORT "paradiseo-help@lists.gforge.inria.fr" CACHE STRING "Package bug report" FORCE)
+SET(PACKAGE_NAME "ParadisEO-PEO - Parallel and distributed Evolving Objects" CACHE STRING "Package name" FORCE)
+SET(PACKAGE_STRING "ParadisEO-PEO 1.3" CACHE STRING "PEO Package string full name" FORCE)
+SET(PACKAGE_VERSION "1.3" CACHE STRING "Package version" FORCE)
+SET(GLOBAL_VERSION "1.3" CACHE STRING "Global version" FORCE)
+SET(VERSION "1.3" CACHE STRING "Version" FORCE)
+##########################################################################################################################################
+
+
+##########################################################################################################################################
+### 3) Include the common CMake configuration
+##########################################################################################################################################
+
+# The "config" variable must be provided on the command line
+IF(NOT DEFINED config OR NOT config)
+  MESSAGE(FATAL_ERROR  "The \"config\" variable must be set on the command line to 
+  						give the path of the install configuration file. ")
+ENDIF(NOT DEFINED config OR NOT config)
+
+# Need the config file whose full path is given thanks to the "config" variable
+INCLUDE(${config})
+##########################################################################################################################################
+
+
+
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/CTestConfig.cmake b/tags/paradiseo1.4-beta/paradiseo-peo/CTestConfig.cmake
new file mode 100644
index 000000000..465d208d6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/CTestConfig.cmake
@@ -0,0 +1,7 @@
+set(CTEST_PROJECT_NAME "ParadisEO")
+set(CTEST_NIGHTLY_START_TIME "00:00:00 EST")
+
+set(CTEST_DROP_METHOD "http")
+set(CTEST_DROP_SITE "cdash.inria.fr")
+set(CTEST_DROP_LOCATION "/CDash/submit.php?project=ParadisEO")
+set(CTEST_DROP_SITE_CDASH TRUE)
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/README b/tags/paradiseo1.4-beta/paradiseo-peo/README
new file mode 100755
index 000000000..d74cb5d67
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/README
@@ -0,0 +1,76 @@
+                PARADISEO-PEO README FILE
+=======================================================================
+         check latest news at http://paradiseo.gforge.inria.fr/
+=======================================================================
+
+Welcome to ParadisEO-PEO, the Parallel Evolving Objects library.
+The latest news about ParadisEO-PEO can be found on the gforge repository at
+http://paradiseo.gforge.inria.fr/
+In case of any problem, please e-mail us at
+paradiseo-help@lists.gforge.inria.fr
+
+
+=======================================================================
+                        BUILDING PARADISEO-PEO
+=======================================================================
+The basic installation procedure goes the following.
+
+To compile paradiseo-peo in the default directory,
+go to paradiseo-peo/build/ and run:
+    > cmake ../ -Dconfig=<path to the install.cmake file>
+    > make
+    // for an easy-use of the provided lessons
+    > make install
+    // optional (if the documentation is not already available)
+    > make doc
+
+To compile paradiseo-peo anywhere else, simply run:
+    > cmake $(PEO) -Dconfig=<path to the install.cmake file>
+    > make
+    // for an easy-use of the provided lessons
+    > make install
+    // optional (if the documentation is not already available)
+    > make doc
+
+To clean everything, simply run
+    > make clean
+
+
+===================================================================
+                       DIRECTORY STRUCTURE
+===================================================================
+After unpacking the archive file, you should end up with the following
+structure:
+
+.../                     The main PARADISEO-PEO directory, created when unpacking.
+   |
+   +-- build             BUILD directory that contains libraries and executable files.
+   |
+   +-- src               SOURCE directory Contains most PARADISEO-PEO .h files. 
+   |   
+   +-- doc               DOCUMENTATION directory (generated by Doxygen).
+   |   |
+   |   +- html           HTML files - start at index.html. 
+   |   |
+   |   +- latex          latex files - use to generate Postcript doc.
+   |   |
+   |   +- man            Unix man format documentation.
+   |
+   |
+   +-- tutorial          APPLICATIONS
+       |
+       +-- examples      TSP
+       |
+       +-- Lesson1       Parallel evaluation for EA and PSO
+       |
+       +-- Lesson2       Parallel transformation (crossover + mutation) for EA
+       |
+       +-- Lesson3       Insular model for PSO and EA
+       |
+       +-- Lesson4       Hybridization
+
+===================================================================
+              NOTES
+===================================================================
+
+Mailing list : paradiseo-help@lists.gforge.inria.fr
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/doc/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/doc/CMakeLists.txt
new file mode 100644
index 000000000..5934e8857
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/doc/CMakeLists.txt
@@ -0,0 +1,26 @@
+
+##########################################################################################
+### PEO Doc generation using Doxygen
+##########################################################################################
+
+IF (DOXYGEN_FOUND)
+
+	SET(DOC_DIR ${CMAKE_BINARY_DIR}/doc CACHE PATH "PEO documentation directory")
+	SET(PEO_DOC_CONFIG_FILE "peo.doxyfile" CACHE PATH "PEO documentation configuration file")
+		# define the doc target
+	IF (DOXYGEN_EXECUTABLE)
+	    	ADD_CUSTOM_TARGET(doc
+	        COMMAND ${DOXYGEN_EXECUTABLE} ${PEO_DOC_CONFIG_FILE}
+	        WORKING_DIRECTORY ${CMAKE_CURRENT_BINARY_DIR}
+	    )
+	ENDIF (DOXYGEN_EXECUTABLE)
+	
+	# configure doxyfile file
+	CONFIGURE_FILE("${CMAKE_SOURCE_DIR}/doc/${PEO_DOC_CONFIG_FILE}.cmake"
+	               "${CMAKE_BINARY_DIR}/doc/${PEO_DOC_CONFIG_FILE}")
+
+ELSE (DOXYGEN_FOUND)
+	MESSAGE(STATUS "Unable to generate the documentation, Doxygen package not found")	
+ENDIF (DOXYGEN_FOUND)
+
+##########################################################################################
\ No newline at end of file
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/doc/peo.doxyfile.cmake b/tags/paradiseo1.4-beta/paradiseo-peo/doc/peo.doxyfile.cmake
new file mode 100644
index 000000000..3ce2bd9c0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/doc/peo.doxyfile.cmake
@@ -0,0 +1,239 @@
+# Doxyfile 1.4.7
+
+#---------------------------------------------------------------------------
+# Project related configuration options
+#---------------------------------------------------------------------------
+PROJECT_NAME           = @PACKAGE_NAME@
+PROJECT_NUMBER         = @PACKAGE_VERSION@
+OUTPUT_DIRECTORY       = @CMAKE_BINARY_DIR@/doc
+CREATE_SUBDIRS         = NO
+OUTPUT_LANGUAGE        = English
+USE_WINDOWS_ENCODING   = NO
+BRIEF_MEMBER_DESC      = YES
+REPEAT_BRIEF           = YES
+ABBREVIATE_BRIEF       = "The $name class" \
+                         "The $name widget" \
+                         "The $name file" \
+                         is \
+                         provides \
+                         specifies \
+                         contains \
+                         represents \
+                         a \
+                         an \
+                         the
+ALWAYS_DETAILED_SEC    = NO
+INLINE_INHERITED_MEMB  = NO
+FULL_PATH_NAMES        = NO
+STRIP_FROM_PATH        = @CMAKE_SOURCE_DIR@
+STRIP_FROM_INC_PATH    = 
+SHORT_NAMES            = NO
+JAVADOC_AUTOBRIEF      = YES
+MULTILINE_CPP_IS_BRIEF = NO
+DETAILS_AT_TOP         = NO
+INHERIT_DOCS           = YES
+SEPARATE_MEMBER_PAGES  = NO
+TAB_SIZE               = 8
+ALIASES                = 
+OPTIMIZE_OUTPUT_FOR_C  = NO
+OPTIMIZE_OUTPUT_JAVA   = NO
+BUILTIN_STL_SUPPORT    = NO
+DISTRIBUTE_GROUP_DOC   = NO
+SUBGROUPING            = YES
+#---------------------------------------------------------------------------
+# Build related configuration options
+#---------------------------------------------------------------------------
+EXTRACT_ALL            = NO
+EXTRACT_PRIVATE        = YES
+EXTRACT_STATIC         = YES
+EXTRACT_LOCAL_CLASSES  = YES
+EXTRACT_LOCAL_METHODS  = NO
+HIDE_UNDOC_MEMBERS     = YES
+HIDE_UNDOC_CLASSES     = YES
+HIDE_FRIEND_COMPOUNDS  = NO
+HIDE_IN_BODY_DOCS      = NO
+INTERNAL_DOCS          = NO
+CASE_SENSE_NAMES       = YES
+HIDE_SCOPE_NAMES       = NO
+SHOW_INCLUDE_FILES     = YES
+INLINE_INFO            = YES
+SORT_MEMBER_DOCS       = NO
+SORT_BRIEF_DOCS        = NO
+SORT_BY_SCOPE_NAME     = NO
+GENERATE_TODOLIST      = YES
+GENERATE_TESTLIST      = YES
+GENERATE_BUGLIST       = YES
+GENERATE_DEPRECATEDLIST= YES
+ENABLED_SECTIONS       = 
+MAX_INITIALIZER_LINES  = 30
+SHOW_USED_FILES        = YES
+SHOW_DIRECTORIES       = NO
+FILE_VERSION_FILTER    = 
+#---------------------------------------------------------------------------
+# configuration options related to warning and progress messages
+#---------------------------------------------------------------------------
+QUIET                  = YES
+WARNINGS               = NO
+WARN_IF_UNDOCUMENTED   = NO
+WARN_IF_DOC_ERROR      = YES
+WARN_NO_PARAMDOC       = NO
+WARN_FORMAT            = "$file:$line: $text"
+WARN_LOGFILE           = 
+#---------------------------------------------------------------------------
+# configuration options related to the input files
+#---------------------------------------------------------------------------
+INPUT                  = @CMAKE_SOURCE_DIR@
+FILE_PATTERNS          = *.cpp \
+                         *.h \
+                         NEWS \
+                         README
+RECURSIVE              = YES
+EXCLUDE                = 
+EXCLUDE_SYMLINKS       = NO
+EXCLUDE_PATTERNS       = 
+EXAMPLE_PATH           = 
+EXAMPLE_PATTERNS       = *
+EXAMPLE_RECURSIVE      = NO
+IMAGE_PATH             = 
+INPUT_FILTER           = 
+FILTER_PATTERNS        = 
+FILTER_SOURCE_FILES    = NO
+#---------------------------------------------------------------------------
+# configuration options related to source browsing
+#---------------------------------------------------------------------------
+SOURCE_BROWSER         = YES
+INLINE_SOURCES         = NO
+STRIP_CODE_COMMENTS    = YES
+REFERENCED_BY_RELATION = YES
+REFERENCES_RELATION    = YES
+REFERENCES_LINK_SOURCE = YES
+USE_HTAGS              = NO
+VERBATIM_HEADERS       = YES
+#---------------------------------------------------------------------------
+# configuration options related to the alphabetical class index
+#---------------------------------------------------------------------------
+ALPHABETICAL_INDEX     = YES
+COLS_IN_ALPHA_INDEX    = 3
+IGNORE_PREFIX          = peo
+#---------------------------------------------------------------------------
+# configuration options related to the HTML output
+#---------------------------------------------------------------------------
+GENERATE_HTML          = YES
+HTML_OUTPUT            = html
+HTML_FILE_EXTENSION    = .html
+HTML_HEADER            = 
+HTML_FOOTER            = 
+HTML_STYLESHEET        = 
+HTML_ALIGN_MEMBERS     = YES
+GENERATE_HTMLHELP      = NO
+CHM_FILE               = 
+HHC_LOCATION           = 
+GENERATE_CHI           = NO
+BINARY_TOC             = NO
+TOC_EXPAND             = NO
+DISABLE_INDEX          = NO
+ENUM_VALUES_PER_LINE   = 4
+GENERATE_TREEVIEW      = YES
+TREEVIEW_WIDTH         = 250
+#---------------------------------------------------------------------------
+# configuration options related to the LaTeX output
+#---------------------------------------------------------------------------
+GENERATE_LATEX         = YES
+LATEX_OUTPUT           = latex
+LATEX_CMD_NAME         = latex
+MAKEINDEX_CMD_NAME     = makeindex
+COMPACT_LATEX          = NO
+PAPER_TYPE             = a4wide
+EXTRA_PACKAGES         = 
+LATEX_HEADER           = 
+PDF_HYPERLINKS         = YES
+USE_PDFLATEX           = YES
+LATEX_BATCHMODE        = NO
+LATEX_HIDE_INDICES     = NO
+#---------------------------------------------------------------------------
+# configuration options related to the RTF output
+#---------------------------------------------------------------------------
+GENERATE_RTF           = NO
+RTF_OUTPUT             = rtf
+COMPACT_RTF            = NO
+RTF_HYPERLINKS         = NO
+RTF_STYLESHEET_FILE    = 
+RTF_EXTENSIONS_FILE    = 
+#---------------------------------------------------------------------------
+# configuration options related to the man page output
+#---------------------------------------------------------------------------
+GENERATE_MAN           = YES
+MAN_OUTPUT             = man
+MAN_EXTENSION          = .3
+MAN_LINKS              = NO
+#---------------------------------------------------------------------------
+# configuration options related to the XML output
+#---------------------------------------------------------------------------
+GENERATE_XML           = NO
+XML_OUTPUT             = xml
+XML_SCHEMA             = 
+XML_DTD                = 
+XML_PROGRAMLISTING     = YES
+#---------------------------------------------------------------------------
+# configuration options for the AutoGen Definitions output
+#---------------------------------------------------------------------------
+GENERATE_AUTOGEN_DEF   = NO
+#---------------------------------------------------------------------------
+# configuration options related to the Perl module output
+#---------------------------------------------------------------------------
+GENERATE_PERLMOD       = NO
+PERLMOD_LATEX          = NO
+PERLMOD_PRETTY         = YES
+PERLMOD_MAKEVAR_PREFIX = 
+#---------------------------------------------------------------------------
+# Configuration options related to the preprocessor   
+#---------------------------------------------------------------------------
+ENABLE_PREPROCESSING   = YES
+MACRO_EXPANSION        = NO
+EXPAND_ONLY_PREDEF     = NO
+SEARCH_INCLUDES        = YES
+INCLUDE_PATH           = 
+INCLUDE_FILE_PATTERNS  = 
+PREDEFINED             = 
+EXPAND_AS_DEFINED      = 
+SKIP_FUNCTION_MACROS   = YES
+#---------------------------------------------------------------------------
+# Configuration::additions related to external references   
+#---------------------------------------------------------------------------
+TAGFILES               = @EO_BIN_DIR@/doc/eo.doxytag=http://eodev.sourceforge.net/eo/doc/html	\
+                         @MO_BIN_DIR@/doc/mo.doxytag=@MO_BIN_DIR@/doc/html
+GENERATE_TAGFILE       = @CMAKE_BINARY_DIR@/doc/peo.doxytag
+ALLEXTERNALS           = NO
+EXTERNAL_GROUPS        = YES
+PERL_PATH              = /usr/bin/perl
+#---------------------------------------------------------------------------
+# Configuration options related to the dot tool   
+#---------------------------------------------------------------------------
+CLASS_DIAGRAMS         = YES
+HIDE_UNDOC_RELATIONS   = YES
+HAVE_DOT               = NO
+CLASS_GRAPH            = YES
+COLLABORATION_GRAPH    = YES
+GROUP_GRAPHS           = YES
+UML_LOOK               = NO
+TEMPLATE_RELATIONS     = NO
+INCLUDE_GRAPH          = YES
+INCLUDED_BY_GRAPH      = YES
+CALL_GRAPH             = NO
+CALLER_GRAPH           = NO
+GRAPHICAL_HIERARCHY    = YES
+DIRECTORY_GRAPH        = YES
+DOT_IMAGE_FORMAT       = png
+DOT_PATH               = 
+DOTFILE_DIRS           = 
+MAX_DOT_GRAPH_WIDTH    = 1024
+MAX_DOT_GRAPH_HEIGHT   = 1024
+MAX_DOT_GRAPH_DEPTH    = 0
+DOT_TRANSPARENT        = NO
+DOT_MULTI_TARGETS      = NO
+GENERATE_LEGEND        = YES
+DOT_CLEANUP            = YES
+#---------------------------------------------------------------------------
+# Configuration::additions related to the search engine   
+#---------------------------------------------------------------------------
+SEARCHENGINE           = YES
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/peo-conf.cmake b/tags/paradiseo1.4-beta/paradiseo-peo/peo-conf.cmake
new file mode 100644
index 000000000..ba4c4c037
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/peo-conf.cmake
@@ -0,0 +1,24 @@
+
+######################################################################################
+######################################################################################
+###  In this file, you can specify many CMake variables used to build paradisEO-PEO.
+######################################################################################
+######################################################################################
+
+
+######################################################################################
+### 1) OPTIONNAL 
+######################################################################################
+
+# SET (MYVAR MYVALUE)
+
+######################################################################################
+
+
+#####################################################################################
+### 2) OPTIONNAL - Overwrite subdirs
+######################################################################################
+
+# SUBDIRS(doc tutorial)
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/src/CMakeLists.txt
new file mode 100644
index 000000000..9752fb783
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/CMakeLists.txt
@@ -0,0 +1,9 @@
+
+######################################################################################
+### 1) Where must cmake go now ?
+######################################################################################
+
+ADD_SUBDIRECTORY(core)
+ADD_SUBDIRECTORY(rmc)
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/CMakeLists.txt
new file mode 100644
index 000000000..04cad69fd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/CMakeLists.txt
@@ -0,0 +1,48 @@
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${MOEO_SRC_DIR}/src)
+######################################################################################
+
+
+######################################################################################
+### 2) Define your target(s): just the peo library here
+######################################################################################
+
+SET(CORE_LIB_OUTPUT_PATH ${ParadisEO-PEO_BINARY_DIR}/lib)
+SET(LIBRARY_OUTPUT_PATH ${CORE_LIB_OUTPUT_PATH})
+
+SET (CORE_SOURCES 	peo_init.cpp
+					peo_fin.cpp 
+					peo_run.cpp 
+					peo_param.cpp 
+					peo_debug.cpp 
+					thread.cpp 
+					reac_thread.cpp 
+					service.cpp 
+					runner.cpp 
+					communicable.cpp 
+					topology.cpp 
+					ring_topo.cpp
+					star_topo.cpp
+					random_topo.cpp
+					complete_topo.cpp)
+
+
+
+ADD_LIBRARY(peo STATIC ${CORE_SOURCES})
+
+######################################################################################
+
+
+######################################################################################
+### 3) Optionnal: define your target(s)'s version: no effect for windows
+######################################################################################
+
+SET(CORE_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(peo PROPERTIES VERSION "${CORE_VERSION}")
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/communicable.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/communicable.cpp
new file mode 100644
index 000000000..382973f93
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/communicable.cpp
@@ -0,0 +1,111 @@
+/*
+* <communicable.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <vector>
+#include <map>
+#include <cassert>
+
+#include "communicable.h"
+
+static std :: vector <Communicable *> key_to_comm (1); /* Vector of registered cooperators */
+
+static std :: map <const Communicable *, unsigned> comm_to_key; /* Map of registered cooperators */
+
+unsigned Communicable :: num_comm = 0;
+
+
+Communicable :: Communicable ()
+{
+
+  comm_to_key [this] = key = ++ num_comm;
+  key_to_comm.push_back (this);
+  sem_init (& sem_lock, 0, 1);
+  sem_init (& sem_stop, 0, 0);
+}
+
+Communicable :: ~ Communicable ()
+{
+}
+
+COMM_ID Communicable :: getKey ()
+{
+
+  return key;
+}
+
+Communicable * getCommunicable (COMM_ID __key)
+{
+
+  assert (__key < key_to_comm.size ());
+  return key_to_comm [__key];
+}
+
+COMM_ID getKey (const Communicable * __comm)
+{
+
+  return comm_to_key [__comm];
+}
+
+void Communicable :: lock ()
+{
+
+  sem_wait (& sem_lock);
+}
+
+void Communicable :: unlock ()
+{
+
+  sem_post (& sem_lock);
+}
+
+void Communicable :: stop ()
+{
+  sem_wait (& sem_stop);
+}
+
+void Communicable :: resume ()
+{
+
+  sem_post (& sem_stop);
+}
+
+void initCommunicableEnv ()
+{
+
+  key_to_comm.resize (1);
+  comm_to_key.clear ();
+  Communicable :: num_comm = 0;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/communicable.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/communicable.h
new file mode 100644
index 000000000..6f05cad45
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/communicable.h
@@ -0,0 +1,79 @@
+/*
+* <communicable.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __communicable_h
+#define __communicable_h
+
+#include <semaphore.h>
+
+
+typedef unsigned COMM_ID;
+
+class Communicable
+  {
+
+  public :
+
+    Communicable ();
+
+    virtual ~ Communicable ();
+
+    COMM_ID getKey ();
+
+    void lock (); /* It suspends the current process if the semaphore is locked */
+    void unlock (); /* It unlocks the shared semaphore */
+
+    void stop (); /* It suspends the current process */
+    void resume (); /* It resumes ___________ */
+
+  public :
+
+    static unsigned num_comm;
+
+  protected :
+
+    COMM_ID key;
+
+    sem_t sem_lock;
+
+    sem_t sem_stop;
+  };
+
+extern void initCommunicableEnv ();
+
+extern Communicable * getCommunicable (COMM_ID __key);
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/complete_topo.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/complete_topo.cpp
new file mode 100644
index 000000000..408e64b58
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/complete_topo.cpp
@@ -0,0 +1,56 @@
+/*
+* <complete_topo.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <cassert>
+#include "complete_topo.h"
+
+void CompleteTopology :: setNeighbors (Cooperative * __mig,
+                                       std :: vector <Cooperative *> & __from,
+                                       std :: vector <Cooperative *> & __to)
+{
+
+  __from.clear () ;
+  __to.clear () ;
+
+  for (unsigned i = 0; i < mig.size (); i ++)
+    {
+      if (mig [i] != __mig)
+        {
+          __from.push_back (mig [i]);
+          __to.push_back (mig [i]);
+        }
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/complete_topo.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/complete_topo.h
new file mode 100644
index 000000000..f5513ea20
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/complete_topo.h
@@ -0,0 +1,52 @@
+/*
+* <complete_topo.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __complete_topo_h
+#define __complete_topo_h
+
+#include "topology.h"
+
+class CompleteTopology : public Topology
+  {
+
+  public :
+
+    void setNeighbors (Cooperative * __mig,
+                       std :: vector <Cooperative *> & __from,
+                       std :: vector <Cooperative *> & __to);
+  };
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/cooperative.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/cooperative.h
new file mode 100644
index 000000000..c103739b3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/cooperative.h
@@ -0,0 +1,81 @@
+/*
+* <cooperative.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __cooperative_h
+#define __cooperative_h
+
+#include <vector>
+#include "communicable.h"
+#include "runner.h"
+
+typedef unsigned COOP_ID;
+
+class Cooperative : public Communicable
+  {
+
+  public :
+
+    Runner * getOwner ();
+
+    void setOwner (Runner & __runner);
+
+    virtual void pack () = 0;
+
+    virtual void unpack () = 0;
+
+    virtual void packSynchronizeReq () = 0;
+
+    void send (Cooperative * __coop);
+
+    void synchronizeCoopEx ();
+
+    virtual void notifySending ();
+
+    virtual void notifyReceiving ();
+
+    virtual void notifySendingSyncReq ();
+
+    virtual void notifySynchronized ();
+
+  private :
+
+    Runner * owner;
+
+  };
+
+extern Cooperative * getCooperative (COOP_ID __key);
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/eoPop_mesg.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/eoPop_mesg.h
new file mode 100644
index 000000000..a8645cedd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/eoPop_mesg.h
@@ -0,0 +1,83 @@
+/*
+* <eoPop_comm.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __eoPop_mesg_h
+#define __eoPop_mesg_h
+
+#include <eoPop.h>
+
+#include "messaging.h"
+
+
+template <class EOT> void pack (eoPop <EOT> & __pop)
+{
+
+  pack ((unsigned) __pop.size ());
+  for (unsigned i = 0; i < __pop.size (); i ++)
+    pack (__pop [i]);
+}
+
+template <class EOT> void unpack (eoPop <EOT> & __pop)
+{
+
+  unsigned n;
+
+  unpack (n);
+  __pop.resize (n);
+  for (unsigned i = 0; i < n; i ++)
+    unpack (__pop [i]);
+}
+
+template <class MOEOT> void pack (moeoArchive < MOEOT > & __pop)
+{
+
+  pack ((unsigned) __pop.size ());
+  for (unsigned i = 0; i < __pop.size (); i ++)
+    pack (__pop [i]);
+}
+
+template <class MOEOT> void unpack (moeoArchive < MOEOT > & __pop)
+{
+
+  unsigned n;
+
+  unpack (n);
+  __pop.resize (n);
+  for (unsigned i = 0; i < n; i ++)
+    unpack (__pop [i]);
+}
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/eoVector_mesg.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/eoVector_mesg.h
new file mode 100644
index 000000000..7ac61d4aa
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/eoVector_mesg.h
@@ -0,0 +1,244 @@
+/*
+* <eoVector_comm.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __eoVector_mesg_h
+#define __eoVector_mesg_h
+
+#include <eoVector.h>
+
+#include <core/moeoVector.h>
+#include <core/moeoObjectiveVector.h>
+
+#include "messaging.h"
+
+ 
+
+template <class F, class T> void pack (const eoVector <F, T> & __v)
+{
+
+  if (__v.invalid())
+    {
+      pack((unsigned)0);
+    }
+  else
+    {
+      pack((unsigned)1);
+      pack (__v.fitness ());
+    }
+
+  unsigned len = __v.size ();
+  pack (len);
+  for (unsigned i = 0 ; i < len; i ++)
+    pack (__v [i]);
+}
+
+template <class F, class T> void unpack (eoVector <F, T> & __v)
+{
+
+  unsigned valid;
+  unpack(valid);
+
+  if (! valid)
+    {
+      __v.invalidate();
+    }
+  else
+    {
+      F fit;
+      unpack (fit);
+      __v.fitness (fit);
+    }
+
+  unsigned len;
+  unpack (len);
+  __v.resize (len);
+  for (unsigned i = 0 ; i < len; i ++)
+    unpack (__v [i]);
+}
+
+template <class F, class T, class V> void pack (const eoVectorParticle <F, T, V> & __v)
+{
+
+  if (__v.invalid())
+    {
+      pack((unsigned)0);
+    }
+  else
+    {
+      pack((unsigned)1);
+      pack (__v.fitness ());
+      pack (__v.best());
+    }
+
+  unsigned len = __v.size ();
+  pack (len);
+  for (unsigned i = 0 ; i < len; i ++)
+    pack (__v [i]);
+  for (unsigned i = 0 ; i < len; i ++)
+    pack (__v.bestPositions[i]);
+  for (unsigned i = 0 ; i < len; i ++)
+    pack (__v.velocities[i]);
+}
+
+
+
+template <class F, class T, class V> void unpack (eoVectorParticle <F, T, V> & __v)
+{
+
+  unsigned valid;
+  unpack(valid);
+
+  if (! valid)
+    {
+      __v.invalidate();
+    }
+  else
+    {
+      F fit;
+      unpack (fit);
+      __v.fitness (fit);
+      unpack(fit);
+      __v.best(fit);
+
+    }
+  unsigned len;
+  unpack (len);
+  __v.resize (len);
+  for (unsigned i = 0 ; i < len; i ++)
+    unpack (__v [i]);
+  for (unsigned i = 0 ; i < len; i ++)
+    unpack (__v.bestPositions[i]);
+  for (unsigned i = 0 ; i < len; i ++)
+    unpack (__v.velocities[i]);
+}
+
+
+template <class Traits, class Type> void unpack (moeoObjectiveVector<Traits,Type>  _objVec)
+{
+  unsigned int len; 
+
+  unpack (len);
+  _objVec.resize(len);
+  for (unsigned i = 0 ; i < len; i ++)
+        unpack (_objVec[i]);
+}
+
+
+template <class Traits, class Type> void pack (const moeoObjectiveVector<Traits,Type> & _objVec)
+{
+      unsigned int len = _objVec.nObjectives();
+      pack(len);
+      for (unsigned i=0; i<len; i++)
+        pack(_objVec[i]);
+
+}
+
+
+template <class F, class T, class V, class W> void pack (moeoVector <F,T,V,W> &_v)
+{
+  if (_v.invalid())
+    pack((unsigned)0);
+  else
+    {
+      pack((unsigned)1);
+      pack (_v.fitness ());
+    }
+  if (_v.invalidDiversity())
+    pack((unsigned)0);
+  else
+    {
+      pack((unsigned)1);
+      pack(_v.diversity());
+    }
+  unsigned len = _v.size ();
+  pack (len);
+  for (unsigned i = 0 ; i < len; i ++)
+    pack (_v[i]);
+  if (_v.invalidObjectiveVector())
+    pack((unsigned)0);
+  else
+    {
+      pack((unsigned)1);
+      F object;
+      object=_v.objectiveVector();
+      len=object.nObjectives();
+      pack (len);
+      for (unsigned i = 0 ; i < len; i ++)
+        pack (object[i]);
+    }
+}
+
+template <class F, class T, class V, class W> void unpack (moeoVector <F,T,V,W> &_v)
+{
+  unsigned valid;
+  unpack(valid);
+  if (! valid)
+    _v.invalidate();
+  else
+    {
+      T fit;
+      unpack (fit);
+      _v.fitness (fit);
+    }
+  unpack(valid);
+  if (! valid)
+    _v.invalidateDiversity();
+  else
+    {
+      V diver;
+      unpack(diver);
+      _v.diversity(diver);
+    }
+  unsigned len;
+  unpack (len);
+  _v.resize (len);
+  for (unsigned i = 0 ; i < len; i ++)
+    unpack (_v [i]);
+  unpack(valid);
+  if (! valid)
+    _v.invalidateObjectiveVector();
+  else
+    {
+      F object;
+      unpack (len);
+      object.resize(len);
+      for (unsigned i = 0 ; i < len; i ++)
+        unpack (object[i]);
+      _v.objectiveVector(object);
+    }
+}
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/messaging.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/messaging.h
new file mode 100644
index 000000000..0623f67ca
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/messaging.h
@@ -0,0 +1,145 @@
+/*
+* <messaging.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __mess_h
+#define __mess_h
+
+#include <utility>
+#include <string>
+
+/* Char */
+extern void pack (const char & __c);
+
+/* Boolean */
+extern void pack (const bool & __b, int __nitem = 1);
+
+/* Float */
+extern void pack (const float & __f, int __nitem = 1);
+
+/* Double */
+extern void pack (const double & __d, int __nitem = 1);
+
+/* Integer */
+extern void pack (const int & __i, int __nitem = 1);
+
+/* Unsigned int. */
+extern void pack (const unsigned int & __ui, int __nitem = 1);
+
+/* Short int. */
+extern void pack (const short & __sh, int __nitem = 1);
+
+/* Unsigned short */
+extern void pack (const unsigned short & __ush, int __nitem = 1);
+
+/* Long */
+extern void pack (const long & __l, int __nitem = 1);
+
+/* Unsigned long */
+extern void pack (const unsigned long & __ul, int __nitem = 1);
+
+/* String */
+extern void pack (const char * __str);
+extern void pack (const std::string & __str);
+
+/* Pointer */
+template <class T> void pack (const T * __ptr)
+{
+
+  pack ((unsigned long) __ptr);
+}
+
+/* Pair */
+template <class U, class V> void pack (const std :: pair <U, V> & __pair)
+{
+
+  pack (__pair.first);
+  pack (__pair.second);
+}
+
+
+
+/* Char */
+extern void unpack (char & __c);
+
+/* Boolean */
+extern void unpack (bool & __b, int __nitem = 1);
+
+/* Float */
+extern void unpack (float & __f, int __nitem = 1);
+
+/* Double */
+extern void unpack (double & __d, int __nitem = 1);
+
+/* Integer */
+extern void unpack (int & __i, int __nitem = 1);
+
+/* Unsigned int. */
+extern void unpack (unsigned int & __ui, int __nitem = 1);
+
+/* Short int. */
+extern void unpack (short & __sh, int __nitem = 1);
+
+/* Unsigned short */
+extern void unpack (unsigned short & __ush, int __nitem = 1);
+
+/* Long */
+extern void unpack (long & __l, int __nitem = 1);
+
+/* Unsigned long */
+extern void unpack (unsigned long & __ul, int __nitem = 1);
+
+/* String */
+extern void unpack (char * __str);
+extern void unpack (std::string & __str);
+
+/* Pointer */
+template <class T> void unpack (T * & __ptr)
+{
+
+  unsigned long p;
+  unpack (p);
+  __ptr = (T *) p;
+}
+
+/* Pair */
+template <class U, class V> void unpack (std :: pair <U, V> & __pair)
+{
+
+  unpack (__pair.first);
+  unpack (__pair.second);
+}
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peoAbstractDefs.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peoAbstractDefs.h
new file mode 100755
index 000000000..b9fa96c2c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peoAbstractDefs.h
@@ -0,0 +1,289 @@
+/*
+* <peoAbstractDefs.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Alexandru-Adrian TANTAR 
+*
+* 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
+*
+*/
+
+#if !defined __peoAbstractDefs_h
+#define __peoAbstractDefs_h
+
+
+#include <queue>
+
+#include "core/messaging.h"
+
+
+
+template < typename Type > struct Entity;
+
+struct AbstractEntity
+  {
+
+    virtual ~AbstractEntity() {}
+
+    template < typename EntityType > operator EntityType& ()
+    {
+
+      return ( reinterpret_cast< Entity< EntityType >& >( *this ) ).entity;
+    }
+  };
+
+struct AbstractFunctor : virtual public AbstractEntity
+  {
+
+    virtual ~AbstractFunctor() {}
+
+    virtual void operator()() {}
+  };
+
+struct AbstractUnaryFunctor : virtual public AbstractEntity
+  {
+
+    virtual ~AbstractUnaryFunctor() {}
+
+    virtual void operator()( AbstractEntity& dataEntity ) {}
+  };
+
+struct AbstractBinaryFunctor : virtual public AbstractEntity
+  {
+
+    virtual ~AbstractBinaryFunctor() {}
+
+    virtual void operator()( AbstractEntity& dataEntityA, AbstractEntity& dataEntityB ) {};
+  };
+
+
+
+template < typename EntityType > struct Entity : virtual public AbstractEntity
+  {
+
+    Entity( EntityType& externalEntityRef ) : entity( externalEntityRef ) {}
+
+    EntityType& entity;
+  };
+
+template < typename FunctorType, typename DataType > struct FunctorEx : public Entity< DataType >, public AbstractFunctor
+  {
+
+    FunctorEx( FunctorType& externalFunctorRef, DataType& externalDataRef )
+        : externalFunctor( externalFunctorRef ), Entity< DataType >( externalDataRef ) {}
+
+    void operator()()
+    {
+
+      externalFunctor( Entity< DataType > :: entity );
+    }
+
+    FunctorType& externalFunctor;
+  };
+
+template < typename FunctorType > struct FunctorEx< FunctorType, void > : public Entity< AbstractEntity >, public AbstractFunctor
+  {
+
+    FunctorEx( FunctorType& externalFunctorRef )
+        : externalFunctor( externalFunctorRef ), Entity< AbstractEntity >( *this ) {}
+
+    void operator()()
+    {
+
+      externalFunctor();
+    }
+
+    FunctorType& externalFunctor;
+  };
+
+template < typename ReturnType, typename DataType > struct FnFunctorEx
+      : public Entity< DataType >, public AbstractFunctor
+  {
+
+    FnFunctorEx( ReturnType (*externalFunctorRef)( DataType& ),  DataType& externalDataRef )
+        : externalFunctor( externalFunctorRef ), Entity< DataType >( externalDataRef ) {}
+
+    void operator()()
+    {
+
+      externalFunctor( Entity< DataType > :: entity );
+    }
+
+    ReturnType (*externalFunctor)( DataType& );
+  };
+
+template < typename ReturnType > struct FnFunctorEx< ReturnType, void >
+      : public Entity< AbstractEntity >, public AbstractFunctor
+  {
+
+    FnFunctorEx( ReturnType (*externalFunctorRef)() )
+        : externalFunctor( externalFunctorRef ), Entity< AbstractEntity >( *this ) {}
+
+    void operator()()
+    {
+
+      externalFunctor();
+    }
+
+    ReturnType (*externalFunctor)();
+  };
+
+
+
+template < typename FunctorType > struct UnaryFunctor : public Entity< FunctorType >, public AbstractUnaryFunctor
+  {
+
+    UnaryFunctor( FunctorType& externalFunctorRef ) : Entity< FunctorType >( externalFunctorRef ) {}
+
+    void operator()( AbstractEntity& dataEntity )
+    {
+
+      Entity< FunctorType > :: entity( dataEntity );
+    }
+  };
+
+template < typename ReturnType, typename DataType > struct UnaryFnFunctor
+      : public Entity< AbstractEntity >, public AbstractUnaryFunctor
+  {
+
+    UnaryFnFunctor( ReturnType (*externalFnRef)( DataType& ) ) : Entity< AbstractEntity >( *this ), externalFn( externalFnRef )
+    {
+    }
+
+    void operator()( AbstractEntity& dataEntity )
+    {
+
+      externalFn( dataEntity );
+    }
+
+    ReturnType (*externalFn)( DataType& );
+  };
+
+template < typename FunctorType > struct BinaryFunctor : public Entity< FunctorType >, public AbstractBinaryFunctor
+  {
+
+    BinaryFunctor( FunctorType& externalFunctorRef ) : Entity< FunctorType >( externalFunctorRef ) {}
+
+    void operator()( AbstractEntity& dataEntityA, AbstractEntity& dataEntityB )
+    {
+
+      Entity< FunctorType > :: entity( dataEntityA, dataEntityB );
+    }
+  };
+
+struct AbstractMsgTransferQueue : virtual public AbstractEntity
+  {
+
+    virtual ~AbstractMsgTransferQueue() {}
+
+    virtual void pushMessage() {}
+    virtual void popMessage() {}
+
+    virtual bool empty()
+    {
+      return true;
+    }
+
+    virtual void packMessage() {}
+    virtual void unpackMessage() {}
+  };
+
+template < typename EntityType > struct MsgTransferQueue : public Entity< EntityType >, public AbstractMsgTransferQueue
+  {
+
+    MsgTransferQueue( EntityType& externalDataRef )
+        : Entity< EntityType >( externalDataRef )
+    {
+
+      aggregationFunctor = new BinaryFunctor< AssignmentFunctor >( assignmentFunctor );
+    }
+
+    template < typename FunctorType >
+    MsgTransferQueue( EntityType& externalDataRef, FunctorType& externalFunctorRef )
+        : Entity< EntityType >( externalDataRef )
+    {
+
+      aggregationFunctor = new BinaryFunctor< FunctorType >( externalFunctorRef );
+    }
+
+    ~MsgTransferQueue()
+    {
+      delete aggregationFunctor;
+    }
+
+    void pushMessage()
+    {
+
+      transferQueue.push( Entity< EntityType > :: entity );
+    }
+
+    void popMessage()
+    {
+
+      Entity< EntityType > message( transferQueue.front() );
+      aggregationFunctor->operator()( *this, message );
+
+      transferQueue.pop();
+    }
+
+    bool empty()
+    {
+      return transferQueue.empty();
+    }
+
+    void packMessage()
+    {
+
+      pack( transferQueue.front() );
+      transferQueue.pop();
+    }
+
+    void unpackMessage()
+    {
+
+      EntityType transferredData;
+      unpack( transferredData );
+      transferQueue.push( transferredData );
+    }
+
+    struct AssignmentFunctor
+      {
+        void operator()( EntityType& A, EntityType& B )
+        {
+          A = B;
+        }
+      } assignmentFunctor;
+
+    std::queue< EntityType > transferQueue;
+    AbstractBinaryFunctor* aggregationFunctor;
+  };
+
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_debug.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_debug.cpp
new file mode 100644
index 000000000..8badb1628
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_debug.cpp
@@ -0,0 +1,117 @@
+/*
+* <peo_debug.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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_debug.h"
+
+#include <stdio.h>
+#include <time.h>
+#include <unistd.h>
+#include <string.h>
+#include <sys/types.h>
+#include <sys/stat.h>
+#include <vector>
+
+#include "peo_debug.h"
+
+#define MAX_BUFF_SIZE 1000
+
+#define DEBUG_PATH "./log/"
+
+
+static bool debug = false;
+
+static char host [MAX_BUFF_SIZE];
+
+std :: vector <FILE *> files;
+
+
+void setDebugMode (bool __dbg)
+{
+
+  debug = __dbg;
+  gethostname (host, MAX_BUFF_SIZE);
+}
+
+extern int getNodeRank ();
+
+void initDebugging ()
+{
+
+  mkdir (DEBUG_PATH, S_IRWXU);
+  //  files.push_back (stdout);
+  char buff [MAX_BUFF_SIZE];
+  sprintf (buff, "%s/%d", DEBUG_PATH, getNodeRank ());
+  files.push_back (fopen (buff, "w"));
+}
+
+void endDebugging ()
+{
+
+  for (unsigned i = 0; i < files.size (); i ++)
+    if (files [i] != stdout)
+      fclose (files [i]);
+  files.clear();
+}
+
+void printDebugMessage (const char * __mess)
+{
+
+  if (debug)
+    {
+
+      char buff [MAX_BUFF_SIZE];
+      char localTime [MAX_BUFF_SIZE];
+      time_t t = time (0);
+
+      /* Date */
+      strcpy( localTime, ctime (& t) );
+      localTime[ strlen( localTime )-1 ] = ']';
+      sprintf (buff, "[%s][%s: ", host, localTime );
+
+      for (unsigned i = 0; i < files.size (); i ++)
+        fprintf (files [i],"%s" ,buff);
+
+      /* Message */
+      sprintf (buff, "%s", __mess);
+
+      for (unsigned i = 0; i < files.size (); i ++)
+        {
+          fputs (buff, files [i]);
+          fputs ("\n", files [i]);
+          fflush (files [i]);
+        }
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_debug.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_debug.h
new file mode 100644
index 000000000..bd5507d98
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_debug.h
@@ -0,0 +1,50 @@
+/*
+* <peo_debug.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peo_debug_h
+#define __peo_debug_h
+
+extern void initDebugging ();
+
+extern void endDebugging ();
+
+extern void setDebugMode (bool __dbg = true); /* (Des)activating the Debugging mode */
+
+extern void printDebugMessage (const char * __mess); /* Print a new message both on the
+							standard output and a target
+							text-file in a subdirectory) */
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_fin.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_fin.cpp
new file mode 100644
index 000000000..d47cfd2cd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_fin.cpp
@@ -0,0 +1,52 @@
+/*
+* <peo_fin.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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_fin.h"
+#include "peo_debug.h"
+#include "runner.h"
+#include "rmc.h"
+
+void peo :: finalize ()
+{
+
+  printDebugMessage ("waiting for the termination of all threads");
+
+  joinRunners ();
+  finalizeRMC ();
+
+  printDebugMessage ("this is the end");
+  endDebugging ();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_fin.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_fin.h
new file mode 100644
index 000000000..75e0b3027
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_fin.h
@@ -0,0 +1,46 @@
+/*
+* <peo_fin.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peo_finalize_h
+#define __peo_finalize_h
+
+namespace peo
+  {
+
+  extern void finalize ();
+}
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_init.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_init.cpp
new file mode 100644
index 000000000..707599e77
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_init.cpp
@@ -0,0 +1,102 @@
+/*
+* <peo_init.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <stdio.h>
+
+#include "peo_init.h"
+#include "peo_param.h"
+
+#include "peo_debug.h"
+#include "rmc.h"
+#include "runner.h"
+
+
+extern void initCommunicableEnv ();
+extern void initBuffers ();
+
+extern void initThreadsEnv ();
+extern void initReactiveThreadsEnv ();
+
+extern void initRunnersEnv ();
+extern void initWorkersEnv ();
+
+extern void initScheduler ();
+extern void initSynchron ();
+
+
+static void initExecutionEnv()
+{
+
+  initCommunicableEnv ();
+  initBuffers ();
+  initScheduler();
+  initSynchron ();
+
+  initThreadsEnv ();
+  initReactiveThreadsEnv ();
+
+  initRunnersEnv ();
+  initWorkersEnv ();
+}
+
+
+namespace peo
+  {
+
+  int * argc;
+
+  char * * * argv;
+
+  void init (int & __argc, char * * & __argv)
+  {
+
+    argc = & __argc;
+
+    argv = & __argv;
+
+    /* Initializing the execution environment */
+    initExecutionEnv();
+
+    /* Loading the common parameters */
+    loadParameters (__argc, __argv);
+
+    /* Initializing the the Resource Management and Communication */
+    initRMC ( *peo::argc, *peo::argv);
+
+    /* */
+    initDebugging ();
+  }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_init.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_init.h
new file mode 100644
index 000000000..0e5ebb13c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_init.h
@@ -0,0 +1,50 @@
+/*
+* <peo_init.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peo_init_h
+#define __peo_init_h
+
+namespace peo
+  {
+
+  extern int * argc;
+
+  extern char * * * argv;
+
+  extern void init (int & __argc, char * * & __argv);
+}
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_param.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_param.cpp
new file mode 100644
index 000000000..9e76711ba
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_param.cpp
@@ -0,0 +1,53 @@
+/*
+* <peo_param.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <utils/eoParser.h>
+
+#include "peo_param.h"
+#include "peo_debug.h"
+
+
+void peo :: loadParameters (int & __argc, char * * & __argv)
+{
+
+  eoParser parser (__argc, __argv);
+
+  /* Debug */
+  eoValueParam <std :: string> debug_param ("false", "debug", "?");
+  parser.processParam (debug_param);
+  if (debug_param.value () == "true")
+    setDebugMode ();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_param.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_param.h
new file mode 100644
index 000000000..621c50671
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_param.h
@@ -0,0 +1,46 @@
+/*
+* <peo_param.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peo_param_h
+#define __peo_param_h
+
+namespace peo
+  {
+
+  extern void loadParameters (int & __argc, char * * & __argv);
+}
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_run.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_run.cpp
new file mode 100644
index 000000000..6e8bb0fde
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_run.cpp
@@ -0,0 +1,48 @@
+/*
+* <peo_run.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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_run.h"
+#include "rmc.h"
+#include "runner.h"
+
+
+void peo :: run ()
+{
+
+  startRunners ();
+
+  runRMC ();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_run.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_run.h
new file mode 100644
index 000000000..571a97586
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/peo_run.h
@@ -0,0 +1,46 @@
+/*
+* <peo_run.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peo_run_h
+#define __peo_run_h
+
+namespace peo
+  {
+
+  extern void run ();
+}
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/random_topo.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/random_topo.cpp
new file mode 100644
index 000000000..237fc169d
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/random_topo.cpp
@@ -0,0 +1,58 @@
+/*
+* <random_topo.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <cassert>
+#include "random_topo.h"
+
+#include <utils/eoRNG.h>
+
+void RandomTopology :: setNeighbors (Cooperative * __mig,
+                                     std :: vector <Cooperative *> & __from,
+                                     std :: vector <Cooperative *> & __to)
+{
+
+  __from.clear () ;
+  __to.clear () ;
+
+  for (unsigned i = 0; i < mig.size (); i ++)
+    {
+      if (mig [i] != __mig && rng.uniform() < 0.5 )
+        {
+          __from.push_back (mig [i]);
+          __to.push_back (mig [i]);
+        }
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/random_topo.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/random_topo.h
new file mode 100644
index 000000000..695f5a779
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/random_topo.h
@@ -0,0 +1,52 @@
+/*
+* <random_topo.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __random_topo_h
+#define __random_topo_h
+
+#include "topology.h"
+
+class RandomTopology : public Topology
+  {
+
+  public :
+
+    void setNeighbors (Cooperative * __mig,
+                       std :: vector <Cooperative *> & __from,
+                       std :: vector <Cooperative *> & __to);
+  };
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/reac_thread.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/reac_thread.cpp
new file mode 100644
index 000000000..a029963ec
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/reac_thread.cpp
@@ -0,0 +1,82 @@
+/*
+* <reac_thread.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 "reac_thread.h"
+
+static bool the_end = false;
+
+static std :: vector <ReactiveThread *> reac_threads;
+
+
+ReactiveThread :: ReactiveThread ()
+{
+
+  reac_threads.push_back (this);
+  sem_init (& sem, 0, 0);
+}
+
+void ReactiveThread :: sleep ()
+{
+
+  sem_wait (& sem);
+}
+
+void ReactiveThread :: wakeUp ()
+{
+
+  sem_post (& sem);
+}
+
+void initReactiveThreadsEnv ()
+{
+
+  the_end = false;
+  reac_threads.clear ();
+}
+
+void stopReactiveThreads ()
+{
+
+  the_end = true;
+  for (unsigned i = 0; i < reac_threads.size (); i ++)
+    reac_threads [i] -> wakeUp  ();
+  reac_threads.clear ();
+}
+
+bool theEnd ()
+{
+  return the_end;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/reac_thread.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/reac_thread.h
new file mode 100644
index 000000000..762ba9b42
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/reac_thread.h
@@ -0,0 +1,66 @@
+/*
+* <reac_thread.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 REAC_THREAD_H_
+#define REAC_THREAD_H_
+
+#include <semaphore.h>
+
+#include "thread.h"
+
+
+class ReactiveThread : public Thread
+  {
+
+  public:
+
+    /* Ctor */
+    ReactiveThread ();
+
+    void sleep ();
+
+    void wakeUp ();
+
+  private:
+
+    sem_t sem;
+  };
+
+extern void initReactiveThreadsEnv ();
+
+extern void stopReactiveThreads ();
+
+#endif /*REAC_THREAD_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/ring_topo.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/ring_topo.cpp
new file mode 100644
index 000000000..82051a595
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/ring_topo.cpp
@@ -0,0 +1,55 @@
+/*
+* <ring_topo.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 "ring_topo.h"
+
+void RingTopology :: setNeighbors (Cooperative * __mig,
+                                   std :: vector <Cooperative *> & __from,
+                                   std :: vector <Cooperative *> & __to)
+{
+  __from.clear () ;
+  __to.clear () ;
+
+  int len = mig.size () ;
+
+  for (int i = 0 ; i < len ; i ++)
+    if (mig [i] == __mig)
+      {
+        __from.push_back (mig [(i - 1 + len) % len]) ;
+        __to.push_back (mig [(i + 1) % len]) ;
+        break;
+      }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/ring_topo.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/ring_topo.h
new file mode 100644
index 000000000..c245541bf
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/ring_topo.h
@@ -0,0 +1,53 @@
+/*
+* <ring_topo.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __ring_topo_h
+#define __ring_topo_h
+
+#include "topology.h"
+
+class RingTopology : public Topology
+  {
+
+  public :
+
+    void setNeighbors (Cooperative * __mig,
+                       std :: vector <Cooperative *> & __from,
+                       std :: vector <Cooperative *> & __to);
+
+  };
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/rmc.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/rmc.h
new file mode 100644
index 000000000..d9daae4bd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/rmc.h
@@ -0,0 +1,46 @@
+/*
+* <rmc.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __rmc_h
+#define __rmc_h
+
+extern void initRMC (int & __argc, char * * & __argv);
+
+extern void runRMC (); /* Resource Management and Communication */
+
+extern void finalizeRMC ();
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/runner.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/runner.cpp
new file mode 100644
index 000000000..3f7964ec3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/runner.cpp
@@ -0,0 +1,227 @@
+/*
+* <runner.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <vector>
+#include <iostream>
+#include "runner.h"
+#include "reac_thread.h"
+#include "peo_debug.h"
+#include "messaging.h"
+
+#include "../rmc/mpi/mess.h"
+#include "../rmc/mpi/tags.h"
+
+#include "../rmc/mpi/node.h"
+#include "../rmc/mpi/schema.h"
+
+
+static std :: vector <pthread_t *> ll_threads; /* Low-level runner threads */
+
+static std :: vector <Runner *> the_runners;
+
+static unsigned num_def_runners = 0; /* Number of defined runners */
+
+static unsigned num_local_exec_runners = 0; /* Number of locally executing runners */
+
+static unsigned num_exec_runners = 0; /* Number of globally executing runners */
+
+
+extern int getNodeRank ();
+
+extern int getNumberOfNodes ();
+
+extern void wakeUpCommunicator ();
+
+
+Runner :: Runner ()
+{
+
+  exec_id = 0;
+  def_id = ++ num_def_runners;
+
+  the_runners.push_back (this);
+
+  sem_init (& sem_start, 0, 0);
+  sem_init (& sem_cntxt, 0, 0);
+}
+
+RUNNER_ID Runner :: getDefinitionID ()
+{
+
+  return def_id;
+}
+
+RUNNER_ID Runner :: getExecutionID ()
+{
+
+  return exec_id;
+}
+
+void Runner :: setExecutionID (const RUNNER_ID& execution_id)
+{
+
+  exec_id = execution_id;
+}
+
+Runner * getRunner (RUNNER_ID __key)
+{
+
+  return dynamic_cast <Runner *> (getCommunicable (__key));
+}
+
+void initializeContext ()
+{
+
+  num_local_exec_runners = 0;
+
+  //synchronizeNodes ();
+  // setting up the execution IDs & counting the number of local exec. runners
+  for (unsigned i = 0; i < the_runners.size (); i ++)
+    {
+    	if (my_node->execution_id_run.size() > 0)
+      		the_runners [i] -> setExecutionID ( my_node -> execution_id_run[ i ] );
+      if (the_runners [i] -> isAssignedLocally ()) num_local_exec_runners ++;
+    }
+
+  collectiveCountOfRunners( &num_local_exec_runners, &num_exec_runners );
+
+  // synchronizeNodes ();
+
+  for (unsigned i = 0; i < the_runners.size (); i ++)
+    if (the_runners [i] -> isAssignedLocally ()) the_runners [i] -> notifyContextInitialized ();
+}
+
+void Runner :: waitStarting ()
+{
+
+  sem_wait (& sem_start);
+}
+
+void Runner :: waitContextInitialization ()
+{
+
+  sem_wait (& sem_cntxt);
+}
+
+void Runner :: start ()
+{
+
+  setActive ();
+
+  sem_post (& sem_start);
+
+  waitContextInitialization ();
+  run ();
+  terminate ();
+}
+
+void startRunners ()
+{
+
+  /* Runners */
+  for (unsigned i = 0; i < the_runners.size (); i ++)
+    if (the_runners [i] -> isAssignedLocally ())
+      {
+        addThread (the_runners [i], ll_threads);
+        the_runners [i] -> waitStarting ();
+      }
+
+  printDebugMessage ("launched the parallel runners");
+}
+
+void joinRunners ()
+{
+
+  joinThreads (ll_threads);
+  the_runners.clear();
+}
+
+bool atLeastOneActiveRunner ()
+{
+
+  return num_exec_runners;
+}
+
+unsigned numberOfActiveRunners ()
+{
+
+  return num_exec_runners;
+}
+
+void Runner :: notifyContextInitialized ()
+{
+
+  sem_post (& sem_cntxt);
+}
+
+void Runner :: notifySendingTermination ()
+{
+
+  printDebugMessage ("I am informed that everyone received my termination notification.");
+  setPassive ();
+}
+
+void unpackTerminationOfRunner ()
+{
+
+  RUNNER_ID finished_id;
+  unpack (finished_id);
+
+  num_exec_runners --;
+
+  printDebugMessage ("I'm noticed of the termination of a runner");
+
+  if (!num_exec_runners)
+    {
+
+      printDebugMessage ("All the runners have terminated - now stopping the reactive threads.");
+      stopReactiveThreads ();
+      printDebugMessage ("Reactive threads stopped!");
+    }
+
+  wakeUpCommunicator ();
+}
+
+void initRunnersEnv ()
+{
+
+  ll_threads.clear ();
+  the_runners.clear ();
+
+  num_def_runners = 0;
+  num_local_exec_runners = 0;
+  num_exec_runners = 0;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/runner.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/runner.h
new file mode 100644
index 000000000..db00c0369
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/runner.h
@@ -0,0 +1,106 @@
+/*
+* <runner.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __runner_h
+#define __runner_h
+
+#include <eoFunctor.h>
+
+#include "communicable.h"
+#include "thread.h"
+
+
+typedef unsigned RUNNER_ID;
+
+
+class Runner : public Communicable, public Thread
+  {
+
+  public :
+
+    Runner ();
+
+    RUNNER_ID getDefinitionID ();
+
+    RUNNER_ID getExecutionID ();
+
+    void setExecutionID (const RUNNER_ID& execution_id);
+
+    bool isAssignedLocally ();
+
+    void waitStarting ();
+
+    void waitContextInitialization ();
+
+    void start ();
+
+    virtual void run () = 0;
+
+    void terminate ();
+
+    void notifyContextInitialized ();
+
+    void notifySendingTermination ();
+
+    void packTermination ();
+
+  private :
+
+    sem_t sem_start;
+    sem_t sem_cntxt;
+
+    unsigned def_id;
+    unsigned exec_id;
+  };
+
+
+extern void initRunnersEnv ();
+
+extern Runner * getRunner (RUNNER_ID __key);
+
+extern void initializeContext ();
+
+extern void startRunners ();
+
+extern void joinRunners ();
+
+extern bool atLeastOneActiveRunner ();
+
+extern unsigned numberOfActiveRunners ();
+
+extern void unpackTerminationOfRunner ();
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/service.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/service.cpp
new file mode 100644
index 000000000..7dc2e9403
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/service.cpp
@@ -0,0 +1,84 @@
+/*
+* <service.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 "service.h"
+
+void Service :: setOwner (Thread & __owner)
+{
+
+  owner = & __owner;
+}
+
+Thread * Service :: getOwner ()
+{
+
+  return owner;
+}
+
+Service * getService (SERVICE_ID __key)
+{
+
+  return dynamic_cast <Service *> (getCommunicable (__key));
+}
+
+void Service :: notifySendingData ()
+{ }
+
+void Service :: notifySendingResourceRequest ()
+{
+
+  num_sent_rr --;
+  if (! num_sent_rr)
+    notifySendingAllResourceRequests ();
+}
+
+void Service :: notifySendingAllResourceRequests ()
+{ }
+
+void Service :: packData ()
+{}
+
+void Service :: unpackData ()
+{}
+
+void Service :: execute ()
+{}
+
+void Service :: packResult ()
+{}
+
+void Service :: unpackResult ()
+{}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/service.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/service.h
new file mode 100644
index 000000000..b2688cf1b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/service.h
@@ -0,0 +1,80 @@
+/*
+* <service.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __service_h
+#define __service_h
+
+#include "communicable.h"
+#include "thread.h"
+
+
+typedef unsigned SERVICE_ID;
+
+class Service : public Communicable
+  {
+
+  public :
+
+    void setOwner (Thread & __owner);
+
+    Thread * getOwner ();
+
+    void requestResourceRequest (unsigned __how_many = 1);
+    void packResourceRequest ();
+
+    virtual void packData ();
+    virtual void unpackData ();
+
+    virtual void execute ();
+
+    virtual void packResult ();
+    virtual void unpackResult ();
+
+    virtual void notifySendingData ();
+    virtual void notifySendingResourceRequest ();
+    virtual void notifySendingAllResourceRequests ();
+
+  private :
+
+    Thread * owner; /* Owner thread (i.e. 'uses' that service) */
+
+    unsigned num_sent_rr; /* Number of RR not really sent (i.e. still in the sending queue)*/
+
+  };
+
+extern Service * getService (SERVICE_ID __key);
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/star_topo.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/star_topo.cpp
new file mode 100644
index 000000000..6661d4b05
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/star_topo.cpp
@@ -0,0 +1,75 @@
+/*
+* <star_topo.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <cassert>
+#include "star_topo.h"
+
+StarTopology :: StarTopology () : center( NULL ) {}
+
+void StarTopology :: setNeighbors (Cooperative * __mig,
+                                   std :: vector <Cooperative *> & __from,
+                                   std :: vector <Cooperative *> & __to)
+{
+
+  assert( center != NULL );
+
+  __from.clear () ;
+  __to.clear () ;
+
+  if ( __mig == center )
+    {
+
+      for (unsigned i = 0; i < mig.size (); i ++)
+        {
+          if (mig [i] != center)
+            {
+              __from.push_back (mig [i]);
+              __to.push_back (mig [i]);
+            }
+        }
+    }
+  else
+    {
+      __from.push_back (center);
+      __to.push_back (center);
+    }
+}
+
+void StarTopology :: setCenter (Cooperative& __center)
+{
+
+  center = &__center;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/star_topo.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/star_topo.h
new file mode 100644
index 000000000..e3ab5acf2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/star_topo.h
@@ -0,0 +1,60 @@
+/*
+* <star_topo.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __star_topo_h
+#define __star_topo_h
+
+#include "topology.h"
+
+class StarTopology : public Topology
+  {
+
+  public :
+
+    StarTopology ();
+
+    void setNeighbors (Cooperative * __mig,
+                       std :: vector <Cooperative *> & __from,
+                       std :: vector <Cooperative *> & __to);
+
+    void setCenter (Cooperative& __center);
+
+  private :
+
+    Cooperative* center;
+  };
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/thread.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/thread.cpp
new file mode 100644
index 000000000..f3dfd818b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/thread.cpp
@@ -0,0 +1,120 @@
+/*
+* <thread.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <map>
+
+#include "thread.h"
+
+static std :: vector <Thread *> threads;
+
+unsigned num_act = 0;
+
+
+Thread :: Thread ()
+{
+
+  threads.push_back (this);
+  act = false;
+}
+
+Thread :: ~ Thread ()
+{
+
+  /* Nothing ! */
+}
+
+void Thread :: setActive ()
+{
+
+  if (! act)
+    {
+
+      act = true;
+      num_act ++;
+    }
+}
+
+void Thread :: setPassive ()
+{
+
+  if (act)
+    {
+
+      act = false;
+      num_act --;
+    }
+}
+
+void initThreadsEnv ()
+{
+
+  threads.clear ();
+  num_act = 0;
+}
+
+bool atLeastOneActiveThread ()
+{
+
+  return num_act;
+}
+
+static void * launch (void * __arg)
+{
+
+  Thread * thr = (Thread *) __arg;
+  thr -> start ();
+
+  return 0;
+}
+
+void addThread (Thread * __hl_thread, std :: vector <pthread_t *> & __ll_threads)
+{
+
+  pthread_t * ll_thr = new pthread_t;
+  __ll_threads.push_back (ll_thr);
+  pthread_create (ll_thr, 0, launch, __hl_thread);
+}
+
+void joinThreads (std :: vector <pthread_t *> & __threads)
+{
+
+  for (unsigned i = 0; i < __threads.size (); i ++)
+    {
+      pthread_join (* __threads [i], 0);
+      delete __threads [i];
+    }
+  __threads.clear();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/thread.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/thread.h
new file mode 100644
index 000000000..1b7e13fd6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/thread.h
@@ -0,0 +1,76 @@
+/*
+* <thread.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 THREAD_H_
+#define THREAD_H_
+
+#include <vector>
+#include <pthread.h>
+
+/* A high-level thread */
+class Thread
+  {
+
+  public:
+
+    /* Ctor */
+    Thread ();
+
+    /* Dtor */
+    virtual ~ Thread ();
+
+    /* Go ! */
+    virtual void start () = 0;
+
+    void setActive ();/* It means the current process is going to send messages soon */
+    void setPassive ();/* The current process is not going to perform send operations
+    			(but it may receive messages) */
+
+  private :
+
+    bool act;
+  };
+
+extern void initThreadsEnv ();
+
+extern void addThread (Thread * __hl_thread, std :: vector <pthread_t *> & __ll_threads);
+
+extern void joinThreads (std :: vector <pthread_t *> & __ll_threads);
+
+extern bool atLeastOneActiveThread (); /* It returns 'true' iff at least one process is going
+				      to send messages */
+
+#endif /*THREAD_H_*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/topology.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/topology.cpp
new file mode 100644
index 000000000..fffeca66c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/topology.cpp
@@ -0,0 +1,55 @@
+/*
+* <topology.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 "topology.h"
+
+Topology :: ~ Topology ()
+{
+
+  /* Nothing ! */
+}
+
+void Topology :: add (Cooperative & __mig)
+{
+
+  mig.push_back (& __mig) ;
+}
+
+Topology :: operator std :: vector <Cooperative *>& ()
+{
+
+  return mig;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/core/topology.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/topology.h
new file mode 100644
index 000000000..c21213b55
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/core/topology.h
@@ -0,0 +1,64 @@
+/*
+* <topology.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __topology_h
+#define __topology_h
+
+#include <vector>
+
+#include "cooperative.h"
+
+class Topology
+  {
+
+  public:
+
+    virtual ~Topology ();
+
+    void add (Cooperative & __mig);
+
+    virtual void setNeighbors (Cooperative * __mig,
+                               std :: vector <Cooperative *> & __from,
+                               std :: vector <Cooperative *> & __to) = 0;
+
+    operator std :: vector <Cooperative *>& ();
+
+  protected:
+
+    std :: vector <Cooperative *> mig;
+  };
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peo b/tags/paradiseo1.4-beta/paradiseo-peo/src/peo
new file mode 100644
index 000000000..e88982b65
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peo
@@ -0,0 +1,42 @@
+/* 
+* <peo>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peo_
+#define __peo_
+
+#include "peo.h"
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peo.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peo.h
new file mode 100644
index 000000000..82db1685e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peo.h
@@ -0,0 +1,147 @@
+/*
+* <peo.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peo_h_
+#define __peo_h_
+
+#include <eo>
+#include <oldmo>
+#include <moeo>
+
+/** @mainpage Welcome to Paradiseo-PEO
+
+    @section Introduction
+
+    PEO is an extension of the ANSI-C++ compliant evolutionary computation library EO.
+    <BR>
+    It contains classes for the most common parallel and distributed models and hybridization mechanisms.
+
+    @section authors AUTHORS
+
+    <TABLE>
+    <TR>
+      <TD>
+        Sebastien CAHON
+      </TD>
+    </TR>
+    <TR>
+      <TD>
+        Alexandru-Adrian TANTAR
+      </TD>
+    </TR>
+    <TR>
+      <TD>
+        Clive Canape
+      </TD>
+    </TR>
+    </TABLE>
+
+    @section LICENSE
+
+    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
+
+
+    @section Paradiseo Home Page
+
+    <A href=http://paradiseo.gforge.inria.fr>http://paradiseo.gforge.inria.fr</A>
+
+    @section Installation
+
+    The installation procedure of the package is detailed in the
+    <a href="../../README">README</a> file in the top-directory of the source-tree.
+
+*/
+
+#include "core/peo_init.h"
+#include "core/peo_run.h"
+#include "core/peo_fin.h"
+
+#include "core/messaging.h"
+#include "core/eoPop_mesg.h"
+#include "core/eoVector_mesg.h"
+
+#include "peoWrapper.h"
+
+/* <------- components for parallel algorithms -------> */
+#include "peoTransform.h"
+#include "peoEvalFunc.h"
+#include "peoPopEval.h"
+#include "peoMoeoPopEval.h"
+
+/* Cooperative island model */
+#include "core/ring_topo.h"
+#include "core/star_topo.h"
+#include "core/random_topo.h"
+#include "core/complete_topo.h"
+#include "peoData.h"
+#include "peoSyncIslandMig.h"
+#include "peoAsyncIslandMig.h"
+#include "peoAsyncDataTransfer.h"
+#include "peoSyncDataTransfer.h"
+
+/* Synchronous multi-start model */
+#include "peoMultiStart.h"
+/* <------- components for parallel algorithms -------> */
+
+/* Parallel PSO */
+#include "peoPSO.h"
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoAggEvalFunc.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoAggEvalFunc.h
new file mode 100644
index 000000000..e054bebad
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoAggEvalFunc.h
@@ -0,0 +1,57 @@
+/*
+* <peoAggEvalFunc.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peoAggEvalFunc_h
+#define __peoAggEvalFunc_h
+
+#include <eoFunctor.h>
+
+//! Interface class for creating an aggregate evaluation function.
+
+//! The peoAggEvalFunc class offers only the interface for creating aggregate evaluation functions - there
+//! are no direct internal functions provided. The class inherits <b>public eoBF< EOT&, const typename EOT :: Fitness&, void ></b>
+//! thus requiring, for the derived classes, the creation of a function having the following signature:
+//!
+//!		<table style="border:none; border-spacing:0px;text-align:left; vertical-align:top; font-size:8pt;" border="0">
+//!		<tr><td>void operator()( EOT& __eot, const typename EOT :: Fitness& __partial_fittness ); &nbsp;</td> <td> &nbsp; </td></tr>
+//!		</table>
+//!
+//! The aggregation object is called in an iterative manner for each of the results obtained by applying partial evaluation functions.
+template< class EOT > class peoAggEvalFunc : public eoBF< EOT&, const typename EOT :: Fitness&, void >
+  {};
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoAsyncDataTransfer.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoAsyncDataTransfer.h
new file mode 100755
index 000000000..bba165892
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoAsyncDataTransfer.h
@@ -0,0 +1,208 @@
+/*
+* <peoAsyncDataTransfer.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Alexandru-Adrian TANTAR
+*
+* 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 __peoAsyncDataTransfer_h
+#define __peoAsyncDataTransfer_h
+
+
+#include <queue>
+
+#include <utils/eoUpdater.h>
+
+#include "core/peoAbstractDefs.h"
+
+#include "core/messaging.h"
+
+#include "core/topology.h"
+#include "core/thread.h"
+#include "core/cooperative.h"
+#include "core/peo_debug.h"
+
+
+
+class peoAsyncDataTransfer : public Cooperative, public eoUpdater
+  {
+
+  public:
+
+    template< typename EndPointType >
+    peoAsyncDataTransfer(
+
+      EndPointType& __endPoint,
+      Topology& __topology
+
+    ) : topology( __topology )
+    {
+
+      source = new MsgTransferQueue< EndPointType >( __endPoint );
+      destination = new MsgTransferQueue< EndPointType >( __endPoint );
+      __topology.add( *this );
+    }
+
+    template< typename EndPointType, typename FunctorType >
+    peoAsyncDataTransfer(
+
+      EndPointType& __endPoint,
+      Topology& __topology,
+      FunctorType& externalFunctorRef
+
+    ) : topology( __topology )
+    {
+
+      source = new MsgTransferQueue< EndPointType >( __endPoint, externalFunctorRef );
+      destination = new MsgTransferQueue< EndPointType >( __endPoint, externalFunctorRef );
+      __topology.add( *this );
+    }
+
+    template< typename SourceEndPointType, typename DestinationEndPointType >
+    peoAsyncDataTransfer(
+
+      SourceEndPointType& __source,
+      DestinationEndPointType& __destination,
+      Topology& __topology
+
+    ) : topology( __topology )
+    {
+
+      source = new MsgTransferQueue< SourceEndPointType >( __source );
+      destination = new MsgTransferQueue< DestinationEndPointType >( __destination );
+      __topology.add( *this );
+    }
+
+    template< typename SourceEndPointType, typename DestinationEndPointType, typename FunctorType >
+    peoAsyncDataTransfer(
+
+      SourceEndPointType& __source,
+      DestinationEndPointType& __destination,
+      Topology& __topology,
+      FunctorType& externalFunctorRef
+
+    ) : topology( __topology )
+    {
+
+      source = new MsgTransferQueue< SourceEndPointType >( __source, externalFunctorRef );
+      destination = new MsgTransferQueue< DestinationEndPointType >( __destination, externalFunctorRef );
+      __topology.add( *this );
+    }
+
+    ~peoAsyncDataTransfer()
+    {
+      delete source;
+      delete destination;
+    }
+
+
+    void operator()()
+    {
+
+      sendData();	        // sending data
+      receiveData();	// receiving data
+    }
+
+    void pack() 
+    {
+      lock ();
+      
+      ::pack( coop_em.front()->getKey() );
+      source->packMessage();
+      coop_em.pop();
+      
+      unlock();
+    }
+    
+    void unpack()
+    {
+      
+      lock ();
+      destination->unpackMessage();
+      unlock();
+    }
+
+    void packSynchronizeReq(){}
+
+
+  private:
+
+    void sendData() 
+    {
+
+      std :: vector< Cooperative* > in, out;
+      topology.setNeighbors( this, in, out );
+      
+      for ( unsigned i = 0; i < out.size(); i++ )
+	{
+	  
+	  source->pushMessage();
+	  
+	  coop_em.push( out[i] );
+	  send( out[i] );
+	  
+	  printDebugMessage( "peoAsyncDataTransfer: sending data." );
+	}
+    }
+
+    void receiveData()
+    {
+      
+      lock ();
+      {
+	
+	while ( !( destination->empty() ) )
+	  {
+	    
+	    printDebugMessage( "peoAsyncDataTransfer: received data." );
+	    destination->popMessage();
+	    printDebugMessage( "peoAsyncDataTransfer: done reading data." );
+	  }
+      }
+      unlock();
+    }
+
+
+  private:
+
+    // the neighboring topology
+    Topology& topology;
+
+    // source and destination end-points
+    AbstractMsgTransferQueue* source;
+    AbstractMsgTransferQueue* destination;
+
+    std :: queue< Cooperative* > coop_em;
+  };
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoAsyncIslandMig.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoAsyncIslandMig.h
new file mode 100644
index 000000000..b6a2278a1
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoAsyncIslandMig.h
@@ -0,0 +1,198 @@
+/*
+* <peoAsyncIslandMig.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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
+* peoData 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 __peoAsyncIslandMig_h
+#define __peoAsyncIslandMig_h
+
+
+#include <queue>
+
+#include <utils/eoUpdater.h>
+#include <eoContinue.h>
+#include <eoSelect.h>
+#include <eoReplacement.h>
+#include <eoPop.h>
+
+
+#include "core/messaging.h"
+#include "core/eoPop_mesg.h"
+#include "core/eoVector_mesg.h"
+#include "core/topology.h"
+#include "core/thread.h"
+#include "core/cooperative.h"
+#include "core/peo_debug.h"
+
+
+//! @class peoAsyncIslandMig
+//! @brief Specific class for a asynchronous migration
+//! @see Cooperative eoUpdater
+//! @version 2.0
+//! @date january 2008
+template< class TYPESELECT, class TYPEREPLACE > class peoAsyncIslandMig : public Cooperative, public eoUpdater
+  {
+
+  public:
+
+    //! @brief Constructor
+    //! @param continuator & __cont
+    //! @param selector <TYPE> & __select
+    //! @param replacement <TYPE> & __replace
+    //! @param Topology& __topology
+    peoAsyncIslandMig(
+      continuator & __cont,
+      selector <TYPESELECT> & __select,
+      replacement <TYPEREPLACE> & __replace,
+      Topology& __topology
+    );
+
+    //! @brief operator
+    void operator()();
+    //! @brief Function realizing packages
+    void pack();
+    //! @brief Function reconstituting packages
+    void unpack();
+    //! @brief Function packSynchronizeReq
+    void packSynchronizeReq();
+
+  private:
+    //! @brief Function which sends some emigrants
+    void emigrate();
+    //! @brief Function which receives some immigrants
+    void immigrate();
+
+  private:
+    //! @param continuator & cont
+    //! @param selector <TYPESELECT> & select
+    //! @param replacement <TYPEREPLACE> & replace
+    //! @param Topology& topology
+    //! @param std :: queue< TYPEREPLACE > imm
+    //! @param std :: queue< TYPESELECT > em
+    //! @param std :: queue< Cooperative* > coop_em
+    continuator & cont;
+    selector <TYPESELECT> & select;
+    replacement <TYPEREPLACE> & replace;
+    Topology& topology;
+    std :: queue< TYPEREPLACE > imm;
+    std :: queue< TYPESELECT > em;
+    std :: queue< Cooperative* > coop_em;
+  };
+
+
+template< class TYPESELECT , class TYPEREPLACE> peoAsyncIslandMig< TYPESELECT, TYPEREPLACE > :: peoAsyncIslandMig(
+
+  continuator & __cont,
+  selector <TYPESELECT> & __select,
+  replacement <TYPEREPLACE> & __replace,
+  Topology& __topology
+
+) : select( __select ), replace( __replace ), topology( __topology ), cont(__cont)
+{
+
+  __topology.add( *this );
+}
+
+
+template< class TYPESELECT , class TYPEREPLACE> void peoAsyncIslandMig< TYPESELECT, TYPEREPLACE > :: pack()
+{
+  lock ();
+  ::pack( coop_em.front()->getKey() );
+  ::pack(em.front());
+  coop_em.pop();
+  em.pop();
+  unlock();
+}
+
+
+template< class  TYPESELECT, class TYPEREPLACE> void peoAsyncIslandMig< TYPESELECT , TYPEREPLACE> :: unpack()
+{
+  lock ();
+  TYPEREPLACE mig;
+  ::unpack(mig);
+  imm.push( mig );
+  unlock();
+}
+
+template< class TYPESELECT , class TYPEREPLACE> void peoAsyncIslandMig< TYPESELECT, TYPEREPLACE > :: packSynchronizeReq()
+{}
+
+template< class TYPESELECT , class TYPEREPLACE> void peoAsyncIslandMig< TYPESELECT , TYPEREPLACE> :: emigrate()
+{
+  std :: vector< Cooperative* >in, out;
+  topology.setNeighbors( this, in, out );
+
+  for ( unsigned i = 0; i < out.size(); i++ )
+    {
+
+      TYPESELECT mig;
+      select(mig);
+      em.push( mig );
+      coop_em.push( out[i] );
+      send( out[i] );
+      printDebugMessage( "sending some emigrants." );
+    }
+}
+
+
+template< class  TYPESELECT, class TYPEREPLACE> void peoAsyncIslandMig< TYPESELECT , TYPEREPLACE> :: immigrate()
+{
+
+  lock ();
+  {
+
+    while ( !imm.empty() )
+      {
+        replace(imm.front() );
+        imm.pop();
+        printDebugMessage( "receiving some immigrants." );
+      }
+  }
+  unlock();
+}
+
+
+template< class TYPESELECT , class TYPEREPLACE> void peoAsyncIslandMig< TYPESELECT , TYPEREPLACE > :: operator()()
+{
+
+  if (! cont.check())
+    {
+
+      emigrate();
+      immigrate();
+    }
+}
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoData.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoData.h
new file mode 100644
index 000000000..e5f477da3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoData.h
@@ -0,0 +1,262 @@
+/*
+* <peoData.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Clive Canape, Thomas Legrand
+*
+* 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
+* peoData 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 _PEODATA_H
+#define _PEODATA_H
+
+#include "core/eoVector_mesg.h"
+#include "core/messaging.h"
+
+/**************************************************************************************/
+/**************************  DEFINE A CONTINUATOR   ***********************************/
+/**************************************************************************************/
+/*
+//! @class continuator
+//! @brief Abstract class for a continuator within the exchange of data by migration
+//! @version 1.0
+//! @date january 2008
+*/ 
+class continuator
+  {
+  public:
+/*
+    //! @brief Virtual function of check
+    //! @return true if the algorithm must continue
+*/
+    virtual bool check()=0;
+//    //! @brief Virtual destructor
+    virtual ~continuator(){}
+  };
+
+/*
+//! @class eoContinuator
+//! @brief Specific class for a continuator within the exchange of migration of a population
+//! @see continuator
+//! @version 1.0
+//! @date january 2008
+*/ 
+template < class EOT> class eoContinuator : public continuator
+  {
+  public:
+/*
+    //! @brief Constructor
+    //! @param eoContinue<EOT> &
+    //! @param eoPop<EOT> &
+*/
+    eoContinuator(eoContinue<EOT> & _cont, const eoPop<EOT> & _pop): cont (_cont), pop(_pop)
+    {}
+/*
+    //! @brief Virtual function of check
+    //! @return false if the algorithm must continue
+*/
+    virtual bool check()
+    {
+      return cont(pop);
+    }
+
+  protected:
+/*
+    //! @param eoContinue<EOT> &
+    //! @param eoPop<EOT> &
+*/
+    eoContinue<EOT> & cont ;
+    const eoPop<EOT> & pop;
+  };
+
+
+/**************************************************************************************/
+/**************************  DEFINE A SELECTOR   **************************************/
+/**************************************************************************************/
+/*
+//! @class selector
+//! @brief Abstract class for a selector within the exchange of data by migration
+//! @version 1.0
+//! @date january 2008
+*/
+template < class TYPE>  class selector
+  {
+  public:
+/*
+    //! @brief Virtual operator on the template type
+    //! @param TYPE &
+*/
+    virtual void operator()(TYPE &)=0;
+//    //! @brief Virtual destructor
+    virtual ~selector(){}
+  };
+
+/*
+//! @class eoSelector
+//! @brief Specific class for a selector within the exchange of migration of a population
+//! @see selector
+//! @version 1.0
+//! @date january 2008
+*/ 
+template < class EOT, class TYPE> class eoSelector : public selector< TYPE >
+  {
+  public:
+/*
+    //! @brief Constructor
+    //! @param eoSelectOne<EOT> &
+    //! @param unsigned _nb_select
+    //! @param TYPE & _source (with TYPE which is the template type)
+*/
+    eoSelector(eoSelectOne<EOT> & _select, unsigned _nb_select, const TYPE & _source): selector (_select), nb_select(_nb_select), source(_source)
+    {}
+/*
+    //! @brief Virtual operator on the template type
+    //! @param TYPE & _dest
+*/
+    virtual void operator()(TYPE & _dest)
+    {
+      size_t target = static_cast<size_t>(nb_select);
+      _dest.resize(target);
+      for (size_t i = 0; i < _dest.size(); ++i)
+        _dest[i] = selector(source);
+    }
+
+  protected:
+/*  
+    //! @param eoSelectOne<EOT> &
+    //! @param unsigned nb_select
+    //! @param TYPE & source
+*/
+    eoSelectOne<EOT> & selector ;
+    unsigned nb_select;
+    const TYPE & source;
+  };
+
+
+/**************************************************************************************/
+/**************************  DEFINE A REPLACEMENT   ***********************************/
+/**************************************************************************************/
+/*
+//! @class replacement
+//! @brief Abstract class for a replacement within the exchange of data by migration
+//! @version 1.0
+//! @date january 2008
+*/ 
+template < class TYPE>  class replacement
+  {
+  public:
+/*
+    //! @brief Virtual operator on the template type
+    //! @param TYPE &
+*/
+    virtual void operator()(TYPE &)=0;
+//    //! @brief Virtual destructor
+    virtual ~replacement(){}
+  };
+
+/*
+//! @class eoReplace
+//! @brief Specific class for a replacement within the exchange of migration of a population
+//! @see replacement
+//! @version 1.0
+//! @date january 2008
+*/ 
+template < class EOT, class TYPE> class eoReplace : public replacement< TYPE >
+  {
+  public:
+/*  
+    //! @brief Constructor
+    //! @param eoReplacement<EOT> &
+    //! @param TYPE & _destination (with TYPE which is the template type)
+*/
+    eoReplace(eoReplacement<EOT> & _replace, TYPE & _destination): replace(_replace), destination(_destination)
+    {}
+/*
+    //! @brief Virtual operator on the template type
+    //! @param TYPE & _source
+*/
+    virtual void operator()(TYPE & _source)
+    {
+      replace(destination, _source);
+    }
+
+  protected:
+/*
+    //! @param eoReplacement<EOT> &
+    //! @param TYPE & destination
+*/
+    eoReplacement<EOT> & replace;
+    TYPE & destination;
+  };
+
+
+/**************************************************************************************/
+/************************  Continuator for synchrone migartion ************************/
+/**************************************************************************************/
+/*
+//! @class eoSyncContinue
+//! @brief Class for a continuator within the exchange of data by synchrone migration
+//! @see continuator
+//! @version 1.0
+//! @date january 2008
+*/ 
+class eoSyncContinue: public continuator
+  {
+
+  public:
+/*
+    //! @brief Constructor
+    //! @param unsigned __period
+    //! @param unsigned __init_counter
+*/
+    eoSyncContinue (unsigned __period, unsigned __init_counter = 0): period (__period),counter (__init_counter)
+    {}
+/*
+    //! @brief Virtual function of check
+    //! @return true if the algorithm must continue
+*/
+    virtual bool check()
+    {
+      return ((++ counter) % period) != 0 ;
+    }
+
+
+  private:
+/*
+    //! @param unsigned period
+    //! @param unsigned counter
+*/
+    unsigned period;
+    unsigned counter;
+  };
+
+
+#endif
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoEvalFunc.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoEvalFunc.h
new file mode 100644
index 000000000..adfd8a4f3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoEvalFunc.h
@@ -0,0 +1,75 @@
+/*
+* <peoEvalFunc.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, INRIA, 2008
+*
+* Clive Canape
+*
+* 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: clive.canape@inria.fr
+*
+*/
+
+#ifndef PEOEVALFUNC_H
+#define PEOEVALFUNC_H
+/*
+//! @class peoEvalFunc
+//! @brief Specific class for evaluation
+//! @see eoEvalFunc
+//! @version 1.0
+//! @date november 2007
+*/ 
+#ifdef _MSC_VER
+template< class EOT, class FitT = EOT::Fitness, class FunctionArg = const EOT& >
+#else
+template< class EOT, class FitT = typename EOT::Fitness, class FunctionArg = const EOT& >
+#endif
+struct peoEvalFunc: public eoEvalFunc<EOT>
+  {
+/*
+    //! @brief Constructor
+    //! @param FitT (* _eval)( FunctionArg )
+*/
+    peoEvalFunc( FitT (* _eval)( FunctionArg ) )
+        : eoEvalFunc<EOT>(), evalFunc( _eval )
+    {};
+/*
+    //! @brief Virtual operator
+    //! @param EOT & _peo
+*/
+    virtual void operator() ( EOT & _peo )
+    {
+      _peo.fitness((*evalFunc)( _peo ));
+    };
+
+private:
+//    //! @param FitT (* evalFunc )( FunctionArg )
+    FitT (* evalFunc )( FunctionArg );
+  };
+
+#endif
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoMoeoPopEval.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoMoeoPopEval.h
new file mode 100644
index 000000000..a1d03783b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoMoeoPopEval.h
@@ -0,0 +1,265 @@
+/*
+* <peoMoeoPopEval.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Clive Canape
+*
+* 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 __peoMoeoPopEval_h
+#define __peoMoeoPopEval_h
+
+#include <queue>
+#include <eoEvalFunc.h>
+
+#include "core/messaging.h"
+#include "core/peo_debug.h"
+#include "peoAggEvalFunc.h"
+#include "peoNoAggEvalFunc.h"
+
+//! @class peoPopEval
+//! @brief Parallel evaluation functor wrapper with MOEO
+//! @see Service eoPopEvalFunc
+//! @version 1.0
+//! @date 2008
+template< class EOT > class peoMoeoPopEval : public Service, public eoPopEvalFunc<EOT>
+  {
+
+  public:
+
+    //! Constructor function - an EO-derived evaluation functor has to be specified; an internal reference
+    //! is set towards the specified evaluation functor.
+    //!
+    //! @param eoEvalFunc< EOT >& __eval_func - EO-derived evaluation functor to be applied in parallel on each individual of a specified population
+    peoMoeoPopEval( eoEvalFunc< EOT >& __eval_func );
+
+    //! Constructor function - a vector of EO-derived evaluation functors has to be specified as well as an aggregation function.
+    //!
+    //! @param const std :: vector< eoEvalFunc < EOT >* >& __funcs - vector of EO-derived partial evaluation functors;
+    //! @param peoAggEvalFunc< EOT >& __merge_eval - aggregation functor for creating a fitness value out of the partial fitness values.
+    peoMoeoPopEval( const std :: vector< eoEvalFunc < EOT >* >& __funcs, peoAggEvalFunc< EOT >& __merge_eval );
+
+    //! Operator for applying the evaluation functor (direct or aggregate) for each individual of the specified population.
+    //!
+    //! @param eoPop< EOT >& __pop - population to be evaluated by applying the evaluation functor specified in the constructor.
+    void operator()(eoPop< EOT >& __pop);
+
+    //! @brief Operator ()( eoPop< EOT >& __dummy, eoPop< EOT >& __pop )
+    //! @param eoPop< EOT >& __dummy
+    //! @param eoPop< EOT >& __pop
+    void operator()( eoPop< EOT >& __dummy, eoPop< EOT >& __pop );
+
+    //! Auxiliary function for transferring data between the process requesting an evaluation operation and the process that
+    //! performs the actual evaluation phase. There is no need to explicitly call the function.
+    void packData();
+
+    //! Auxiliary function for transferring data between the process requesting an evaluation operation and the process that
+    //! performs the actual evaluation phase. There is no need to explicitly call the function.
+    void unpackData();
+
+    //! Auxiliary function - it calls the specified evaluation functor(s). There is no need to explicitly call the function.
+    void execute();
+
+    //! Auxiliary function for transferring data between the process requesting an evaluation operation and the process that
+    //! performs the actual evaluation phase. There is no need to explicitly call the function.
+    void packResult();
+
+    //! Auxiliary function for transferring data between the process requesting an evaluation operation and the process that
+    //! performs the actual evaluation phase. There is no need to explicitly call the function.
+    void unpackResult();
+
+    //! Auxiliary function for notifications between the process requesting an evaluation operation and the processes that
+    //! performs the actual evaluation phase. There is no need to explicitly call the function.
+    void notifySendingData();
+
+    //! Auxiliary function for notifications between the process requesting an evaluation operation and the processes that
+    //! performs the actual evaluation phase. There is no need to explicitly call the function.
+    void notifySendingAllResourceRequests();
+
+  private:
+    //! @param std :: vector< eoEvalFunc < EOT >* >& funcs
+    //! @param std :: vector< eoEvalFunc < EOT >* > one_func
+    //! @param peoAggEvalFunc< EOT >& merge_eval
+    //! @param peoNoAggEvalFunc< EOT > no_merge_eval
+    //! @param std :: queue< EOT* >tasks
+    //! @param std :: map< EOT*, std :: pair< unsigned, unsigned > > progression
+    //! @param unsigned num_func
+    //! @param EOT sol
+    //! @param EOT *ad_sol
+    //! @param unsigned total
+    const std :: vector< eoEvalFunc < EOT >* >& funcs;
+    std :: vector< eoEvalFunc < EOT >* > one_func;
+    peoAggEvalFunc< EOT >& merge_eval;
+    peoNoAggEvalFunc< EOT > no_merge_eval;
+    std :: queue< EOT* >tasks;
+    std :: map< EOT*, std :: pair< unsigned, unsigned > > progression;
+    unsigned num_func;
+    EOT sol;
+    EOT *ad_sol;
+    unsigned total;
+  };
+
+
+template< class EOT > peoMoeoPopEval< EOT > :: peoMoeoPopEval( eoEvalFunc< EOT >& __eval_func ) :
+
+    funcs( one_func ), merge_eval( no_merge_eval )
+{
+
+  one_func.push_back( &__eval_func );
+}
+
+
+template< class EOT > peoMoeoPopEval< EOT > :: peoMoeoPopEval(
+
+  const std :: vector< eoEvalFunc< EOT >* >& __funcs,
+  peoAggEvalFunc< EOT >& __merge_eval
+
+) : funcs( __funcs ), merge_eval( __merge_eval )
+{}
+
+template< class EOT > void peoMoeoPopEval< EOT >::operator()(eoPop< EOT >& __dummy, eoPop< EOT >& __pop )
+{
+  this->operator()(__pop);
+}
+
+template< class EOT > void peoMoeoPopEval< EOT >::operator()(eoPop< EOT >& __pop )
+{
+  for ( unsigned i = 0; i < __pop.size(); i++ )
+    {
+      __pop[ i ].fitness(typename EOT :: Fitness() );
+      progression[ &__pop[ i ] ].first = funcs.size() - 1;
+      progression[ &__pop[ i ] ].second = funcs.size();
+      for ( unsigned j = 0; j < funcs.size(); j++ )
+        {
+          /* Queuing the 'invalid' solution and its associated owner */
+          tasks.push( &__pop[ i ] );
+        }
+    }
+  total = funcs.size() * __pop.size();
+  requestResourceRequest( funcs.size() * __pop.size() );
+  stop();
+}
+
+
+template< class EOT > void peoMoeoPopEval< EOT > :: packData()
+{
+  pack( progression[ tasks.front() ].first-- );
+
+  /* Packing the contents :-) of the solution */
+  pack( *tasks.front() );
+
+  /* Packing the addresses of both the solution and the owner */
+  pack( tasks.front() );
+  tasks.pop(  );
+}
+
+
+template< class EOT > void peoMoeoPopEval< EOT > :: unpackData()
+{
+  unpack( num_func );
+  /* Unpacking the solution */
+  unpack( sol );
+  /* Unpacking the @ of that one */
+  unpack( ad_sol );
+}
+
+
+template< class EOT > void peoMoeoPopEval< EOT > :: execute()
+{
+
+  /* Computing the fitness of the solution */
+  funcs[ num_func ]->operator()( sol );
+}
+
+
+template< class EOT > void peoMoeoPopEval< EOT > :: packResult()
+{
+  /* Packing the fitness of the solution */
+  std::vector < double > object;
+  unsigned len;
+  object=sol.objectiveVector();
+  len=object.size();
+  pack (len);
+  for (unsigned i = 0 ; i < len; i ++)
+    pack (object[i]);
+
+  /* Packing the @ of the individual */
+  pack( ad_sol );
+}
+
+
+template< class EOT > void peoMoeoPopEval< EOT > :: unpackResult()
+{
+  /* Unpacking the computed fitness */
+  unsigned len;
+  std::vector < double > object;
+
+  unpack(len);
+  object.resize(len);
+  for (unsigned i = 0 ; i < len; i ++)
+    unpack (object[i]);
+  /* Unpacking the @ of the associated individual */
+  unpack( ad_sol );
+
+
+  /* Associating the fitness the local solution */
+  ad_sol->objectiveVector(object);
+  progression[ ad_sol ].second--;
+
+  /* Notifying the container of the termination of the evaluation */
+  if ( !progression[ ad_sol ].second )
+    {
+
+      progression.erase( ad_sol );
+    }
+
+  total--;
+  if ( !total )
+    {
+
+      getOwner()->setActive();
+      resume();
+    }
+
+}
+
+
+template< class EOT > void peoMoeoPopEval< EOT > :: notifySendingData()
+{}
+
+
+template< class EOT > void peoMoeoPopEval< EOT > :: notifySendingAllResourceRequests()
+{
+  getOwner()->setPassive();
+}
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoMultiStart.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoMultiStart.h
new file mode 100644
index 000000000..835c9bb28
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoMultiStart.h
@@ -0,0 +1,320 @@
+/*
+* <peoMultiStart.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peoMultiStart_h
+#define __peoMultiStart_h
+
+#include <vector>
+
+#include "core/service.h"
+#include "core/messaging.h"
+
+//! @class peoMultiStart
+//! @brief Class allowing the launch of several algorithms
+//! @see Service
+//! @version 1.1
+//! @date january 2008
+template < typename EntityType > class peoMultiStart : public Service
+  {
+
+  public:
+
+    //! @brief Constructor
+    //! @param AlgorithmType& externalAlgorithm
+    template < typename AlgorithmType > peoMultiStart( AlgorithmType& externalAlgorithm )
+    {
+      singularAlgorithm = new Algorithm< AlgorithmType >( externalAlgorithm );
+      algorithms.push_back( singularAlgorithm );
+      aggregationFunction = new NoAggregationFunction();
+    }
+
+    //! @brief Constructor
+    //! @param AlgorithmReturnType (*externalAlgorithm)( AlgorithmDataType& )
+    template < typename AlgorithmReturnType, typename AlgorithmDataType > peoMultiStart( AlgorithmReturnType (*externalAlgorithm)( AlgorithmDataType& ) )
+    {
+      singularAlgorithm = new FunctionAlgorithm< AlgorithmReturnType, AlgorithmDataType >( externalAlgorithm );
+      algorithms.push_back( singularAlgorithm );
+      aggregationFunction = new NoAggregationFunction();
+    }
+
+    //! @brief Constructor
+    //! @param std::vector< AlgorithmType* >& externalAlgorithms
+    //! @param AggregationFunctionType& externalAggregationFunction
+    template < typename AlgorithmType, typename AggregationFunctionType > peoMultiStart( std::vector< AlgorithmType* >& externalAlgorithms, AggregationFunctionType& externalAggregationFunction )
+    {
+      for ( unsigned int index = 0; index < externalAlgorithms.size(); index++ )
+        {
+          algorithms.push_back( new Algorithm< AlgorithmType >( *externalAlgorithms[ index ] ) );
+        }
+      aggregationFunction = new AggregationAlgorithm< AggregationFunctionType >( externalAggregationFunction );
+    }
+
+    //! @brief Constructor
+    //! @param std::vector< AlgorithmReturnType (*)( AlgorithmDataType& ) >& externalAlgorithms
+    //! @param AggregationFunctionType& externalAggregationFunction
+    template < typename AlgorithmReturnType, typename AlgorithmDataType, typename AggregationFunctionType > peoMultiStart( std::vector< AlgorithmReturnType (*)( AlgorithmDataType& ) >& externalAlgorithms, AggregationFunctionType& externalAggregationFunction )
+    {
+      for ( unsigned int index = 0; index < externalAlgorithms.size(); index++ )
+        {
+          algorithms.push_back( new FunctionAlgorithm< AlgorithmReturnType, AlgorithmDataType >( externalAlgorithms[ index ] ) );
+        }
+      aggregationFunction = new AggregationAlgorithm< AggregationFunctionType >( externalAggregationFunction );
+    }
+
+    //! @brief Destructor
+    ~peoMultiStart()
+    {
+      for ( unsigned int index = 0; index < data.size(); index++ ) delete data[ index ];
+      for ( unsigned int index = 0; index < algorithms.size(); index++ ) delete algorithms[ index ];
+      delete aggregationFunction;
+    }
+
+    //! @brief operator on the template type
+    //! @param Type& externalData
+    template < typename Type > void operator()( Type& externalData )
+    {
+      for ( typename Type::iterator externalDataIterator = externalData.begin(); externalDataIterator != externalData.end(); externalDataIterator++ )
+        {
+          data.push_back( new DataType< EntityType >( *externalDataIterator ) );
+        }
+      functionIndex = dataIndex = idx = num_term = 0;
+      requestResourceRequest( data.size() * algorithms.size() );
+      stop();
+    }
+
+    //! @brief operator on the template type
+    //! @param Type& externalDataBegin
+    //! @param Type& externalDataEnd
+    template < typename Type > void operator()( const Type& externalDataBegin, const Type& externalDataEnd )
+    {
+      for ( Type externalDataIterator = externalDataBegin; externalDataIterator != externalDataEnd; externalDataIterator++ )
+        {
+          data.push_back( new DataType< EntityType >( *externalDataIterator ) );
+        }
+      functionIndex = dataIndex = idx = num_term = 0;
+      requestResourceRequest( data.size() * algorithms.size() );
+      stop();
+    }
+
+    //! @brief Function realizing packages of data
+    void packData();
+    //! @brief Function reconstituting packages of data
+    void unpackData();
+    //! @brief Function which executes the algorithm
+    void execute();
+    //! @brief Function realizing packages of the result
+    void packResult();
+    //! @brief Function reconstituting packages of result
+    void unpackResult();
+    //! @brief Function notifySendingData
+    void notifySendingData();
+    //! @brief Function notifySendingAllResourceRequests
+    void notifySendingAllResourceRequests();
+
+  private:
+
+    //! @param AbstractAlgorithm* singularAlgorithm
+    //! @param std::vector< AbstractAlgorithm* > algorithms
+    //! @param AbstractAggregationAlgorithm* aggregationFunction
+    //! @param EntityType entityTypeInstance
+    //! @param std::vector< AbstractDataType* > data
+    //! @param unsigned idx
+    //! @param unsigned num_term
+    //! @param unsigned dataIndex
+    //! @param unsigned functionIndex
+    template < typename Type > struct DataType;
+    struct AbstractDataType
+      {
+        virtual ~AbstractDataType()
+        { }
+        template < typename Type > operator Type& ()
+        {
+          return ( dynamic_cast< DataType< Type >& >( *this ) ).data;
+        }
+      };
+
+  template < typename Type > struct DataType : public AbstractDataType
+      {
+        DataType( Type& externalData ) : data( externalData )
+        { }
+        Type& data;
+      };
+
+    struct AbstractAlgorithm
+      {
+        virtual ~AbstractAlgorithm()
+        { }
+        virtual void operator()( AbstractDataType& dataTypeInstance )
+        {}
+      };
+
+  template < typename AlgorithmType > struct Algorithm : public AbstractAlgorithm
+      {
+        Algorithm( AlgorithmType& externalAlgorithm ) : algorithm( externalAlgorithm )
+        { }
+        void operator()( AbstractDataType& dataTypeInstance )
+        {
+          algorithm( dataTypeInstance );
+        }
+        AlgorithmType& algorithm;
+      };
+
+  template < typename AlgorithmReturnType, typename AlgorithmDataType > struct FunctionAlgorithm : public AbstractAlgorithm
+      {
+        FunctionAlgorithm( AlgorithmReturnType (*externalAlgorithm)( AlgorithmDataType& ) ) : algorithm( externalAlgorithm )
+        { }
+        void operator()( AbstractDataType& dataTypeInstance )
+        {
+          algorithm( dataTypeInstance );
+        }
+        AlgorithmReturnType (*algorithm)( AlgorithmDataType& );
+      };
+
+    struct AbstractAggregationAlgorithm
+      {
+        virtual ~AbstractAggregationAlgorithm()
+        { }
+        virtual void operator()( AbstractDataType& dataTypeInstanceA, AbstractDataType& dataTypeInstanceB )
+        {}
+      };
+
+  template < typename AggregationAlgorithmType > struct AggregationAlgorithm : public AbstractAggregationAlgorithm
+      {
+        AggregationAlgorithm( AggregationAlgorithmType& externalAggregationAlgorithm ) : aggregationAlgorithm( externalAggregationAlgorithm )
+        { }
+        void operator()( AbstractDataType& dataTypeInstanceA, AbstractDataType& dataTypeInstanceB )
+        {
+          aggregationAlgorithm( dataTypeInstanceA, dataTypeInstanceB );
+        }
+        AggregationAlgorithmType& aggregationAlgorithm;
+      };
+
+  struct NoAggregationFunction : public AbstractAggregationAlgorithm
+      {
+        void operator()( AbstractDataType& dataTypeInstanceA, AbstractDataType& dataTypeInstanceB )
+        {
+
+          static_cast< EntityType& >( dataTypeInstanceA ) = static_cast< EntityType& >( dataTypeInstanceB );
+        }
+      };
+
+    AbstractAlgorithm* singularAlgorithm;
+    std::vector< AbstractAlgorithm* > algorithms;
+    AbstractAggregationAlgorithm* aggregationFunction;
+    EntityType entityTypeInstance;
+    std::vector< AbstractDataType* > data;
+    unsigned idx;
+    unsigned num_term;
+    unsigned dataIndex;
+    unsigned functionIndex;
+  };
+
+
+template < typename EntityType > void peoMultiStart< EntityType >::packData()
+{
+
+  pack( functionIndex );
+  pack( idx );
+  pack( ( EntityType& ) *data[ idx++ ]  );
+
+  // done with functionIndex for the entire data set - moving to another
+  //  function/algorithm starting all over with the entire data set ( idx is set to 0 )
+  if ( idx == data.size() )
+    {
+
+      ++functionIndex;
+      idx = 0;
+    }
+}
+
+template < typename EntityType > void peoMultiStart< EntityType >::unpackData()
+{
+
+  unpack( functionIndex );
+  unpack( dataIndex );
+  unpack( entityTypeInstance );
+}
+
+template < typename EntityType > void peoMultiStart< EntityType >::execute()
+{
+
+  // wrapping the unpacked data - the definition of an abstract algorithm imposes
+  // that its internal function operator acts only on abstract data types
+  AbstractDataType* entityWrapper = new DataType< EntityType >( entityTypeInstance );
+  algorithms[ functionIndex ]->operator()( *entityWrapper );
+
+  delete entityWrapper;
+}
+
+template < typename EntityType > void peoMultiStart< EntityType >::packResult()
+{
+
+  pack( dataIndex );
+  pack( entityTypeInstance );
+}
+
+template < typename EntityType > void peoMultiStart< EntityType >::unpackResult()
+{
+
+  unpack( dataIndex );
+  unpack( entityTypeInstance );
+
+  // wrapping the unpacked data - the definition of an abstract algorithm imposes
+  // that its internal function operator acts only on abstract data types
+  AbstractDataType* entityWrapper = new DataType< EntityType >( entityTypeInstance );
+  aggregationFunction->operator()( *data[ dataIndex ], *entityWrapper );
+  delete entityWrapper;
+
+  num_term++;
+
+  if ( num_term == data.size() * algorithms.size() )
+    {
+
+      getOwner()->setActive();
+      resume();
+    }
+}
+
+template < typename EntityType > void peoMultiStart< EntityType >::notifySendingData()
+{}
+
+template < typename EntityType > void peoMultiStart< EntityType >::notifySendingAllResourceRequests()
+{
+
+  getOwner()->setPassive();
+}
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoNoAggEvalFunc.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoNoAggEvalFunc.h
new file mode 100644
index 000000000..689c8013c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoNoAggEvalFunc.h
@@ -0,0 +1,66 @@
+/*
+* <peoNoAggEvalFunc.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peoNoAggEvalFunc_h
+#define __peoNoAggEvalFunc_h
+
+#include "peoAggEvalFunc.h"
+
+//! Class providing a simple interface for associating a fitness value to a specified individual.
+
+//! The peoNoAggEvalFunc class does nothing more than an association between a fitness value and a specified individual.
+//! The class is provided as a mean of declaring that no aggregation is required for the evaluation function - the fitness
+//! value is explicitly specified.
+template< class EOT > class peoNoAggEvalFunc : public peoAggEvalFunc< EOT >
+  {
+
+  public :
+
+    //! Operator which sets as fitness the <b>__fit</b> value for the <b>__sol</b> individual
+    //! @param EOT& __sol
+    //! @param typename EOT :: Fitness& __fit
+    void operator()( EOT& __sol, const typename EOT :: Fitness& __fit );
+  };
+
+
+template< class EOT > void peoNoAggEvalFunc< EOT > :: operator()( EOT& __sol, const typename EOT :: Fitness& __fit )
+{
+
+  __sol.fitness( __fit );
+}
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoPSO.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoPSO.h
new file mode 100644
index 000000000..aa2de53e4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoPSO.h
@@ -0,0 +1,167 @@
+/* <peoPSO.h>
+*
+*  (c) OPAC Team, October 2008
+*
+* Clive Canape
+*
+* 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
+*   Contact: clive.canape@inria.fr
+*/
+
+#ifndef peoPSO_h
+#define peoPSO_h
+
+#include <eoPop.h>
+#include <utils/eoRNG.h>
+#include <eoFunctor.h>
+#include <eoMerge.h>
+#include <eoReduce.h>
+#include <eoReplacement.h>
+#include <utils/eoHowMany.h>
+#include <eoSelectOne.h>
+
+/*
+//! @class peoPSOSelect
+//! @brief Specific class for a selection of a population of a PSO
+//! @see eoSelectOne
+//! @version 1.1
+//! @date october 2007
+*/ 
+template <class POT> class peoPSOSelect: public eoSelectOne<POT>
+  {
+  public:
+/*
+    //! @brief Constructor
+    //! @param eoTopology < POT > & _topology
+*/
+    peoPSOSelect(eoTopology < POT > & _topology):topology(_topology)
+    {}
+
+//    //! @brief typedef : creation of Fitness
+    typedef typename PO < POT >::Fitness Fitness;
+/*
+    //! @brief Virtual operator
+    //! @param eoPop<POT>& _pop
+    //! @return POT&
+*/
+    virtual const POT& operator()(const eoPop<POT>& _pop)
+    {
+//return topology.globalBest(_pop);
+      return topology.globalBest();
+    }
+
+  private:
+//    //! @param eoTopology < POT > & topology
+    eoTopology < POT > & topology;
+  };
+/*
+//! @class peoGlobalBestVelocity
+//! @brief Specific class for a replacement thanks to the velocity migration of a population of a PSO
+//! @see eoReplacement
+//! @version 1.1
+//! @date october 2007
+*/
+template <class POT>
+class peoGlobalBestVelocity : public eoReplacement<POT>
+  {
+  public:
+
+//    //! @brief typedef : creation of VelocityType
+    typedef typename POT::ParticleVelocityType VelocityType;
+/*
+    //! @brief Constructor
+    //! @param double & _c3
+    //! @param eoVelocity < POT > &_velocity
+*/
+    peoGlobalBestVelocity(	const double & _c3, eoVelocity < POT > &_velocity): c3 (_c3),velocity (_velocity)
+    {}
+/*
+    //! @brief Virtual operator
+    //! @param eoPop<POT>& _dest
+    //! @param eoPop<POT>& _source
+*/
+    void operator()(eoPop<POT>& _dest, eoPop<POT>& _source)
+    {
+
+      VelocityType newVelocity,r3;
+      r3 =  (VelocityType) rng.uniform (1) * c3;
+      for (unsigned i=0;i<_dest.size();i++)
+        for (unsigned j=0;j<_dest[i].size();j++)
+          {
+            newVelocity=  _dest[i].velocities[j] + r3 * (_source[0].bestPositions[j] - _dest[i][j]);
+            _dest[i].velocities[j]=newVelocity;
+          }
+
+    }
+
+  protected:
+/*  
+    //! @param double & c3
+    //! @param eoVelocity < POT > & velocity
+*/
+    const double & c3;
+    eoVelocity < POT > & velocity;
+  };
+/*
+//! @class peoWorstPositionReplacement
+//! @brief Specific class for a replacement of a population of a PSO
+//! @see eoReplacement
+//! @version 1.1
+//! @date october 2007
+*/
+template <class POT> class peoWorstPositionReplacement : public eoReplacement<POT>
+  {
+  public:
+//    //! @brief constructor
+    peoWorstPositionReplacement()
+    {}
+/*
+    //! @brief operator
+    //! @param eoPop<POT>& _dest
+    //! @param eoPop<POT>& _source
+*/
+    void operator()(eoPop<POT>& _dest, eoPop<POT>& _source)
+    {
+      unsigned ind=0;
+      double best=_dest[0].best();
+      for (unsigned j=1;j<_dest.size();j++)
+        if (_dest[j].best() < best)
+          {
+            ind=j;
+            best=_dest[j].best();
+          }
+      if (_dest[ind].best() < _source[0].best())
+        {
+          _dest[ind].best(_source[0].best());
+          for (unsigned j=0;j<_dest[ind].size();j++)
+            _dest[ind].bestPositions[j]=_source[0].bestPositions[j];
+        }
+    }
+  };
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoPopEval.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoPopEval.h
new file mode 100644
index 000000000..258f7ea60
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoPopEval.h
@@ -0,0 +1,308 @@
+/*
+* <peoPopEval.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peoPopEval_h
+#define __peoPopEval_h
+
+#include <queue>
+#include <eoEvalFunc.h>
+#include <typeinfo>
+#include <string.h>
+
+#include "core/messaging.h"
+#include "core/peo_debug.h"
+#include "peoAggEvalFunc.h"
+#include "peoNoAggEvalFunc.h"
+
+//! @class peoPopEval
+//! @brief Parallel evaluation functor wrapper
+//! @see Service eoPopEvalFunc
+//! @version 1.2
+//! @date 2006
+template< class EOT > class peoPopEval : public Service, public eoPopEvalFunc<EOT>
+  {
+
+  public:
+
+    //! Constructor function - an EO-derived evaluation functor has to be specified; an internal reference
+    //! is set towards the specified evaluation functor.
+    //!
+    //! @param eoEvalFunc< EOT >& __eval_func - EO-derived evaluation functor to be applied in parallel on each individual of a specified population
+    peoPopEval( eoEvalFunc< EOT >& __eval_func );
+
+    //! Constructor function - a vector of EO-derived evaluation functors has to be specified as well as an aggregation function.
+    //!
+    //! @param const std :: vector< eoEvalFunc < EOT >* >& __funcs - vector of EO-derived partial evaluation functors;
+    //! @param peoAggEvalFunc< EOT >& __merge_eval - aggregation functor for creating a fitness value out of the partial fitness values.
+    peoPopEval( const std :: vector< eoEvalFunc < EOT >* >& __funcs, peoAggEvalFunc< EOT >& __merge_eval );
+
+    //! Operator for applying the evaluation functor (direct or aggregate) for each individual of the specified population.
+    //!
+    //! @param eoPop< EOT >& __pop - population to be evaluated by applying the evaluation functor specified in the constructor.
+    void operator()(eoPop< EOT >& __pop);
+
+    //! @brief Operator ()( eoPop< EOT >& __dummy, eoPop< EOT >& __pop )
+    //! @param eoPop< EOT >& __dummy
+    //! @param eoPop< EOT >& __pop
+    void operator()( eoPop< EOT >& __dummy, eoPop< EOT >& __pop );
+
+    //! Auxiliary function for transferring data between the process requesting an evaluation operation and the process that
+    //! performs the actual evaluation phase. There is no need to explicitly call the function.
+    void packData();
+
+    //! Auxiliary function for transferring data between the process requesting an evaluation operation and the process that
+    //! performs the actual evaluation phase. There is no need to explicitly call the function.
+    void unpackData();
+
+    //! Auxiliary function - it calls the specified evaluation functor(s). There is no need to explicitly call the function.
+    void execute();
+
+    //! Auxiliary function for transferring data between the process requesting an evaluation operation and the process that
+    //! performs the actual evaluation phase. There is no need to explicitly call the function.
+    void packResult();
+
+    //! Auxiliary function for transferring data between the process requesting an evaluation operation and the process that
+    //! performs the actual evaluation phase. There is no need to explicitly call the function.
+    void unpackResult();
+
+    //! Auxiliary function for notifications between the process requesting an evaluation operation and the processes that
+    //! performs the actual evaluation phase. There is no need to explicitly call the function.
+    void notifySendingData();
+
+    //! Auxiliary function for notifications between the process requesting an evaluation operation and the processes that
+    //! performs the actual evaluation phase. There is no need to explicitly call the function.
+    void notifySendingAllResourceRequests();
+
+  private:
+
+    //! @param std :: vector< eoEvalFunc < EOT >* >& funcs
+    //! @param std :: vector< eoEvalFunc < EOT >* > one_func
+    //! @param peoAggEvalFunc< EOT >& merge_eval
+    //! @param peoNoAggEvalFunc< EOT > no_merge_eval
+    //! @param std :: queue< EOT* >tasks
+    //! @param std :: map< EOT*, std :: pair< unsigned, unsigned > > progression
+    //! @param unsigned num_func
+    //! @param EOT sol
+    //! @param EOT *ad_sol
+    //! @param unsigned total
+    const std :: vector< eoEvalFunc < EOT >* >& funcs;
+    std :: vector< eoEvalFunc < EOT >* > one_func;
+    peoAggEvalFunc< EOT >& merge_eval;
+    peoNoAggEvalFunc< EOT > no_merge_eval;
+    std :: queue< EOT* >tasks;
+    std :: map< EOT*, std :: pair< unsigned, unsigned > > progression;
+    unsigned num_func;
+    EOT sol;
+    EOT *ad_sol;
+    unsigned total;
+  };
+
+
+template< class EOT > peoPopEval< EOT > :: peoPopEval( eoEvalFunc< EOT >& __eval_func ) :
+
+    funcs( one_func ), merge_eval( no_merge_eval )
+{
+
+  one_func.push_back( &__eval_func );
+}
+
+
+template< class EOT > peoPopEval< EOT > :: peoPopEval(
+
+  const std :: vector< eoEvalFunc< EOT >* >& __funcs,
+  peoAggEvalFunc< EOT >& __merge_eval
+
+) : funcs( __funcs ), merge_eval( __merge_eval )
+{}
+
+template< class EOT > void peoPopEval< EOT >::operator()(eoPop< EOT >& __dummy, eoPop< EOT >& __pop )
+{
+  this->operator()(__pop);
+}
+
+template< class EOT > void peoPopEval< EOT >::operator()(eoPop< EOT >& __pop )
+{
+  if ( __pop.size() && (funcs.size() * __pop.size()) )
+    {
+      for ( unsigned i = 0; i < __pop.size(); i++ )
+        {
+          __pop[ i ].fitness(typename EOT :: Fitness() );
+          progression[ &__pop[ i ] ].first = funcs.size() - 1;
+          progression[ &__pop[ i ] ].second = funcs.size();
+          for ( unsigned j = 0; j < funcs.size(); j++ )
+            {
+              /* Queuing the 'invalid' solution and its associated owner */
+              tasks.push( &__pop[ i ] );
+            }
+        }
+      total = funcs.size() * __pop.size();
+      requestResourceRequest( funcs.size() * __pop.size() );
+      stop();
+    }
+}
+
+
+template< class EOT > void peoPopEval< EOT > :: packData()
+{
+  //  printDebugMessage ("debut pakc data");
+  pack( progression[ tasks.front() ].first-- );
+
+  /* Packing the contents :-) of the solution */
+  pack( *tasks.front() );
+
+  /* Packing the addresses of both the solution and the owner */
+  pack( tasks.front() );
+  tasks.pop(  );
+}
+
+
+template< class EOT > void peoPopEval< EOT > :: unpackData()
+{
+  unpack( num_func );
+  /* Unpacking the solution */
+  unpack( sol );
+  /* Unpacking the @ of that one */
+  unpack( ad_sol );
+}
+
+
+template< class EOT > void peoPopEval< EOT > :: execute()
+{
+
+  /* Computing the fitness of the solution */
+  funcs[ num_func ]->operator()( sol );
+}
+
+
+template< class EOT > void peoPopEval< EOT > :: packResult()
+{
+  /* Packing the fitness of the solution */
+  pack( sol.fitness() );
+  /* Packing the @ of the individual */
+  pack( ad_sol );
+}
+
+
+template< class EOT > void peoPopEval< EOT > :: unpackResult()
+{
+  typename EOT :: Fitness fit;
+  /* Built in types : int, short, long int, long long int,
+   * 		unsigned int, unsigend short, unsigned long int, unsigned long long int,
+   * 		float, double, long double		
+   */
+  char types [11] = {'i','s','l','x','j','t','m','y', 'f', 'd','e'};
+  const char* type = typeid(fit).name();
+  int length = strlen(type);
+  int position = 18;
+  if ( length == 1)
+  {
+  	position = 0;
+  	length = 2;
+  }
+  if ( length > 1 && position < length) 
+  {
+  	if ( type[position] == types[0])
+  	{
+  		int __fit; unpack( __fit );fit = __fit;
+  	}
+  	if ( type[position] == types[1])
+  	{
+  		short int __fit; unpack( __fit );fit = __fit;
+  	}
+  	if ( type[position] == types[2])
+  	{
+  		long int __fit; unpack( __fit );fit = __fit;
+  	}
+  	if ( type[position] == types[4])
+  	{
+  		unsigned int __fit; unpack( __fit );fit = __fit;
+  	}
+  	if ( type[position] == types[5])
+    {
+  		unsigned short __fit; unpack( __fit );fit = __fit;
+  	}
+  	if ( type[position] == types[6])
+  	{
+  		unsigned long __fit; unpack( __fit );fit = __fit;
+  	}
+  	if ( type[position] == types[8])
+  	{
+  		float __fit; unpack( __fit );fit = __fit;
+	}
+  	if ( type[position] == types[9])
+  	{
+  		double __fit; unpack( __fit );fit = __fit;
+	}
+  }
+  
+  
+  /* Unpacking the @ of the associated individual */
+  unpack( ad_sol );
+
+
+  /* Associating the fitness the local solution */
+  merge_eval( *ad_sol, fit );
+
+  progression[ ad_sol ].second--;
+
+  /* Notifying the container of the termination of the evaluation */
+  if ( !progression[ ad_sol ].second )
+    {
+
+      progression.erase( ad_sol );
+    }
+
+  total--;
+  if ( !total )
+    {
+
+      getOwner()->setActive();
+      resume();
+    }
+}
+
+
+template< class EOT > void peoPopEval< EOT > :: notifySendingData()
+{}
+
+
+template< class EOT > void peoPopEval< EOT > :: notifySendingAllResourceRequests()
+{
+  getOwner()->setPassive();
+}
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoSyncDataTransfer.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoSyncDataTransfer.h
new file mode 100755
index 000000000..d1f7b8436
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoSyncDataTransfer.h
@@ -0,0 +1,288 @@
+/*
+* <peoSyncDataTransfer.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Alexandru-Adrian TANTAR
+*
+* 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 __peoSyncDataTransfer_h
+#define __peoSyncDataTransfer_h
+
+
+#include <queue>
+#include <cassert>
+
+#include <utils/eoUpdater.h>
+
+#include "core/peoAbstractDefs.h"
+
+#include "core/messaging.h"
+#include "core/eoPop_mesg.h"
+#include "core/eoVector_mesg.h"
+
+#include "core/topology.h"
+#include "core/thread.h"
+#include "core/cooperative.h"
+#include "core/peo_debug.h"
+
+#include "rmc/mpi/synchron.h"
+
+
+extern void wakeUpCommunicator();
+extern int getNodeRank();
+
+
+class peoSyncDataTransfer : public Cooperative, public eoUpdater
+  {
+
+  public:
+
+    template< typename EndPointType >
+    peoSyncDataTransfer(
+
+      EndPointType& __endPoint,
+      Topology& __topology
+
+    ) : topology( __topology )
+    {
+
+      source = new MsgTransferQueue< EndPointType >( __endPoint );
+      destination = new MsgTransferQueue< EndPointType >( __endPoint );
+      __topology.add( *this );
+
+      sem_init( &sync, 0, 0 );
+    }
+
+    template< typename EndPointType, typename FunctorType >
+    peoSyncDataTransfer(
+
+      EndPointType& __endPoint,
+      Topology& __topology,
+      FunctorType& externalFunctorRef
+
+    ) : topology( __topology )
+    {
+
+      source = new MsgTransferQueue< EndPointType >( __endPoint, externalFunctorRef );
+      destination = new MsgTransferQueue< EndPointType >( __endPoint, externalFunctorRef );
+      __topology.add( *this );
+
+      sem_init( &sync, 0, 0 );
+    }
+
+    template< typename SourceEndPointType, typename DestinationEndPointType >
+    peoSyncDataTransfer(
+
+      SourceEndPointType& __source,
+      DestinationEndPointType& __destination,
+      Topology& __topology
+
+    ) : topology( __topology )
+    {
+
+      source = new MsgTransferQueue< SourceEndPointType >( __source );
+      destination = new MsgTransferQueue< DestinationEndPointType >( __destination );
+      __topology.add( *this );
+
+      sem_init( &sync, 0, 0 );
+    }
+
+    template< typename SourceEndPointType, typename DestinationEndPointType, typename FunctorType >
+    peoSyncDataTransfer(
+
+      SourceEndPointType& __source,
+      DestinationEndPointType& __destination,
+      Topology& __topology,
+      FunctorType& externalFunctorRef
+
+    ) : topology( __topology )
+    {
+
+      source = new MsgTransferQueue< SourceEndPointType >( __source, externalFunctorRef );
+      destination = new MsgTransferQueue< DestinationEndPointType >( __destination, externalFunctorRef );
+      __topology.add( *this );
+
+      sem_init( &sync, 0, 0 );
+    }
+
+
+    void operator()()
+    {
+
+      standbyTransfer = false;
+      nbTransfersIn = nbTransfersOut = 0;
+      
+      topology.setNeighbors( this, in, out );
+      all = topology;
+      
+      synchronizeCoopEx();
+      stop();
+      
+      // sending data out
+      sendData();
+      // synchronizing
+      sem_wait( &sync );
+      // receiving data in
+      receiveData();
+      
+      synchronizeCoopEx();
+      stop();
+    }
+    
+
+    void pack()
+    {
+      
+      ::pack( coop_em.front()->getKey() );
+      source->packMessage();
+      coop_em.pop();
+    }
+
+    void unpack()
+    {
+      
+      destination->unpackMessage();
+    }
+    
+
+    void packSynchronizeReq()
+    {
+      
+      packSynchronRequest( all );
+    }
+    
+
+    void notifySending()
+    {
+
+      nbTransfersOut++;
+      
+      printDebugMessage( "peoSyncDataTransfer: notified of the completion of a transfer round." );
+      
+      getOwner()->setActive();
+      if ( nbTransfersOut == out.size() && nbTransfersIn < in.size() )
+	{
+	  getOwner()->setPassive();
+	}
+    }
+
+
+    void notifyReceiving()
+    {
+      
+      nbTransfersIn++;
+      printDebugMessage( "peoSyncIslandMig: notified of incoming data." );
+      
+      if ( standbyTransfer )
+	{
+	  getOwner()->setActive();
+	  if ( nbTransfersOut == out.size() && nbTransfersIn < in.size() )
+	    getOwner()->setPassive();
+	}
+      
+      if ( nbTransfersIn == in.size() )
+	{
+	  
+	  printDebugMessage( "peoSyncIslandMig: finished collecting incoming data." );
+	  sem_post( &sync );
+	}
+    }
+    
+
+    void notifySendingSyncReq()
+    {
+
+      getOwner()->setPassive();
+      printDebugMessage( "peoSyncIslandMig: synchronization request sent." );
+    }
+
+    void notifySynchronized()
+    {
+
+      printDebugMessage( "peoSyncIslandMig: cooperators synchronized." );
+      
+      standbyTransfer = true;
+      getOwner()->setActive();
+      resume();
+    }
+
+
+  private:
+
+    void sendData()
+    {
+      
+      for ( unsigned i = 0; i < out.size(); i ++ )
+	{
+	  
+	  source->pushMessage();
+	  
+	  coop_em.push( out[ i ] );
+	  send( out[ i ]);
+	  
+	  printDebugMessage( "peoSyncDataTransfer: sending data." );
+	}
+      
+      wakeUpCommunicator();
+    }
+
+    void receiveData()
+    {
+      
+      assert( !( destination->empty() ) );
+      
+      while ( !( destination->empty() ) )
+	{
+	  
+	  printDebugMessage( "peoSyncDataTransfer: received data." );
+	  destination->popMessage();
+	  printDebugMessage( "peoSyncDataTransfer: done extracting received data." );
+	}
+    }
+    
+    Topology& topology; 			// neighboring topology
+
+    // source and destination end-points
+    AbstractMsgTransferQueue* source;
+    AbstractMsgTransferQueue* destination;
+
+    std :: queue< Cooperative* > coop_em;
+
+    sem_t sync;
+
+    bool standbyTransfer;
+
+    std :: vector< Cooperative* > in, out, all;
+    unsigned nbTransfersIn, nbTransfersOut;
+  };
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoSyncIslandMig.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoSyncIslandMig.h
new file mode 100644
index 000000000..9f125be3b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoSyncIslandMig.h
@@ -0,0 +1,257 @@
+/*
+* <peoSyncIslandMig.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peoSyncIslandMig_h
+#define __peoSyncIslandMig_h
+
+
+#include <queue>
+#include <cassert>
+
+#include <eoPeriodicContinue.h>
+
+#include <utils/eoUpdater.h>
+
+#include <eoContinue.h>
+#include <eoSelect.h>
+#include <eoReplacement.h>
+#include <eoPop.h>
+#include "peoData.h"
+
+#include "core/messaging.h"
+#include "core/eoPop_mesg.h"
+#include "core/eoVector_mesg.h"
+
+#include "core/topology.h"
+#include "core/thread.h"
+#include "core/cooperative.h"
+#include "core/peo_debug.h"
+
+#include "rmc/mpi/synchron.h"
+
+
+//! @class peoSyncIslandMig
+//! @brief Specific class for a synchronous migration
+//! @see Cooperative eoUpdater
+//! @version 2.0
+//! @date january 2008
+template< class TYPESELECT, class TYPEREPLACE  > class peoSyncIslandMig : public Cooperative, public eoUpdater
+  {
+
+  public:
+
+    //! @brief Constructor
+    //! @param unsigned __frequency
+    //! @param selector <TYPESELECT> & __select
+    //! @param replacement <TYPEREPLACE> & __replace
+    //! @param Topology& __topology
+    peoSyncIslandMig(
+      unsigned __frequency,
+      selector <TYPESELECT> & __select,
+      replacement <TYPEREPLACE> & __replace,
+      Topology& __topology
+    );
+
+    //! @brief operator
+    void operator()();
+    //! @brief Function realizing packages
+    void pack();
+    //! @brief Function reconstituting packages
+    void unpack();
+    //! @brief Function packSynchronizeReq
+    void packSynchronizeReq();
+    //! @brief Function notifySending
+    void notifySending();
+    //! @brief Function notifyReceiving
+    void notifyReceiving();
+    //! @brief notifySendingSyncReq
+    void notifySendingSyncReq();
+    //! @brief notifySynchronized
+    void notifySynchronized();
+
+  private:
+
+    void emigrate();
+    void immigrate();
+
+
+  private:
+    //! @param eoSyncContinue cont
+    //! @param selector <TYPESELECT> & select
+    //! @param replacement <TYPEREPLACE> & replace
+    //! @param Topology& topology
+    //! @param std :: queue< TYPEREPLACE > imm
+    //! @param std :: queue< TYPESELECT > em
+    //! @param std :: queue< Cooperative* > coop_em
+    //! @param sem_t sync
+    //! @param bool explicitPassive
+    //! @param bool standbyMigration
+    //! @param std :: vector< Cooperative* > in, out, all
+    //! @param unsigned nbMigrations
+    eoSyncContinue cont;
+    selector <TYPESELECT> & select;
+    replacement <TYPEREPLACE> & replace;
+    Topology& topology;
+    std :: queue< TYPEREPLACE > imm;
+    std :: queue< TYPESELECT > em;
+    std :: queue< Cooperative* > coop_em;
+    sem_t sync;
+    bool explicitPassive;
+    bool standbyMigration;
+    std :: vector< Cooperative* > in, out, all;
+    unsigned nbMigrations;
+  };
+
+
+template< class TYPESELECT, class TYPEREPLACE > peoSyncIslandMig< TYPESELECT,TYPEREPLACE > :: peoSyncIslandMig(
+
+  unsigned __frequency,
+  selector <TYPESELECT> & __select,
+  replacement <TYPEREPLACE> & __replace,
+  Topology& __topology
+) : cont( __frequency ), select( __select ), replace( __replace ), topology( __topology )
+{
+
+  __topology.add( *this );
+  sem_init( &sync, 0, 0 );
+}
+
+
+template< class TYPESELECT, class TYPEREPLACE > void peoSyncIslandMig< TYPESELECT, TYPEREPLACE > :: pack()
+{
+  ::pack( coop_em.front()->getKey() );
+  ::pack(em.front());
+  coop_em.pop();
+  em.pop();
+}
+
+template< class TYPESELECT, class TYPEREPLACE > void peoSyncIslandMig< TYPESELECT, TYPEREPLACE > :: unpack()
+{
+  TYPEREPLACE mig;
+  ::unpack(mig);
+  imm.push( mig );
+  explicitPassive = true;
+}
+
+template< class TYPESELECT, class TYPEREPLACE > void peoSyncIslandMig< TYPESELECT,TYPEREPLACE > :: packSynchronizeReq()
+{
+
+  packSynchronRequest( all );
+}
+
+template< class TYPESELECT, class TYPEREPLACE > void peoSyncIslandMig< TYPESELECT , TYPEREPLACE > :: emigrate()
+{
+
+  for ( unsigned i = 0; i < out.size(); i ++ )
+    {
+
+      TYPESELECT mig;
+      select( mig );
+      em.push( mig );
+      coop_em.push( out[ i ] );
+      send( out[ i ] );
+      printDebugMessage( "peoSyncIslandMig: sending some emigrants." );
+    }
+}
+
+template< class TYPESELECT, class TYPEREPLACE > void peoSyncIslandMig< TYPESELECT , TYPEREPLACE > :: immigrate()
+{
+  assert( imm.size() );
+
+  while ( imm.size() )
+    {
+      replace( imm.front() ) ;
+      imm.pop();
+    }
+
+  printDebugMessage( "peoSyncIslandMig: receiving some immigrants." );
+}
+
+template< class TYPESELECT, class TYPEREPLACE > void peoSyncIslandMig< TYPESELECT , TYPEREPLACE > :: operator()()
+{
+
+  if (! cont.check() )
+    {
+      explicitPassive = standbyMigration = false;
+      topology.setNeighbors( this, in, out );
+      all = topology;
+      nbMigrations = 0;
+      synchronizeCoopEx();
+      stop();
+      // sending emigrants
+      emigrate();
+      // synchronizing
+      sem_wait( &sync );
+      // receiving immigrants
+      immigrate();
+      synchronizeCoopEx();
+      stop();
+    }
+}
+
+template< class TYPESELECT, class TYPEREPLACE > void peoSyncIslandMig< TYPESELECT , TYPEREPLACE > :: notifySending()
+{
+  if ( !explicitPassive ) getOwner()->setPassive();
+}
+
+template< class TYPESELECT, class TYPEREPLACE > void peoSyncIslandMig< TYPESELECT , TYPEREPLACE > :: notifyReceiving()
+{
+  nbMigrations++;
+
+  if ( nbMigrations == in.size() )
+    {
+
+      if ( standbyMigration ) getOwner()->setActive();
+      sem_post( &sync );
+    }
+}
+
+template< class TYPESELECT, class TYPE > void peoSyncIslandMig< TYPESELECT, TYPE > :: notifySendingSyncReq ()
+{
+
+  getOwner()->setPassive();
+}
+
+template< class TYPESELECT, class TYPE > void peoSyncIslandMig< TYPESELECT, TYPE > :: notifySynchronized ()
+{
+
+  standbyMigration = true;
+  getOwner()->setActive();
+  resume();
+}
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoTransform.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoTransform.h
new file mode 100644
index 000000000..b6b058871
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoTransform.h
@@ -0,0 +1,199 @@
+/*
+* <peoTransform.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peoTransform_h
+#define __peoTransform_h
+
+#include "core/thread.h"
+#include "core/messaging.h"
+#include "core/peo_debug.h"
+#include "core/service.h"
+
+
+extern int getNodeRank();
+
+//! @class peoTransform
+//! @brief Class for a parallel transform
+//! @see Service eoTransform
+//! @version 1.1
+//! @date january 2008
+template< class EOT > class peoTransform : public Service, public eoTransform< EOT >
+  {
+
+  public:
+
+    //! @brief Constructor
+    //! @param eoQuadOp< EOT >& __cross
+    //! @param double __cross_rate
+    //! @param eoMonOp< EOT >& __mut
+    //! @param double __mut_rate
+    peoTransform(
+      eoQuadOp< EOT >& __cross,
+      double __cross_rate,
+      eoMonOp< EOT >& __mut,
+      double __mut_rate
+    );
+
+    //! @brief Operator
+    //! @param eoPop< EOT >& __pop
+    void operator()( eoPop< EOT >& __pop );
+    //! @brief Function realizing packages of data
+    void packData();
+    //! @brief Function reconstituting packages of data
+    void unpackData();
+    //! @brief Function which executes the algorithm
+    void execute();
+    //! @brief Function realizing packages of the result
+    void packResult();
+    //! @brief Function reconstituting packages of result
+    void unpackResult();
+    //! @brief Function notifySendingData
+    void notifySendingData();
+    //! @brief Function notifySendingAllResourceRequests
+    void notifySendingAllResourceRequests();
+
+  private:
+    //! @param eoQuadOp< EOT >& cross
+    //! @param double cross_rate
+    //! @param eoMonOp< EOT >& mut
+    //! @param double mut_rate
+    //! @param unsigned idx
+    //! @param eoPop< EOT >* pop
+    //! @param EOT father
+    //! @param mother
+    //! @param unsigned num_term
+    eoQuadOp< EOT >& cross;
+    double cross_rate;
+    eoMonOp< EOT >& mut;
+    double mut_rate;
+    unsigned idx;
+    eoPop< EOT >* pop;
+    EOT father, mother;
+    unsigned num_term;
+  };
+
+template< class EOT > peoTransform< EOT > :: peoTransform(
+
+  eoQuadOp< EOT >& __cross,
+  double __cross_rate,
+  eoMonOp < EOT >& __mut,
+  double __mut_rate
+
+) : cross( __cross ), cross_rate( __cross_rate ), mut( __mut ), mut_rate( __mut_rate )
+{}
+
+
+template< class EOT > void peoTransform< EOT > :: packData()
+{
+
+  pack( idx );
+  pack( pop->operator[]( idx++ ) );
+  pack( pop->operator[]( idx++ ) );
+}
+
+
+template< class EOT > void peoTransform< EOT > :: unpackData()
+{
+
+  unpack( idx );
+  unpack( father );
+  unpack( mother );
+}
+
+
+template< class EOT > void peoTransform< EOT > :: execute()
+{
+
+  if ( rng.uniform() < cross_rate ) cross( mother, father );
+
+  if ( rng.uniform() < mut_rate ) mut( mother );
+  if ( rng.uniform() < mut_rate ) mut( father );
+}
+
+
+template< class EOT > void peoTransform< EOT > :: packResult()
+{
+
+  pack( idx );
+  pack( father );
+  pack( mother );
+}
+
+
+template< class EOT > void peoTransform< EOT > :: unpackResult()
+{
+
+  unsigned sidx;
+
+  unpack( sidx );
+  unpack( pop->operator[]( sidx++ ) );
+  unpack( pop->operator[]( sidx ) );
+  num_term += 2;
+
+  // Can be used with an odd size
+  if ( num_term == 2*(pop->size()/2) )
+    {
+
+      getOwner()->setActive();
+      resume();
+    }
+}
+
+
+template< class EOT > void peoTransform< EOT > :: operator()( eoPop < EOT >& __pop )
+{
+
+  printDebugMessage( "peoTransform: performing the parallel transformation step." );
+  pop = &__pop;
+  idx = 0;
+  num_term = 0;
+  requestResourceRequest( __pop.size() / 2 );
+  stop();
+}
+
+
+template< class EOT > void peoTransform< EOT > :: notifySendingData()
+{}
+
+
+template< class EOT > void peoTransform< EOT > :: notifySendingAllResourceRequests()
+{
+
+  getOwner()->setPassive();
+}
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/peoWrapper.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoWrapper.h
new file mode 100644
index 000000000..664f53b41
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/peoWrapper.h
@@ -0,0 +1,174 @@
+/*
+* <peoWrapper.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __peoParaAlgorithm_h
+#define __peoParaAlgorithm_h
+
+
+#include "core/runner.h"
+#include "core/peo_debug.h"
+
+//! @class peoWrapper
+//! @brief Specific class for wrapping
+//! @see Runner
+//! @version 1.1
+//! @date december 2007
+class peoWrapper : public Runner
+  {
+
+  public:
+
+    //! @brief constructor
+    //! @param AlgorithmType& externalAlgorithm
+    template< typename AlgorithmType > peoWrapper( AlgorithmType& externalAlgorithm )
+        : algorithm( new Algorithm< AlgorithmType, void >( externalAlgorithm ) )
+    {}
+
+    //! @brief constructor
+    //! @param AlgorithmType& externalAlgorithm
+    //! @param AlgorithmDataType& externalData
+    template< typename AlgorithmType, typename AlgorithmDataType > peoWrapper( AlgorithmType& externalAlgorithm, AlgorithmDataType& externalData )
+        : algorithm( new Algorithm< AlgorithmType, AlgorithmDataType >( externalAlgorithm, externalData ) )
+    {}
+
+    //! @brief constructor
+    //! @param AlgorithmReturnType& (*externalAlgorithm)()
+    template< typename AlgorithmReturnType > peoWrapper( AlgorithmReturnType& (*externalAlgorithm)() )
+        : algorithm( new FunctionAlgorithm< AlgorithmReturnType, void >( externalAlgorithm ) )
+    {}
+
+    //! @brief constructor
+    //! @param AlgorithmReturnType& (*externalAlgorithm)( AlgorithmDataType& )
+    //! @param AlgorithmDataType& externalData
+    template< typename AlgorithmReturnType, typename AlgorithmDataType > peoWrapper( AlgorithmReturnType& (*externalAlgorithm)( AlgorithmDataType& ), AlgorithmDataType& externalData )
+        : algorithm( new FunctionAlgorithm< AlgorithmReturnType, AlgorithmDataType >( externalAlgorithm, externalData ) )
+    {}
+
+    //! @brief destructor
+    ~peoWrapper()
+    {
+      delete algorithm;
+    }
+
+    //! @brief function run
+    void run()
+    {
+      algorithm->operator()();
+    }
+
+
+  private:
+
+    struct AbstractAlgorithm
+      {
+
+        // virtual destructor as we will be using inheritance and polymorphism
+        virtual ~AbstractAlgorithm()
+        { }
+
+        // operator to be called for executing the algorithm
+        virtual void operator()()
+        { }
+      };
+
+  template< typename AlgorithmType, typename AlgorithmDataType > struct Algorithm : public AbstractAlgorithm
+      {
+
+        Algorithm( AlgorithmType& externalAlgorithm, AlgorithmDataType& externalData )
+            : algorithm( externalAlgorithm ), algorithmData( externalData )
+        {}
+
+        virtual void operator()()
+        {
+          algorithm( algorithmData );
+        }
+
+        AlgorithmType& algorithm;
+        AlgorithmDataType& algorithmData;
+      };
+
+  template< typename AlgorithmType > struct Algorithm< AlgorithmType, void >  : public AbstractAlgorithm
+      {
+
+        Algorithm( AlgorithmType& externalAlgorithm ) : algorithm( externalAlgorithm )
+        {}
+
+        virtual void operator()()
+        {
+          algorithm();
+        }
+
+        AlgorithmType& algorithm;
+      };
+
+  template< typename AlgorithmReturnType, typename AlgorithmDataType > struct FunctionAlgorithm : public AbstractAlgorithm
+      {
+
+        FunctionAlgorithm( AlgorithmReturnType (*externalAlgorithm)( AlgorithmDataType& ), AlgorithmDataType& externalData )
+            : algorithm( externalAlgorithm ), algorithmData( externalData )
+        {}
+
+        virtual void operator()()
+        {
+          algorithm( algorithmData );
+        }
+
+        AlgorithmReturnType (*algorithm)( AlgorithmDataType& );
+        AlgorithmDataType& algorithmData;
+      };
+
+  template< typename AlgorithmReturnType > struct FunctionAlgorithm< AlgorithmReturnType, void > : public AbstractAlgorithm
+      {
+
+        FunctionAlgorithm( AlgorithmReturnType (*externalAlgorithm)() )
+            : algorithm( externalAlgorithm )
+        {}
+
+        virtual void operator()()
+        {
+          algorithm();
+        }
+
+        AlgorithmReturnType (*algorithm)();
+      };
+
+  private:
+    //! @param AbstractAlgorithm* algorithm
+    AbstractAlgorithm* algorithm;
+  };
+
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/CMakeLists.txt
new file mode 100644
index 000000000..360b37370
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/CMakeLists.txt
@@ -0,0 +1,9 @@
+
+
+######################################################################################
+### 1) Where must cmake go now ?
+######################################################################################
+
+ADD_SUBDIRECTORY(mpi)
+
+######################################################################################
\ No newline at end of file
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/CMakeLists.txt
new file mode 100644
index 000000000..5ced140fe
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/CMakeLists.txt
@@ -0,0 +1,57 @@
+SET(CMAKE_CXX_FLAGS_RELEASE "-O0 -g")
+
+######################################################################################
+### 0) Set the compiler
+######################################################################################
+
+SET (CMAKE_CXX_COMPILER mpicxx)
+
+######################################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+SET(CMAKE_CXX_FLAGS "${CMAKE_CXX_FLAGS} ${XML2_CFLAGS}")
+
+######################################################################################
+
+
+######################################################################################
+### 2) Define your target(s): just the rmc_mpi library here
+######################################################################################
+
+SET(RMC_MPI_LIB_OUTPUT_PATH ${ParadisEO-PEO_BINARY_DIR}/lib)
+SET(LIBRARY_OUTPUT_PATH ${RMC_MPI_LIB_OUTPUT_PATH})
+
+SET (RMC_MPI_SOURCES node.cpp 
+					param.cpp 
+					comm.cpp 
+					cooperative.cpp 
+					mess.cpp 
+					rmc.cpp 
+					scheduler.cpp
+					synchron.cpp
+					worker.cpp 
+					send.cpp 
+					recv.cpp 
+					xml_parser.cpp 
+					schema.cpp 
+					runner.cpp 
+					service.cpp)
+						
+ADD_LIBRARY(rmc_mpi STATIC ${RMC_MPI_SOURCES})
+ADD_DEPENDENCIES(rmc_mpi peo)
+######################################################################################
+
+
+######################################################################################
+### 3) Optionnal: define your lib version: 
+######################################################################################
+
+SET(RMC_MPI_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(rmc_mpi PROPERTIES VERSION "${RMC_MPI_VERSION}")
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/comm.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/comm.cpp
new file mode 100644
index 000000000..e0d771d47
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/comm.cpp
@@ -0,0 +1,112 @@
+/*
+* <comm.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <mpi.h>
+
+#include "comm.h"
+#include "mess.h"
+#include "node.h"
+#include "param.h"
+#include "../../core/peo_debug.h"
+#include "../../core/runner.h"
+#include "send.h"
+#include "recv.h"
+#include "scheduler.h"
+
+static sem_t sem_comm_init;
+
+static Communicator * the_thread;
+
+
+Communicator :: Communicator (int * __argc, char * * * __argv)
+{
+
+  the_thread = this;
+  initNode  (__argc, __argv);
+  loadRMCParameters (* __argc, * __argv);
+
+  sem_post (& sem_comm_init);
+}
+
+void Communicator :: start ()
+{
+
+  while (true)
+    {
+
+      /* Zzz Zzz Zzz :-))) */
+      sleep ();
+
+      sendMessages ();
+
+      if (! atLeastOneActiveRunner () && ! atLeastOneActiveThread() && allResourcesFree ())
+        break;
+
+      receiveMessages ();
+    }
+
+  waitBuffers ();
+  printDebugMessage ("finalizing");
+
+  //synchronizeNodes ();
+}
+
+void initCommunication ()
+{
+
+  static bool initializedSemaphore = false;
+
+  if (initializedSemaphore)
+    {
+      sem_destroy(& sem_comm_init);
+    }
+
+  sem_init (& sem_comm_init, 0, 0);
+  initializedSemaphore = true;
+}
+
+void waitNodeInitialization ()
+{
+
+  sem_wait (& sem_comm_init);
+}
+
+void wakeUpCommunicator ()
+{
+
+  the_thread -> wakeUp ();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/comm.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/comm.h
new file mode 100644
index 000000000..3b1bfb288
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/comm.h
@@ -0,0 +1,60 @@
+/*
+* <comm.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __comm_mpi_h
+#define __comm_mpi_h
+
+#include "../../core/communicable.h"
+#include "../../core/reac_thread.h"
+
+class Communicator : public ReactiveThread
+  {
+
+  public :
+
+    /* Ctor */
+    Communicator (int * __argc, char * * * __argv);
+
+    void start ();
+  };
+
+extern void initCommunication ();
+
+extern void waitNodeInitialization ();
+
+extern void wakeUpCommunicator ();
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/cooperative.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/cooperative.cpp
new file mode 100644
index 000000000..713291748
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/cooperative.cpp
@@ -0,0 +1,88 @@
+/*
+* <coop.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 "../../core/cooperative.h"
+#include "send.h"
+#include "tags.h"
+#include "schema.h"
+#include "mess.h"
+#include "../../core/peo_debug.h"
+
+Runner * Cooperative :: getOwner ()
+{
+
+  return owner;
+}
+
+void Cooperative :: setOwner (Runner & __runner)
+{
+
+  owner = & __runner;
+}
+
+void Cooperative :: send (Cooperative * __coop)
+{
+
+  :: send (this, getRankOfRunner (__coop -> getOwner () -> getDefinitionID ()), COOP_TAG);
+  //  stop ();
+}
+
+void Cooperative :: synchronizeCoopEx ()
+{
+  :: send (this, my_node -> rk_sched, SYNCHRONIZE_REQ_TAG);
+}
+
+Cooperative * getCooperative (COOP_ID __key)
+{
+
+  return dynamic_cast <Cooperative *> (getCommunicable (__key));
+}
+
+void Cooperative :: notifySending ()
+{
+
+  //getOwner -> setPassive ();
+  //  resume ();
+}
+
+void Cooperative :: notifyReceiving ()
+{}
+
+void Cooperative :: notifySendingSyncReq ()
+{}
+
+void Cooperative :: notifySynchronized ()
+{}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/mess.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/mess.cpp
new file mode 100644
index 000000000..c30f56c28
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/mess.cpp
@@ -0,0 +1,347 @@
+/*
+* <mess.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <mpi.h>
+#include <vector>
+
+#include "mess.h"
+#include "../../core/peo_debug.h"
+#include "node.h"
+
+#define MPI_BUF_SIZE 1024*512
+
+static char mpi_buf [MPI_BUF_SIZE];
+
+static int pos_buf;
+
+static std :: vector <char *> act_buf; /* Active buffers */
+
+static std :: vector <MPI_Request *> act_req; /* Active requests */
+
+void initBuffers ()
+{
+
+  pos_buf = 0;
+  act_buf.clear ();
+  act_req.clear ();
+}
+
+void cleanBuffers ()
+{
+
+  for (unsigned i = 0; i < act_req.size ();)
+    {
+
+      MPI_Status stat ;
+      int flag ;
+
+      MPI_Test (act_req [i], & flag, & stat) ;
+      if (flag)
+        {
+
+          delete[] act_buf [i] ;
+          delete act_req [i] ;
+
+          act_buf [i] = act_buf.back () ;
+          act_buf.pop_back () ;
+
+          act_req [i] = act_req.back () ;
+          act_req.pop_back () ;
+        }
+      else
+        i ++;
+    }
+}
+
+void waitBuffers ()
+{
+
+  // printDebugMessage ("waiting the termination of the asynchronous operations to complete");
+
+  for (unsigned i = 0; i < act_req.size (); i ++)
+    {
+
+      MPI_Status stat ;
+
+      MPI_Wait (act_req [i], & stat) ;
+
+      delete[] act_buf [i] ;
+      delete act_req [i] ;
+    }
+}
+
+bool probeMessage (int & __src, int & __tag)
+{
+
+  int flag;
+
+  MPI_Status stat;
+
+  MPI_Iprobe (MPI_ANY_SOURCE, MPI_ANY_TAG, MPI_COMM_WORLD, & flag, & stat);
+
+  __src = stat.MPI_SOURCE;
+  __tag = stat.MPI_TAG;
+
+  return flag;
+}
+
+void waitMessage ()
+{
+
+  MPI_Status stat;
+
+  MPI_Probe (MPI_ANY_SOURCE, MPI_ANY_TAG, MPI_COMM_WORLD, & stat);
+}
+
+void initMessage ()
+{
+
+  pos_buf = 0;
+}
+
+void sendMessage (int __to, int __tag)
+{
+
+  cleanBuffers ();
+  act_buf.push_back (new char [pos_buf]);
+  act_req.push_back (new MPI_Request);
+  memcpy (act_buf.back (), mpi_buf, pos_buf);
+  MPI_Isend (act_buf.back (), pos_buf, MPI_PACKED, __to, __tag, MPI_COMM_WORLD, act_req.back ());
+}
+
+void sendMessageToAll (int __tag)
+{
+
+  for (int i = 0; i < getNumberOfNodes (); i ++)
+    sendMessage (i, __tag);
+}
+
+void receiveMessage (int __from, int __tag)
+{
+
+  MPI_Status stat;
+  MPI_Request req;
+
+  MPI_Irecv (mpi_buf, MPI_BUF_SIZE, MPI_PACKED, __from, __tag, MPI_COMM_WORLD, & req);
+  MPI_Wait (& req, & stat);
+}
+
+void synchronizeNodes ()
+{
+
+  MPI_Barrier ( MPI_COMM_WORLD );
+}
+
+/* Char */
+void pack (const char & __c)
+{
+
+  MPI_Pack ((void *) & __c, 1, MPI_CHAR, mpi_buf, MPI_BUF_SIZE, & pos_buf, MPI_COMM_WORLD);
+}
+
+/* Boolean */
+void pack (const bool & __b, int __nitem)
+{
+
+  MPI_Pack ((void *) & __b, __nitem, MPI_INT, mpi_buf, MPI_BUF_SIZE, & pos_buf, MPI_COMM_WORLD);
+}
+
+/* Float */
+void pack (const float & __f, int __nitem)
+{
+
+  MPI_Pack ((void *) & __f, __nitem, MPI_FLOAT, mpi_buf, MPI_BUF_SIZE, & pos_buf, MPI_COMM_WORLD);
+}
+
+/* Double */
+void pack (const double & __d, int __nitem)
+{
+
+  MPI_Pack ((void *) & __d, __nitem, MPI_DOUBLE, mpi_buf, MPI_BUF_SIZE, & pos_buf, MPI_COMM_WORLD);
+}
+
+/* Integer */
+void pack (const int & __i, int __nitem)
+{
+
+  MPI_Pack ((void *) & __i, __nitem, MPI_INT, mpi_buf, MPI_BUF_SIZE, & pos_buf, MPI_COMM_WORLD);
+}
+
+/* Unsigned int. */
+void pack (const unsigned int & __ui, int __nitem)
+{
+
+  MPI_Pack ((void *) & __ui, __nitem, MPI_UNSIGNED, mpi_buf, MPI_BUF_SIZE, & pos_buf, MPI_COMM_WORLD);
+}
+
+/* Short int. */
+void pack (const short & __sh, int __nitem)
+{
+
+  MPI_Pack ((void *) & __sh, __nitem, MPI_SHORT, mpi_buf, MPI_BUF_SIZE, & pos_buf, MPI_COMM_WORLD);
+}
+
+/* Unsigned short */
+void pack (const unsigned short & __ush, int __nitem)
+{
+
+  MPI_Pack ((void *) & __ush, __nitem, MPI_UNSIGNED_SHORT, mpi_buf, MPI_BUF_SIZE, & pos_buf, MPI_COMM_WORLD);
+}
+
+/* Long */
+void pack (const long & __l, int __nitem)
+{
+
+  MPI_Pack ((void *) & __l, __nitem, MPI_LONG, mpi_buf, MPI_BUF_SIZE, & pos_buf, MPI_COMM_WORLD);
+}
+
+/* Unsigned long */
+void pack (const unsigned long & __ul, int __nitem)
+{
+
+  MPI_Pack ((void *) & __ul, __nitem, MPI_UNSIGNED_LONG, mpi_buf, MPI_BUF_SIZE, & pos_buf, MPI_COMM_WORLD);
+}
+
+/* String */
+void pack (const char * __str)
+{
+
+  int len = strlen (__str) + 1;
+  MPI_Pack (& len, 1, MPI_INT, mpi_buf, MPI_BUF_SIZE, & pos_buf, MPI_COMM_WORLD);
+  MPI_Pack ((void *) __str, len, MPI_CHAR, mpi_buf, MPI_BUF_SIZE, & pos_buf, MPI_COMM_WORLD);
+}
+
+void pack (const std::string & __str)
+{
+
+  size_t size = __str.size() + 1;
+  char * buffer = new char[ size ];
+  strncpy( buffer, __str.c_str(), size );
+  pack (buffer);
+  delete [] buffer;
+}
+
+/* Char */
+void unpack (char & __c)
+{
+
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, & __c, 1, MPI_CHAR, MPI_COMM_WORLD);
+}
+
+/* Boolean */
+extern void unpack (bool & __b, int __nitem )
+  {
+
+    MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, & __b, __nitem, MPI_INT, MPI_COMM_WORLD);
+  }
+
+/* Float */
+void unpack (float & __f, int __nitem)
+{
+
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, & __f, __nitem, MPI_FLOAT, MPI_COMM_WORLD);
+}
+
+/* Double */
+void unpack (double & __d, int __nitem)
+{
+
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, & __d, __nitem, MPI_DOUBLE, MPI_COMM_WORLD);
+}
+
+/* Integer */
+void unpack (int & __i, int __nitem)
+{
+
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, & __i, __nitem, MPI_INT, MPI_COMM_WORLD);
+}
+
+/* Unsigned int. */
+void unpack (unsigned int & __ui, int __nitem)
+{
+
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, & __ui, __nitem, MPI_UNSIGNED, MPI_COMM_WORLD);
+}
+
+/* Short int. */
+void unpack (short & __sh, int __nitem)
+{
+
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, & __sh, __nitem, MPI_SHORT, MPI_COMM_WORLD);
+}
+
+/* Unsigned short */
+void unpack (unsigned short & __ush, int __nitem)
+{
+
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, & __ush, __nitem, MPI_UNSIGNED_SHORT, MPI_COMM_WORLD);
+}
+
+/* Long */
+void unpack (long & __l, int __nitem)
+{
+
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, & __l, __nitem, MPI_LONG, MPI_COMM_WORLD);
+}
+
+/* Unsigned long */
+void unpack (unsigned long & __ul, int __nitem)
+{
+
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, & __ul, __nitem, MPI_UNSIGNED_LONG, MPI_COMM_WORLD);
+}
+
+/* String */
+void unpack (char * __str)
+{
+
+  int len;
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, & len, 1, MPI_INT, MPI_COMM_WORLD);
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, __str, len, MPI_CHAR, MPI_COMM_WORLD);
+}
+void unpack (std::string & __str)
+{
+
+  char * buffer;
+  int len;
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, & len, 1, MPI_INT, MPI_COMM_WORLD);
+  buffer = new char[len+1];
+  MPI_Unpack (mpi_buf, MPI_BUF_SIZE, & pos_buf, buffer, len, MPI_CHAR, MPI_COMM_WORLD);
+  __str.assign( buffer );
+  delete [] buffer;
+
+}
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/mess.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/mess.h
new file mode 100644
index 000000000..3e2c73046
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/mess.h
@@ -0,0 +1,64 @@
+/*
+* <mess.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __mess_rmc_h
+#define __mess_rmc_h
+
+#include <string.h>
+
+#include "../../core/messaging.h"
+
+extern void initMessage ();
+
+extern void sendMessage (int __to, int __tag);
+
+extern void sendMessageToAll (int __tag);
+
+extern void receiveMessage (int __from, int __tag);
+
+extern void initBuffers ();
+
+extern void cleanBuffers ();
+
+extern void waitBuffers ();
+
+extern bool probeMessage (int & __src, int & __tag);
+
+extern void waitMessage ();
+
+extern void synchronizeNodes ();
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/node.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/node.cpp
new file mode 100644
index 000000000..12e8a4194
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/node.cpp
@@ -0,0 +1,155 @@
+/*
+* <node.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <mpi.h>
+#include <vector>
+#include <map>
+#include <string>
+#include <cassert>
+#include <stdlib.h>
+
+#include "mess.h"
+
+
+class MPIThreadedEnv
+  {
+
+  public:
+
+    static void init ( int * __argc, char * * * __argv )
+    {
+
+      static MPIThreadedEnv mpiThreadedEnv( __argc, __argv );
+    }
+
+    static void finalize ()
+    {
+
+      static bool finalizedEnvironment = false;
+
+      if (! finalizedEnvironment )
+        {
+
+          MPI_Finalize ();
+          finalizedEnvironment = true;
+        }
+    }
+
+  private:
+
+    /* No instance of this class can be created outside its domain! */
+    MPIThreadedEnv ( int * __argc, char * * * __argv )
+    {
+
+      static bool MPIThreadedEnvInitialized = false;
+      int provided = 1;
+
+      if (! MPIThreadedEnvInitialized)
+        {
+
+          MPI_Init_thread (__argc, __argv, MPI_THREAD_FUNNELED, & provided);
+
+          assert (provided == MPI_THREAD_FUNNELED); /* The MPI implementation must be multi-threaded.
+          					       Yet, only one thread performs the comm.
+          					       operations */
+          MPIThreadedEnvInitialized = true;
+        }
+    }
+
+    ~MPIThreadedEnv()
+    {
+
+      finalize ();
+    }
+  };
+
+
+static int rk, sz; /* Rank & size */
+
+static std :: map <std :: string, int> name_to_rk;
+
+static std :: vector <std :: string> rk_to_name;
+
+
+int getNodeRank ()
+{
+
+  return rk;
+}
+
+int getNumberOfNodes ()
+{
+
+  return sz;
+}
+
+void collectiveCountOfRunners ( unsigned int* num_local_exec_runners, unsigned int* num_exec_runners )
+{
+
+  MPI_Allreduce( num_local_exec_runners, num_exec_runners, 1, MPI_UNSIGNED, MPI_SUM, MPI_COMM_WORLD );
+}
+
+int getRankFromName (const std :: string & __name)
+{
+
+  return atoi (__name.c_str ());
+}
+
+void initNode (int * __argc, char * * * __argv)
+{
+
+  rk_to_name.clear ();
+  name_to_rk.clear ();
+
+  MPIThreadedEnv :: init ( __argc, __argv );
+  //synchronizeNodes();
+
+  MPI_Comm_rank (MPI_COMM_WORLD, & rk);   /* Who ? */
+  MPI_Comm_size (MPI_COMM_WORLD, & sz);    /* How many ? */
+
+  char names [sz] [MPI_MAX_PROCESSOR_NAME];
+  int len;
+
+  /* Processor names */
+  MPI_Get_processor_name (names [0], & len);   /* Me */
+  MPI_Allgather (names, MPI_MAX_PROCESSOR_NAME, MPI_CHAR, names, MPI_MAX_PROCESSOR_NAME, MPI_CHAR, MPI_COMM_WORLD); /* Broadcast */
+
+  for (int i = 0; i < sz; i ++)
+    {
+      rk_to_name.push_back (names [i]);
+      name_to_rk [names [i]] = i;
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/node.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/node.h
new file mode 100644
index 000000000..31327c7b0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/node.h
@@ -0,0 +1,75 @@
+/*
+* <node.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __node_h
+#define __node_h
+
+#include <string>
+#include <cassert>
+
+#include "../../core/runner.h"
+
+typedef int RANK_ID;
+
+struct Node
+  {
+
+    RANK_ID rk; /* Rank */
+    std :: string name; /* Host name */
+    unsigned num_workers; /* Number of parallel workers */
+    int rk_sched; /* rank of the scheduler */
+    std :: vector <RUNNER_ID> id_run; /* List of runner def. IDs */
+    std :: vector <RUNNER_ID> execution_id_run; /* List of runtime execution runner IDs */
+  };
+
+extern Node * my_node;
+
+extern bool isScheduleNode ();
+
+extern int getNodeRank (); /* It gives the rank of the calling process */
+
+extern RANK_ID getRankOfRunner (RUNNER_ID __key);
+
+extern int getNumberOfNodes (); /* It gives the size of the environment (Total number of nodes) */
+
+extern void collectiveCountOfRunners ( unsigned int* num_local_exec_runners, unsigned int* num_exec_runners );
+
+extern int getRankFromName (const std :: string & __name); /* It gives the rank of the process
+							      expressed by its name */
+
+extern void initNode (int * __argc, char * * * __argv);
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/param.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/param.cpp
new file mode 100644
index 000000000..5977642a4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/param.cpp
@@ -0,0 +1,50 @@
+/*
+* <param.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <utils/eoParser.h>
+
+#include "schema.h"
+
+void loadRMCParameters (int & __argc, char * * & __argv)
+{
+
+  eoParser parser (__argc, __argv);
+
+  /* Schema */
+  eoValueParam <std :: string> schema_param ("schema.xml", "schema", "?");
+  parser.processParam (schema_param);
+  loadSchema (schema_param.value ().c_str ());
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/param.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/param.h
new file mode 100644
index 000000000..69f2b0b5b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/param.h
@@ -0,0 +1,42 @@
+/*
+* <param.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __rmc_param_h
+#define __rmc_param_h
+
+extern void loadRMCParameters (int & __argc, char * * & __argv);
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/recv.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/recv.cpp
new file mode 100644
index 000000000..9927aa213
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/recv.cpp
@@ -0,0 +1,156 @@
+/*
+* <recv.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 "comm.h"
+#include "tags.h"
+#include "worker.h"
+#include "scheduler.h"
+#include "synchron.h"
+#include "mess.h"
+#include "node.h"
+#include "../../core/runner.h"
+#include "../../core/cooperative.h"
+#include "../../core/peo_debug.h"
+
+void receiveMessages ()
+{
+
+  cleanBuffers ();
+
+  do
+    {
+
+      if (! atLeastOneActiveThread ())
+        {
+
+          waitMessage ();
+        }
+
+      int src, tag;
+
+      while (probeMessage (src, tag))
+        {
+
+          receiveMessage (src, tag);
+          initMessage ();
+
+          switch (tag)
+            {
+
+            case RUNNER_STOP_TAG:
+              unpackTerminationOfRunner ();
+              break;
+
+            case SYNCHRONIZE_REQ_TAG:
+              unpackSynchronRequest ();
+              break;
+
+            case SYNCHRONIZED_TAG:
+            {
+              RUNNER_ID runner_id;
+              unpack (runner_id);
+
+              COOP_ID coop_id;
+              unpack (coop_id);
+
+              getCooperative (coop_id) -> notifySynchronized ();
+              break;
+            }
+
+            case COOP_TAG:
+              COOP_ID coop_id;
+              unpack (coop_id);
+              getCooperative (coop_id) -> unpack ();
+              getCooperative (coop_id) -> notifyReceiving ();
+              break;
+
+            case SCHED_REQUEST_TAG:
+              unpackResourceRequest ();
+              break;
+
+            case SCHED_RESULT_TAG:
+            {
+              /* Unpacking the resource */
+              SERVICE_ID serv_id;
+              unpack (serv_id);
+              Service * serv = getService (serv_id);
+              int dest;
+              unpack (dest);
+              WORKER_ID worker_id;
+              unpack (worker_id);
+
+              /* Going back ... */
+              initMessage ();
+              pack (worker_id);
+              pack (serv_id);
+              serv -> packData ();
+              serv -> notifySendingData ();
+              sendMessage (dest, TASK_DATA_TAG);
+              break;
+            }
+
+            case TASK_DATA_TAG:
+            {
+              WORKER_ID worker_id;
+              unpack (worker_id);
+              Worker * worker = getWorker (worker_id);
+              worker -> setSource (src);
+              worker -> unpackData ();
+              worker -> wakeUp ();
+              break;
+            }
+
+            case TASK_RESULT_TAG:
+            {
+              SERVICE_ID serv_id;
+              unpack (serv_id);
+              Service * serv = getService (serv_id);
+              serv -> unpackResult ();
+              break;
+            }
+
+            case TASK_DONE_TAG:
+              unpackTaskDone ();
+              break;
+
+            default:
+              ;
+            };
+        }
+
+    }
+  while ( ! atLeastOneActiveThread () && atLeastOneActiveRunner () /*&& ! allResourcesFree ()*/ );
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/recv.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/recv.h
new file mode 100644
index 000000000..cc9e7efa4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/recv.h
@@ -0,0 +1,42 @@
+/*
+* <recv.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __recv_h
+#define __recv_h
+
+extern void receiveMessages ();
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/rmc.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/rmc.cpp
new file mode 100644
index 000000000..3dc075cb8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/rmc.cpp
@@ -0,0 +1,91 @@
+/*
+* <rmc.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 "send.h"
+#include "worker.h"
+#include "schema.h"
+#include "comm.h"
+#include "scheduler.h"
+#include "../../core/peo_debug.h"
+
+static std :: vector <pthread_t *> ll_threads; /* Low level threads */
+static std :: vector <Worker *> worker_threads; /* Worker threads */
+static Communicator* communicator_thread = NULL; /* Communicator thread */
+
+
+void runRMC ()
+{
+
+  /* Worker(s) ? */
+  for (unsigned i = 0; i < my_node -> num_workers; i ++)
+    {
+      worker_threads.push_back (new Worker);
+      addThread (worker_threads.back(), ll_threads);
+    }
+
+  wakeUpCommunicator ();
+}
+
+void initRMC (int & __argc, char * * & __argv)
+{
+
+  /* Communication */
+  initCommunication ();
+  communicator_thread = new Communicator (& __argc, & __argv);
+  addThread (communicator_thread, ll_threads);
+  waitNodeInitialization ();
+  initSending ();
+
+  /* Scheduler */
+  if (isScheduleNode ())
+    initScheduler ();
+}
+
+void finalizeRMC ()
+{
+
+  printDebugMessage ("before join threads RMC");
+
+  joinThreads (ll_threads);
+  for (unsigned i = 0; i < worker_threads.size(); i++ )
+    {
+      delete worker_threads [i];
+    }
+  worker_threads.clear ();
+  delete communicator_thread;
+
+  printDebugMessage ("after join threads RMC");
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/runner.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/runner.cpp
new file mode 100644
index 000000000..3e17a3e27
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/runner.cpp
@@ -0,0 +1,65 @@
+/*
+* <runner.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 "../../core/messaging.h"
+#include "../../core/runner.h"
+#include "node.h"
+#include "mess.h"
+#include "send.h"
+#include "tags.h"
+#include "schema.h"
+
+
+bool Runner :: isAssignedLocally ()
+{
+
+  for (unsigned i = 0; i < my_node -> id_run.size (); i ++)
+    if (my_node -> id_run [i] == def_id)
+      return true;
+  return false;
+}
+
+void Runner :: terminate ()
+{
+
+  sendToAll (this, RUNNER_STOP_TAG);
+}
+
+void Runner :: packTermination ()
+{
+
+  pack (def_id);
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/scheduler.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/scheduler.cpp
new file mode 100644
index 000000000..ee7c81b32
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/scheduler.cpp
@@ -0,0 +1,124 @@
+/*
+* <scheduler.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <queue>
+
+#include "scheduler.h"
+#include "tags.h"
+#include "mess.h"
+#include "../../core/peo_debug.h"
+
+static std :: queue <SCHED_RESOURCE> resources; /* Free resources */
+
+static std :: queue <SCHED_REQUEST> requests; /* Requests */
+
+static unsigned initNumberOfRes = 0;
+
+extern void wakeUpCommunicator();
+
+void initScheduler ()
+{
+
+  resources = std :: queue <SCHED_RESOURCE> ();
+  requests = std :: queue <SCHED_REQUEST> ();
+  initNumberOfRes = 0;
+
+  for (unsigned i = 0; i < the_schema.size (); i ++)
+    {
+
+      const Node & node = the_schema [i];
+
+      if (node.rk_sched == my_node -> rk)
+        for (unsigned j = 0; j < node.num_workers; j ++)
+          resources.push (std :: pair <RANK_ID, WORKER_ID> (i, j + 1));
+    }
+  initNumberOfRes = resources.size ();
+}
+
+bool allResourcesFree ()
+{
+  return resources.size () == initNumberOfRes;
+}
+
+unsigned numResourcesFree ()
+{
+  return resources.size ();
+}
+
+static void update ()
+{
+
+  unsigned num_alloc = std :: min (resources.size (), requests.size ());
+
+  for (unsigned i = 0; i < num_alloc; i ++)
+    {
+
+      SCHED_REQUEST req = requests.front ();
+      requests.pop ();
+
+      SCHED_RESOURCE res = resources.front ();
+      resources.pop ();
+
+      printDebugMessage ("allocating a resource.");
+      initMessage ();
+      pack (req.second);
+      pack (res);
+      sendMessage (req.first, SCHED_RESULT_TAG);
+    }
+}
+
+void unpackResourceRequest ()
+{
+
+  printDebugMessage ("queuing a resource request.");
+  SCHED_REQUEST req;
+  unpack (req);
+  requests.push (req);
+  update ();
+}
+
+void unpackTaskDone ()
+{
+
+  printDebugMessage ("I'm notified a worker is now idle.");
+  SCHED_RESOURCE res;
+  unpack (res);
+  resources.push (res);
+  if (resources.size () == initNumberOfRes)
+    printDebugMessage ("all the resources are now free.");
+  update ();
+  wakeUpCommunicator();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/scheduler.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/scheduler.h
new file mode 100644
index 000000000..00872c952
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/scheduler.h
@@ -0,0 +1,62 @@
+/*
+* <scheduler.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __scheduler_h
+#define __scheduler_h
+
+#include <utility>
+
+#include "schema.h"
+#include "worker.h"
+
+typedef std :: pair <RANK_ID, WORKER_ID> SCHED_RESOURCE;
+
+typedef std :: pair <RANK_ID, SERVICE_ID> SCHED_REQUEST;
+
+/* Initializing the list of available workers */
+extern void initScheduler ();
+
+/* Processing a resource request from a service */
+extern void unpackResourceRequest ();
+
+/* Being known a worker is now idle :-) */
+extern void unpackTaskDone ();
+
+extern bool allResourcesFree ();
+
+extern unsigned numResourcesFree ();
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/schema.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/schema.cpp
new file mode 100644
index 000000000..95c017416
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/schema.cpp
@@ -0,0 +1,208 @@
+/*
+* <schema.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <set>
+#include <cassert>
+
+#include "schema.h"
+#include "xml_parser.h"
+#include "comm.h"
+#include "node.h"
+#include "../../core/peo_debug.h"
+
+#include <stdio.h>
+
+std :: vector <Node> the_schema;
+
+Node * my_node;
+
+static unsigned maxSpecifiedRunnerID = 0;
+
+
+RANK_ID getRankOfRunner (RUNNER_ID __key)
+{
+
+  for (unsigned i = 0; i < the_schema.size (); i ++)
+    for (unsigned j = 0; j < the_schema [i].id_run.size (); j ++)
+      if (the_schema [i].id_run [j] == __key)
+        return the_schema [i].rk;
+  assert (false);
+  return 0;
+}
+
+static void loadNode (int __rk_sched)
+{
+
+  Node node;
+
+  node.rk_sched = __rk_sched;
+
+  /* ATT: name*/
+  node.rk = getRankFromName (getAttributeValue ("name"));
+  /* ATT: num_workers */
+  node.num_workers = atoi (getAttributeValue ("num_workers").c_str ());
+
+  while (true)
+    {
+
+      /* TAG: <runner> | </node> */
+      std :: string name = getNextNode ();
+      assert (name == "runner" || name == "node");
+      if (name == "runner")
+        {
+          /* TAG: </node> */
+          node.id_run.push_back (atoi (getNextNode ().c_str ()));
+          if ( node.id_run.back() > maxSpecifiedRunnerID )
+            maxSpecifiedRunnerID = node.id_run.back();
+          /* TAG: </runner> */
+          assert (getNextNode () == "runner");
+        }
+      else
+        {
+          /* TAG: </node> */
+          node.execution_id_run = node.id_run;
+          the_schema.push_back (node);
+          break;
+        }
+    }
+}
+
+static void loadGroup ()
+{
+
+  std :: string name;
+
+  /* ATT: scheduler*/
+  int rk_sched = getRankFromName (getAttributeValue ("scheduler"));
+
+  while (true)
+    {
+
+      /* TAG: <node> | </group> */
+      name = getNextNode ();
+      assert (name == "node" || name == "group");
+      if (name == "node")
+        /* TAG: <node> */
+        loadNode (rk_sched);
+      else
+        /* TAG: </group> */
+        break;
+    }
+}
+
+bool isScheduleNode ()
+{
+
+  return my_node -> rk == my_node -> rk_sched;
+}
+
+void loadSchema (const char * __filename)
+{
+
+  openXMLDocument (__filename);
+
+  std :: string name;
+
+  /* TAG: <schema> */
+  name = getNextNode ();
+  assert (name == "schema");
+
+  the_schema.clear();
+  maxSpecifiedRunnerID = 0;
+
+  while (true)
+    {
+
+      /* TAG: <group> | </schema> */
+      name = getNextNode ();
+      assert (name == "group" || name == "schema");
+      if (name == "group")
+        /* TAG: <group> */
+        loadGroup ();
+      else
+        /* TAG: </schema> */
+        break;
+    }
+
+
+  std :: set<unsigned> uniqueRunnerIDs;
+  unsigned nbUniqueIDs = 0;
+  for (unsigned i = 0; i < the_schema.size (); i ++)
+    {
+      for (unsigned j = 0; j < the_schema [i].id_run.size(); j ++)
+        {
+          uniqueRunnerIDs.insert( the_schema [i].id_run[j] );
+          /* In case a duplicate ID has been found */
+          if ( uniqueRunnerIDs.size() == nbUniqueIDs )
+            {
+              the_schema [i].execution_id_run[j] = ++maxSpecifiedRunnerID;
+            }
+          nbUniqueIDs = uniqueRunnerIDs.size();
+        }
+    }
+
+  /* Looking for my node */
+  for (unsigned i = 0; i < the_schema.size (); i ++)
+    {
+      if (the_schema [i].rk == getNodeRank ())
+        my_node = & (the_schema [i]);
+    }
+
+
+  /* About me */
+  char mess [1000];
+
+  sprintf (mess, "my rank is %d", my_node -> rk);
+  printDebugMessage (mess);
+
+  if (isScheduleNode ())
+    printDebugMessage ("I'am a scheduler");
+
+  for (unsigned i = 0; i < my_node -> id_run.size (); i ++)
+    {
+      sprintf (mess, "I manage the runner %d", my_node -> id_run [i]);
+      printDebugMessage (mess);
+    }
+
+  if (my_node -> num_workers)
+    {
+
+      sprintf (mess, "I manage %d worker(s)", my_node -> num_workers);
+      printDebugMessage (mess);
+    }
+
+  closeXMLDocument ();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/schema.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/schema.h
new file mode 100644
index 000000000..444a6eb78
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/schema.h
@@ -0,0 +1,59 @@
+/*
+* <schema.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __schema_h
+#define __schema_h
+
+#include <string>
+#include <vector>
+#include <cassert>
+#include <stdlib.h>
+
+#include "node.h"
+#include "../../core/runner.h"
+
+
+extern Node * my_node;
+
+extern bool isScheduleNode ();
+
+extern RANK_ID getRankOfRunner (RUNNER_ID __key);
+
+extern std :: vector <Node> the_schema;
+
+extern void loadSchema (const char * __filename);
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/send.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/send.cpp
new file mode 100644
index 000000000..76a14374e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/send.cpp
@@ -0,0 +1,178 @@
+/*
+* <send.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <mpi.h>
+#include <semaphore.h>
+#include <queue>
+
+#include "tags.h"
+#include "comm.h"
+#include "worker.h"
+#include "scheduler.h"
+#include "mess.h"
+#include "node.h"
+#include "../../core/cooperative.h"
+#include "../../core/peo_debug.h"
+
+#define TO_ALL -1
+
+
+typedef struct
+  {
+
+    Communicable * comm;
+    int to;
+    int tag;
+
+  }
+SEND_REQUEST;
+
+
+static std :: queue <SEND_REQUEST> mess;
+
+static sem_t sem_send;
+
+static bool contextInitialized = false;
+
+
+void initSending ()
+{
+
+  static bool initializedSemaphore = false;
+
+  mess = std :: queue <SEND_REQUEST> ();
+
+  if (initializedSemaphore)
+    {
+      sem_destroy(& sem_send);
+    }
+
+  sem_init (& sem_send, 0, 1);
+  initializedSemaphore = true;
+
+  contextInitialized = false;
+}
+
+void send (Communicable * __comm, int __to, int __tag)
+{
+
+  SEND_REQUEST req;
+  req.comm = __comm;
+  req.to = __to;
+  req.tag = __tag;
+
+  sem_wait (& sem_send);
+  mess.push (req);
+  sem_post (& sem_send);
+  wakeUpCommunicator ();
+}
+
+void sendToAll (Communicable * __comm, int __tag)
+{
+
+  send (__comm, TO_ALL, __tag);
+}
+
+extern void initializeContext ();
+
+void sendMessages ()
+{
+
+  if (! contextInitialized)
+    {
+      contextInitialized = true;
+      initializeContext();
+    }
+
+  sem_wait (& sem_send);
+
+  while (! mess.empty ())
+    {
+
+      SEND_REQUEST req = mess.front ();
+
+      Communicable * comm = req.comm;
+
+      initMessage ();
+
+      switch (req.tag)
+        {
+
+        case RUNNER_STOP_TAG:
+          dynamic_cast <Runner *> (comm) -> packTermination ();
+          dynamic_cast <Runner *> (comm) -> notifySendingTermination ();
+          break;
+
+        case COOP_TAG:
+          dynamic_cast <Cooperative *> (comm) -> pack ();
+          dynamic_cast <Cooperative *> (comm) -> notifySending ();
+          break;
+
+        case SYNCHRONIZE_REQ_TAG:
+          dynamic_cast <Cooperative *> (comm) -> packSynchronizeReq ();
+          dynamic_cast <Cooperative *> (comm) -> notifySendingSyncReq ();
+          break;
+
+        case SCHED_REQUEST_TAG:
+          dynamic_cast <Service *> (comm) -> packResourceRequest ();
+          dynamic_cast <Service *> (comm) -> notifySendingResourceRequest ();
+          break;
+
+        case TASK_RESULT_TAG:
+          dynamic_cast <Worker *> (comm) -> packResult ();
+          dynamic_cast <Worker *> (comm) -> notifySendingResult ();
+          break;
+
+        case TASK_DONE_TAG:
+          dynamic_cast <Worker *> (comm) -> packTaskDone ();
+          dynamic_cast <Worker *> (comm) -> notifySendingTaskDone ();
+          break;
+
+        default :
+          break;
+
+        };
+
+      if (req.to == TO_ALL)
+        sendMessageToAll (req.tag);
+      else
+        sendMessage (req.to, req.tag);
+
+      mess.pop ();
+    }
+
+  sem_post (& sem_send);
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/send.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/send.h
new file mode 100644
index 000000000..b539d54dc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/send.h
@@ -0,0 +1,50 @@
+/*
+* <send.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __send_h
+#define __send_h
+
+#include "../../core/communicable.h"
+
+extern void initSending ();
+
+extern void send (Communicable * __comm, int __to, int __tag);
+
+extern void sendToAll (Communicable * __comm, int __tag);
+
+extern void sendMessages ();
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/service.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/service.cpp
new file mode 100644
index 000000000..3793dae75
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/service.cpp
@@ -0,0 +1,60 @@
+/*
+* <service.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 "../../core/service.h"
+#include "../../core/messaging.h"
+#include "node.h"
+#include "tags.h"
+#include "send.h"
+#include "scheduler.h"
+
+void Service :: requestResourceRequest (unsigned __how_many)
+{
+
+  num_sent_rr = __how_many;
+  for (unsigned i = 0; i < __how_many; i ++)
+    send (this, my_node -> rk_sched, SCHED_REQUEST_TAG);
+}
+
+void Service :: packResourceRequest ()
+{
+
+  SCHED_REQUEST req;
+  req.first = getNodeRank ();
+  req.second = getKey ();
+
+  :: pack (req);
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/synchron.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/synchron.cpp
new file mode 100644
index 000000000..936d55eb8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/synchron.cpp
@@ -0,0 +1,133 @@
+/*
+* <scheduler.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <iostream>
+#include <queue>
+#include "synchron.h"
+#include "../../core/messaging.h"
+#include "node.h"
+#include "tags.h"
+#include "mess.h"
+
+
+
+static SYNC syncRunners; /* Runners to be synchronized */
+
+extern void wakeUpCommunicator();
+
+extern RANK_ID getRankOfRunner (RUNNER_ID __key);
+
+/* Initializing the list of runners to be synchronized */
+void initSynchron ()
+{
+
+  syncRunners = SYNC();
+}
+
+/* packing a synchronization request from a service */
+void packSynchronRequest ( const std :: vector <Cooperative *>& coops )
+{
+
+  /* Number of coops to synchronize */
+  pack( (unsigned)( coops.size() ) );
+
+  /* Coops to synchronize */
+  for (unsigned i = 0; i < coops.size(); i ++)
+    {
+      pack( coops[ i ]->getOwner()->getDefinitionID() );
+      pack( coops[ i ]->getKey() );
+    }
+}
+
+/* Processing a synchronization request from a service */
+void unpackSynchronRequest ()
+{
+
+  unsigned req_num_entries;
+  unpack (req_num_entries);
+
+  /* Creating a sync vector + adding the created entry */
+  std::pair< SYNC_RUNNERS, unsigned > req_sync;
+
+  /* Adding entries for each of the runners to be synchronized */
+  SyncEntry req_entry;
+  for (unsigned i = 0; i < req_num_entries; i ++)
+    {
+
+      unpack (req_entry.runner);
+      unpack (req_entry.coop);
+
+      req_sync.first.push_back (req_entry);
+    }
+
+  /* Looking for the sync vector */
+  SYNC::iterator sync_it = syncRunners.find (req_sync);
+
+  /* The vector does not exist - insert a new sync */
+  if (sync_it == syncRunners.end ())
+    {
+      req_sync.second = 1;
+      syncRunners.insert (req_sync);
+    }
+  else
+    {
+
+      /* The vector exists - updating the entry */
+      std::pair< SYNC_RUNNERS, unsigned >& sync_req_entry = const_cast< std::pair< SYNC_RUNNERS, unsigned >& > (*sync_it);
+      sync_req_entry.second ++;
+
+      /* All the runners to be synchronized sent the SYNC_REQUEST signal */
+      if (sync_req_entry.second == sync_req_entry.first.size())
+        {
+
+          /* Remove the entry */
+          syncRunners.erase (sync_it);
+
+          /* Send SYNCHRONIZED signals to all the coop objects */
+          for (unsigned i = 0; i < req_sync.first.size(); i ++)
+            {
+
+              initMessage ();
+
+              pack (req_sync.first [i].runner);
+              pack (req_sync.first [i].coop);
+
+              RANK_ID dest_rank = getRankOfRunner (req_sync.first [i].runner);
+              sendMessage (dest_rank, SYNCHRONIZED_TAG);
+            }
+        }
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/synchron.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/synchron.h
new file mode 100644
index 000000000..8b1ad0f43
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/synchron.h
@@ -0,0 +1,93 @@
+/*
+* <synchron.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __synchron_h
+#define __synchron_h
+
+#include <set>
+#include <vector>
+#include <utility>
+
+#include "../../core/runner.h"
+#include "../../core/cooperative.h"
+
+struct SyncEntry
+  {
+
+    RUNNER_ID runner;
+    COOP_ID coop;
+  };
+
+struct SyncCompare
+  {
+
+    bool operator()( const std::pair< std::vector< SyncEntry >, unsigned >& A, const std::pair< std::vector< SyncEntry >, unsigned >& B )
+    {
+
+      const std::vector< SyncEntry >& syncA = A.first;
+      const std::vector< SyncEntry >& syncB = B.first;
+
+      if ( syncA.size() == syncB.size() )
+        {
+          std::vector< SyncEntry >::const_iterator itA = syncA.begin();
+          std::vector< SyncEntry >::const_iterator itB = syncB.begin();
+
+          while ( itA != syncA.end() && (*itA).runner == (*itB).runner )
+            {
+              itA++;
+              itB++;
+            }
+
+          return ( (itA == syncA.end()) ) ? false : ( (*itA).runner < (*itB).runner );
+        }
+
+      return syncA.size() < syncB.size();
+    }
+  };
+
+typedef std::vector< SyncEntry > SYNC_RUNNERS;
+typedef std::set< std::pair< SYNC_RUNNERS, unsigned >, SyncCompare > SYNC;
+
+/* Initializing the list of runners to be synchronized */
+extern void initSynchron ();
+
+/* packing a synchronization request from a service */
+extern void packSynchronRequest ( const std :: vector <Cooperative *>& coops );
+
+/* Processing a synchronization request from a service */
+extern void unpackSynchronRequest ();
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/tags.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/tags.h
new file mode 100644
index 000000000..251572178
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/tags.h
@@ -0,0 +1,54 @@
+/*
+* <tags.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __tags_h
+#define __tags_h
+
+#define RUNNER_STOP_TAG 13
+
+#define COOP_TAG 14
+
+#define SCHED_REQUEST_TAG 16
+#define SCHED_RESULT_TAG 17
+
+#define TASK_DATA_TAG 18
+#define TASK_RESULT_TAG 19
+#define TASK_DONE_TAG 20
+
+#define SYNCHRONIZE_REQ_TAG 1000
+#define SYNCHRONIZED_TAG 1001
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/worker.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/worker.cpp
new file mode 100644
index 000000000..f34c48384
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/worker.cpp
@@ -0,0 +1,152 @@
+/*
+* <worker.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <vector>
+
+#include "tags.h"
+#include "send.h"
+#include "node.h"
+#include "schema.h"
+#include "worker.h"
+#include "mess.h"
+#include "../../core/peo_debug.h"
+
+static std :: vector <Worker *> key_to_worker (1); /* Vector of registered workers */
+
+extern void wakeUpCommunicator ();
+
+Worker * getWorker (WORKER_ID __key)
+{
+
+  return key_to_worker [__key];
+}
+
+Worker :: Worker ()
+{
+
+  recvAndCompleted = false;
+  taskAssigned = 0;
+  id = key_to_worker.size ();
+  key_to_worker.push_back (this);
+
+  sem_init( &sem_task_done, 0, 0 );
+}
+
+void Worker :: packResult ()
+{
+
+  pack (serv_id);
+  serv -> packResult ();
+}
+
+void Worker :: unpackData ()
+{
+
+  taskAssigned ++;
+  printDebugMessage ("unpacking the ID. of the service.");
+  unpack (serv_id);
+  serv = getService (serv_id);
+  printDebugMessage ("found the service.");
+  serv -> unpackData ();
+  printDebugMessage ("unpacking the data.");
+  setActive ();
+}
+
+void Worker :: packTaskDone ()
+{
+
+  pack (getNodeRank ());
+  pack (id);
+}
+
+void Worker :: notifySendingResult ()
+{
+
+  /* Notifying the scheduler of the termination */
+  recvAndCompleted = true;
+  wakeUp ();
+}
+
+void Worker :: notifySendingTaskDone ()
+{
+
+  sem_post(&sem_task_done);
+  setPassive ();
+}
+
+void Worker :: setSource (int __rank)
+{
+
+  src = __rank;
+}
+
+void Worker :: start ()
+{
+
+  while (true)
+    {
+
+      sleep ();
+
+      if (! atLeastOneActiveRunner () && ! taskAssigned)
+        break;
+
+      if (recvAndCompleted)
+        {
+          send (this, my_node -> rk_sched, TASK_DONE_TAG);
+          recvAndCompleted = false;
+          sem_wait(&sem_task_done);
+          taskAssigned --;
+        }
+      else
+        {
+
+          serv -> execute ();
+          send (this, src, TASK_RESULT_TAG);
+        }
+    }
+
+  printDebugMessage ("Worker finished execution.");
+  setPassive ();
+
+  wakeUpCommunicator();
+}
+
+void initWorkersEnv ()
+{
+
+  key_to_worker.resize (1);
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/worker.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/worker.h
new file mode 100644
index 000000000..cc8f5a1b2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/worker.h
@@ -0,0 +1,86 @@
+/*
+* <worker.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __worker_h
+#define __worker_h
+
+#include "../../core/communicable.h"
+#include "../../core/reac_thread.h"
+#include "../../core/service.h"
+
+
+typedef unsigned WORKER_ID;
+
+class Worker : public Communicable, public ReactiveThread
+  {
+
+  public :
+
+    Worker ();
+
+    void start ();
+
+    void packResult ();
+
+    void unpackData ();
+
+    void packTaskDone ();
+
+    void notifySendingResult ();
+
+    void notifySendingTaskDone ();
+
+    void setSource (int __rank);
+
+  private :
+
+    WORKER_ID id;
+    SERVICE_ID serv_id;
+    Service * serv;
+    int src;
+
+    bool recvAndCompleted;
+    unsigned taskAssigned;
+
+    sem_t sem_task_done;
+    sem_t sem_task_asgn;
+  };
+
+extern void initWorkersEnv ();
+
+extern Worker * getWorker (WORKER_ID __key);
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/xml_parser.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/xml_parser.cpp
new file mode 100644
index 000000000..ae0caaab9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/xml_parser.cpp
@@ -0,0 +1,109 @@
+/*
+* <xml_parser.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 <libxml/xmlreader.h>
+
+#include "xml_parser.h"
+
+static xmlTextReaderPtr reader;
+
+void openXMLDocument (const char * __filename)
+{
+
+  reader = xmlNewTextReaderFilename (__filename);
+
+  if (! reader)
+    {
+
+      fprintf (stderr, "unable to open '%s'.\n", __filename);
+      exit (1);
+    }
+}
+
+void closeXMLDocument ()
+{
+
+  xmlFreeTextReader (reader);
+}
+
+std :: string getAttributeValue (const std :: string & __attr)
+{
+
+  xmlChar * value = xmlTextReaderGetAttribute (reader, (const xmlChar *) __attr.c_str ());
+
+  std :: string str ((const char *) value);
+
+  xmlFree (value);
+
+  return str;
+}
+
+static bool isSep (const xmlChar * __text)
+{
+
+  for (unsigned i = 0; i < strlen ((char *) __text); i ++)
+    if (__text [i] != ' ' && __text [i] != '\t' && __text [i] != '\n')
+      return false;
+  return true;
+}
+
+std :: string getNextNode ()
+{
+
+  xmlChar * name, * value;
+
+  do
+    {
+      xmlTextReaderRead (reader);
+      name = xmlTextReaderName (reader);
+      value = xmlTextReaderValue (reader);
+    }
+  while (! strcmp ((char *) name, "#text") && isSep (value));
+
+  std :: string str;
+
+  if (strcmp ((char *) name, "#text"))
+    str.assign ((char *) name);
+  else
+    str.assign ((char *) value);
+
+  if (name)
+    xmlFree (name);
+  if (value)
+    xmlFree (value);
+
+  return str;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/xml_parser.h b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/xml_parser.h
new file mode 100644
index 000000000..ccfb1ad84
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/src/rmc/mpi/xml_parser.h
@@ -0,0 +1,51 @@
+/*
+* <xml_parser.h>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Sebastien Cahon, Alexandru-Adrian Tantar, Clive Canape
+*
+* 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 __xml_parser_h
+#define __xml_parser_h
+
+#include <string>
+#include <string.h>
+
+extern void openXMLDocument (const char * __filename);
+
+extern void closeXMLDocument ();
+
+extern std :: string getAttributeValue (const std :: string & __attr);
+
+extern std :: string getNextNode ();
+
+#endif
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/test/CMakeLists.txt
new file mode 100644
index 000000000..02670c43e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/CMakeLists.txt
@@ -0,0 +1,129 @@
+###############################################################################
+##
+## CMakeLists file for ParadisEO-PEO/test
+##
+###############################################################################
+
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${EO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${MO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${OLDMO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${MOEO_SRC_DIR}/src)
+INCLUDE_DIRECTORIES(${ParadisEO-PEO_SOURCE_DIR}/src)
+INCLUDE_DIRECTORIES(${CMAKE_CURRENT_SOURCE_DIR})
+
+INCLUDE(CheckLibraryExists)
+
+SET (CMAKE_CXX_COMPILER mpicxx)
+
+ADD_CUSTOM_TARGET(install ALL DEPENDS ${ParadisEO-PEO_SOURCE_DIR}/test/param ${ParadisEO-PEO_SOURCE_DIR}/test/schema.xml ${ParadisEO-PEO_SOURCE_DIR}/tutorial/benchs)
+ADD_CUSTOM_COMMAND(
+    TARGET install
+    PRE_BUILD
+    COMMAND ${CMAKE_COMMAND}
+    ARGS -E copy_if_different
+      ${ParadisEO-PEO_SOURCE_DIR}/test/param
+      ${ParadisEO-PEO_BINARY_DIR}/test)
+ADD_CUSTOM_COMMAND(
+    TARGET install
+    PRE_BUILD
+    COMMAND ${CMAKE_COMMAND}
+    ARGS -E copy_if_different
+      ${ParadisEO-PEO_SOURCE_DIR}/test/schema.xml
+      ${ParadisEO-PEO_BINARY_DIR}/test)
+
+ADD_CUSTOM_COMMAND(
+    TARGET install
+    POST_BUILD
+    COMMAND ${CMAKE_COMMAND}
+    ARGS -E copy_directory 
+      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/benchs
+      ${ParadisEO-PEO_BINARY_DIR}/tutorial/benchs)
+######################################################################################
+
+
+######################################################################################
+### 2) Specify where CMake can find the libraries
+######################################################################################
+
+LINK_DIRECTORIES(${EO_BIN_DIR}/lib ${ParadisEO-PEO_BINARY_DIR}/lib )
+
+######################################################################################
+
+
+
+######################################################################################
+### 3) Define your targets and link the librairies
+######################################################################################
+
+SET (TEST_RUN    t-Mpdboot)
+					  
+
+SET (TEST_LIST	  t-ParallelEval
+				  t-ParallelTransform
+				  t-MultiStart
+				  t-PSOSelect
+				  t-EAAsyncIsland
+				  t-EASyncIsland
+				  t-PSOGlobalBest
+				  t-PSOWorstPosition)
+
+				  
+SET (TEST_STOP    t-Mpdallexit)
+	
+FOREACH (test ${TEST_RUN} ${TEST_LIST} ${TEST_STOP})
+	  SET ("T_${test}_SOURCES" "${test}.cpp")
+ENDFOREACH (test)
+
+
+IF(ENABLE_MINIMAL_CMAKE_TESTING)
+
+    SET (MIN_TEST_LIST t-MultiStart)
+   
+    FOREACH (testrun ${TEST_RUN})
+          ADD_EXECUTABLE(${testrun} ${T_${testrun}_SOURCES}) 
+		  ADD_TEST(${testrun} ${testrun})
+	ENDFOREACH (testrun)				
+   
+    FOREACH (mintest ${MIN_TEST_LIST})
+    	  SET ("T_${mintest}_SOURCES" "${mintest}.cpp")
+    	  ADD_EXECUTABLE(${mintest} ${T_${mintest}_SOURCES}) 
+		  ADD_TEST(${mintest} "mpiexec" "-n" "4" "${CMAKE_CURRENT_BINARY_DIR}/${mintest}" "@param") 
+		  TARGET_LINK_LIBRARIES(${mintest} peo ${XML2_LIBS} rmc_mpi ga es eoutils eo peo)
+    ENDFOREACH (mintest)
+    
+    FOREACH (teststop ${TEST_STOP})
+          ADD_EXECUTABLE(${teststop} ${T_${teststop}_SOURCES}) 
+		  ADD_TEST(${teststop} ${teststop})
+	ENDFOREACH (teststop)
+   
+ELSEIF(ENABLE_CMAKE_TESTING)
+
+	FOREACH (test ${TEST_RUN} ${TEST_LIST} ${TEST_STOP})
+		  ADD_EXECUTABLE(${test} ${T_${test}_SOURCES})  
+	ENDFOREACH (test)
+	
+	FOREACH (testrun ${TEST_RUN})
+		  ADD_TEST(${testrun} ${testrun})
+	ENDFOREACH (testrun)
+	
+	FOREACH (test ${TEST_LIST})
+		  ADD_TEST(${test} "mpiexec" "-n" "4" "${CMAKE_CURRENT_BINARY_DIR}/${test}" "@param")
+	ENDFOREACH (test)
+	
+	FOREACH (teststop ${TEST_STOP})
+		  ADD_TEST(${teststop} ${teststop})
+	ENDFOREACH (teststop)
+	
+	FOREACH (test ${TEST_LIST})
+	 TARGET_LINK_LIBRARIES(${test} peo ${XML2_LIBS} rmc_mpi ga es eoutils eo peo)
+	ENDFOREACH (test)	
+	
+ENDIF(ENABLE_MINIMAL_CMAKE_TESTING)
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/param b/tags/paradiseo1.4-beta/paradiseo-peo/test/param
new file mode 100644
index 000000000..eb843c65f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/param
@@ -0,0 +1,12 @@
+## miscallenous parameters
+
+--debug=false
+
+## deployment schema
+
+--schema=schema.xml
+
+## parameters
+
+--inst=../examples/tsp/benchs/eil101.tsp
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/schema.xml b/tags/paradiseo1.4-beta/paradiseo-peo/test/schema.xml
new file mode 100644
index 000000000..9b8bf316c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/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>
+		<runner>2</runner>
+		</node>
+		
+		<node name="2" num_workers="1">
+		</node>
+		<node name="3" num_workers="1">
+		</node>
+	</group>
+</schema>
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/t-EAAsyncIsland.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-EAAsyncIsland.cpp
new file mode 100644
index 000000000..a48e9092a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-EAAsyncIsland.cpp
@@ -0,0 +1,119 @@
+/*
+* <t-EAAsyncIsland.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Clive Canape
+*
+* 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
+* peoData 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
+*
+*/
+
+//Test : Asynchronous island with EA
+#include <peo>
+#include <es.h>
+typedef eoReal<double> Indi;
+
+double f (const Indi & _indi)
+{
+  double sum=_indi[0]+_indi[1];
+  return (-sum);
+}
+int main (int __argc, char *__argv[])
+{
+  peo :: init( __argc, __argv );
+  if (getNodeRank()==1)
+    std::cout<<"\n\nTest : Asynchronous island with EA\n\n";
+  rng.reseed (10);
+  RingTopology topology;
+  eoGenContinue < Indi > genContPara (10);
+  eoCombinedContinue <Indi> continuatorPara (genContPara);
+  eoCheckPoint<Indi> checkpoint(continuatorPara);
+  peoEvalFunc<Indi> mainEval( f );
+  peoPopEval <Indi> eval(mainEval);
+  eoUniformGenerator < double >uGen (-2., 2.);
+  eoInitFixedLength < Indi > random (2, uGen);
+  eoRankingSelect<Indi> selectionStrategy;
+  eoSelectNumber<Indi> select(selectionStrategy,10);
+  eoSegmentCrossover<Indi> crossover;
+  eoUniformMutation<Indi>  mutation(0.01);
+  peoTransform<Indi> transform(crossover,0.8,mutation,0.3);
+  /*p*/
+  eoPop < Indi > pop;
+  pop.append (10, random);
+  eoPlusReplacement<Indi> replace;
+  eoRandomSelect<Indi> mig_select_one;
+  eoSelector <Indi, eoPop<Indi> > mig_select (mig_select_one,2,pop);
+  eoReplace <Indi, eoPop<Indi> > mig_replace (replace,pop);
+  eoPeriodicContinue< Indi > mig_cont( 2 );
+  eoContinuator<Indi> cont(mig_cont, pop);
+  peoAsyncIslandMig<eoPop<Indi>, eoPop<Indi> > mig(cont,mig_select,mig_replace,topology);
+  checkpoint.add(mig);
+  eoEasyEA< Indi > eaAlg( checkpoint, eval, select, transform, replace );
+  peoWrapper parallelEA( eaAlg, pop);
+  eval.setOwner(parallelEA);
+  transform.setOwner(parallelEA);
+  mig.setOwner(parallelEA);
+  eoGenContinue < Indi > genContPara2 (10);
+  eoCombinedContinue <Indi> continuatorPara2 (genContPara2);
+  eoCheckPoint<Indi> checkpoint2(continuatorPara2);
+  peoEvalFunc<Indi> mainEval2( f );
+  peoPopEval <Indi> eval2(mainEval2);
+  eoUniformGenerator < double >uGen2 (-2., 2.);
+  eoInitFixedLength < Indi > random2 (2, uGen2);
+  eoRankingSelect<Indi> selectionStrategy2;
+  eoSelectNumber<Indi> select2(selectionStrategy2,10);
+  eoSegmentCrossover<Indi> crossover2;
+  eoUniformMutation<Indi>  mutation2(0.01);
+  peoTransform<Indi> transform2(crossover2,0.8,mutation2,0.3);
+  /*p*/
+  eoPop < Indi > pop2;
+  pop2.append (10, random2);
+  eoPlusReplacement<Indi> replace2;
+  eoRandomSelect<Indi> mig_select_one2;
+  eoSelector <Indi, eoPop<Indi> > mig_select2 (mig_select_one2,2,pop2);
+  eoReplace <Indi, eoPop<Indi> > mig_replace2 (replace2,pop2);
+  eoPeriodicContinue< Indi > mig_cont2( 2 );
+  eoContinuator<Indi> cont2(mig_cont2, pop2);
+  peoAsyncIslandMig<eoPop<Indi>, eoPop<Indi> > mig2(cont2,mig_select2,mig_replace2,topology);
+  checkpoint2.add(mig2);
+  eoEasyEA< Indi > eaAlg2( checkpoint2, eval2, select2, transform2, replace2 );
+  peoWrapper parallelEA2( eaAlg2, pop2);
+  eval2.setOwner(parallelEA2);
+  transform2.setOwner(parallelEA2);
+  mig2.setOwner(parallelEA2);
+  peo :: run();
+  peo :: finalize();
+  if (getNodeRank()==1)
+    {
+      pop.sort();
+      pop2.sort();
+      std::cout << "Final population 1 :\n" << pop << std::endl;
+      std::cout << "Final population 2 :\n" << pop2 << std::endl;
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/t-EASyncIsland.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-EASyncIsland.cpp
new file mode 100644
index 000000000..696749a27
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-EASyncIsland.cpp
@@ -0,0 +1,114 @@
+/*
+* <t-EASyncIsland.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Clive Canape
+*
+* 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
+* peoData 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
+*
+*/
+
+
+//Test : Synchronous island with EA
+#include <peo>
+#include <es.h>
+typedef eoReal<double> Indi;
+
+double f (const Indi & _indi)
+{
+  double sum=_indi[0]+_indi[1];
+  return (-sum);
+}
+int main (int __argc, char *__argv[])
+{
+  peo :: init( __argc, __argv );
+  if (getNodeRank()==1)
+    std::cout<<"\n\nTest : Synchronous island with EA\n\n";
+  rng.reseed (10);
+  RingTopology topology;
+  eoGenContinue < Indi > genContPara (10);
+  eoCombinedContinue <Indi> continuatorPara (genContPara);
+  eoCheckPoint<Indi> checkpoint(continuatorPara);
+  peoEvalFunc<Indi> mainEval( f );
+  peoPopEval <Indi> eval(mainEval);
+  eoUniformGenerator < double >uGen (-2., 2.);
+  eoInitFixedLength < Indi > random (2, uGen);
+  eoRankingSelect<Indi> selectionStrategy;
+  eoSelectNumber<Indi> select(selectionStrategy,10);
+  eoSegmentCrossover<Indi> crossover;
+  eoUniformMutation<Indi>  mutation(0.01);
+  peoTransform<Indi> transform(crossover,0.8,mutation,0.3);
+  eoPop < Indi > pop;
+  pop.append (10, random);
+  eoPlusReplacement<Indi> replace;
+  eoRandomSelect<Indi> mig_select_one;
+  eoSelector <Indi, eoPop<Indi> > mig_select (mig_select_one,2,pop);
+  eoReplace <Indi, eoPop<Indi> > mig_replace (replace,pop);
+  peoSyncIslandMig<eoPop<Indi>, eoPop<Indi> > mig(2,mig_select,mig_replace,topology);
+  checkpoint.add(mig);
+  eoEasyEA< Indi > eaAlg( checkpoint, eval, select, transform, replace );
+  peoWrapper parallelEA( eaAlg, pop);
+  eval.setOwner(parallelEA);
+  transform.setOwner(parallelEA);
+  mig.setOwner(parallelEA);
+  eoGenContinue < Indi > genContPara2 (10);
+  eoCombinedContinue <Indi> continuatorPara2 (genContPara2);
+  eoCheckPoint<Indi> checkpoint2(continuatorPara2);
+  peoEvalFunc<Indi> mainEval2( f );
+  peoPopEval <Indi> eval2(mainEval2);
+  eoUniformGenerator < double >uGen2 (-2., 2.);
+  eoInitFixedLength < Indi > random2 (2, uGen2);
+  eoRankingSelect<Indi> selectionStrategy2;
+  eoSelectNumber<Indi> select2(selectionStrategy2,10);
+  eoSegmentCrossover<Indi> crossover2;
+  eoUniformMutation<Indi>  mutation2(0.01);
+  peoTransform<Indi> transform2(crossover2,0.8,mutation2,0.3);
+  eoPop < Indi > pop2;
+  pop2.append (10, random2);
+  eoPlusReplacement<Indi> replace2;
+  eoRandomSelect<Indi> mig_select_one2;
+  eoSelector <Indi, eoPop<Indi> > mig_select2 (mig_select_one2,2,pop2);
+  eoReplace <Indi, eoPop<Indi> > mig_replace2 (replace2,pop2);
+  peoSyncIslandMig<eoPop<Indi>, eoPop<Indi> > mig2(2,mig_select2,mig_replace2,topology);
+  checkpoint2.add(mig2);
+  eoEasyEA< Indi > eaAlg2( checkpoint2, eval2, select2, transform2, replace2 );
+  peoWrapper parallelEA2( eaAlg2, pop2);
+  eval2.setOwner(parallelEA2);
+  transform2.setOwner(parallelEA2);
+  mig2.setOwner(parallelEA2);
+  peo :: run();
+  peo :: finalize();
+  if (getNodeRank()==1)
+    {
+      pop.sort();
+      pop2.sort();
+      std::cout << "Final population 1 :\n" << pop << std::endl;
+      std::cout << "Final population 2 :\n" << pop2 << std::endl;
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/t-Mpdallexit.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-Mpdallexit.cpp
new file mode 100644
index 000000000..3772c8e15
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-Mpdallexit.cpp
@@ -0,0 +1,43 @@
+/*
+* <t-Mpdallexit.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Clive Canape
+*
+* 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
+* peoData 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 <iostream>
+#include <stdlib.h>
+
+int main (int __argc, char *__argv[])
+{
+  int success = system("mpdallexit");
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/t-Mpdboot.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-Mpdboot.cpp
new file mode 100644
index 000000000..01611baf5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-Mpdboot.cpp
@@ -0,0 +1,43 @@
+/*
+* <t-Mpdboot.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Clive Canape
+*
+* 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
+* peoData 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 <iostream>
+#include <stdlib.h>
+
+int main (int __argc, char *__argv[])
+{
+  int success = system("mpdboot");
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/t-MultiStart.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-MultiStart.cpp
new file mode 100644
index 000000000..8ec9e4882
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-MultiStart.cpp
@@ -0,0 +1,77 @@
+/*
+* <t-MultiStart.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Clive Canape
+*
+* 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
+* peoData 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
+*
+*/
+
+
+// Test : multistart
+
+#include <peo>
+
+struct Algorithm
+  {
+    void operator()(double & _d)
+    {
+      _d = _d * _d;
+    }
+  };
+
+int main (int __argc, char * * __argv)
+{
+
+  peo :: init (__argc, __argv);
+  if (getNodeRank()==1)
+    std::cout<<"\n\nTest : multistart\n\n";
+  std::vector < double > v;
+  if (getNodeRank()==1)
+    std::cout<<"\n\nBefore :";
+  for (unsigned i = 0; i< 10; i++)
+    {
+      v.push_back(i);
+      if (getNodeRank()==1)
+        std::cout<<"\n"<<v[i];
+    }
+  Algorithm algo;
+  peoMultiStart < double > initParallel (algo);
+  peoWrapper parallelAlgo (initParallel, v);
+  initParallel.setOwner(parallelAlgo);
+  peo :: run( );
+  peo :: finalize( );
+  if (getNodeRank()==1)
+    {
+      std::cout<<"\n\nAfter :\n";
+      for (unsigned i = 0; i< 10; i++)
+        std::cout<<v[i]<<"\n";
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/t-PSOGlobalBest.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-PSOGlobalBest.cpp
new file mode 100644
index 000000000..d15b0eca8
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-PSOGlobalBest.cpp
@@ -0,0 +1,122 @@
+/*
+* <t-PSOGlobalBest.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Clive Canape
+*
+* 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
+* peoData 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
+*
+*/
+
+
+// Test : PSO Global Best
+#include <peo>
+typedef eoRealParticle < double >Indi;
+double f (const Indi & _indi)
+{
+  double sum=_indi[0]+_indi[1];
+  return (sum);
+}
+int main (int __argc, char *__argv[])
+{
+  peo :: init( __argc, __argv );
+  if (getNodeRank()==1)
+    std::cout<<"\n\nTest : PSO Global Best\n\n";
+  rng.reseed (10);
+  RingTopology topologyMig;
+  eoGenContinue < Indi > genContPara (10);
+  eoCombinedContinue <Indi> continuatorPara (genContPara);
+  eoCheckPoint<Indi> checkpoint(continuatorPara);
+  peoEvalFunc<Indi, double, const Indi& > plainEval(f);
+  peoPopEval< Indi > eval(plainEval);
+  eoUniformGenerator < double >uGen (0, 1.);
+  eoInitFixedLength < Indi > random (2, uGen);
+  eoUniformGenerator < double >sGen (-1., 1.);
+  eoVelocityInitFixedLength < Indi > veloRandom (2, sGen);
+  eoFirstIsBestInit < Indi > localInit;
+  eoRealVectorBounds bndsFlight(2,0,1.);
+  eoStandardFlight < Indi > flight(bndsFlight);
+  eoPop < Indi > pop;
+  pop.append (10, random);
+  eoLinearTopology<Indi> topology(2);
+  eoRealVectorBounds bnds(2,-1.,1.);
+  eoStandardVelocity < Indi > velocity (topology,1,0.5,2.,bnds);
+  eoInitializer <Indi> init(eval,veloRandom,localInit,topology,pop);
+  eoPeriodicContinue< Indi > mig_cont( 2 );
+  peoPSOSelect<Indi> mig_selec(topology);
+  peoGlobalBestVelocity<Indi> mig_replac (2.,velocity);
+  eoContinuator<Indi> cont(mig_cont, pop);
+  eoSelector <Indi, eoPop<Indi> > mig_select (mig_selec,1,pop);
+  eoReplace <Indi, eoPop<Indi> > mig_replace (mig_replac,pop);
+  eoGenContinue < Indi > genContPara2 (10);
+  eoCombinedContinue <Indi> continuatorPara2 (genContPara2);
+  eoCheckPoint<Indi> checkpoint2(continuatorPara2);
+  peoEvalFunc<Indi, double, const Indi& > plainEval2(f);
+  peoPopEval< Indi > eval2(plainEval2);
+  eoUniformGenerator < double >uGen2 (0, 1.);
+  eoInitFixedLength < Indi > random2 (2, uGen2);
+  eoUniformGenerator < double >sGen2 (-1., 1.);
+  eoVelocityInitFixedLength < Indi > veloRandom2 (2, sGen2);
+  eoFirstIsBestInit < Indi > localInit2;
+  eoRealVectorBounds bndsFlight2(2,0,1.);
+  eoStandardFlight < Indi > flight2(bndsFlight2);
+  eoPop < Indi > pop2;
+  pop2.append (10, random2);
+  eoLinearTopology<Indi> topology2(2);
+  eoRealVectorBounds bnds2(2,-1.,1.);
+  eoStandardVelocity < Indi > velocity2 (topology2,1,0.5,2.,bnds2);
+  eoInitializer <Indi> init2(eval2,veloRandom2,localInit2,topology2,pop2);
+  eoPeriodicContinue< Indi > mig_cont2( 2 );
+  peoPSOSelect<Indi> mig_selec2(topology2);
+  peoGlobalBestVelocity<Indi> mig_replac2 (2.,velocity2);
+  eoContinuator<Indi> cont2(mig_cont2,pop2);
+  eoSelector <Indi, eoPop<Indi> > mig_select2 (mig_selec2,1,pop2);
+  eoReplace <Indi, eoPop<Indi> > mig_replace2 (mig_replac2,pop2);
+  peoAsyncIslandMig< eoPop<Indi>, eoPop<Indi> > mig(cont,mig_select, mig_replace, topologyMig);
+  checkpoint.add( mig );
+  peoAsyncIslandMig< eoPop<Indi>, eoPop<Indi> > mig2(cont2,mig_select2, mig_replace2, topologyMig);
+  checkpoint2.add( mig2 );
+  eoSyncEasyPSO <Indi> psa(init,checkpoint,eval, velocity, flight);
+  peoWrapper parallelPSO( psa, pop);
+  eval.setOwner(parallelPSO);
+  mig.setOwner(parallelPSO);
+  eoSyncEasyPSO <Indi> psa2(init2,checkpoint2,eval2, velocity2, flight2);
+  peoWrapper parallelPSO2( psa2, pop2);
+  eval2.setOwner(parallelPSO2);
+  mig2.setOwner(parallelPSO2);
+  peo :: run();
+  peo :: finalize();
+  if (getNodeRank()==1)
+    {
+      pop.sort();
+      pop2.sort();
+      std::cout << "Final population :\n" << pop << std::endl;
+      std::cout << "Final population :\n" << pop2	 << std::endl;
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/t-PSOSelect.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-PSOSelect.cpp
new file mode 100644
index 000000000..6ff64f302
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-PSOSelect.cpp
@@ -0,0 +1,71 @@
+/*
+* <t-PSOSelect.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Clive Canape
+*
+* 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
+* peoData 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
+*
+*/
+
+
+//Test : PSO select
+#include <peo>
+typedef eoRealParticle < double >Indi;
+double f (const Indi & _indi)
+{
+  double sum=_indi[0]+_indi[1];
+  return (-sum);
+}
+
+int main (int __argc, char *__argv[])
+{
+  std::cout<<"\n\nTest : PSO select\n\n";
+  rng.reseed (10);
+  peoEvalFunc<Indi, double, const Indi& > plainEval(f);
+  eoEvalFuncCounter < Indi > firstEval(plainEval);
+  eoPopLoopEval < Indi > eval(firstEval);
+  eoUniformGenerator < double >uGen (1, 2);
+  eoInitFixedLength < Indi > random (2, uGen);
+  eoUniformGenerator < double >sGen (-1, 1);
+  eoVelocityInitFixedLength < Indi > veloRandom (2, sGen);
+  eoFirstIsBestInit < Indi > localInit;
+  eoRealVectorBounds bndsFlight(2,1,2);
+  eoStandardFlight < Indi > flight(bndsFlight);
+  eoLinearTopology<Indi> topology(6);
+  eoRealVectorBounds bnds(2,-1,1);
+  eoStandardVelocity < Indi > velocity (topology,1,0.5,2.,bnds);
+  eoPop < Indi > empty_pop,pop(20, random);
+  eoInitializer <Indi> init(eval,veloRandom,localInit,topology,pop);
+  init();
+  eval (empty_pop,pop);
+  peoPSOSelect<Indi> mig_selec(topology);
+  pop.sort();
+  std::cout<<"\nBest : "<<pop[0]<<"    =     "<<mig_selec(pop)<<"\n\n";
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/t-PSOWorstPosition.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-PSOWorstPosition.cpp
new file mode 100644
index 000000000..164b98c35
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-PSOWorstPosition.cpp
@@ -0,0 +1,122 @@
+/*
+* <t-PSOWorstPosition.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Clive Canape
+*
+* 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
+* peoData 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
+*
+*/
+
+
+// Test : PSO Worst Position
+#include <peo>
+typedef eoRealParticle < double >Indi;
+double f (const Indi & _indi)
+{
+  double sum=_indi[0]+_indi[1];
+  return (sum);
+}
+int main (int __argc, char *__argv[])
+{
+  peo :: init( __argc, __argv );
+  if (getNodeRank()==1)
+    std::cout<<"\n\nTest : PSO Worst Position\n\n";
+  rng.reseed (10);
+  RingTopology topologyMig;
+  eoGenContinue < Indi > genContPara (10);
+  eoCombinedContinue <Indi> continuatorPara (genContPara);
+  eoCheckPoint<Indi> checkpoint(continuatorPara);
+  peoEvalFunc<Indi, double, const Indi& > plainEval(f);
+  peoPopEval< Indi > eval(plainEval);
+  eoUniformGenerator < double >uGen (0, 1.);
+  eoInitFixedLength < Indi > random (2, uGen);
+  eoUniformGenerator < double >sGen (-1., 1.);
+  eoVelocityInitFixedLength < Indi > veloRandom (2, sGen);
+  eoFirstIsBestInit < Indi > localInit;
+  eoRealVectorBounds bndsFlight(2,0,1.);
+  eoStandardFlight < Indi > flight(bndsFlight);
+  eoPop < Indi > pop;
+  pop.append (10, random);
+  eoLinearTopology<Indi> topology(2);
+  eoRealVectorBounds bnds(2,-1.,1.);
+  eoStandardVelocity < Indi > velocity (topology,1,0.5,2.,bnds);
+  eoInitializer <Indi> init(eval,veloRandom,localInit,topology,pop);
+  eoPeriodicContinue< Indi > mig_cont( 2 );
+  peoPSOSelect<Indi> mig_selec(topology);
+  peoWorstPositionReplacement<Indi> mig_replac;
+  eoContinuator<Indi> cont(mig_cont, pop);
+  eoSelector <Indi, eoPop<Indi> > mig_select (mig_selec,1,pop);
+  eoReplace <Indi, eoPop<Indi> > mig_replace (mig_replac,pop);
+  eoGenContinue < Indi > genContPara2 (10);
+  eoCombinedContinue <Indi> continuatorPara2 (genContPara2);
+  eoCheckPoint<Indi> checkpoint2(continuatorPara2);
+  peoEvalFunc<Indi, double, const Indi& > plainEval2(f);
+  peoPopEval< Indi > eval2(plainEval2);
+  eoUniformGenerator < double >uGen2 (0, 1.);
+  eoInitFixedLength < Indi > random2 (2, uGen2);
+  eoUniformGenerator < double >sGen2 (-1., 1.);
+  eoVelocityInitFixedLength < Indi > veloRandom2 (2, sGen2);
+  eoFirstIsBestInit < Indi > localInit2;
+  eoRealVectorBounds bndsFlight2(2,0,1.);
+  eoStandardFlight < Indi > flight2(bndsFlight2);
+  eoPop < Indi > pop2;
+  pop2.append (10, random2);
+  eoLinearTopology<Indi> topology2(2);
+  eoRealVectorBounds bnds2(2,-1.,1.);
+  eoStandardVelocity < Indi > velocity2 (topology2,1,0.5,2.,bnds2);
+  eoInitializer <Indi> init2(eval2,veloRandom2,localInit2,topology2,pop2);
+  eoPeriodicContinue< Indi > mig_cont2( 2 );
+  peoPSOSelect<Indi> mig_selec2(topology2);
+  peoWorstPositionReplacement<Indi> mig_replac2;
+  eoContinuator<Indi> cont2(mig_cont2,pop2);
+  eoSelector <Indi, eoPop<Indi> > mig_select2 (mig_selec2,1,pop2);
+  eoReplace <Indi, eoPop<Indi> > mig_replace2 (mig_replac2,pop2);
+  peoAsyncIslandMig< eoPop<Indi>, eoPop<Indi> > mig(cont,mig_select, mig_replace, topologyMig);
+  checkpoint.add( mig );
+  peoAsyncIslandMig< eoPop<Indi>, eoPop<Indi> > mig2(cont2,mig_select2, mig_replace2, topologyMig);
+  checkpoint2.add( mig2 );
+  eoSyncEasyPSO <Indi> psa(init,checkpoint,eval, velocity, flight);
+  peoWrapper parallelPSO( psa, pop);
+  eval.setOwner(parallelPSO);
+  mig.setOwner(parallelPSO);
+  eoSyncEasyPSO <Indi> psa2(init2,checkpoint2,eval2, velocity2, flight2);
+  peoWrapper parallelPSO2( psa2, pop2);
+  eval2.setOwner(parallelPSO2);
+  mig2.setOwner(parallelPSO2);
+  peo :: run();
+  peo :: finalize();
+  if (getNodeRank()==1)
+    {
+      pop.sort();
+      pop2.sort();
+      std::cout << "Final population :\n" << pop << std::endl;
+      std::cout << "Final population :\n" << pop2	 << std::endl;
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/t-ParallelEval.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-ParallelEval.cpp
new file mode 100644
index 000000000..5da070ad3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-ParallelEval.cpp
@@ -0,0 +1,79 @@
+/*
+* <t-ParallelEval.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Clive Canape
+*
+* 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
+* peoData 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
+*
+*/
+
+
+// Test : parallel evaluation
+#include <peo>
+#include <es.h>
+typedef eoReal<double> Indi;
+double f (const Indi & _indi)
+{
+  double sum=_indi[0]+_indi[1];
+  return (-sum);
+}
+struct Algorithm
+  {
+    Algorithm( peoPopEval < Indi > & _eval): eval( _eval ){}
+    void operator()(eoPop < Indi > & _pop)
+    {
+      eoPop < Indi > empty_pop;
+      eval(empty_pop, _pop);
+    }
+    peoPopEval < Indi > & eval;
+  };
+
+int main (int __argc, char *__argv[])
+{
+  peo :: init( __argc, __argv );
+  if (getNodeRank()==1)
+    std::cout<<"\n\nTest : parallel evaluation\n\n";
+  rng.reseed (10);
+  peoEvalFunc<Indi, double, const Indi& > plainEval(f);
+  peoPopEval< Indi > eval(plainEval);
+  eoUniformGenerator < double >uGen (0, 1);
+  eoInitFixedLength < Indi > random (2, uGen);
+  eoPop < Indi > pop(20, random);
+  Algorithm algo ( eval );
+  peoWrapper parallelAlgo( algo, pop);
+  eval.setOwner(parallelAlgo);
+  peo :: run();
+  peo :: finalize();
+  if (getNodeRank()==1)
+    {
+      pop.sort();
+      std::cout<<pop;
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/test/t-ParallelTransform.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-ParallelTransform.cpp
new file mode 100644
index 000000000..bf1c92ffb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/test/t-ParallelTransform.cpp
@@ -0,0 +1,92 @@
+/*
+* <t-ParallelTransform.cpp>
+* Copyright (C) DOLPHIN Project-Team, INRIA Futurs, 2006-2008
+* (C) OPAC Team, LIFL, 2002-2008
+*
+* Clive Canape
+*
+* 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
+* peoData 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
+*
+*/
+
+
+// Test : parallel transform
+#include <peo>
+#include <es.h>
+typedef eoReal<double> Indi;
+double f (const Indi & _indi)
+{
+  double sum=_indi[0]+_indi[1];
+  return (-sum);
+}
+struct Algorithm
+  {
+    Algorithm( eoEvalFunc < Indi > & _eval, eoSelect < Indi > & _select, peoTransform < Indi > & _transform):
+        loopEval(_eval),
+        eval(loopEval),
+        selectTransform( _select, _transform),
+        breed(selectTransform) {}
+
+    void operator()(eoPop < Indi > & _pop)
+    {
+      eoPop < Indi > offspring, empty_pop;
+      eval(empty_pop, _pop);
+      eval(empty_pop, offspring);
+      std::cout<<"\n\nBefore :\n"<<offspring;
+      breed(_pop, offspring);
+      eval(empty_pop, offspring);
+      std::cout<<"\n\nAfter :\n"<<offspring;
+    }
+    eoPopLoopEval < Indi > loopEval;
+    eoPopEvalFunc < Indi > & eval;
+    eoSelectTransform < Indi > selectTransform;
+    eoBreed < Indi > & breed;
+  };
+
+int main (int __argc, char *__argv[])
+{
+  peo :: init( __argc, __argv );
+  if (getNodeRank()==1)
+    std::cout<<"\n\nTest : parallel transform\n\n";
+  rng.reseed (10);
+  eoEvalFuncPtr < Indi > plainEval(f);
+  eoEvalFuncCounter < Indi > eval(plainEval);
+  eoUniformGenerator < double >uGen (0, 1);
+  eoInitFixedLength < Indi > random (2, uGen);
+  eoPop < Indi > empty_pop,pop(6, random);
+  eoRankingSelect < Indi > selectionStrategy;
+  eoSelectNumber < Indi > select(selectionStrategy,6);
+  eoSegmentCrossover < Indi > crossover;
+  eoUniformMutation < Indi >  mutation(0.01);
+  peoTransform<Indi> transform(crossover,0.8,mutation,0.3);
+  Algorithm algo ( eval, select, transform );
+  peoWrapper parallelAlgo( algo, pop);
+  transform.setOwner(parallelAlgo);
+  peo :: run();
+  peo :: finalize();
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/CMakeLists.txt
new file mode 100644
index 000000000..128d23eb6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/CMakeLists.txt
@@ -0,0 +1,11 @@
+
+######################################################################################
+### 1) Where must cmake go now ?
+######################################################################################
+
+ADD_SUBDIRECTORY(Lesson1)
+ADD_SUBDIRECTORY(Lesson2)
+ADD_SUBDIRECTORY(Lesson3)
+ADD_SUBDIRECTORY(Lesson4)
+ADD_SUBDIRECTORY(Lesson5)
+ADD_SUBDIRECTORY(Lesson6)
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/CMakeLists.txt
new file mode 100644
index 000000000..05c8f13c9
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/CMakeLists.txt
@@ -0,0 +1,78 @@
+
+######################################################################################
+### 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)
+
+#ADD_CUSTOM_COMMAND(
+#    TARGET install
+#    POST_BUILD
+#    COMMAND ${CMAKE_COMMAND}
+#    ARGS -E copy_if_different
+#      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson1/param
+#      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson1)
+#ADD_CUSTOM_COMMAND(
+#    TARGET install
+#    POST_BUILD
+#    COMMAND ${CMAKE_COMMAND}
+#    ARGS -E copy_if_different
+#      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson1/schema.xml
+#      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson1)
+
+EXECUTE_PROCESS(
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+    	${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson1/param
+      	${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson1
+  	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson1/schema.xml
+      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson1
+)
+
+######################################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${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(multistartMO main.cpp)
+######################################################################################
+
+
+######################################################################################
+### 4) Optionnal: define properties
+######################################################################################
+
+SET(LESSON1_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(multistartMO PROPERTIES VERSION "${LESSON1_VERSION}")
+######################################################################################
+
+
+######################################################################################
+### 5) Link the librairies
+######################################################################################
+
+TARGET_LINK_LIBRARIES(multistartMO ${XML2_LIBS} peo rmc_mpi eo eoutils peo) 
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/Move.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/Move.h
new file mode 100755
index 000000000..da6049a80
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/QAP.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/QAP.h
new file mode 100755
index 000000000..5730fa4f6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/QAPGA.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/QAPGA.h
new file mode 100644
index 000000000..698a5edc2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/main.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/main.cpp
new file mode 100755
index 000000000..f56aa6208
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/main.cpp
@@ -0,0 +1,180 @@
+/*
+  <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);
+  
+  // 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;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/param b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/param
new file mode 100755
index 000000000..84bf3b859
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/parserStruct.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/parserStruct.h
new file mode 100644
index 000000000..1b13b43ee
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+};    
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/qapPackUnpack.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/qapPackUnpack.h
new file mode 100644
index 000000000..09277e36c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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]);
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/schema.xml b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/schema.xml
new file mode 100644
index 000000000..173e616c6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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>
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/utils.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson1/utils.h
new file mode 100755
index 000000000..061185706
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/CMakeLists.txt
new file mode 100644
index 000000000..122564c7b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/CMakeLists.txt
@@ -0,0 +1,78 @@
+
+######################################################################################
+### 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)
+
+#ADD_CUSTOM_COMMAND(
+#   TARGET install
+#    POST_BUILD
+#    COMMAND ${CMAKE_COMMAND}
+#     -E copy_if_different
+#      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson2/param
+#      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson2)
+#ADD_CUSTOM_COMMAND(
+#    TARGET install
+#    POST_BUILD
+#    COMMAND ${CMAKE_COMMAND}
+#    ARGS -E copy_if_different
+#      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson2/schema.xml
+#      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson2)
+
+EXECUTE_PROCESS(
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+      	${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson2/param
+      	${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson2
+    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+     	${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson2/schema.xml
+      	${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson2
+)
+
+######################################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${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(multistartGA main.cpp)
+######################################################################################
+
+
+######################################################################################
+### 4) Optionnal: define properties
+######################################################################################
+
+SET(LESSON2_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(multistartGA PROPERTIES VERSION "${LESSON2_VERSION}")
+######################################################################################
+
+
+######################################################################################
+### 5) Link the librairies
+######################################################################################
+
+TARGET_LINK_LIBRARIES(multistartGA ${XML2_LIBS} peo rmc_mpi eo eoutils peo)
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/QAP.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/QAP.h
new file mode 100755
index 000000000..5730fa4f6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/QAPGA.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/QAPGA.h
new file mode 100644
index 000000000..698a5edc2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/main.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/main.cpp
new file mode 100755
index 000000000..fbe2c97e7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/param b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/param
new file mode 100755
index 000000000..24ae0dae2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/parserStruct.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/parserStruct.h
new file mode 100644
index 000000000..620277197
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+};
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/schema.xml b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/schema.xml
new file mode 100644
index 000000000..173e616c6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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>
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/utils.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson2/utils.h
new file mode 100755
index 000000000..b5e07cfb4
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/CMakeLists.txt
new file mode 100644
index 000000000..3cc47091b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
+      	${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson3/param
+      	${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson3
+    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+     	${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson3/schema.xml
+      	${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson3
+)
+
+######################################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${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)
+
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/Move.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/Move.h
new file mode 100755
index 000000000..d1188a65b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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();
+    
+  }
+
+
+};
+*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/QAP.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/QAP.h
new file mode 100755
index 000000000..e259b63bb
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/QAPGA.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/QAPGA.h
new file mode 100644
index 000000000..28d1446fe
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/main.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/main.cpp
new file mode 100755
index 000000000..59198ec70
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/param b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/param
new file mode 100755
index 000000000..02ba1e1dc
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/parserStruct.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/parserStruct.h
new file mode 100644
index 000000000..492867db5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+
+};
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/qapPackUnpack.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/qapPackUnpack.h
new file mode 100644
index 000000000..093e57c87
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+  
+}
+*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/schema.xml b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/schema.xml
new file mode 100644
index 000000000..173e616c6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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>
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/utils.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson3/utils.h
new file mode 100755
index 000000000..ca1f54629
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/CMakeLists.txt
new file mode 100644
index 000000000..b4ab76bce
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/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/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
+      	${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson4/param
+      	${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson4
+    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+     	${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson4/schema.xml
+      	${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson4
+)
+
+######################################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${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)
+
+######################################################################################
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/Move.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/Move.h
new file mode 100755
index 000000000..d1188a65b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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();
+    
+  }
+
+
+};
+*/
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/QAP.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/QAP.h
new file mode 100755
index 000000000..af6026cea
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/QAPGA.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/QAPGA.h
new file mode 100644
index 000000000..28d1446fe
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/main.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/main.cpp
new file mode 100755
index 000000000..ec3a8575b
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/param b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/param
new file mode 100755
index 000000000..b4eeabc6c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/parserStruct.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/parserStruct.h
new file mode 100644
index 000000000..492867db5
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+
+};
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/qapPackUnpack.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/qapPackUnpack.h
new file mode 100644
index 000000000..82769ef63
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+    }
+
+ 
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/schema.xml b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/schema.xml
new file mode 100644
index 000000000..173e616c6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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>
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/utils.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson4/utils.h
new file mode 100755
index 000000000..152594adf
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/CMakeLists.txt
new file mode 100644
index 000000000..9164c63d6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/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/Lesson5/param ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson5/schema.xml)
+
+#ADD_CUSTOM_COMMAND(
+#    TARGET install
+#    POST_BUILD
+#    COMMAND ${CMAKE_COMMAND}
+#    ARGS -E copy_if_different
+#      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson5/param
+#      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson5)
+#ADD_CUSTOM_COMMAND(
+#    TARGET install
+#    POST_BUILD
+#    COMMAND ${CMAKE_COMMAND}
+#    ARGS -E copy_if_different
+#      ${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson5/schema.xml
+#      ${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson5)
+
+EXECUTE_PROCESS(
+	COMMAND ${CMAKE_COMMAND} -E copy_if_different
+      	${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson5/param
+      	${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson5
+    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+     	${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson5/schema.xml
+      	${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson5
+)
+
+######################################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${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(island main.cpp)
+
+######################################################################################
+
+
+######################################################################################
+### 4) Optionnal: define properties
+######################################################################################
+
+SET(Lesson5_VERSION ${GLOBAL_VERSION})
+SET_TARGET_PROPERTIES(island PROPERTIES VERSION "${Lesson5_VERSION}")
+######################################################################################
+
+
+######################################################################################
+### 5) Link the librairies
+######################################################################################
+
+TARGET_LINK_LIBRARIES(island eo ga es ${XML2_LIBS} peo rmc_mpi eoutils peo)
+
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/QAP.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/QAP.h
new file mode 100755
index 000000000..5730fa4f6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/QAPGA.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/QAPGA.h
new file mode 100644
index 000000000..7946e094e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/main.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/main.cpp
new file mode 100755
index 000000000..93db8c632
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/param b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/param
new file mode 100755
index 000000000..e8b5f99f7
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/parserStruct.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/parserStruct.h
new file mode 100644
index 000000000..62892a2c6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+};
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/qapPackUnpack.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/qapPackUnpack.h
new file mode 100644
index 000000000..09277e36c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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]);
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/schema.xml b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/schema.xml
new file mode 100644
index 000000000..1c3e85c50
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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>
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/utils.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson5/utils.h
new file mode 100755
index 000000000..b10e1f57e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/CMakeLists.txt b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/CMakeLists.txt
new file mode 100644
index 000000000..43cd09ef0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/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/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
+      	${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson6/param
+      	${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson6
+    COMMAND ${CMAKE_COMMAND} -E copy_if_different
+     	${ParadisEO-PEO_SOURCE_DIR}/tutorial/Lesson6/schema.xml
+      	${ParadisEO-PEO_BINARY_DIR}/tutorial/Lesson6
+)
+
+######################################################################################
+
+
+######################################################################################
+### 1) Include the sources
+######################################################################################
+
+INCLUDE_DIRECTORIES(${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)
+
+######################################################################################
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/Move.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/Move.h
new file mode 100755
index 000000000..da6049a80
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/QAP.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/QAP.h
new file mode 100755
index 000000000..5730fa4f6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/QAPGA.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/QAPGA.h
new file mode 100644
index 000000000..698a5edc2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/main.cpp b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/main.cpp
new file mode 100755
index 000000000..f44c38b29
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/param b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/param
new file mode 100755
index 000000000..495396520
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/parserStruct.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/parserStruct.h
new file mode 100644
index 000000000..92b81cf1a
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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;
+};    
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/qapPackUnpack.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/qapPackUnpack.h
new file mode 100644
index 000000000..09277e36c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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]);
+    }
+}
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/schema.xml b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/schema.xml
new file mode 100644
index 000000000..173e616c6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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>
+
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/utils.h b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/Lesson6/utils.h
new file mode 100755
index 000000000..a06aa4851
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-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
diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai100a.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai100a.dat
new file mode 100755
index 000000000..7c2a7c238
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai100a.dat
@@ -0,0 +1,203 @@
+ 100 21125314
+
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai100b.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai100b.dat
new file mode 100755
index 000000000..25389ae8d
--- /dev/null
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai12a.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai12a.dat
new file mode 100755
index 000000000..19efeb4b0
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai12a.dat
@@ -0,0 +1,27 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai12b.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai12b.dat
new file mode 100755
index 000000000..65c234d49
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai12b.dat
@@ -0,0 +1,27 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai150b.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai150b.dat
new file mode 100755
index 000000000..1d2d37020
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai150b.dat
@@ -0,0 +1,302 @@
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new file mode 100755
index 000000000..fd6b7b89a
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new file mode 100755
index 000000000..7dd45683c
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new file mode 100755
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new file mode 100755
index 000000000..100d6e886
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai20b.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai20b.dat
new file mode 100755
index 000000000..39b28a277
--- /dev/null
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai25a.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai25a.dat
new file mode 100755
index 000000000..68ee91b1f
--- /dev/null
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai25b.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai25b.dat
new file mode 100755
index 000000000..6a9facfd3
--- /dev/null
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai30a.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai30a.dat
new file mode 100755
index 000000000..0ee1acc80
--- /dev/null
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai30b.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai30b.dat
new file mode 100755
index 000000000..456b73b68
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai30b.dat
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai35a.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai35a.dat
new file mode 100755
index 000000000..d314aab6c
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai35a.dat
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai35b.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai35b.dat
new file mode 100755
index 000000000..5ea3940bf
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai35b.dat
@@ -0,0 +1,72 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai40a.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai40a.dat
new file mode 100755
index 000000000..b9fa67645
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai40a.dat
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai40b.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai40b.dat
new file mode 100755
index 000000000..8c6ee6198
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai40b.dat
@@ -0,0 +1,82 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai50a.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai50a.dat
new file mode 100755
index 000000000..bf00b1d51
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai50a.dat
@@ -0,0 +1,102 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai50b.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai50b.dat
new file mode 100755
index 000000000..d662df9bf
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai50b.dat
@@ -0,0 +1,102 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai60a.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai60a.dat
new file mode 100755
index 000000000..d1d228458
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai60a.dat
@@ -0,0 +1,123 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai60b.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai60b.dat
new file mode 100755
index 000000000..67d52066e
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai60b.dat
@@ -0,0 +1,122 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai64c.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai64c.dat
new file mode 100755
index 000000000..9c6463552
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai64c.dat
@@ -0,0 +1,130 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai80a.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai80a.dat
new file mode 100755
index 000000000..2da27f212
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai80a.dat
@@ -0,0 +1,163 @@
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diff --git a/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai80b.dat b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai80b.dat
new file mode 100755
index 000000000..ea13bcb5f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/paradiseo-peo/tutorial/benchs/tai80b.dat
@@ -0,0 +1,162 @@
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+    81  1402    37    19   142     0    53     0     0     4     0   131   242     0  1308  7556     1     0     0   353     0     2   391     0  1374     0     0     5     0     0     0   204  1471     0     0   366     0     0     0     3     0     0     0     1  3673     1     1    13    19     0     0     0     0     7     1     1     0   255    11    45   126     0     0     0     0   613     0   336     0     0   136   192   538    0     0     0     0     0  4155     8
+     0     0     0     0     0   705     0     0     0     0     0    93     0     0     0  2381     0     2    44   140     0     0     1     0     0    33    12     0     0     1     0     0     2     0     0     0  3073     0  1430  2802     2    16     0     0   380     0     0   631     0     0     3     0     0   769  2281     0   209     7    24     0     0     0     0     0     0     0     2     0    55     0     2  4593     0     0    0   171  1584  4255  4385  2110
+     0     0  3770     0    15    27     0    22   138    11    12    46    98    71     0    11     0     0     0     0     0     0     0     0     0     1  7019     0   721     0     0     2   255     0     4     0     0     0  6012  7347     0    23     0     0     4     0     0     0     0     0     0     0   335     0     0  7249   692  4726     0     0   897     0     0     0     0     0     0    17   712   620     0     0     0     0     0    0   415     0     0  2223
+  2984  1162     0    14     0     0   476     0     0     0   261     6   312  5521   695     0     1     0   279     0     0     7     0   381     0   234    20     0     0     0   132     0     0     2     0  5715     0    46     0    11  2003     0     2     0     7     0  1459     0     0     0     0    25     0    14     0     0     0  1588     0     0     0     0    59     1   129     1     0   872     0  3789     0    10     0     6    11     0    0     1   148     0
+     0     0     0     0     0     0     1    19     0     0  7309     0     0     0     0    18     0  3511  7586     1     0    80     0     0     2     0   157    21  1008  3785     0    33     0     0     0   150     0     0    71     0     0  5670     0     0     0     0     0     0     0   127     0     0  3784     0    35    30     0     0   988     0    23     0     1   559     0     1   834   137     0     0     5   101   536     7     0  7810   752    0   160    22
+     0  1085    16     0     0   283     1     0  2948     0    73   721     0     0     0     1     0     0     0     0     0   262     0     0   152     2   203    82     0     2     0     0     0     0     0   217     0    14   569  3979     5    12   296    11     0     0     3    22     0     1     0     3    16     0  2349     0   610     0     0     0     0     0     0    15   100     0     0     0     0  1021   417     0     0   877     1     0     0     1    0    51
+   293     0     2     0     0    19     0  6772   331     2     0     0     1     0     0     1   431     0     0     0     0   854     0   892     0   813  1152     1   429   455     0     0     0    66  4428     0     1     0     0    33     0  4549  5714     0     0   912     0    20     0  1392     0     0     0     0     0    14     0     0   750     0     2     0     0     0     0     0     0     0    56     0  1012   118   257     0   347   253    32     6     0    0
diff --git a/tags/paradiseo1.4-beta/problems/eval/bbRoyalRoadEval.h b/tags/paradiseo1.4-beta/problems/eval/bbRoyalRoadEval.h
new file mode 100644
index 000000000..9d861f738
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/bbRoyalRoadEval.h
@@ -0,0 +1,129 @@
+/*
+<bbRoyalRoadEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _bbRoyalRoadEval_h
+#define _bbRoyalRoadEval_h
+
+#include <eoEvalFunc.h>
+#include <vector>
+
+/**
+ * Full evaluation Function for Building-Block Royal Road problem:
+ * Richard A. Watson & Thomas Jansen, "A building-block royal road where crossover is provably essential", GECCO 07.
+ */
+template< class EOT >
+class BBRoyalRoadEval : public eoEvalFunc<EOT>
+{
+public:
+  /**
+   * Default constructor
+   * @param _b number of blocks
+   * @param _k size of a block
+   */
+  BBRoyalRoadEval(unsigned int _b, unsigned int _k) : k(_k), b(_b) {  }
+
+  /**
+   * add a target to sub-objective functions
+   *
+   * @param target target vector of boolean (of size k)
+   * @param w weights of this target
+   */
+  void addTarget(vector<bool> & target, double w) {
+    targets.push_back(target);
+    weights.push_back(w);
+  }
+  
+  /**
+   * Count the number of complete blocks in the bit string
+   * @param _sol the solution to evaluate
+   */
+  void operator() (EOT& _solution) {
+    double sum = 0;
+
+    unsigned int i, j, t;
+    unsigned int offset;
+
+    // Hamming distance
+    double d;
+
+    for(i = 0; i < b; i++) {
+      offset = i * k;
+
+      for(t = 0; t < targets.size(); t++) { 
+	d = 0;
+	for(j = 0; j < k; j++)
+	  if (_solution[offset + j] != targets[t][j])
+	    d++;
+
+	if (d == 0)
+	  sum += weights[t];
+	else 
+	  sum += 1.0 / ( 1.0 + d ); 
+      }
+    }
+
+    _solution.fitness(sum);
+  }
+
+  /**
+   * get the size of a block
+   * @return block size
+   */
+  unsigned int blockSize() {
+    return k;
+  }
+
+  /**
+   * get the number of blocks
+   * @return the number of blocks
+   */
+  unsigned int nbBlocks() {
+    return b;
+  }
+
+  /**
+   * get the targets
+   * @return the vector of targets which is a boolean vector
+   */
+  vector<vector<bool> > & getTargets() {
+    return targets;
+  }
+
+private:
+  // number of blocks
+  unsigned int b;
+
+  // size of a block
+  unsigned int k;    
+    
+  vector<vector<bool> > targets;
+  vector<double> weights;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/problems/eval/longKPathEval.h b/tags/paradiseo1.4-beta/problems/eval/longKPathEval.h
new file mode 100644
index 000000000..38cd69705
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/longKPathEval.h
@@ -0,0 +1,189 @@
+/*
+<longKPathEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 __longKPathEval_h
+#define __longKPathEval_h
+
+#include <eoEvalFunc.h>
+
+/**
+ * Full evaluation function for long k-path problem
+ */
+template< class EOT >
+class LongKPathEval : public eoEvalFunc<EOT>
+{
+private:
+  // parameter k of the problem
+  unsigned k;
+
+  // tempory variable if the solution is in the long path
+  bool inPath;
+
+  /**
+   * compute the number k j in solution = u1^kO^jw between i and i - k + 1 with |u1^kO^j| = i and k+j <= k
+   *
+   * @param solution the solution to evaluate
+   * @param l last position in the bit string
+   * @param n0 number of consecutive 0
+   * @param n1 number of consecutive 1
+   */
+  void nbOnesZeros(EOT & solution, unsigned l, unsigned & n0, unsigned & n1) {
+    n0 = 0;
+
+    unsigned ind = l - 1;
+
+    while (n0 < k && solution[ind - n0] == 0) 
+      n0++;
+
+    n1 = 0;
+
+    ind = ind - n0;
+    while (n0 + n1 < k && solution[ind - n1] == 1)
+      n1++;
+  }
+
+  /**
+   * true if the solution is the last solution of the path of bitstring length l
+   *
+   * @param solution the solution to evaluate
+   * @param l size of the path, last position in the bit string
+   * @return true if the solution is the solution of the path
+   */
+  bool final(EOT & solution, unsigned l) {
+    if (l == 1)
+      return (solution[0] == 1);
+    else {
+      int i = 0;
+
+      while (i < l - k && solution[i] == 0)
+	i++;
+
+      if (i < l - k)
+	return false;
+      else {
+	while (i < l && solution[i] == 1)
+	  i++;
+	
+	return (i == l);
+      }
+    }
+  }
+
+  /**
+   * position in the long path
+   *
+   * @param solution the solution to evaluate
+   * @param l size of the path, last position in the bit string
+   * @return position in the path
+   */
+  unsigned rank(EOT & solution, unsigned int l) { 
+    if (l == 1) { // long path l = 1
+      inPath = true;
+
+      if (solution[0] == 0) 
+	return 0;
+      else
+	return 1;
+    } else { // long path for l>1
+      unsigned n0, n1;
+
+      // read the k last bits, and count the number of last successive 0 follow by the last successive 1
+      nbOnesZeros(solution, l, n0, n1);
+
+      if (n0 == k) // first part of the path
+	return rank(solution, l - k);
+      else
+	if (n1 == k) { // last part of the path
+	  return (k+1) * (1 << ((l-1) / k)) - k - rank(solution, l - k);
+	} else 
+	  if (n0 + n1 == k) {
+	    if (final(solution, l - k)) {
+	      inPath = true;
+	      return (k+1) * (1 << ((l-k-1) / k)) - k + n1;
+	    } else {
+	      inPath = false;
+	      return 0;
+	    }
+	  } else {
+	    inPath = false;
+	    return 0;
+	  }
+    }
+  }
+
+  /**
+   * compute the number of zero of the bit string
+   *
+   * @param solution the solution to evaluate
+   * @return number of zero in the bit string
+   */
+  unsigned int nbZero(EOT & solution){
+    unsigned int res = 0;
+
+    for(unsigned int i=0; i < solution.size(); i++)
+      if (solution[i] == 0)
+	res++;
+
+    return res;
+  }
+
+public:
+  /**
+   * Default constructor
+   *
+   * @param _k parameter k of the long K-path problem
+   */
+  LongKPathEval(unsigned _k) : k(_k) {
+  };
+
+  /**
+   * default destructor
+   */
+  ~LongKPathEval(void) {} ;
+    
+  /**
+   * compute the fitnes of the solution
+   *
+   * @param solution the solution to evaluate
+   * @return fitness of the solution
+   */
+  void operator()(EOT & solution) {
+    inPath = true;
+
+    unsigned r = rank(solution, solution.size());
+
+    if (inPath)
+      solution.fitness(solution.size() + r);
+    else
+      solution.fitness(nbZero(solution));
+  }
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/problems/eval/maxSATeval.h b/tags/paradiseo1.4-beta/problems/eval/maxSATeval.h
new file mode 100644
index 000000000..87a3c4ca6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/maxSATeval.h
@@ -0,0 +1,277 @@
+/*
+<maxSATeval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _maxSATeval_h
+#define _maxSATeval_h
+
+#include <vector>
+#include <eoEvalFunc.h>
+
+/**
+ * Full evaluation Function for max-SAT problem
+ */
+template< class EOT >
+class MaxSATeval : public eoEvalFunc<EOT>
+{
+public:
+
+  /**
+   * Constructor
+   * generate a random instance of max k-SAT problem
+   *
+   * @param _n number of variables
+   * @param _m number of clauses
+   * @param _k of litteral by clause
+   */
+  MaxSATeval(unsigned _n, unsigned _m, unsigned _k) {
+    nbVar      = _n;
+    nbClauses  = _m;
+    nbLitteral = _k;
+
+    // creation of the clauses
+    clauses = new std::vector<int>[nbClauses];
+
+    // the variables are numbered from 1 to nbVar
+    variables = new std::vector<int>[nbVar + 1];
+
+    //int var[nbVar];
+    std::vector<int> var;
+    var.resize(nbVar);
+    unsigned i, j, ind;
+
+    // to selected nbLitteral different variables in the clauses
+    for(i = 0; i < nbVar; i++)
+      var[i] = i + 1;
+    
+    int number, tmp;
+
+    // generation of the clauses
+    for(i = 0; i < nbClauses; i++) {
+      for(j = 0 ; j < nbLitteral; j++) {
+	// selection of the variable
+	ind = rng.random(nbVar - j);
+	number = var[ind];
+
+	// permutation for forbidd identical variables
+	tmp = var[ind];
+	var[ind] = var[nbVar - j - 1];
+	var[nbVar - j - 1] = tmp;
+
+	// litteral = (variable) or (not variable) ?
+	// negative value means not variable
+	if (rng.flip())
+	  number = -number;
+	
+	// variable number belong to clause i
+	if (number < 0)
+	  variables[-number].push_back(-i);
+	else
+	  variables[number].push_back(i);
+
+	// clause i has got the litteral number 
+	clauses[i].push_back(number);
+      }
+    }
+
+  }
+
+  /**
+   * Constructor
+   * instance is given in the cnf format (see dimacs)
+   *
+   * @param _fileName file name of the instance in cnf format
+   */
+  MaxSATeval(std::string & _fileName) {
+    std::fstream file(_fileName.c_str(), std::ios::in);
+
+    if (!file) {
+      std::string str = "MaxSATeval: Could not open file [" + _fileName + "]." ;
+      throw std::runtime_error(str);
+    }
+    
+    std::string s;
+
+    // commentaries
+    std::string line;
+    file >> s;
+    while (s[0] == 'c') {
+      getline(file,line,'\n');
+      file >> s;
+    }
+
+    // parameters
+    if (s[0] != 'p') {
+      std::string str = "MaxSATeval: could not read the parameters of the instance from file [" + _fileName + "]." ;
+      throw std::runtime_error(str);
+    }
+    file >> s;
+    if (s != "cnf") {
+      std::string str = "MaxSATeval: " + _fileName + " is not a file in cnf format.";
+      throw std::runtime_error(str);
+    }
+
+    file >> nbVar >> nbClauses;
+    nbLitteral = 0; // could be different from one clause to antoher, so no value
+
+    // creation of the clauses
+    clauses = new std::vector<int>[nbClauses];
+
+    // the variables are numbered from 1 to nbVar
+    variables = new std::vector<int>[nbVar + 1];
+
+    // read the clauses
+    int number;
+    for(unsigned i = 0; i < nbClauses; i++) {
+      do {
+	file >> number;
+	if (number != 0) {
+	  clauses[i].push_back(number);
+	  if (number < 0)
+	    number = -number;
+
+	  if (number < 0)
+	    variables[-number].push_back(-i);
+	  else
+	    variables[number].push_back(i);
+	}
+      } while (number != 0);    
+    }
+    
+    file.close();
+  }
+
+  /**
+   * Destructor
+   */
+  ~MaxSATeval() {
+    // delete the clauses
+    delete[] clauses;
+
+    // delete the variables
+    delete[] variables;
+  }
+
+  /**
+   * export the instance to a file in cnf format
+   *
+   * @param _fileName file name to export the instance
+   */
+  void save(std::string & _fileName) {
+    std::fstream file(_fileName.c_str(), std::ios::out);
+
+    if (!file) {
+      std::string str = "MaxSATeval: Could not open " + _fileName;
+      throw std::runtime_error(str);
+    }
+    
+    // write some commentaries
+    file << "c random max k-SAT generated by maxSATeval from paradisEO framework on sourceForge" << std::endl;
+    file << "c  "<< std::endl;
+
+    // write the parameters
+    file << "p cnf " << nbVar << " " << nbClauses << std::endl;
+
+    // write the clauses
+    unsigned int i, j;
+
+    for(i = 0; i < nbClauses; i++) {
+      j = 0;
+      while (j < clauses[i].size()) {
+	file << clauses[i][j] << " ";
+	j++;
+      }    
+      file << "0" << std::endl;
+    }
+
+    file.close();
+  }
+
+  /**
+   * evaluation the clause
+   *
+   * @param _n number of the given clause
+   * @param _solution the solution to evaluation
+   * @return true when the clause is true
+   */
+  bool clauseEval(unsigned int _n, EOT & _solution) {
+    unsigned nLitteral = clauses[_n].size();
+    int litteral;
+
+    bool clause = false;
+
+    unsigned int j = 0;
+    while (j < nLitteral && !clause) {
+      litteral = clauses[_n][j];
+      clause = ((litteral > 0) && _solution[litteral - 1]) || ((litteral < 0) && !(_solution[-litteral - 1]));
+      
+      j++;
+    }
+
+    return clause;
+  }
+
+  /**
+   * fitness evaluation of the solution
+   *
+   * @param _solution the solution to evaluation
+   */
+  virtual void operator()(EOT & _solution) {
+    unsigned int fit = 0;
+
+    for(unsigned i = 0; i < nbClauses; i++)
+      if (clauseEval(i, _solution))
+	fit++;
+
+    _solution.fitness(fit);
+  }
+
+  /**
+   * Public variables (used in incremental evaluation)
+   */
+
+  // number of variables
+  unsigned int nbVar; 
+  // number of clauses
+  unsigned int nbClauses;
+  // number of litteral by clause (0 when the instance is read from file)
+  unsigned int nbLitteral;
+
+  // list of clauses: 
+  //   each clause has the number of the variable (from 1 to nbVar) 
+  //   when the value is negative, litteral = not(variable)
+  std::vector<int> * clauses;
+
+  // list of variables:
+  //   for each variable, the list of clauses
+  //   when the value is negative, litteral = not(variable) in this clause
+  std::vector<int> * variables;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/problems/eval/moPopSolEval.h b/tags/paradiseo1.4-beta/problems/eval/moPopSolEval.h
new file mode 100644
index 000000000..a393fd0dd
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/moPopSolEval.h
@@ -0,0 +1,82 @@
+/*
+<moPopSolEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _moPopSolEval_h
+#define _moPopSolEval_h
+
+#include <problems/bitString/moPopSol.h>
+#include <eoEvalFunc.h>
+#include <cmath>
+
+/**
+ * To compute the fitness of a pop-based solution
+ */
+template< class EOT >
+class moPopSolEval : public eoEvalFunc<EOT>
+{
+public:
+  typedef typename EOT::SUBEOT SUBEOT;
+
+  /**
+   * default constructor
+   *
+   * @param _eval evaluation function of the solution
+   * @param _p the exponent of the p-norm to compute the population based fitness
+   */
+  moPopSolEval(eoEvalFunc<SUBEOT>& _eval, unsigned int _p): eval(_eval), p(_p){}
+  
+  /**
+   * to compute the fitness of a population-based solution
+   * which is the norm p of the fitness of solutions: ( sigma_{i} f(s_i)^p )^(1/p) 
+   *
+   * re-compute the fitness of solution which are invalid
+   *
+   * @param _sol the population-based solution to evaluate
+   */
+  void operator() (EOT& _sol) {
+    double fit = 0;
+
+    for (unsigned int i = 0; i < _sol.size(); i++) {
+      if(_sol[i].invalid())
+	eval(_sol[i]);
+
+      fit += pow((double) _sol[i].fitness(), (int) p);
+    }
+
+    fit = pow((double) fit, (double)1/p);
+
+    _sol.fitness(fit);
+  }
+
+private:
+  eoEvalFunc<SUBEOT>& eval;
+  unsigned int p;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/problems/eval/nkLandscapesEval.h b/tags/paradiseo1.4-beta/problems/eval/nkLandscapesEval.h
new file mode 100644
index 000000000..29fd20d5f
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/nkLandscapesEval.h
@@ -0,0 +1,414 @@
+/*
+<nkLandscapesEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 __nkLandscapesEval_H
+#define __nkLandscapesEval_H
+
+#include <eoEvalFunc.h>
+
+template< class EOT >
+class nkLandscapesEval : public eoEvalFunc<EOT> {
+public:
+  // parameter N : size of the bit string
+  unsigned N;
+
+  // parameter K : number of epistatic links
+  unsigned K;
+
+  // Table of contributions 
+  double ** tables;
+    
+  // Links between each bit
+  // links[i][0], ..., links[i][K] : the (K+1) links to the bit i
+  unsigned ** links;
+
+  /**
+   * Empty constructor
+   */
+  nkLandscapesEval() : N(0), K(0) 
+  {
+    tables = NULL;
+    links  = NULL;
+  };
+
+  /**
+   * Constructor of random instance
+   *
+   * @param _N size of the bit string
+   * @param _K number of the epistatic links
+   * @param consecutive : if true then the links are consecutive (i, i+1, i+2, ..., i+K), else the links are randomly choose from (1..N) 
+   */
+  nkLandscapesEval(int _N, int _K, bool consecutive = false) : N(_N), K(_K) 
+  {
+    if (consecutive)
+      consecutiveTables();
+    else
+      randomTables();
+  };
+
+  /**
+   * Constructor from a file instance
+   *
+   * @param _fileName the name of the file of the instance
+   */
+  nkLandscapesEval(const char * _fileName)
+  { 
+    string fname(_fileName);
+    load(fname);
+  };
+
+  /**
+   * Default destructor of the table contribution and the links
+   */
+  ~nkLandscapesEval() 
+  {
+    deleteTables();
+  };
+
+  /**
+   * Reserve the space memory for the links and the table
+   */
+  void buildTables()
+  {
+    links  = new unsigned*[N];
+    tables = new double*[N];
+
+    for(unsigned i = 0; i < N; i++) {
+      tables[i] = new double[1<<(K+1)];
+      links[i]  = new unsigned[K+1];
+    }
+  };
+
+  /**
+   * Free the space memory of the table contributions and the links
+   */
+  void deleteTables()
+  {
+    if (links != NULL) {
+      for(int i = 0; i < N; i++) {
+	delete [] (links[i]);
+      }
+      delete [] links;
+      links = NULL;
+    }
+
+    if (tables != NULL) {
+      for(int i = 0; i < N; i++) {
+	delete [] (tables[i]);
+      }
+      delete [] tables;
+      tables = NULL;
+    }
+  };
+
+  /**
+   * Load the instance from a file
+   *
+   * @param _fileName file name of the instance
+   */
+  virtual void load(const string _fileName)
+  {
+    fstream file;
+    file.open(_fileName.c_str(), ios::in);
+
+    if (file.is_open()) {
+      string s;
+
+      // Read the commentairies
+      string line;
+      file >> s;
+      while (s[0] == 'c') {
+	getline(file,line,'\n');
+	file >> s;
+      }
+
+      // Read the parameters
+      if (s[0] != 'p') {
+	string str = "nkLandscapesEval.load: -- p -- expected in [" + _fileName + "] at the begining." ;
+	throw runtime_error(str);
+      }
+
+      file >> s;
+      if (s != "NK") {
+	string str = "nkLandscapesEval.load: -- NK -- expected in [" + _fileName + "] at the begining." ;
+	throw runtime_error(str);
+      }
+
+      // read parameters N and K
+      file >> N >> K;
+      buildTables();
+
+      // read the links
+      if (s[0] != 'p') {
+	string str = "nkLandscapesEval.load: -- p -- expected in [" + _fileName + "] after the parameters N and K." ;
+	throw runtime_error(str);
+      }
+
+      file >> s;
+      if (s == "links") {
+	loadLinks(file);
+      } else {
+	string str = "nkLandscapesEval.load: -- links -- expected in [" + _fileName + "] after the parameters N and K." ;
+	throw runtime_error(str);
+      }
+
+      // lecture des tables
+      if (s[0] != 'p') {
+	string str = "nkLandscapesEval.load: -- p -- expected in [" + _fileName + "] after the links." ;
+	throw runtime_error(str);
+     }
+
+      file >> s;
+
+      if (s == "tables") {
+	loadTables(file);
+      } else {
+	string str = "nkLandscapesEval.load: -- tables -- expected in [" + _fileName + "] after the links." ;
+	throw runtime_error(str);
+      }
+
+      file.close();
+    } else {
+	string str = "nkLandscapesEval.load: Could not open file [" + _fileName + "]." ;
+	throw runtime_error(str);
+    }
+
+  };
+
+  /**
+   * Read the links from the file
+   *
+   * @param file the file to read 
+   */
+  void loadLinks(fstream & file) {
+    for(int j = 0; j < K+1; j++)
+      for(int i = 0; i < N; i++) {
+	file >> links[i][j];
+      }
+  }
+
+  /**
+   * Read the tables from the file
+   *
+   * @param file the file to read 
+   */
+  void loadTables(fstream & file) {
+    for(int j = 0; j < (1<<(K+1)); j++)
+      for(int i = 0; i < N; i++)
+	file >> tables[i][j];
+  }
+
+  /**
+   * Save the current intance into a file
+   * 
+   * @param _fileName the file name of instance
+   */
+  virtual void save(const char * _fileName) {
+    fstream file;
+    file.open(_fileName, ios::out);
+
+    if (file.is_open()) {
+      file << "c name of the file : " << _fileName << endl;
+      file << "p NK " << N << " " << K <<endl;
+
+      file << "p links" << endl;
+      for(int j=0; j<K+1; j++)
+	for(int i=0; i<N; i++)
+	  file << links[i][j] << endl;
+
+      file << "p tables" << endl;
+      for(int j=0; j<(1<<(K+1)); j++) {
+	for(int i=0; i<N; i++)
+	  file << tables[i][j] << " ";
+	file << endl;
+      }
+      file.close();
+    } else {
+      string fname(_fileName);
+      string str = "nkLandscapesEval.save: Could not open file [" + fname + "]." ;
+      throw runtime_error(str);
+    }
+  };
+
+  /**
+   * Print the instance to the screen
+   */
+  void print() {
+    int j;
+    for(int i=0; i<N; i++) {
+      std::cout <<"link " <<i <<" : ";
+      for(j = 0; j <= K; j++) 
+	std::cout <<links[i][j] <<" ";
+      std::cout << std::endl;
+    }
+    std::cout << std::endl;
+    
+    for(int i=0; i<N; i++) {
+      std::cout <<"table " << i << std::endl;
+      for(j=0; j<(1<<(K+1)); j++)
+	std::cout << tables[i][j] << std::endl;
+    }
+  };
+
+  /**
+   * Compute the fitness value
+   *
+   * @param _solution the solution to evaluate
+   */
+  virtual void operator() (EOT & _solution) {
+    double accu = 0.0;
+  
+    for(int i = 0; i < N; i++)
+      accu += tables[ i ][ sigma(_solution, i) ];
+
+    _solution.fitness( accu / (double) N );  
+  }
+
+protected:
+    
+  /**
+   * Compute the mask of the linked bits
+   *
+   * @param _solution the solution to evaluate
+   * @param i the bit of the contribution 
+   */
+  unsigned int sigma(EOT & _solution, int i) {
+    unsigned int n    = 1;
+    unsigned int accu = 0;
+
+    for(int j = 0; j < K+1; j++) {
+      if (_solution[ links[i][j] ] == 1)
+	accu = accu | n;
+      n = n << 1;
+    }
+
+    return accu;
+  }
+
+  /**
+   * To generate random instance without replacement : initialization
+   *
+   * @param tabTirage the table to initialize
+   */
+  void initTirage(int tabTirage[]) {
+    for(int i = 0; i<N; i++)
+      tabTirage[i] = i;
+  };
+
+  /**
+   * To generate random instance without replacement : swap
+   *
+   * @param tabTirage the table of bits
+   * @param i  first indice to swap
+   * @param j second indice to swap
+   */
+  void perm(int tabTirage[],int i, int j) {
+    int k = tabTirage[i];
+    tabTirage[i] = tabTirage[j];
+    tabTirage[j] = k;
+  };
+
+  /**
+   * To generate random instance without replacement 
+   * choose the linked bit without replacement
+   *
+   * @param i the bit of contribution
+   * @param tabTirage the table of bits
+   */
+  void choose(int i, int tabTirage[]) {
+    int t[K+1];
+    for(int j=0; j<K+1; j++) {
+      if (j==0) t[j]=i;
+      else t[j] = rng.random(N-j);
+      links[i][j] = tabTirage[t[j]];
+      perm(tabTirage, t[j], N-1-j);
+    }
+    for(int j=K; j>=0; j--)
+      perm(tabTirage, t[j], N-1-j);
+  }
+
+  /**
+   * To generate an instance with no-random links
+   *
+   * @param i the bit of contribution
+   */
+  void consecutiveLinks(int i) {
+    for(int j = 0; j < K+1; j++) {
+      links[i][j] = (i + j) % N;
+    }
+  }
+
+  /**
+   * To generate a contribution in the table f_i 
+   *
+   */
+  virtual double contribution() {
+    return rng.uniform();
+  }
+
+  /**
+   * To generate instance with random (without replacement) links
+   *
+   */
+  virtual void randomTables() {
+    buildTables();
+      
+    int tabTirage[N];
+    initTirage(tabTirage);
+
+    for(int i = 0; i < N; i++) {
+      // random links to the bit
+      choose(i, tabTirage);  
+      
+      // table of contribution with random numbers from [0,1)
+      for(int j = 0; j < (1<<(K+1)); j++) 
+	tables[i][j] = contribution();
+    }
+  }
+ 
+  /**
+   * To generate instance with consecutive links
+   *
+   */
+  virtual void consecutiveTables() {
+    buildTables();
+      
+    for(int i = 0; i < N; i++) {
+      // consecutive link to bit i
+      consecutiveLinks(i);  
+      
+      // table of contribution with random numbers from [0,1)
+      for(int j = 0; j < (1<<(K+1)); j++) 
+	tables[i][j] = contribution();
+    }
+  }
+ 
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/problems/eval/nkpLandscapesEval.h b/tags/paradiseo1.4-beta/problems/eval/nkpLandscapesEval.h
new file mode 100644
index 000000000..9be4f47e2
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/nkpLandscapesEval.h
@@ -0,0 +1,213 @@
+/*
+<nkpLandscapesEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 __nkpLandscapesEval_H
+#define __nkpLandscapesEval_H
+
+#include <eval/nkLandscapesEval.h>
+
+/*
+ * Neutral version of NK landscapes: the 'probabilistic' NK
+ * see work of L. Barnett  "Ruggedness and Neutrality - The NKp family of Fitness Landscapes" (1998)
+ */
+template< class EOT >
+class nkpLandscapesEval : public nkLandscapesEval<EOT> {
+public:
+  // parameter N : size of the bit string
+  using nkLandscapesEval<EOT>::N;
+  // parameter K : number of epistatic links
+  using nkLandscapesEval<EOT>::K;
+  // Table of contributions 
+  using nkLandscapesEval<EOT>::tables;
+  // Links between each bit
+  using nkLandscapesEval<EOT>::links;
+
+  using nkLandscapesEval<EOT>::buildTables;
+  using nkLandscapesEval<EOT>::loadLinks;
+  using nkLandscapesEval<EOT>::loadTables;
+  using nkLandscapesEval<EOT>::consecutiveTables;
+  using nkLandscapesEval<EOT>::randomTables;
+
+  // parameter p : probability to have the contribution to zero, otherwise random number from [0,1)
+  double p;
+
+  /**
+   * Empty constructor
+   */
+  nkpLandscapesEval() : nkLandscapesEval<EOT>(), p(0.0) { }
+
+  /**
+   * Constructor of random instance
+   *
+   * @param _N size of the bit string
+   * @param _K number of the epistatic links
+   * @param _p probability to have a contribution equals to zero
+   * @param consecutive : if true then the links are consecutive (i, i+1, i+2, ..., i+K), else the links are randomly choose from (1..N) 
+   */
+  nkpLandscapesEval(int _N, int _K, double _p, bool consecutive = false) : nkLandscapesEval<EOT>() {
+    N = _N;
+    K = _K;
+    p = _p;
+
+    if (consecutive)
+      consecutiveTables();
+    else
+      randomTables();
+  }
+
+  /**
+   * Constructor from a file instance
+   *
+   * @param _fileName the name of the file of the instance
+   */
+  nkpLandscapesEval(const char * _fileName) : nkLandscapesEval<EOT>(_fileName) { }
+
+  /**
+   * Load the instance from a file
+   *
+   * @param _fileName file name of the instance
+   */
+  virtual void load(const string _fileName)
+  {
+    fstream file;
+    file.open(_fileName.c_str(), ios::in);
+
+    if (file.is_open()) {
+      string s;
+
+      // Read the commentairies
+      string line;
+      file >> s;
+      while (s[0] == 'c') {
+	getline(file,line,'\n');
+	file >> s;
+      }
+
+      // Read the parameters
+      if (s[0] != 'p') {
+	string str = "nkLandscapesEval.load: -- p -- expected in [" + _fileName + "] at the begining." ;
+	throw runtime_error(str);
+      }
+
+      file >> s;
+      if (s != "NKp") {
+	string str = "nkpLandscapesEval.load: -- NKp -- expected in [" + _fileName + "] at the begining." ;
+	throw runtime_error(str);
+      }
+
+      // read parameters N, K and p
+      file >> N >> K >> p;
+      buildTables();
+
+      // read the links
+      if (s[0] != 'p') {
+	string str = "nkpLandscapesEval.load: -- p -- expected in [" + _fileName + "] after the parameters N, K, and p." ;
+	throw runtime_error(str);
+      }
+
+      file >> s;
+      if (s == "links") {
+	loadLinks(file);
+      } else {
+	string str = "nkpLandscapesEval.load: -- links -- expected in [" + _fileName + "] after the parameters N, K, and q." ;
+	throw runtime_error(str);
+      }
+
+      // lecture des tables
+      if (s[0] != 'p') {
+	string str = "nkpLandscapesEval.load: -- p -- expected in [" + _fileName + "] after the links." ;
+	throw runtime_error(str);
+     }
+
+      file >> s;
+
+      if (s == "tables") {
+	loadTables(file);
+      } else {
+	string str = "nkpLandscapesEval.load: -- tables -- expected in [" + _fileName + "] after the links." ;
+	throw runtime_error(str);
+      }
+
+      file.close();
+    } else {
+	string str = "nkpLandscapesEval.load: Could not open file [" + _fileName + "]." ;
+	throw runtime_error(str);
+    }
+
+  };
+
+  /**
+   * Save the current intance into a file
+   * 
+   * @param _fileName the file name of instance
+   */
+  virtual void save(const char * _fileName) {
+    fstream file;
+    file.open(_fileName, ios::out);
+
+    if (file.is_open()) {
+      file << "c name of the file : " << _fileName << endl;
+      file << "p NKp " << N << " " << K << " " << p << endl;
+
+      file << "p links" << endl;
+      for(int j=0; j<K+1; j++)
+	for(int i=0; i<N; i++)
+	  file << links[i][j] << endl;
+
+      file << "p tables" << endl;
+      for(int j=0; j<(1<<(K+1)); j++) {
+	for(int i=0; i<N; i++)
+	  file << tables[i][j] << " ";
+	file << endl;
+      }
+      file.close();
+    } else {
+      string fname(_fileName);
+      string str = "nkpLandscapesEval.save: Could not open file [" + fname + "]." ;
+      throw runtime_error(str);
+    }
+  };
+
+protected:
+
+  /**
+   * To generate a contribution in the table f_i 
+   *
+   */
+  virtual double contribution() {
+    if (rng.uniform() < p)
+      return 0.0;
+    else
+      return rng.uniform();
+  }
+  
+ 
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/problems/eval/nkqLandscapesEval.h b/tags/paradiseo1.4-beta/problems/eval/nkqLandscapesEval.h
new file mode 100644
index 000000000..720143566
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/nkqLandscapesEval.h
@@ -0,0 +1,209 @@
+/*
+<nkqLandscapesEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 __nkqLandscapesEval_H
+#define __nkqLandscapesEval_H
+
+#include <eval/nkLandscapesEval.h>
+
+/*
+ * Neutral version of NK landscapes: the 'quantised' NK
+ * see work of E. J. Newman, and R. Engelhardt "Effects of Neutral Selection on the Evolution of Molecular Species" (1998)
+ */
+template< class EOT >
+class nkqLandscapesEval : public nkLandscapesEval<EOT> {
+public:
+  // parameter N : size of the bit string
+  using nkLandscapesEval<EOT>::N;
+  // parameter K : number of epistatic links
+  using nkLandscapesEval<EOT>::K;
+  // Table of contributions 
+  using nkLandscapesEval<EOT>::tables;
+  // Links between each bit
+  using nkLandscapesEval<EOT>::links;
+
+  using nkLandscapesEval<EOT>::buildTables;
+  using nkLandscapesEval<EOT>::loadLinks;
+  using nkLandscapesEval<EOT>::loadTables;
+  using nkLandscapesEval<EOT>::consecutiveTables;
+  using nkLandscapesEval<EOT>::randomTables;
+
+  // parameter q : number of different integer values in the table: [0..q[
+  unsigned q;
+
+  /**
+   * Empty constructor
+   */
+  nkqLandscapesEval() : nkLandscapesEval<EOT>(), q(0) { }
+
+  /**
+   * Constructor of random instance
+   *
+   * @param _N size of the bit string
+   * @param _K number of the epistatic links
+   * @param consecutive : if true then the links are consecutive (i, i+1, i+2, ..., i+K), else the links are randomly choose from (1..N) 
+   */
+  nkqLandscapesEval(unsigned _N, unsigned _K, unsigned _q, bool consecutive = false) : nkLandscapesEval<EOT>() {
+    N = _N;
+    K = _K;
+    q = _q;
+
+    if (consecutive)
+      consecutiveTables();
+    else
+      randomTables();
+  }
+
+  /**
+   * Constructor from a file instance
+   *
+   * @param _fileName the name of the file of the instance
+   */
+  nkqLandscapesEval(const char * _fileName) : nkLandscapesEval<EOT>(_fileName) { }
+
+  /**
+   * Load the instance from a file
+   *
+   * @param _fileName file name of the instance
+   */
+  virtual void load(const string _fileName)
+  {
+    fstream file;
+    file.open(_fileName.c_str(), ios::in);
+
+    if (file.is_open()) {
+      string s;
+
+      // Read the commentairies
+      string line;
+      file >> s;
+      while (s[0] == 'c') {
+	getline(file,line,'\n');
+	file >> s;
+      }
+
+      // Read the parameters
+      if (s[0] != 'p') {
+	string str = "nkLandscapesEval.load: -- p -- expected in [" + _fileName + "] at the begining." ;
+	throw runtime_error(str);
+      }
+
+      file >> s;
+      if (s != "NKq") {
+	string str = "nkqLandscapesEval.load: -- NKq -- expected in [" + _fileName + "] at the begining." ;
+	throw runtime_error(str);
+      }
+
+      // read parameters N, K and q
+      file >> N >> K >> q;
+      buildTables();
+
+      // read the links
+      if (s[0] != 'p') {
+	string str = "nkqLandscapesEval.load: -- p -- expected in [" + _fileName + "] after the parameters N, K, and q." ;
+	throw runtime_error(str);
+      }
+
+      file >> s;
+      if (s == "links") {
+	loadLinks(file);
+      } else {
+	string str = "nkqLandscapesEval.load: -- links -- expected in [" + _fileName + "] after the parameters N, K, and q." ;
+	throw runtime_error(str);
+      }
+
+      // lecture des tables
+      if (s[0] != 'p') {
+	string str = "nkqLandscapesEval.load: -- p -- expected in [" + _fileName + "] after the links." ;
+	throw runtime_error(str);
+     }
+
+      file >> s;
+
+      if (s == "tables") {
+	loadTables(file);
+      } else {
+	string str = "nkqLandscapesEval.load: -- tables -- expected in [" + _fileName + "] after the links." ;
+	throw runtime_error(str);
+      }
+
+      file.close();
+    } else {
+	string str = "nkqLandscapesEval.load: Could not open file [" + _fileName + "]." ;
+	throw runtime_error(str);
+    }
+
+  };
+
+  /**
+   * Save the current intance into a file
+   * 
+   * @param _fileName the file name of instance
+   */
+  virtual void save(const char * _fileName) {
+    fstream file;
+    file.open(_fileName, ios::out);
+
+    if (file.is_open()) {
+      file << "c name of the file : " << _fileName << endl;
+      file << "p NKq " << N << " " << K << " " << q << endl;
+
+      file << "p links" << endl;
+      for(int j=0; j<K+1; j++)
+	for(int i=0; i<N; i++)
+	  file << links[i][j] << endl;
+
+      file << "p tables" << endl;
+      for(int j=0; j<(1<<(K+1)); j++) {
+	for(int i=0; i<N; i++)
+	  file << tables[i][j] << " ";
+	file << endl;
+      }
+      file.close();
+    } else {
+      string fname(_fileName);
+      string str = "nkqLandscapesEval.save: Could not open file [" + fname + "]." ;
+      throw runtime_error(str);
+    }
+  };
+
+protected:
+
+  /**
+   * To generate a contribution in the table f_i 
+   *
+   */
+  virtual double contribution() {
+    return ((double) rng.random(q)) / (double) (q-1);
+  }
+  
+ 
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/problems/eval/oneMaxEval.h b/tags/paradiseo1.4-beta/problems/eval/oneMaxEval.h
new file mode 100644
index 000000000..e28e298ed
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/oneMaxEval.h
@@ -0,0 +1,55 @@
+/*
+<oneMaxEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _oneMaxEval_h
+#define _oneMaxEval_h
+
+#include <eoEvalFunc.h>
+
+/**
+ * Full evaluation Function for OneMax problem
+ */
+template< class EOT >
+class oneMaxEval : public eoEvalFunc<EOT>
+{
+public:
+
+	/**
+	 * Count the number of 1 in a bitString
+	 * @param _sol the solution to evaluate
+	 */
+    void operator() (EOT& _sol) {
+        unsigned int sum = 0;
+        for (unsigned int i = 0; i < _sol.size(); i++)
+            sum += _sol[i];
+        _sol.fitness(sum);
+    }
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/problems/eval/oneMaxPopEval.h b/tags/paradiseo1.4-beta/problems/eval/oneMaxPopEval.h
new file mode 100644
index 000000000..ecd475ee6
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/oneMaxPopEval.h
@@ -0,0 +1,63 @@
+/*
+<oneMaxPopEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _oneMaxPopEval_h
+#define _oneMaxPopEval_h
+
+#include <problems/bitString/moPopSol.h>
+#include <eval/oneMaxEval.h>
+#include <cmath>
+
+template< class EOT >
+class oneMaxPopEval : public eoEvalFunc< moPopSol<EOT> >
+{
+public:
+
+	oneMaxPopEval(oneMaxEval<EOT>& _eval, unsigned int _p): eval(_eval), p(_p){}
+	/**
+	 * Count the number of 1 in a bitString
+	 * @param _sol the solution to evaluate
+	 */
+    void operator() (moPopSol<EOT>& _sol) {
+    	double fit=0;
+        for (unsigned int i = 0; i < _sol.size(); i++){
+        	if(_sol[i].invalid())
+        		eval(_sol[i]);
+        	fit+=pow((double) _sol[i].fitness(), (int) p);
+        }
+        fit=pow((double) fit, (double)1/p);
+        _sol.fitness(fit);
+    }
+
+private:
+    oneMaxEval<EOT>& eval;
+    unsigned int p;
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/problems/eval/qapEval.h b/tags/paradiseo1.4-beta/problems/eval/qapEval.h
new file mode 100644
index 000000000..0915a8886
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/qapEval.h
@@ -0,0 +1,151 @@
+/*
+<qapEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _qapEval_h
+#define _qapEval_h
+
+#include <eoEvalFunc.h>
+
+/**
+ * Full evaluation Function for QAP problem
+ */
+template< class EOT >
+class QAPeval : public eoEvalFunc<EOT>
+{
+public:
+
+  /*
+   * Constructor from instance file
+   *
+   * @param _fileData the file name which contains the instance of QAP from QAPlib
+   */
+  QAPeval(string & _fileData) {
+    fstream file(_fileData.c_str(), ios::in);
+
+    if (!file) {
+      string str = "QAPeval: Could not open file [" + _fileData + "]." ;
+      throw runtime_error(str);
+    }
+    
+    unsigned i, j;
+
+    file >> n;
+    A = new int *[n];
+    B = new int *[n];
+    
+    for(i = 0; i < n; i++) {
+      A[i] = new int[n];
+      for(j = 0; j < n; j++) {
+	file >> A[i][j];
+      }
+    }
+    
+    for(i = 0; i < n; i++) {
+      B[i] = new int[n];
+      for(j = 0; j < n; j++) 
+	file >> B[i][j];
+    }
+    
+    file.close();
+  }
+    
+  /*
+   *  default destructor
+   */
+  ~QAPeval() {
+    unsigned i;
+    
+    if (A != NULL) {
+      for(i = 0; i < n; i++) 
+	delete[] A[i];
+      delete[] A;
+    }
+    
+    if (B != NULL) {
+      for(i = 0; i < n; i++) 
+	delete[] B[i];
+      delete[] B;
+    }
+  }
+  
+  /*
+   * full evaluation for QAP
+   * 
+   * @param _solution the solution to evaluate
+   */
+  void operator()(EOT & _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]]; 
+    
+    _solution.fitness(cost);
+  }
+
+  /*
+   * to get the matrix A
+   *
+   * @return matrix A
+   */
+  int** getA() {
+    return A;
+  }
+
+  /*
+   * to get the matrix B
+   *
+   * @return matrix B
+   */
+  int** getB() {
+    return B;
+  }
+
+  /*
+   * to get the number of objects, of variables
+   *
+   * @return number of objects
+   */
+  int getNbVar() {
+    return n;
+  }
+
+private:
+    // number of variables
+    int n;
+
+    // matrix A
+    int ** A;
+
+    // matrix B
+    int ** B;
+
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/problems/eval/queenEval.h b/tags/paradiseo1.4-beta/problems/eval/queenEval.h
new file mode 100644
index 000000000..da8dd9ee3
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/queenEval.h
@@ -0,0 +1,57 @@
+/*
+<queenEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sébastien Verel, Arnaud Liefooghe, Jérémie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _queenEval_h
+#define _queenEval_h
+
+#include <eoEvalFunc.h>
+
+/**
+ * Full evaluation function for QUEEN problem
+ */
+template< class EOT >
+class queenEval : public eoEvalFunc<EOT>
+{
+public:
+
+	/**
+	 * Count number of threat
+	 * @param _queen a solution
+	 */
+    void operator()(EOT& _queen){
+    	  unsigned int fit=0;
+    	  for(unsigned int i=0; i<_queen.size()-1; i++)
+    		  for(unsigned int j=i+1; j< _queen.size(); j++)
+    			  if(((unsigned int)_queen[i]+j-i == (unsigned int)_queen[j]) || ((unsigned int)_queen[i]+i-j == (unsigned int)_queen[j]))
+    				  fit++;
+    	  _queen.fitness(fit);
+    }
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/problems/eval/royalRoadEval.h b/tags/paradiseo1.4-beta/problems/eval/royalRoadEval.h
new file mode 100644
index 000000000..8e866cf48
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/royalRoadEval.h
@@ -0,0 +1,87 @@
+/*
+<royalRoadEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel, Arnaud Liefooghe, Jeremie Humeau
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _RoyalRoadEval_h
+#define _RoyalRoadEval_h
+
+#include <eoEvalFunc.h>
+
+/**
+ * Full evaluation Function for Royal Road problem
+ */
+template< class EOT >
+class RoyalRoadEval : public eoEvalFunc<EOT>
+{
+public:
+  /**
+   * Default constructor
+   * @param _k size of a block
+   */
+  RoyalRoadEval(unsigned int _k) : k(_k) {}
+
+  /**
+   * Count the number of complete blocks in the bit string
+   * @param _sol the solution to evaluate
+   */
+  void operator() (EOT& _solution) {
+    unsigned int sum = 0;
+    unsigned int i, j;
+    unsigned int offset;
+
+    // number of blocks
+    unsigned int n = _solution.size() / k;
+
+    for (i = 0; i < n; i++) {
+      offset = i * k;
+
+      j = 0;
+      while (j < k && _solution[offset + j]) j++;
+      
+      if (j == k)
+	sum++;
+    }
+
+    _solution.fitness(sum);
+  }
+
+  /**
+   * get the size of a block
+   * @return block size
+   */
+  unsigned int blockSize() {
+    return k;
+  }
+
+private:
+  // size of a block
+  unsigned int k;    
+    
+};
+
+#endif
diff --git a/tags/paradiseo1.4-beta/problems/eval/ubqpEval.h b/tags/paradiseo1.4-beta/problems/eval/ubqpEval.h
new file mode 100644
index 000000000..b2bb4be09
--- /dev/null
+++ b/tags/paradiseo1.4-beta/problems/eval/ubqpEval.h
@@ -0,0 +1,212 @@
+/*
+<ubqpEval.h>
+Copyright (C) DOLPHIN Project-Team, INRIA Lille - Nord Europe, 2006-2010
+
+Sebastien Verel
+
+This software is governed by the CeCILL license under French law and
+abiding by the rules of distribution of free software.  You can  ue,
+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".
+
+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 _ubqpEval_h
+#define _ubqpEval_h
+
+#include <vector>
+#include <eoEvalFunc.h>
+
+/**
+ * Full evaluation Function 
+ * for unconstrainted binary quadratic programming problem
+ */
+template< class EOT >
+class UbqpEval : public eoEvalFunc<EOT>
+{
+public:
+
+  /**
+   * Constructor
+   * instance is given in the ORLIB format (0) or matrix format (1): 
+   * The format of these data files is:
+   * number of test problem in the serie
+   * for each test problem in turn:
+   *    - Format 0:
+   *         number of variables (n), number of non-zero elements in the q(i,j) matrix
+   *           for each non-zero element in turn: 
+   *           i, j, q(i,j) {=q(j,i) as the matrix is symmetric}
+   *    - Format 1:
+   *         number of variables (n)
+   *           for each line i
+   *               for each columm j
+   *                   q(i,j)
+   * @param _fileName file name of the instance in ORLIB format
+   * @param format id of the file format (0 or 1)
+   * @param _numInstance the number of the given instance to solve
+   */
+  UbqpEval(std::string & _fileName, unsigned format = 0, unsigned int _numInstance = 0) {
+    std::fstream file(_fileName.c_str(), std::ios::in);
+
+    if (!file) {
+      std::string str = "UbqpEval: Could not open file [" + _fileName + "]." ;
+      throw std::runtime_error(str);
+    }
+
+    unsigned int nbInstances;
+    file >> nbInstances;
+
+    // number of non zero in the matrix
+    unsigned int nbNonZero = 0;
+
+    unsigned int i, j;
+    int v;
+
+    for(unsigned k = 0; k < _numInstance; k++) {
+      if (format == 0) {
+	file >> nbVar >> nbNonZero ;
+
+	for(unsigned kk = 0; kk < nbNonZero; kk++)
+	  file >> i >> j >> v;
+      } else {
+	file >> nbVar ;
+
+	for(unsigned int i = 0; i < nbVar; i++) {
+	  for(unsigned int j = 0; j < nbVar; j++) {
+	    file >> v;
+	  }
+	}
+      }
+
+    }
+
+    // the chosen instance
+    if (format == 0)
+      file >> nbVar >> nbNonZero ;
+    else
+      file >> nbVar ;
+
+    // creation of the matrix
+    Q = new int*[nbVar];
+
+    for(unsigned int i = 0; i < nbVar; i++) {
+      Q[i] = new int[nbVar];
+      for(unsigned int j = 0; j < nbVar; j++)
+	Q[i][j] = 0;
+    }
+
+    // read the matrix
+    if (format == 0) {
+      for(unsigned int k = 0; k < nbNonZero; k++) {
+	file >> i >> j >> v;
+	Q[i][j] = v;
+      }
+    } else {
+      for(unsigned int i = 0; i < nbVar; i++) {
+	for(unsigned int j = 0; j < nbVar; j++) {
+	  file >> v;
+	  Q[i][j] = v;
+	}
+      }
+    }
+    
+    file.close();
+
+    // put the matrix in lower triangular form
+    for(unsigned i = 1; i < nbVar; i++)
+      for(unsigned int j = 0; j < i; j++) {
+	Q[i][j] = Q[i][j] + Q[j][i];
+	Q[j][i] = 0;
+      }
+
+  }
+
+  /**
+   * Destructor
+   */
+  ~UbqpEval() {
+    if (Q != NULL) {
+      for(unsigned i = 0; i < nbVar; i++)
+	delete[] Q[i];
+
+      // delete the matrix
+      delete[] Q;
+    }
+  }
+
+  /**
+   * fitness evaluation of the solution
+   *
+   * @param _solution the solution to evaluation
+   */
+  virtual void operator()(EOT & _solution) {
+    int fit = 0;
+    unsigned int j;
+
+    for(unsigned i = 0; i < nbVar; i++)
+      if (_solution[i] == 1) 
+	for(j = 0; j <= i; j++)
+	  if (_solution[j] == 1) 
+	    fit += Q[i][j];
+	  
+    _solution.fitness(fit);
+  }
+
+  /*
+   * to get the matrix Q
+   *
+   * @return matrix Q
+   */
+  int** getQ() {
+    return Q;
+  }
+
+  /*
+   * to get the number of variable (bit string length)
+   *
+   * @return bit string length
+   */
+  int getNbVar() {
+    return nbVar;
+  }
+
+  void print() {
+    std::cout << nbVar << std::endl;
+    for(unsigned int i = 0; i < nbVar; i++) {
+      for(unsigned int j = 0; j < nbVar; j++) {
+	std::cout << Q[i][j] << " ";
+      }
+      std::cout << std::endl;
+    }
+  }
+
+private:
+  /**
+   * variables (used in incremental evaluation)
+   */
+
+  // number of variable
+  unsigned int nbVar; 
+
+  // matrix of flux:
+  //   the matrix is put in lower triangular form: for i<j Q[i][j] = 0
+  int ** Q;
+};
+
+#endif