From 2dc65a469da39fb722ca813578c514b3657c48ac Mon Sep 17 00:00:00 2001 From: ajnebro Date: Mon, 24 Jun 2024 12:56:25 +0200 Subject: [PATCH] Update documentation --- .../multiobjective/eas/hype.ipynb.txt | 46 ++++++++------- .../multiobjective/eas/ibea.ipynb.txt | 3 +- .../multiobjective/eas/mocell.ipynb.txt | 3 +- .../multiobjective/eas/moead.ipynb.txt | 3 +- .../multiobjective/eas/nsgaii.ipynb.txt | 3 +- .../eas/nsgaii_dynamic.ipynb.txt | 3 +- .../eas/nsgaii_preference.ipynb.txt | 3 +- .../multiobjective/eas/spea2.ipynb.txt | 48 +++++++++------- .../multiobjective/psos/omopso.ipynb.txt | 2 +- .../multiobjective/psos/smpso.ipynb.txt | 2 +- .../psos/smpso_dynamic.ipynb.txt | 2 +- .../psos/smpso_preference.ipynb.txt | 2 +- .../algorithm/multiobjective/eas/hype.html | 56 +++++++++++++++---- .../algorithm/multiobjective/eas/hype.ipynb | 40 +++++++------ .../algorithm/multiobjective/eas/ibea.html | 3 +- .../algorithm/multiobjective/eas/ibea.ipynb | 3 +- .../algorithm/multiobjective/eas/mocell.html | 3 +- .../algorithm/multiobjective/eas/mocell.ipynb | 3 +- .../algorithm/multiobjective/eas/moead.html | 3 +- .../algorithm/multiobjective/eas/moead.ipynb | 3 +- .../algorithm/multiobjective/eas/nsgaii.html | 3 +- .../algorithm/multiobjective/eas/nsgaii.ipynb | 3 +- .../multiobjective/eas/nsgaii_dynamic.html | 3 +- .../multiobjective/eas/nsgaii_dynamic.ipynb | 3 +- .../multiobjective/eas/nsgaii_preference.html | 3 +- .../eas/nsgaii_preference.ipynb | 3 +- .../algorithm/multiobjective/eas/spea2.html | 40 +++++++++---- .../algorithm/multiobjective/eas/spea2.ipynb | 42 ++++++++------ .../algorithm/multiobjective/psos/omopso.html | 2 +- .../multiobjective/psos/omopso.ipynb | 2 +- .../algorithm/multiobjective/psos/smpso.html | 2 +- .../algorithm/multiobjective/psos/smpso.ipynb | 2 +- .../multiobjective/psos/smpso_dynamic.html | 2 +- .../multiobjective/psos/smpso_dynamic.ipynb | 2 +- .../multiobjective/psos/smpso_preference.html | 2 +- .../psos/smpso_preference.ipynb | 2 +- docs/searchindex.js | 2 +- .../algorithm/multiobjective/eas/hype.ipynb | 46 ++++++++------- .../algorithm/multiobjective/eas/ibea.ipynb | 3 +- .../algorithm/multiobjective/eas/mocell.ipynb | 3 +- .../algorithm/multiobjective/eas/moead.ipynb | 3 +- .../algorithm/multiobjective/eas/nsgaii.ipynb | 3 +- .../multiobjective/eas/nsgaii_dynamic.ipynb | 3 +- .../eas/nsgaii_preference.ipynb | 3 +- .../algorithm/multiobjective/eas/spea2.ipynb | 48 +++++++++------- .../multiobjective/psos/omopso.ipynb | 2 +- .../algorithm/multiobjective/psos/smpso.ipynb | 2 +- .../multiobjective/psos/smpso_dynamic.ipynb | 2 +- .../psos/smpso_preference.ipynb | 2 +- 49 files changed, 295 insertions(+), 177 deletions(-) diff --git a/docs/_sources/api/algorithm/multiobjective/eas/hype.ipynb.txt b/docs/_sources/api/algorithm/multiobjective/eas/hype.ipynb.txt index bd86d8a7..6904733a 100644 --- a/docs/_sources/api/algorithm/multiobjective/eas/hype.ipynb.txt +++ b/docs/_sources/api/algorithm/multiobjective/eas/hype.ipynb.txt @@ -25,18 +25,21 @@ }, { "cell_type": "code", - "execution_count": 1, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-06-24T10:51:19.413254Z", + "start_time": "2024-06-24T10:51:18.610659Z" } }, - "outputs": [], "source": [ "from jmetal.algorithm.multiobjective.hype import HYPE\n", "from jmetal.core.solution import FloatSolution\n", - "from jmetal.operator import SBXCrossover, PolynomialMutation\n", + "from jmetal.operator.crossover import SBXCrossover\n", + "from jmetal.operator.mutation import PolynomialMutation\n", "from jmetal.problem import ZDT1\n", "from jmetal.util.termination_criterion import StoppingByEvaluations\n", "\n", @@ -57,7 +60,23 @@ "\n", "algorithm.run()\n", "solutions = algorithm.get_result()" - ] + ], + "outputs": [ + { + "ename": "TypeError", + "evalue": "'method' object cannot be interpreted as an integer", + "output_type": "error", + "traceback": [ + "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[0;31mTypeError\u001B[0m Traceback (most recent call last)", + "Cell \u001B[0;32mIn[1], line 10\u001B[0m\n\u001B[1;32m 6\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;21;01mjmetal\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mutil\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mtermination_criterion\u001B[39;00m \u001B[38;5;28;01mimport\u001B[39;00m StoppingByEvaluations\n\u001B[1;32m 8\u001B[0m problem \u001B[38;5;241m=\u001B[39m ZDT1()\n\u001B[0;32m---> 10\u001B[0m reference_point \u001B[38;5;241m=\u001B[39m \u001B[43mFloatSolution\u001B[49m\u001B[43m(\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;241;43m0\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;241;43m1\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mproblem\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mnumber_of_objectives\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 11\u001B[0m reference_point\u001B[38;5;241m.\u001B[39mobjectives \u001B[38;5;241m=\u001B[39m [\u001B[38;5;241m1.\u001B[39m, \u001B[38;5;241m1.\u001B[39m] \u001B[38;5;66;03m# Mandatory for HYPE\u001B[39;00m\n\u001B[1;32m 13\u001B[0m algorithm \u001B[38;5;241m=\u001B[39m HYPE(\n\u001B[1;32m 14\u001B[0m problem\u001B[38;5;241m=\u001B[39mproblem,\n\u001B[1;32m 15\u001B[0m reference_point\u001B[38;5;241m=\u001B[39mreference_point,\n\u001B[0;32m (...)\u001B[0m\n\u001B[1;32m 20\u001B[0m termination_criterion\u001B[38;5;241m=\u001B[39mStoppingByEvaluations(\u001B[38;5;241m2500\u001B[39m)\n\u001B[1;32m 21\u001B[0m )\n", + "File \u001B[0;32m~/anaconda3/envs/jmetalpy/lib/python3.9/site-packages/jmetal/core/solution.py:76\u001B[0m, in \u001B[0;36mFloatSolution.__init__\u001B[0;34m(self, lower_bound, upper_bound, number_of_objectives, number_of_constraints)\u001B[0m\n\u001B[1;32m 69\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21m__init__\u001B[39m(\n\u001B[1;32m 70\u001B[0m \u001B[38;5;28mself\u001B[39m,\n\u001B[1;32m 71\u001B[0m lower_bound: List[\u001B[38;5;28mfloat\u001B[39m],\n\u001B[0;32m (...)\u001B[0m\n\u001B[1;32m 74\u001B[0m number_of_constraints: \u001B[38;5;28mint\u001B[39m \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m0\u001B[39m\n\u001B[1;32m 75\u001B[0m ):\n\u001B[0;32m---> 76\u001B[0m \u001B[38;5;28;43msuper\u001B[39;49m\u001B[43m(\u001B[49m\u001B[43mFloatSolution\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m)\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[38;5;21;43m__init__\u001B[39;49m\u001B[43m(\u001B[49m\u001B[38;5;28;43mlen\u001B[39;49m\u001B[43m(\u001B[49m\u001B[43mlower_bound\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnumber_of_objectives\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnumber_of_constraints\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m 77\u001B[0m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mlower_bound \u001B[38;5;241m=\u001B[39m lower_bound\n\u001B[1;32m 78\u001B[0m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mupper_bound \u001B[38;5;241m=\u001B[39m upper_bound\n", + "File \u001B[0;32m~/anaconda3/envs/jmetalpy/lib/python3.9/site-packages/jmetal/core/solution.py:15\u001B[0m, in \u001B[0;36mSolution.__init__\u001B[0;34m(self, number_of_variables, number_of_objectives, number_of_constraints)\u001B[0m\n\u001B[1;32m 13\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21m__init__\u001B[39m(\u001B[38;5;28mself\u001B[39m, number_of_variables: \u001B[38;5;28mint\u001B[39m, number_of_objectives: \u001B[38;5;28mint\u001B[39m, number_of_constraints: \u001B[38;5;28mint\u001B[39m \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m0\u001B[39m):\n\u001B[1;32m 14\u001B[0m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mvariables \u001B[38;5;241m=\u001B[39m [[] \u001B[38;5;28;01mfor\u001B[39;00m _ \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mrange\u001B[39m(number_of_variables)]\n\u001B[0;32m---> 15\u001B[0m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mobjectives \u001B[38;5;241m=\u001B[39m [\u001B[38;5;241m0.0\u001B[39m \u001B[38;5;28;01mfor\u001B[39;00m _ \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28;43mrange\u001B[39;49m\u001B[43m(\u001B[49m\u001B[43mnumber_of_objectives\u001B[49m\u001B[43m)\u001B[49m]\n\u001B[1;32m 16\u001B[0m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mconstraints \u001B[38;5;241m=\u001B[39m [\u001B[38;5;241m0.0\u001B[39m \u001B[38;5;28;01mfor\u001B[39;00m _ \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mrange\u001B[39m(number_of_constraints)]\n\u001B[1;32m 17\u001B[0m \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mattributes \u001B[38;5;241m=\u001B[39m {}\n", + "\u001B[0;31mTypeError\u001B[0m: 'method' object cannot be interpreted as an integer" + ] + } + ], + "execution_count": 1 }, { "cell_type": "markdown", @@ -68,27 +87,12 @@ }, { "cell_type": "code", - "execution_count": 3, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ "from jmetal.lab.visualization.plotting import Plot\n", "from jmetal.util.solution import get_non_dominated_solutions\n", @@ -97,7 +101,9 @@ " \n", "plot_front = Plot(plot_title='Pareto front approximation', axis_labels=['x', 'y'])\n", "plot_front.plot(front, label='HYPE-ZDT1')" - ] + ], + "outputs": [], + "execution_count": null }, { "cell_type": "markdown", diff --git a/docs/_sources/api/algorithm/multiobjective/eas/ibea.ipynb.txt b/docs/_sources/api/algorithm/multiobjective/eas/ibea.ipynb.txt index a90881ca..09def3df 100644 --- a/docs/_sources/api/algorithm/multiobjective/eas/ibea.ipynb.txt +++ b/docs/_sources/api/algorithm/multiobjective/eas/ibea.ipynb.txt @@ -35,7 +35,8 @@ "outputs": [], "source": [ "from jmetal.algorithm.multiobjective.ibea import IBEA\n", - "from jmetal.operator import SBXCrossover, PolynomialMutation\n", + "from jmetal.operator.crossover import SBXCrossover\n", + "from jmetal.operator.mutation import PolynomialMutation\n", "from jmetal.problem import ZDT1\n", "from jmetal.util.termination_criterion import StoppingByEvaluations\n", "\n", diff --git a/docs/_sources/api/algorithm/multiobjective/eas/mocell.ipynb.txt b/docs/_sources/api/algorithm/multiobjective/eas/mocell.ipynb.txt index d99d768d..9eabfabe 100644 --- a/docs/_sources/api/algorithm/multiobjective/eas/mocell.ipynb.txt +++ b/docs/_sources/api/algorithm/multiobjective/eas/mocell.ipynb.txt @@ -35,7 +35,8 @@ "outputs": [], "source": [ "from jmetal.algorithm.multiobjective.mocell import MOCell\n", - "from jmetal.operator import SBXCrossover, PolynomialMutation\n", + "from jmetal.operator.crossover import SBXCrossover\n", + "from jmetal.operator.mutation import PolynomialMutation\n", "from jmetal.problem import ZDT4\n", "from jmetal.util.archive import CrowdingDistanceArchive\n", "from jmetal.util.neighborhood import C9\n", diff --git a/docs/_sources/api/algorithm/multiobjective/eas/moead.ipynb.txt b/docs/_sources/api/algorithm/multiobjective/eas/moead.ipynb.txt index 530dfc41..346a2992 100644 --- a/docs/_sources/api/algorithm/multiobjective/eas/moead.ipynb.txt +++ b/docs/_sources/api/algorithm/multiobjective/eas/moead.ipynb.txt @@ -35,7 +35,8 @@ "outputs": [], "source": [ "from jmetal.algorithm.multiobjective.moead import MOEAD\n", - "from jmetal.operator import PolynomialMutation, DifferentialEvolutionCrossover\n", + "from jmetal.operator.mutation import PolynomialMutation\n", + "from jmetal.operator.crossover import DifferentialEvolutionCrossover\n", "from jmetal.problem import LZ09_F2\n", "from jmetal.util.aggregative_function import Tschebycheff\n", "from jmetal.util.termination_criterion import StoppingByEvaluations\n", diff --git a/docs/_sources/api/algorithm/multiobjective/eas/nsgaii.ipynb.txt b/docs/_sources/api/algorithm/multiobjective/eas/nsgaii.ipynb.txt index 13bd1208..abb791f0 100644 --- a/docs/_sources/api/algorithm/multiobjective/eas/nsgaii.ipynb.txt +++ b/docs/_sources/api/algorithm/multiobjective/eas/nsgaii.ipynb.txt @@ -35,7 +35,8 @@ "outputs": [], "source": [ "from jmetal.algorithm.multiobjective.nsgaii import NSGAII\n", - "from jmetal.operator import SBXCrossover, PolynomialMutation\n", + "from jmetal.operator.crossover import SBXCrossover\n", + "from jmetal.operator.mutation import PolynomialMutation\n", "from jmetal.problem import ZDT1\n", "from jmetal.util.termination_criterion import StoppingByEvaluations\n", "\n", diff --git a/docs/_sources/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb.txt b/docs/_sources/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb.txt index dcd88b5b..fd2786e9 100644 --- a/docs/_sources/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb.txt +++ b/docs/_sources/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb.txt @@ -35,7 +35,8 @@ "outputs": [], "source": [ "from jmetal.algorithm.multiobjective.nsgaii import DynamicNSGAII\n", - "from jmetal.operator import PolynomialMutation, SBXCrossover\n", + "from jmetal.operator.crossover import SBXCrossover\n", + "from jmetal.operator.mutation import PolynomialMutation\n", "from jmetal.problem.multiobjective.fda import FDA2\n", "from jmetal.util.observable import TimeCounter\n", "from jmetal.util.observer import PlotFrontToFileObserver, WriteFrontToFileObserver\n", diff --git a/docs/_sources/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb.txt b/docs/_sources/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb.txt index ee219c57..ff2747c7 100644 --- a/docs/_sources/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb.txt +++ b/docs/_sources/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb.txt @@ -35,7 +35,8 @@ "outputs": [], "source": [ "from jmetal.algorithm.multiobjective.nsgaii import NSGAII\n", - "from jmetal.operator import SBXCrossover, PolynomialMutation\n", + "from jmetal.operator.crossover import SBXCrossover\n", + "from jmetal.operator.mutation import PolynomialMutation\n", "from jmetal.problem import ZDT2\n", "from jmetal.util.comparator import GDominanceComparator\n", "from jmetal.util.termination_criterion import StoppingByEvaluations\n", diff --git a/docs/_sources/api/algorithm/multiobjective/eas/spea2.ipynb.txt b/docs/_sources/api/algorithm/multiobjective/eas/spea2.ipynb.txt index d75c46c2..e1aef5a3 100644 --- a/docs/_sources/api/algorithm/multiobjective/eas/spea2.ipynb.txt +++ b/docs/_sources/api/algorithm/multiobjective/eas/spea2.ipynb.txt @@ -25,17 +25,20 @@ }, { "cell_type": "code", - "execution_count": 1, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-06-24T10:53:43.386467Z", + "start_time": "2024-06-24T10:53:42.730673Z" } }, - "outputs": [], "source": [ "from jmetal.algorithm.multiobjective.spea2 import SPEA2\n", - "from jmetal.operator import SBXCrossover, PolynomialMutation\n", + "from jmetal.operator.crossover import SBXCrossover\n", + "from jmetal.operator.mutation import PolynomialMutation\n", "from jmetal.problem import ZDT1\n", "from jmetal.util.termination_criterion import StoppingByEvaluations\n", "\n", @@ -54,7 +57,21 @@ "\n", "algorithm.run()\n", "solutions = algorithm.get_result()" - ] + ], + "outputs": [ + { + "ename": "TypeError", + "evalue": "unsupported operand type(s) for /: 'float' and 'method'", + "output_type": "error", + "traceback": [ + "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m", + "\u001B[0;31mTypeError\u001B[0m Traceback (most recent call last)", + "Cell \u001B[0;32mIn[1], line 15\u001B[0m\n\u001B[1;32m 7\u001B[0m problem \u001B[38;5;241m=\u001B[39m ZDT1()\n\u001B[1;32m 9\u001B[0m max_evaluations \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m20000\u001B[39m\n\u001B[1;32m 11\u001B[0m algorithm \u001B[38;5;241m=\u001B[39m SPEA2(\n\u001B[1;32m 12\u001B[0m problem\u001B[38;5;241m=\u001B[39mproblem,\n\u001B[1;32m 13\u001B[0m population_size\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m40\u001B[39m,\n\u001B[1;32m 14\u001B[0m offspring_population_size\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m40\u001B[39m,\n\u001B[0;32m---> 15\u001B[0m mutation\u001B[38;5;241m=\u001B[39mPolynomialMutation(probability\u001B[38;5;241m=\u001B[39m\u001B[38;5;241;43m1.0\u001B[39;49m\u001B[43m \u001B[49m\u001B[38;5;241;43m/\u001B[39;49m\u001B[43m \u001B[49m\u001B[43mproblem\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mnumber_of_variables\u001B[49m, distribution_index\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m20\u001B[39m),\n\u001B[1;32m 16\u001B[0m crossover\u001B[38;5;241m=\u001B[39mSBXCrossover(probability\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m1.0\u001B[39m, distribution_index\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m20\u001B[39m),\n\u001B[1;32m 17\u001B[0m termination_criterion\u001B[38;5;241m=\u001B[39mStoppingByEvaluations(\u001B[38;5;28mmax\u001B[39m\u001B[38;5;241m=\u001B[39mmax_evaluations)\n\u001B[1;32m 18\u001B[0m )\n\u001B[1;32m 20\u001B[0m algorithm\u001B[38;5;241m.\u001B[39mrun()\n\u001B[1;32m 21\u001B[0m solutions \u001B[38;5;241m=\u001B[39m algorithm\u001B[38;5;241m.\u001B[39mget_result()\n", + "\u001B[0;31mTypeError\u001B[0m: unsupported operand type(s) for /: 'float' and 'method'" + ] + } + ], + "execution_count": 1 }, { "cell_type": "markdown", @@ -65,27 +82,16 @@ }, { "cell_type": "code", - "execution_count": 3, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" + }, + "ExecuteTime": { + "end_time": "2024-06-24T10:53:43.387543Z", + "start_time": "2024-06-24T10:53:43.387475Z" } }, - "outputs": [ - { - "data": { - "image/png": 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orr7lXo46aD+OmT+7zKczM+s5pQUFSRcAC4AZkkaBM4FpABFxDnApcBywEXgUeFtZdck7Zv5sBwMzszpKCwoRcVKD/QH8j7Ke38zMxq/nrqcwWWvWj7r7yMysjp4YfdQqHpJqZja2gQoKHpJqZja2gQoKHpJqZja2gcopeEiqmdnYBioogIekmpmNZaC6j8zMbGwOCmZmVjVw3UcVnq9gZrazgTxT8HwFM7PaBjIoeL6CmVltAxkUPF/BzKy2gcwpeL6CmVltAxkUwPMVzMxqGcjuIzMzq21gzxQqPDTVzOxpA32m4KGpZmY7Guig4KGpZmY7Guig4KGpZmY7GuicgoemmpntaKCDAnhoqplZ3kB3H5mZ2Y4G/kwhz8NTzWzQ+Uwh4+GpZmYOClUenmpm5qBQ5eGpZmbOKVR5eKqZmYPCDjw81cwGnYNCHR6JZGaDyDmFGjwSycwGValBQdJCSbdK2ijpjBr750j6kaQbJN0o6bgy69Msj0Qys0FVWlCQNAU4GzgWOBg4SdLBhWIfBi6KiEOAxcA/lVWf8fBIJDMbVGXmFA4DNkbEJgBJFwKLgA25MgHsmf2+F3BPifVpmkcimdmgKjMozALuzt0fBQ4vlFkO/EDS6cDuwDEl1mdc8iORnHQ2s0HR6UTzScCqiJgNHAd8VdJOdZK0VNKIpJEtW7a0tYJOOpvZICkzKGwG9s/dn51tyzsNuAggIq4FpgMzigeKiJURMRQRQzNnziypurU56Wxmg6TMoLAOmCfpAEm7khLJw4UydwGvAZD0ElJQaO+pQANOOpvZICktpxAR2yQtAy4DpgDnRsRNklYAIxExDHwA+JKkvyQlnZdERJRVp4lw0tnMBom67DO4oaGhoRgZGel0NczMeoqk6yNiqFG5Tieazcysi3jtownwEFUz61c+UxgnD1E1s37moDBOHqJqZv3MQWGcPETVzPqZcwrj5CGqZtbPHBQmwFdoM7N+5aDQQh6VZGa9zjmFFvGoJDPrBw4KLeJRSWbWDxwUWsSjksysHzin0CIelWRm/cBBoYU8KsnMep27j8zMrMpBwczMqtx91Caew2BmvcBnCm3gOQxm1iscFNrAcxjMrFc4KLSB5zCYWa9wTqENPIfBzHqFg0KbeA6DmfUCdx+ZmVmVzxS6gIermlm38JlCh3m4qpl1EweFDvNwVTPrJg4KHebhqmbWTZxT6DAPVzWzbuKg0AXqDVd1AtrM2s3dR13KCWgz6wQHhS7lBLSZdUKpQUHSQkm3Stoo6Yw6Zd4saYOkmyR9o8z69BInoM2sE0rLKUiaApwNvBYYBdZJGo6IDbky84D/Cbw8Ih6Q9Nyy6tNrnIA2s04oM9F8GLAxIjYBSLoQWARsyJV5J3B2RDwAEBH3lVifnuP1ksys3crsPpoF3J27P5ptyzsQOFDSjyVdJ2lhifXpK2vWj7J89TonoM2spTo9JHUqMA9YAMwGrpT0BxHxYL6QpKXAUoA5c+a0u45dpzIy6fGt21m99nY+e+pRPqMws5Yo80xhM7B/7v7sbFveKDAcEVsj4hfAbaQgsYOIWBkRQxExNHPmzNIq3Cs8MsnMylJmUFgHzJN0gKRdgcXAcKHMxaSzBCTNIHUnbSqxTn3BI5PMrCyldR9FxDZJy4DLgCnAuRFxk6QVwEhEDGf7XidpA7Ad+GBE/KasOvULj0wys7IoIjpdh3EZGhqKkZGRTlfDzKynSLo+IoYalet0otlK4DWTzGyivMxFn/GaSWY2GQ4KfcYjk8xsMhwU+kyjkUme9GZmY3GiuQ/VyynkJ71NnzbFk97MBogTzQOs3ppJtbqWHBTMLM/dRwPEk97MrBGfKQwQT3ozs0YcFAaMl+M2s7G4+8jMzKp8pmBVngltZj5TMMAzoc0scVAwwDOhzSxpGBQknS5pn3ZUxjrHw1XNDJrLKTwPWCfpP4Bzgcui16ZBW0Mermpm0OQyF5IEvA54GzAEXAR8OSJuL7d6O/MyF2Zm49fsMhdN5RSyM4NfZrdtwD7AakmfmFQtrWd5YT2z/tSw+0jSe4FTgF8D/0K6ZOZWSbsAPwf+utwqWrfJL6y3eu3tXljPrI80c6bwbOBPIuKPI+JbEbEVICKeAo4vtXbWlTxSyax/NQwKEXFmRNxZZ9/Nra+SdTuPVDLrX57RbOPmkUpm/ctBwSbEC+uZ9ScHBSud11Qy6x1e5sJK5TWVzHqLg4KVyiOVzHqLg4KVyiOVzHqLcwpWKo9UMustDgpWurFGKjkJbdZd3H1kHeMktFn3cVCwjnES2qz7lBoUJC2UdKukjZLOGKPciZJCUsNlXa1/OAlt1n1KyylImgKcDbwWGCVdqGc4IjYUyu0BvBdYW1ZdrDs1k4R2zsGsvcpMNB8GbIyITQCSLgQWARsK5T4KfBz4YIl1sS7VKAntJbrN2qvM7qNZwN25+6PZtipJhwL7R8R3S6yH9SjnHMzar2OJ5uwiPZ8GPtBE2aWSRiSNbNmypfzKWVdwzsGs/crsPtoM7J+7PzvbVrEHMB+4Il0Cmn2BYUknRMQOF2GOiJXASkjXaC6xztZFPPHNrP3KDArrgHmSDiAFg8XAWyo7I+IhYEblvqQrgL8qBgQbbONZottJabPJK637KCK2AcuAy4CbgYsi4iZJKySdUNbz2mDyRDiz1ih1mYuIuBS4tLDtI3XKLiizLtbfaiWlfbZgNn6e0Wx9wUlps9bwgnjWF5yUNmsNBwXrG75utNnkOSjYQPEIJbOxOadgA8MjlMwac1CwgeFlM8wac1CwgeERSmaNOadgA8MjlMwac1CwgdLsCCUnpG1QufvIrMAJaRtkDgpmBU5I2yBzUDArcELaBplzCmYF40lIO/dg/UYRvXXNmqGhoRgZ8SUXrPPy15CePm2KryFtXU3S9REx1Kicu4/MJsi5B+tHDgpmE+Tcg/Uj5xTMJsiT4awfOSiYTYInw1m/cfeRWck8Gc56iYOCWcmckLZe4qBgVjInpK2XOKdgVrJmE9LOO1g38OQ1sy7giXBWNk9eM+shzjtYt3BQMOsCzeQd1qwfZfnqdR69ZKVy95FZlxgrp+DuJZusZruPnGg26xJjTYSr1b3koGBlcPeRWQ/wsFZrF58pmPUAr7Nk7eKgYNYjml1nCTznwSau1O4jSQsl3Sppo6Qzaux/v6QNkm6U9ENJLyizPmaDwGst2WSUFhQkTQHOBo4FDgZOknRwodgNwFBEvBRYDXyirPqYDQrPebDJKPNM4TBgY0RsiogngQuBRfkCEfGjiHg0u3sd4PNcs0lyUtomo8ycwizg7tz9UeDwMcqfBnyvxPqYDYTxJKWde7Cirkg0SzoZGAJeWWf/UmApwJw5c9pYM7Pe1ExSOj8hbvXa2z0hzoByu482A/vn7s/Otu1A0jHAh4ATIuKJWgeKiJURMRQRQzNnziylsmaDxrkHq6XMoLAOmCfpAEm7AouB4XwBSYcA/0wKCPeVWBczK3DuwWoprfsoIrZJWgZcBkwBzo2ImyStAEYiYhg4C3gW8C1JAHdFxAll1cnMnubcg9XiBfHMbExejK8/+HoKZtYSzj0MFgcFMxtTs7kHX++hP7j7yMwaapRTcBdT9/P1FMysZRrNe/D1HvqHu4/MbNI8vLV/+EzBzCbNw1v7h3MKZtY2zj10joekmlnX8fDW7uegYGZt49xD93NOwczaxrmH7uecgpl1HeceWs85BTPrWc49dI6Dgpl1nWZyD15WoxzuPjKzrjRWTsHdS+PnZS7MrKeNtbRGM8tqOFE9Me4+MrOe06h7qXIm8bWrb+N9513tLqZx8JmCmfWcRkNbvUDfxDkomFlPGqt76aiD9mP12turOQdPkmueg4KZ9Z1mJ8k577Azjz4ys4E0aCOYPHnNzGwMniBXm4OCmQ2k8S7ONyiT5dx9ZGYDq9mcQj90NXnymplZA42uPV0xSENc3X1kZtZAs11N/dDF5O4jM7MmNOpq6vYuJncfmZm1UKOupn7pYnL3kZlZC/TLpUZ9pmBm1gL9cqlR5xTMzNqoU7mHrpjRLGmhpFslbZR0Ro39z5D0zWz/Wklzy6yPmVmndftM6tKCgqQpwNnAscDBwEmSDi4UOw14ICJeDHwG+HhZ9TEz6wbdPpO6zJzCYcDGiNgEIOlCYBGwIVdmEbA8+3018AVJil7r0zIza9J4cw+VrqbVa29vS1dTmUFhFnB37v4ocHi9MhGxTdJDwHOAX5dYLzOzjurmmdQ9MSRV0lJJI5JGtmzZ0unqmJm1RSeGuZZ5prAZ2D93f3a2rVaZUUlTgb2A3xQPFBErgZWQRh+VUlszsy4znq6mVikzKKwD5kk6gPThvxh4S6HMMHAqcC3wJuBy5xPMzJ7WbFdTq5QWFLIcwTLgMmAKcG5E3CRpBTASEcPAl4GvStoI3E8KHGZm1iGlzmiOiEuBSwvbPpL7/XHgT8usg5mZNa8nEs1mZtYeDgpmZlbloGBmZlUOCmZmVuWgYGZmVQ4KZmZW1XPXU5C0BbhzkoeZwWCtr+T29r9Ba7PbO34viIiZjQr1XFBoBUkjzVxsol+4vf1v0Nrs9pbH3UdmZlbloGBmZlWDGhRWdroCbeb29r9Ba7PbW5KBzCmYmVltg3qmYGZmNfRtUJC0UNKtkjZKOqPG/mdI+ma2f62kue2vZWs10eb3S9og6UZJP5T0gk7Us1UatTdX7kRJIamnR6s0015Jb87e45skfaPddWy1Jv6m50j6kaQbsr/r4zpRz1aQdK6k+yStr7Nfkj6fvRY3Sjq0lIpERN/dSNdvuB14IbAr8FPg4EKZ9wDnZL8vBr7Z6Xq3oc2vAnbLfn93L7e5mfZm5fYArgSuA4Y6Xe+S3995wA3APtn953a63m1o80rg3dnvBwN3dLrek2jv0cChwPo6+48DvgcIOAJYW0Y9+vVM4TBgY0RsiogngQuBRYUyi4Dzst9XA6+RpDbWsdUatjkifhQRj2Z3ryNdIrVXNfMeA3wU+DjweDsrV4Jm2vtO4OyIeAAgIu5rcx1brZk2B7Bn9vtewD1trF9LRcSVpIuN1bMIOD+S64C9JbX8os39GhRmAXfn7o9m22qWiYhtwEPAc9pSu3I00+a800jfOnpVw/Zmp9f7R8R321mxkjTz/h4IHCjpx5Kuk7SwbbUrRzNtXg6cLGmUdEGv09tTtY4Y7//4hJR65TXrTpJOBoaAV3a6LmWRtAvwaWBJh6vSTlNJXUgLSGeBV0r6g4h4sKO1KtdJwKqI+JSkI0mX950fEU91umK9ql/PFDYD++fuz8621SwjaSrp1PM3baldOZppM5KOAT4EnBART7SpbmVo1N49gPnAFZLuIPXBDvdwsrmZ93cUGI6IrRHxC+A2UpDoVc20+TTgIoCIuBaYTlonqB819T8+Wf0aFNYB8yQdIGlXUiJ5uFBmGDg1+/1NwOWRZXN6VMM2SzoE+GdSQOj1/uYx2xsRD0XEjIiYGxFzSTmUEyJipDPVnbRm/qYvJp0lIGkGqTtpUzsr2WLNtPku4DUAkl5CCgpb2lrL9hkGTslGIR0BPBQR97b6Sfqy+ygitklaBlxGGsFwbkTcJGkFMBIRw8CXSaeaG0nJncWdq/HkNdnms4BnAd/Kcup3RcQJHav0JDTZ3r7RZHsvA14naQOwHfhgRPTs2W+Tbf4A8CVJf0lKOi/p1S93ki4gBfUZWY7kTGAaQEScQ8qZHAdsBB4F3lZKPXr09TMzsxL0a/eRmZlNgIOCmZlVOSiYmVmVg4KZmVU5KJiZWZWDgpmZVTkomJlZlYOC2SRJelm2vv10Sbtn1zKY3+l6mU2EJ6+ZtYCkj5GWWHgmMBoR/9DhKplNiIOCWQtka/OsI1234Y8iYnuHq2Q2Ie4+MmuN55DWldqDdMZg1pN8pmDWApKGSVcGOwDYLyKWdbhKZhPSl6ukmrWTpFOArRHxDUlTgGskvToiLu903czGy2cKZmZW5ZyCmZlVOSiYmVmVg4KZmVU5KJiZWZWDgpmZVTkomJlZlYOCmZlVOSiYmVnVfwLWbQPNrqsEkgAAAABJRU5ErkJggg==\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], "source": [ "from jmetal.lab.visualization.plotting import Plot\n", "from jmetal.util.solution import get_non_dominated_solutions\n", @@ -94,7 +100,9 @@ " \n", "plot_front = Plot(plot_title='Pareto front approximation', axis_labels=['x', 'y'])\n", "plot_front.plot(front, label='SPEA2-ZDT1')" - ] + ], + "outputs": [], + "execution_count": null }, { "cell_type": "markdown", diff --git a/docs/_sources/api/algorithm/multiobjective/psos/omopso.ipynb.txt b/docs/_sources/api/algorithm/multiobjective/psos/omopso.ipynb.txt index 15d94311..881d80da 100644 --- a/docs/_sources/api/algorithm/multiobjective/psos/omopso.ipynb.txt +++ b/docs/_sources/api/algorithm/multiobjective/psos/omopso.ipynb.txt @@ -35,7 +35,7 @@ "outputs": [], "source": [ "from jmetal.algorithm.multiobjective.omopso import OMOPSO\n", - "from jmetal.operator import UniformMutation\n", + "from jmetal.operator.mutation import UniformMutation\n", "from jmetal.operator.mutation import NonUniformMutation\n", "from jmetal.problem import ZDT1\n", "from jmetal.util.archive import CrowdingDistanceArchive\n", diff --git a/docs/_sources/api/algorithm/multiobjective/psos/smpso.ipynb.txt b/docs/_sources/api/algorithm/multiobjective/psos/smpso.ipynb.txt index 7540ecb3..61c606a1 100644 --- a/docs/_sources/api/algorithm/multiobjective/psos/smpso.ipynb.txt +++ b/docs/_sources/api/algorithm/multiobjective/psos/smpso.ipynb.txt @@ -35,7 +35,7 @@ "outputs": [], "source": [ "from jmetal.algorithm.multiobjective.smpso import SMPSO\n", - "from jmetal.operator import PolynomialMutation\n", + "from jmetal.operator.mutation import PolynomialMutation\n", "from jmetal.problem import ZDT4\n", "from jmetal.util.archive import CrowdingDistanceArchive\n", "from jmetal.util.termination_criterion import StoppingByEvaluations\n", diff --git a/docs/_sources/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb.txt b/docs/_sources/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb.txt index 7899394a..bd817225 100644 --- a/docs/_sources/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb.txt +++ b/docs/_sources/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb.txt @@ -35,7 +35,7 @@ "outputs": [], "source": [ "from jmetal.algorithm.multiobjective.smpso import DynamicSMPSO\n", - "from jmetal.operator import PolynomialMutation\n", + "from jmetal.operator.mutation import PolynomialMutation\n", "from jmetal.problem.multiobjective.fda import FDA2\n", "from jmetal.util.archive import CrowdingDistanceArchive\n", "from jmetal.util.observable import TimeCounter\n", diff --git a/docs/_sources/api/algorithm/multiobjective/psos/smpso_preference.ipynb.txt b/docs/_sources/api/algorithm/multiobjective/psos/smpso_preference.ipynb.txt index 571a311a..a095a987 100644 --- a/docs/_sources/api/algorithm/multiobjective/psos/smpso_preference.ipynb.txt +++ b/docs/_sources/api/algorithm/multiobjective/psos/smpso_preference.ipynb.txt @@ -43,7 +43,7 @@ ], "source": [ "from jmetal.algorithm.multiobjective.smpso import SMPSORP\n", - "from jmetal.operator import PolynomialMutation\n", + "from jmetal.operator.mutation import PolynomialMutation\n", "from jmetal.problem import ZDT4\n", "from jmetal.util.archive import CrowdingDistanceArchiveWithReferencePoint\n", "from jmetal.util.termination_criterion import StoppingByEvaluations\n", diff --git a/docs/api/algorithm/multiobjective/eas/hype.html b/docs/api/algorithm/multiobjective/eas/hype.html index 7e6795b7..c6b5634c 100644 --- a/docs/api/algorithm/multiobjective/eas/hype.html +++ b/docs/api/algorithm/multiobjective/eas/hype.html @@ -155,13 +155,14 @@

Contents

HYPE

Example

-
+
[1]:
 
from jmetal.algorithm.multiobjective.hype import HYPE
 from jmetal.core.solution import FloatSolution
-from jmetal.operator import SBXCrossover, PolynomialMutation
+from jmetal.operator.crossover import SBXCrossover
+from jmetal.operator.mutation import PolynomialMutation
 from jmetal.problem import ZDT1
 from jmetal.util.termination_criterion import StoppingByEvaluations
 
@@ -185,9 +186,49 @@ 
Example
+
+
+
+
+
+---------------------------------------------------------------------------
+TypeError                                 Traceback (most recent call last)
+Cell In[1], line 10
+      6 from jmetal.util.termination_criterion import StoppingByEvaluations
+      8 problem = ZDT1()
+---> 10 reference_point = FloatSolution([0], [1], problem.number_of_objectives, )
+     11 reference_point.objectives = [1., 1.]  # Mandatory for HYPE
+     13 algorithm = HYPE(
+     14     problem=problem,
+     15     reference_point=reference_point,
+   (...)
+     20     termination_criterion=StoppingByEvaluations(2500)
+     21 )
+
+File ~/anaconda3/envs/jmetalpy/lib/python3.9/site-packages/jmetal/core/solution.py:76, in FloatSolution.__init__(self, lower_bound, upper_bound, number_of_objectives, number_of_constraints)
+     69 def __init__(
+     70         self,
+     71         lower_bound: List[float],
+   (...)
+     74         number_of_constraints: int = 0
+     75 ):
+---> 76     super(FloatSolution, self).__init__(len(lower_bound), number_of_objectives, number_of_constraints)
+     77     self.lower_bound = lower_bound
+     78     self.upper_bound = upper_bound
+
+File ~/anaconda3/envs/jmetalpy/lib/python3.9/site-packages/jmetal/core/solution.py:15, in Solution.__init__(self, number_of_variables, number_of_objectives, number_of_constraints)
+     13 def __init__(self, number_of_variables: int, number_of_objectives: int, number_of_constraints: int = 0):
+     14     self.variables = [[] for _ in range(number_of_variables)]
+---> 15     self.objectives = [0.0 for _ in range(number_of_objectives)]
+     16     self.constraints = [0.0 for _ in range(number_of_constraints)]
+     17     self.attributes = {}
+
+TypeError: 'method' object cannot be interpreted as an integer
+
+

We can now visualize the Pareto front approximation:

-
-
[3]:
+

+
[ ]:
 

 

 
from jmetal.lab.visualization.plotting import Plot
@@ -200,13 +241,6 @@ 
Example

 

 

-

-

-

-

-../../../../_images/api_algorithm_multiobjective_eas_hype_5_0.png
-

-

API

diff --git a/docs/api/algorithm/multiobjective/eas/hype.ipynb b/docs/api/algorithm/multiobjective/eas/hype.ipynb index bd86d8a7..da8d1d59 100644 --- a/docs/api/algorithm/multiobjective/eas/hype.ipynb +++ b/docs/api/algorithm/multiobjective/eas/hype.ipynb @@ -27,16 +27,35 @@ "cell_type": "code", "execution_count": 1, "metadata": { + "ExecuteTime": { + "end_time": "2024-06-24T10:51:19.413254Z", + "start_time": "2024-06-24T10:51:18.610659Z" + }, "pycharm": { "is_executing": false, "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "ename": "TypeError", + "evalue": "'method' object cannot be interpreted as an integer", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[1], line 10\u001b[0m\n\u001b[1;32m 6\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mjmetal\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mutil\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mtermination_criterion\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m StoppingByEvaluations\n\u001b[1;32m 8\u001b[0m problem \u001b[38;5;241m=\u001b[39m ZDT1()\n\u001b[0;32m---> 10\u001b[0m reference_point \u001b[38;5;241m=\u001b[39m \u001b[43mFloatSolution\u001b[49m\u001b[43m(\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m0\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mproblem\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnumber_of_objectives\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 11\u001b[0m reference_point\u001b[38;5;241m.\u001b[39mobjectives \u001b[38;5;241m=\u001b[39m [\u001b[38;5;241m1.\u001b[39m, \u001b[38;5;241m1.\u001b[39m] \u001b[38;5;66;03m# Mandatory for HYPE\u001b[39;00m\n\u001b[1;32m 13\u001b[0m algorithm \u001b[38;5;241m=\u001b[39m HYPE(\n\u001b[1;32m 14\u001b[0m problem\u001b[38;5;241m=\u001b[39mproblem,\n\u001b[1;32m 15\u001b[0m reference_point\u001b[38;5;241m=\u001b[39mreference_point,\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 20\u001b[0m termination_criterion\u001b[38;5;241m=\u001b[39mStoppingByEvaluations(\u001b[38;5;241m2500\u001b[39m)\n\u001b[1;32m 21\u001b[0m )\n", + "File \u001b[0;32m~/anaconda3/envs/jmetalpy/lib/python3.9/site-packages/jmetal/core/solution.py:76\u001b[0m, in \u001b[0;36mFloatSolution.__init__\u001b[0;34m(self, lower_bound, upper_bound, number_of_objectives, number_of_constraints)\u001b[0m\n\u001b[1;32m 69\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\n\u001b[1;32m 70\u001b[0m \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m 71\u001b[0m lower_bound: List[\u001b[38;5;28mfloat\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 74\u001b[0m number_of_constraints: \u001b[38;5;28mint\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m\n\u001b[1;32m 75\u001b[0m ):\n\u001b[0;32m---> 76\u001b[0m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mFloatSolution\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[38;5;21;43m__init__\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mlower_bound\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnumber_of_objectives\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnumber_of_constraints\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 77\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mlower_bound \u001b[38;5;241m=\u001b[39m lower_bound\n\u001b[1;32m 78\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mupper_bound \u001b[38;5;241m=\u001b[39m upper_bound\n", + "File \u001b[0;32m~/anaconda3/envs/jmetalpy/lib/python3.9/site-packages/jmetal/core/solution.py:15\u001b[0m, in \u001b[0;36mSolution.__init__\u001b[0;34m(self, number_of_variables, number_of_objectives, number_of_constraints)\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m__init__\u001b[39m(\u001b[38;5;28mself\u001b[39m, number_of_variables: \u001b[38;5;28mint\u001b[39m, number_of_objectives: \u001b[38;5;28mint\u001b[39m, number_of_constraints: \u001b[38;5;28mint\u001b[39m \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m0\u001b[39m):\n\u001b[1;32m 14\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvariables \u001b[38;5;241m=\u001b[39m [[] \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(number_of_variables)]\n\u001b[0;32m---> 15\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobjectives \u001b[38;5;241m=\u001b[39m [\u001b[38;5;241m0.0\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28;43mrange\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mnumber_of_objectives\u001b[49m\u001b[43m)\u001b[49m]\n\u001b[1;32m 16\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mconstraints \u001b[38;5;241m=\u001b[39m [\u001b[38;5;241m0.0\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m _ \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28mrange\u001b[39m(number_of_constraints)]\n\u001b[1;32m 17\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mattributes \u001b[38;5;241m=\u001b[39m {}\n", + "\u001b[0;31mTypeError\u001b[0m: 'method' object cannot be interpreted as an integer" + ] + } + ], "source": [ "from jmetal.algorithm.multiobjective.hype import HYPE\n", "from jmetal.core.solution import FloatSolution\n", - "from jmetal.operator import SBXCrossover, PolynomialMutation\n", + "from jmetal.operator.crossover import SBXCrossover\n", + "from jmetal.operator.mutation import PolynomialMutation\n", "from jmetal.problem import ZDT1\n", "from jmetal.util.termination_criterion import StoppingByEvaluations\n", "\n", @@ -68,27 +87,14 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "metadata": { "pycharm": { "is_executing": false, "name": "#%%\n" } }, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from jmetal.lab.visualization.plotting import Plot\n", "from jmetal.util.solution import get_non_dominated_solutions\n", diff --git a/docs/api/algorithm/multiobjective/eas/ibea.html b/docs/api/algorithm/multiobjective/eas/ibea.html index 8c7a2b86..e3cdd15e 100644 --- a/docs/api/algorithm/multiobjective/eas/ibea.html +++ b/docs/api/algorithm/multiobjective/eas/ibea.html @@ -161,7 +161,8 @@

Example
from jmetal.algorithm.multiobjective.ibea import IBEA
-from jmetal.operator import SBXCrossover, PolynomialMutation
+from jmetal.operator.crossover import SBXCrossover
+from jmetal.operator.mutation import PolynomialMutation
 from jmetal.problem import ZDT1
 from jmetal.util.termination_criterion import StoppingByEvaluations
 
diff --git a/docs/api/algorithm/multiobjective/eas/ibea.ipynb b/docs/api/algorithm/multiobjective/eas/ibea.ipynb
index a90881ca..09def3df 100644
--- a/docs/api/algorithm/multiobjective/eas/ibea.ipynb
+++ b/docs/api/algorithm/multiobjective/eas/ibea.ipynb
@@ -35,7 +35,8 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.ibea import IBEA\n",
-    "from jmetal.operator import SBXCrossover, PolynomialMutation\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT1\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
     "\n",
diff --git a/docs/api/algorithm/multiobjective/eas/mocell.html b/docs/api/algorithm/multiobjective/eas/mocell.html
index 092829d6..c0b83a10 100644
--- a/docs/api/algorithm/multiobjective/eas/mocell.html
+++ b/docs/api/algorithm/multiobjective/eas/mocell.html
@@ -163,7 +163,8 @@ 
Example
from jmetal.algorithm.multiobjective.mocell import MOCell
-from jmetal.operator import SBXCrossover, PolynomialMutation
+from jmetal.operator.crossover import SBXCrossover
+from jmetal.operator.mutation import PolynomialMutation
 from jmetal.problem import ZDT4
 from jmetal.util.archive import CrowdingDistanceArchive
 from jmetal.util.neighborhood import C9
diff --git a/docs/api/algorithm/multiobjective/eas/mocell.ipynb b/docs/api/algorithm/multiobjective/eas/mocell.ipynb
index d99d768d..9eabfabe 100644
--- a/docs/api/algorithm/multiobjective/eas/mocell.ipynb
+++ b/docs/api/algorithm/multiobjective/eas/mocell.ipynb
@@ -35,7 +35,8 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.mocell import MOCell\n",
-    "from jmetal.operator import SBXCrossover, PolynomialMutation\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT4\n",
     "from jmetal.util.archive import CrowdingDistanceArchive\n",
     "from jmetal.util.neighborhood import C9\n",
diff --git a/docs/api/algorithm/multiobjective/eas/moead.html b/docs/api/algorithm/multiobjective/eas/moead.html
index 6dfc1851..a7b812a7 100644
--- a/docs/api/algorithm/multiobjective/eas/moead.html
+++ b/docs/api/algorithm/multiobjective/eas/moead.html
@@ -165,7 +165,8 @@ 
Example
from jmetal.algorithm.multiobjective.moead import MOEAD
-from jmetal.operator import PolynomialMutation, DifferentialEvolutionCrossover
+from jmetal.operator.mutation import PolynomialMutation
+from jmetal.operator.crossover import DifferentialEvolutionCrossover
 from jmetal.problem import LZ09_F2
 from jmetal.util.aggregative_function import Tschebycheff
 from jmetal.util.termination_criterion import StoppingByEvaluations
diff --git a/docs/api/algorithm/multiobjective/eas/moead.ipynb b/docs/api/algorithm/multiobjective/eas/moead.ipynb
index 530dfc41..346a2992 100644
--- a/docs/api/algorithm/multiobjective/eas/moead.ipynb
+++ b/docs/api/algorithm/multiobjective/eas/moead.ipynb
@@ -35,7 +35,8 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.moead import MOEAD\n",
-    "from jmetal.operator import PolynomialMutation, DifferentialEvolutionCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
+    "from jmetal.operator.crossover import DifferentialEvolutionCrossover\n",
     "from jmetal.problem import LZ09_F2\n",
     "from jmetal.util.aggregative_function import Tschebycheff\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
diff --git a/docs/api/algorithm/multiobjective/eas/nsgaii.html b/docs/api/algorithm/multiobjective/eas/nsgaii.html
index 1361ea5f..ab9f31fd 100644
--- a/docs/api/algorithm/multiobjective/eas/nsgaii.html
+++ b/docs/api/algorithm/multiobjective/eas/nsgaii.html
@@ -159,7 +159,8 @@ 
Example
from jmetal.algorithm.multiobjective.nsgaii import NSGAII
-from jmetal.operator import SBXCrossover, PolynomialMutation
+from jmetal.operator.crossover import SBXCrossover
+from jmetal.operator.mutation import PolynomialMutation
 from jmetal.problem import ZDT1
 from jmetal.util.termination_criterion import StoppingByEvaluations
 
diff --git a/docs/api/algorithm/multiobjective/eas/nsgaii.ipynb b/docs/api/algorithm/multiobjective/eas/nsgaii.ipynb
index 13bd1208..abb791f0 100644
--- a/docs/api/algorithm/multiobjective/eas/nsgaii.ipynb
+++ b/docs/api/algorithm/multiobjective/eas/nsgaii.ipynb
@@ -35,7 +35,8 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.nsgaii import NSGAII\n",
-    "from jmetal.operator import SBXCrossover, PolynomialMutation\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT1\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
     "\n",
diff --git a/docs/api/algorithm/multiobjective/eas/nsgaii_dynamic.html b/docs/api/algorithm/multiobjective/eas/nsgaii_dynamic.html
index edcff0a4..306433b3 100644
--- a/docs/api/algorithm/multiobjective/eas/nsgaii_dynamic.html
+++ b/docs/api/algorithm/multiobjective/eas/nsgaii_dynamic.html
@@ -141,7 +141,8 @@ 
Example
from jmetal.algorithm.multiobjective.nsgaii import DynamicNSGAII
-from jmetal.operator import PolynomialMutation, SBXCrossover
+from jmetal.operator.crossover import SBXCrossover
+from jmetal.operator.mutation import PolynomialMutation
 from jmetal.problem.multiobjective.fda import FDA2
 from jmetal.util.observable import TimeCounter
 from jmetal.util.observer import PlotFrontToFileObserver, WriteFrontToFileObserver
diff --git a/docs/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb b/docs/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb
index a8b345e4..c9c5c2b5 100644
--- a/docs/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb
+++ b/docs/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb
@@ -35,7 +35,8 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.nsgaii import DynamicNSGAII\n",
-    "from jmetal.operator import PolynomialMutation, SBXCrossover\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem.multiobjective.fda import FDA2\n",
     "from jmetal.util.observable import TimeCounter\n",
     "from jmetal.util.observer import PlotFrontToFileObserver, WriteFrontToFileObserver\n",
diff --git a/docs/api/algorithm/multiobjective/eas/nsgaii_preference.html b/docs/api/algorithm/multiobjective/eas/nsgaii_preference.html
index d5a6402f..175ddb34 100644
--- a/docs/api/algorithm/multiobjective/eas/nsgaii_preference.html
+++ b/docs/api/algorithm/multiobjective/eas/nsgaii_preference.html
@@ -141,7 +141,8 @@ 
Example
from jmetal.algorithm.multiobjective.nsgaii import NSGAII
-from jmetal.operator import SBXCrossover, PolynomialMutation
+from jmetal.operator.crossover import SBXCrossover
+from jmetal.operator.mutation import PolynomialMutation
 from jmetal.problem import ZDT2
 from jmetal.util.comparator import GDominanceComparator
 from jmetal.util.termination_criterion import StoppingByEvaluations
diff --git a/docs/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb b/docs/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb
index b9b7e371..ad920c6d 100644
--- a/docs/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb
+++ b/docs/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb
@@ -35,7 +35,8 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.nsgaii import NSGAII\n",
-    "from jmetal.operator import SBXCrossover, PolynomialMutation\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT2\n",
     "from jmetal.util.comparator import GDominanceComparator\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
diff --git a/docs/api/algorithm/multiobjective/eas/spea2.html b/docs/api/algorithm/multiobjective/eas/spea2.html
index ac07f737..ffa658b6 100644
--- a/docs/api/algorithm/multiobjective/eas/spea2.html
+++ b/docs/api/algorithm/multiobjective/eas/spea2.html
@@ -154,12 +154,13 @@ 
Contents

 
SPEA2

 

 
Example

-

+

 
[1]:
 

 

 
from jmetal.algorithm.multiobjective.spea2 import SPEA2
-from jmetal.operator import SBXCrossover, PolynomialMutation
+from jmetal.operator.crossover import SBXCrossover
+from jmetal.operator.mutation import PolynomialMutation
 from jmetal.problem import ZDT1
 from jmetal.util.termination_criterion import StoppingByEvaluations
 
@@ -181,9 +182,33 @@ 
Example

 

 

+

+

+

+

+
+---------------------------------------------------------------------------
+TypeError                                 Traceback (most recent call last)
+Cell In[1], line 15
+      7 problem = ZDT1()
+      9 max_evaluations = 20000
+     11 algorithm = SPEA2(
+     12     problem=problem,
+     13     population_size=40,
+     14     offspring_population_size=40,
+---> 15     mutation=PolynomialMutation(probability=1.0 / problem.number_of_variables, distribution_index=20),
+     16     crossover=SBXCrossover(probability=1.0, distribution_index=20),
+     17     termination_criterion=StoppingByEvaluations(max=max_evaluations)
+     18 )
+     20 algorithm.run()
+     21 solutions = algorithm.get_result()
+
+TypeError: unsupported operand type(s) for /: 'float' and 'method'
+

+

 
We can now visualize the Pareto front approximation:

-

-
[3]:
+

+
[ ]:
 

 

 
from jmetal.lab.visualization.plotting import Plot
@@ -196,13 +221,6 @@ 
Example

 

 

-

-

-

-

-../../../../_images/api_algorithm_multiobjective_eas_spea2_5_0.png
-

-

 

 

 
API

diff --git a/docs/api/algorithm/multiobjective/eas/spea2.ipynb b/docs/api/algorithm/multiobjective/eas/spea2.ipynb
index d75c46c2..2b7b4ceb 100644
--- a/docs/api/algorithm/multiobjective/eas/spea2.ipynb
+++ b/docs/api/algorithm/multiobjective/eas/spea2.ipynb
@@ -27,15 +27,32 @@
    "cell_type": "code",
    "execution_count": 1,
    "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-24T10:53:43.386467Z",
+     "start_time": "2024-06-24T10:53:42.730673Z"
+    },
     "pycharm": {
      "is_executing": false,
      "name": "#%%\n"
     }
    },
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for /: 'float' and 'method'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[1], line 15\u001b[0m\n\u001b[1;32m      7\u001b[0m problem \u001b[38;5;241m=\u001b[39m ZDT1()\n\u001b[1;32m      9\u001b[0m max_evaluations \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m20000\u001b[39m\n\u001b[1;32m     11\u001b[0m algorithm \u001b[38;5;241m=\u001b[39m SPEA2(\n\u001b[1;32m     12\u001b[0m     problem\u001b[38;5;241m=\u001b[39mproblem,\n\u001b[1;32m     13\u001b[0m     population_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m40\u001b[39m,\n\u001b[1;32m     14\u001b[0m     offspring_population_size\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m40\u001b[39m,\n\u001b[0;32m---> 15\u001b[0m     mutation\u001b[38;5;241m=\u001b[39mPolynomialMutation(probability\u001b[38;5;241m=\u001b[39m\u001b[38;5;241;43m1.0\u001b[39;49m\u001b[43m \u001b[49m\u001b[38;5;241;43m/\u001b[39;49m\u001b[43m \u001b[49m\u001b[43mproblem\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mnumber_of_variables\u001b[49m, distribution_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m20\u001b[39m),\n\u001b[1;32m     16\u001b[0m     crossover\u001b[38;5;241m=\u001b[39mSBXCrossover(probability\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m1.0\u001b[39m, distribution_index\u001b[38;5;241m=\u001b[39m\u001b[38;5;241m20\u001b[39m),\n\u001b[1;32m     17\u001b[0m     termination_criterion\u001b[38;5;241m=\u001b[39mStoppingByEvaluations(\u001b[38;5;28mmax\u001b[39m\u001b[38;5;241m=\u001b[39mmax_evaluations)\n\u001b[1;32m     18\u001b[0m )\n\u001b[1;32m     20\u001b[0m algorithm\u001b[38;5;241m.\u001b[39mrun()\n\u001b[1;32m     21\u001b[0m solutions \u001b[38;5;241m=\u001b[39m algorithm\u001b[38;5;241m.\u001b[39mget_result()\n",
+      "\u001b[0;31mTypeError\u001b[0m: unsupported operand type(s) for /: 'float' and 'method'"
+     ]
+    }
+   ],
    "source": [
     "from jmetal.algorithm.multiobjective.spea2 import SPEA2\n",
-    "from jmetal.operator import SBXCrossover, PolynomialMutation\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT1\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
     "\n",
@@ -65,27 +82,18 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "metadata": {
+    "ExecuteTime": {
+     "end_time": "2024-06-24T10:53:43.387543Z",
+     "start_time": "2024-06-24T10:53:43.387475Z"
+    },
     "pycharm": {
      "is_executing": false,
      "name": "#%%\n"
     }
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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orr7lXo46aD+OmT+7zKczM+s5pQUFSRcAC4AZkkaBM4FpABFxDnApcBywEXgUeFtZdck7Zv5sBwMzszpKCwoRcVKD/QH8j7Ke38zMxq/nrqcwWWvWj7r7yMysjp4YfdQqHpJqZja2gQoKHpJqZja2gQoKHpJqZja2gcopeEiqmdnYBioogIekmpmNZaC6j8zMbGwOCmZmVjVw3UcVnq9gZrazgTxT8HwFM7PaBjIoeL6CmVltAxkUPF/BzKy2gcwpeL6CmVltAxkUwPMVzMxqGcjuIzMzq21gzxQqPDTVzOxpA32m4KGpZmY7Guig4KGpZmY7Guig4KGpZmY7GuicgoemmpntaKCDAnhoqplZ3kB3H5mZ2Y4G/kwhz8NTzWzQ+Uwh4+GpZmYOClUenmpm5qBQ5eGpZmbOKVR5eKqZmYPCDjw81cwGnYNCHR6JZGaDyDmFGjwSycwGValBQdJCSbdK2ijpjBr750j6kaQbJN0o6bgy69Msj0Qys0FVWlCQNAU4GzgWOBg4SdLBhWIfBi6KiEOAxcA/lVWf8fBIJDMbVGXmFA4DNkbEJgBJFwKLgA25MgHsmf2+F3BPifVpmkcimdmgKjMozALuzt0fBQ4vlFkO/EDS6cDuwDEl1mdc8iORnHQ2s0HR6UTzScCqiJgNHAd8VdJOdZK0VNKIpJEtW7a0tYJOOpvZICkzKGwG9s/dn51tyzsNuAggIq4FpgMzigeKiJURMRQRQzNnziypurU56Wxmg6TMoLAOmCfpAEm7khLJw4UydwGvAZD0ElJQaO+pQANOOpvZICktpxAR2yQtAy4DpgDnRsRNklYAIxExDHwA+JKkvyQlnZdERJRVp4lw0tnMBom67DO4oaGhoRgZGel0NczMeoqk6yNiqFG5Tieazcysi3jtownwEFUz61c+UxgnD1E1s37moDBOHqJqZv3MQWGcPETVzPqZcwrj5CGqZtbPHBQmwFdoM7N+5aDQQh6VZGa9zjmFFvGoJDPrBw4KLeJRSWbWDxwUWsSjksysHzin0CIelWRm/cBBoYU8KsnMep27j8zMrMpBwczMqtx91Caew2BmvcBnCm3gOQxm1iscFNrAcxjMrFc4KLSB5zCYWa9wTqENPIfBzHqFg0KbeA6DmfUCdx+ZmVmVzxS6gIermlm38JlCh3m4qpl1EweFDvNwVTPrJg4KHebhqmbWTZxT6DAPVzWzbuKg0AXqDVd1AtrM2s3dR13KCWgz6wQHhS7lBLSZdUKpQUHSQkm3Stoo6Yw6Zd4saYOkmyR9o8z69BInoM2sE0rLKUiaApwNvBYYBdZJGo6IDbky84D/Cbw8Ih6Q9Nyy6tNrnIA2s04oM9F8GLAxIjYBSLoQWARsyJV5J3B2RDwAEBH3lVifnuP1ksys3crsPpoF3J27P5ptyzsQOFDSjyVdJ2lhifXpK2vWj7J89TonoM2spTo9JHUqMA9YAMwGrpT0BxHxYL6QpKXAUoA5c+a0u45dpzIy6fGt21m99nY+e+pRPqMws5Yo80xhM7B/7v7sbFveKDAcEVsj4hfAbaQgsYOIWBkRQxExNHPmzNIq3Cs8MsnMylJmUFgHzJN0gKRdgcXAcKHMxaSzBCTNIHUnbSqxTn3BI5PMrCyldR9FxDZJy4DLgCnAuRFxk6QVwEhEDGf7XidpA7Ad+GBE/KasOvULj0wys7IoIjpdh3EZGhqKkZGRTlfDzKynSLo+IoYalet0otlK4DWTzGyivMxFn/GaSWY2GQ4KfcYjk8xsMhwU+kyjkUme9GZmY3GiuQ/VyynkJ71NnzbFk97MBogTzQOs3ppJtbqWHBTMLM/dRwPEk97MrBGfKQwQT3ozs0YcFAaMl+M2s7G4+8jMzKp8pmBVngltZj5TMMAzoc0scVAwwDOhzSxpGBQknS5pn3ZUxjrHw1XNDJrLKTwPWCfpP4Bzgcui16ZBW0Mermpm0OQyF5IEvA54GzAEXAR8OSJuL7d6O/MyF2Zm49fsMhdN5RSyM4NfZrdtwD7AakmfmFQtrWd5YT2z/tSw+0jSe4FTgF8D/0K6ZOZWSbsAPwf+utwqWrfJL6y3eu3tXljPrI80c6bwbOBPIuKPI+JbEbEVICKeAo4vtXbWlTxSyax/NQwKEXFmRNxZZ9/Nra+SdTuPVDLrX57RbOPmkUpm/ctBwSbEC+uZ9ScHBSud11Qy6x1e5sJK5TWVzHqLg4KVyiOVzHqLg4KVyiOVzHqLcwpWKo9UMustDgpWurFGKjkJbdZd3H1kHeMktFn3cVCwjnES2qz7lBoUJC2UdKukjZLOGKPciZJCUsNlXa1/OAlt1n1KyylImgKcDbwWGCVdqGc4IjYUyu0BvBdYW1ZdrDs1k4R2zsGsvcpMNB8GbIyITQCSLgQWARsK5T4KfBz4YIl1sS7VKAntJbrN2qvM7qNZwN25+6PZtipJhwL7R8R3S6yH9SjnHMzar2OJ5uwiPZ8GPtBE2aWSRiSNbNmypfzKWVdwzsGs/crsPtoM7J+7PzvbVrEHMB+4Il0Cmn2BYUknRMQOF2GOiJXASkjXaC6xztZFPPHNrP3KDArrgHmSDiAFg8XAWyo7I+IhYEblvqQrgL8qBgQbbONZottJabPJK637KCK2AcuAy4CbgYsi4iZJKySdUNbz2mDyRDiz1ih1mYuIuBS4tLDtI3XKLiizLtbfaiWlfbZgNn6e0Wx9wUlps9bwgnjWF5yUNmsNBwXrG75utNnkOSjYQPEIJbOxOadgA8MjlMwac1CwgeFlM8wac1CwgeERSmaNOadgA8MjlMwac1CwgdLsCCUnpG1QufvIrMAJaRtkDgpmBU5I2yBzUDArcELaBplzCmYF40lIO/dg/UYRvXXNmqGhoRgZ8SUXrPPy15CePm2KryFtXU3S9REx1Kicu4/MJsi5B+tHDgpmE+Tcg/Uj5xTMJsiT4awfOSiYTYInw1m/cfeRWck8Gc56iYOCWcmckLZe4qBgVjInpK2XOKdgVrJmE9LOO1g38OQ1sy7giXBWNk9eM+shzjtYt3BQMOsCzeQd1qwfZfnqdR69ZKVy95FZlxgrp+DuJZusZruPnGg26xJjTYSr1b3koGBlcPeRWQ/wsFZrF58pmPUAr7Nk7eKgYNYjml1nCTznwSau1O4jSQsl3Sppo6Qzaux/v6QNkm6U9ENJLyizPmaDwGst2WSUFhQkTQHOBo4FDgZOknRwodgNwFBEvBRYDXyirPqYDQrPebDJKPNM4TBgY0RsiogngQuBRfkCEfGjiHg0u3sd4PNcs0lyUtomo8ycwizg7tz9UeDwMcqfBnyvxPqYDYTxJKWde7Cirkg0SzoZGAJeWWf/UmApwJw5c9pYM7Pe1ExSOj8hbvXa2z0hzoByu482A/vn7s/Otu1A0jHAh4ATIuKJWgeKiJURMRQRQzNnziylsmaDxrkHq6XMoLAOmCfpAEm7AouB4XwBSYcA/0wKCPeVWBczK3DuwWoprfsoIrZJWgZcBkwBzo2ImyStAEYiYhg4C3gW8C1JAHdFxAll1cnMnubcg9XiBfHMbExejK8/+HoKZtYSzj0MFgcFMxtTs7kHX++hP7j7yMwaapRTcBdT9/P1FMysZRrNe/D1HvqHu4/MbNI8vLV/+EzBzCbNw1v7h3MKZtY2zj10joekmlnX8fDW7uegYGZt49xD93NOwczaxrmH7uecgpl1HeceWs85BTPrWc49dI6Dgpl1nWZyD15WoxzuPjKzrjRWTsHdS+PnZS7MrKeNtbRGM8tqOFE9Me4+MrOe06h7qXIm8bWrb+N9513tLqZx8JmCmfWcRkNbvUDfxDkomFlPGqt76aiD9mP12turOQdPkmueg4KZ9Z1mJ8k577Azjz4ys4E0aCOYPHnNzGwMniBXm4OCmQ2k8S7ONyiT5dx9ZGYDq9mcQj90NXnymplZA42uPV0xSENc3X1kZtZAs11N/dDF5O4jM7MmNOpq6vYuJncfmZm1UKOupn7pYnL3kZlZC/TLpUZ9pmBm1gL9cqlR5xTMzNqoU7mHrpjRLGmhpFslbZR0Ro39z5D0zWz/Wklzy6yPmVmndftM6tKCgqQpwNnAscDBwEmSDi4UOw14ICJeDHwG+HhZ9TEz6wbdPpO6zJzCYcDGiNgEIOlCYBGwIVdmEbA8+3018AVJil7r0zIza9J4cw+VrqbVa29vS1dTmUFhFnB37v4ocHi9MhGxTdJDwHOAX5dYLzOzjurmmdQ9MSRV0lJJI5JGtmzZ0unqmJm1RSeGuZZ5prAZ2D93f3a2rVaZUUlTgb2A3xQPFBErgZWQRh+VUlszsy4znq6mVikzKKwD5kk6gPThvxh4S6HMMHAqcC3wJuBy5xPMzJ7WbFdTq5QWFLIcwTLgMmAKcG5E3CRpBTASEcPAl4GvStoI3E8KHGZm1iGlzmiOiEuBSwvbPpL7/XHgT8usg5mZNa8nEs1mZtYeDgpmZlbloGBmZlUOCmZmVuWgYGZmVQ4KZmZW1XPXU5C0BbhzkoeZwWCtr+T29r9Ba7PbO34viIiZjQr1XFBoBUkjzVxsol+4vf1v0Nrs9pbH3UdmZlbloGBmZlWDGhRWdroCbeb29r9Ba7PbW5KBzCmYmVltg3qmYGZmNfRtUJC0UNKtkjZKOqPG/mdI+ma2f62kue2vZWs10eb3S9og6UZJP5T0gk7Us1UatTdX7kRJIamnR6s0015Jb87e45skfaPddWy1Jv6m50j6kaQbsr/r4zpRz1aQdK6k+yStr7Nfkj6fvRY3Sjq0lIpERN/dSNdvuB14IbAr8FPg4EKZ9wDnZL8vBr7Z6Xq3oc2vAnbLfn93L7e5mfZm5fYArgSuA4Y6Xe+S3995wA3APtn953a63m1o80rg3dnvBwN3dLrek2jv0cChwPo6+48DvgcIOAJYW0Y9+vVM4TBgY0RsiogngQuBRYUyi4Dzst9XA6+RpDbWsdUatjkifhQRj2Z3ryNdIrVXNfMeA3wU+DjweDsrV4Jm2vtO4OyIeAAgIu5rcx1brZk2B7Bn9vtewD1trF9LRcSVpIuN1bMIOD+S64C9JbX8os39GhRmAXfn7o9m22qWiYhtwEPAc9pSu3I00+a800jfOnpVw/Zmp9f7R8R321mxkjTz/h4IHCjpx5Kuk7SwbbUrRzNtXg6cLGmUdEGv09tTtY4Y7//4hJR65TXrTpJOBoaAV3a6LmWRtAvwaWBJh6vSTlNJXUgLSGeBV0r6g4h4sKO1KtdJwKqI+JSkI0mX950fEU91umK9ql/PFDYD++fuz8621SwjaSrp1PM3baldOZppM5KOAT4EnBART7SpbmVo1N49gPnAFZLuIPXBDvdwsrmZ93cUGI6IrRHxC+A2UpDoVc20+TTgIoCIuBaYTlonqB819T8+Wf0aFNYB8yQdIGlXUiJ5uFBmGDg1+/1NwOWRZXN6VMM2SzoE+GdSQOj1/uYx2xsRD0XEjIiYGxFzSTmUEyJipDPVnbRm/qYvJp0lIGkGqTtpUzsr2WLNtPku4DUAkl5CCgpb2lrL9hkGTslGIR0BPBQR97b6Sfqy+ygitklaBlxGGsFwbkTcJGkFMBIRw8CXSaeaG0nJncWdq/HkNdnms4BnAd/Kcup3RcQJHav0JDTZ3r7RZHsvA14naQOwHfhgRPTs2W+Tbf4A8CVJf0lKOi/p1S93ki4gBfUZWY7kTGAaQEScQ8qZHAdsBB4F3lZKPXr09TMzsxL0a/eRmZlNgIOCmZlVOSiYmVmVg4KZmVU5KJiZWZWDgpmZVTkomJlZlYOC2SRJelm2vv10Sbtn1zKY3+l6mU2EJ6+ZtYCkj5GWWHgmMBoR/9DhKplNiIOCWQtka/OsI1234Y8iYnuHq2Q2Ie4+MmuN55DWldqDdMZg1pN8pmDWApKGSVcGOwDYLyKWdbhKZhPSl6ukmrWTpFOArRHxDUlTgGskvToiLu903czGy2cKZmZW5ZyCmZlVOSiYmVmVg4KZmVU5KJiZWZWDgpmZVTkomJlZlYOCmZlVOSiYmVnVfwLWbQPNrqsEkgAAAABJRU5ErkJggg==\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "from jmetal.lab.visualization.plotting import Plot\n",
     "from jmetal.util.solution import get_non_dominated_solutions\n",
diff --git a/docs/api/algorithm/multiobjective/psos/omopso.html b/docs/api/algorithm/multiobjective/psos/omopso.html
index 14041ff9..4b8bf149 100644
--- a/docs/api/algorithm/multiobjective/psos/omopso.html
+++ b/docs/api/algorithm/multiobjective/psos/omopso.html
@@ -172,7 +172,7 @@ 
Example
from jmetal.algorithm.multiobjective.omopso import OMOPSO
-from jmetal.operator import UniformMutation
+from jmetal.operator.mutation import UniformMutation
 from jmetal.operator.mutation import NonUniformMutation
 from jmetal.problem import ZDT1
 from jmetal.util.archive import CrowdingDistanceArchive
diff --git a/docs/api/algorithm/multiobjective/psos/omopso.ipynb b/docs/api/algorithm/multiobjective/psos/omopso.ipynb
index 15d94311..881d80da 100644
--- a/docs/api/algorithm/multiobjective/psos/omopso.ipynb
+++ b/docs/api/algorithm/multiobjective/psos/omopso.ipynb
@@ -35,7 +35,7 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.omopso import OMOPSO\n",
-    "from jmetal.operator import UniformMutation\n",
+    "from jmetal.operator.mutation import UniformMutation\n",
     "from jmetal.operator.mutation import NonUniformMutation\n",
     "from jmetal.problem import ZDT1\n",
     "from jmetal.util.archive import CrowdingDistanceArchive\n",
diff --git a/docs/api/algorithm/multiobjective/psos/smpso.html b/docs/api/algorithm/multiobjective/psos/smpso.html
index 85c75348..c2f10844 100644
--- a/docs/api/algorithm/multiobjective/psos/smpso.html
+++ b/docs/api/algorithm/multiobjective/psos/smpso.html
@@ -172,7 +172,7 @@ 
Example
from jmetal.algorithm.multiobjective.smpso import SMPSO
-from jmetal.operator import PolynomialMutation
+from jmetal.operator.mutation import PolynomialMutation
 from jmetal.problem import ZDT4
 from jmetal.util.archive import CrowdingDistanceArchive
 from jmetal.util.termination_criterion import StoppingByEvaluations
diff --git a/docs/api/algorithm/multiobjective/psos/smpso.ipynb b/docs/api/algorithm/multiobjective/psos/smpso.ipynb
index 7540ecb3..61c606a1 100644
--- a/docs/api/algorithm/multiobjective/psos/smpso.ipynb
+++ b/docs/api/algorithm/multiobjective/psos/smpso.ipynb
@@ -35,7 +35,7 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.smpso import SMPSO\n",
-    "from jmetal.operator import PolynomialMutation\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT4\n",
     "from jmetal.util.archive import CrowdingDistanceArchive\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
diff --git a/docs/api/algorithm/multiobjective/psos/smpso_dynamic.html b/docs/api/algorithm/multiobjective/psos/smpso_dynamic.html
index 043046ad..7c3d9317 100644
--- a/docs/api/algorithm/multiobjective/psos/smpso_dynamic.html
+++ b/docs/api/algorithm/multiobjective/psos/smpso_dynamic.html
@@ -141,7 +141,7 @@ 
Example
from jmetal.algorithm.multiobjective.smpso import DynamicSMPSO
-from jmetal.operator import PolynomialMutation
+from jmetal.operator.mutation import PolynomialMutation
 from jmetal.problem.multiobjective.fda import FDA2
 from jmetal.util.archive import CrowdingDistanceArchive
 from jmetal.util.observable import TimeCounter
diff --git a/docs/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb b/docs/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb
index 7899394a..bd817225 100644
--- a/docs/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb
+++ b/docs/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb
@@ -35,7 +35,7 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.smpso import DynamicSMPSO\n",
-    "from jmetal.operator import PolynomialMutation\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem.multiobjective.fda import FDA2\n",
     "from jmetal.util.archive import CrowdingDistanceArchive\n",
     "from jmetal.util.observable import TimeCounter\n",
diff --git a/docs/api/algorithm/multiobjective/psos/smpso_preference.html b/docs/api/algorithm/multiobjective/psos/smpso_preference.html
index 58891ea3..d03309b6 100644
--- a/docs/api/algorithm/multiobjective/psos/smpso_preference.html
+++ b/docs/api/algorithm/multiobjective/psos/smpso_preference.html
@@ -147,7 +147,7 @@ 
Example
from jmetal.algorithm.multiobjective.smpso import SMPSORP
-from jmetal.operator import PolynomialMutation
+from jmetal.operator.mutation import PolynomialMutation
 from jmetal.problem import ZDT4
 from jmetal.util.archive import CrowdingDistanceArchiveWithReferencePoint
 from jmetal.util.termination_criterion import StoppingByEvaluations
diff --git a/docs/api/algorithm/multiobjective/psos/smpso_preference.ipynb b/docs/api/algorithm/multiobjective/psos/smpso_preference.ipynb
index 571a311a..a095a987 100644
--- a/docs/api/algorithm/multiobjective/psos/smpso_preference.ipynb
+++ b/docs/api/algorithm/multiobjective/psos/smpso_preference.ipynb
@@ -43,7 +43,7 @@
    ],
    "source": [
     "from jmetal.algorithm.multiobjective.smpso import SMPSORP\n",
-    "from jmetal.operator import PolynomialMutation\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT4\n",
     "from jmetal.util.archive import CrowdingDistanceArchiveWithReferencePoint\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
diff --git a/docs/searchindex.js b/docs/searchindex.js
index efffd92f..d2d4333b 100644
--- a/docs/searchindex.js
+++ b/docs/searchindex.js
@@ -1 +1 @@
-Search.setIndex({"alltitles": {"API": [[2, "API"], [3, "API"], [4, "API"], [5, "API"], [6, "API"], [7, "API"], [8, "API"], [9, "API"], [10, "API"], [11, "API"], [12, "API"], [13, "API"], [14, "API"], [16, "API"], [17, "API"], [18, "API"], [19, "API"], [37, "api"], [37, "id1"], [38, "module-jmetal.lab.experiment"], [39, "module-jmetal.core.observer"], [40, "module-jmetal.core.problem"], [42, "module-jmetal.lab.visualization.plotting"], [42, "id1"], [42, "id2"], [42, "id3"], [42, "id4"]], "About": [[0, "about"]], "Benchmarking problems:": [[34, null]], "Chord plot": [[42, "chord-plot"]], "Cite us": [[0, "cite-us"], [31, "cite-us"]], "Constrained": [[28, "module-jmetal.problem.multiobjective.constrained"]], "Content": [[31, "content"]], "Contributing": [[30, "contributing"]], "Create automatic documentation files with Sphinx": [[30, "create-automatic-documentation-files-with-sphinx"]], "Crossover": [[25, "module-jmetal.operator.crossover"]], "DTLZ": [[28, "module-jmetal.problem.multiobjective.dtlz"]], "Defining new problems": [[40, "defining-new-problems"]], "Distributed NSGA-II": [[10, "Distributed-NSGA-II"]], "Dynamic GDE3": [[3, "Dynamic-GDE3"]], "Dynamic NSGA-II": [[11, "Dynamic-NSGA-II"]], "Dynamic SMPSO": [[18, "Dynamic-SMPSO"]], "Evaluate solutions": [[37, "evaluate-solutions"]], "Evolution Strategy": [[20, "module-jmetal.algorithm.singleobjective.evolution_strategy"]], "Evolutionary Algorithms": [[1, "evolutionary-algorithms"]], "Example": [[2, "Example"], [3, "Example"], [4, "Example"], [5, "Example"], [6, "Example"], [7, "Example"], [8, "Example"], [9, "Example"], [10, "Example"], [11, "Example"], [12, "Example"], [14, "Example"], [16, "Example"], [17, "Example"], [18, "Example"], [19, "Example"]], "Experiments": [[38, "experiments"]], "Extending algorithms": [[39, "extending-algorithms"]], "FDA": [[28, "module-jmetal.problem.multiobjective.fda"]], "First steps:": [[36, null]], "Front visualization": [[42, 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false], [25, "module-jmetal.operator.crossover", false], [26, "module-jmetal.operator.mutation", false], [27, "module-jmetal.operator.selection", false], [27, "module-selection", false], [28, "module-jmetal.problem.multiobjective.constrained", false], [28, "module-jmetal.problem.multiobjective.dtlz", false], [28, "module-jmetal.problem.multiobjective.fda", false], [28, "module-jmetal.problem.multiobjective.lircmop", false], [28, "module-jmetal.problem.multiobjective.lz09", false], [28, "module-jmetal.problem.multiobjective.unconstrained", false], [28, "module-jmetal.problem.multiobjective.zdt", false], [29, "module-jmetal.problem.singleobjective.knapsack", false], [29, "module-jmetal.problem.singleobjective.tsp", false], [29, "module-jmetal.problem.singleobjective.unconstrained", false], [38, "module-jmetal.lab.experiment", false], [38, "module-laboratory", false], [39, "module-jmetal.core.observer", false], [39, "module-jmetal.util.observer", false], [40, "module-jmetal.core.problem", false], [42, "module-jmetal.lab.visualization.chord_plot", false], [42, "module-jmetal.lab.visualization.interactive", false], [42, "module-jmetal.lab.visualization.plotting", false], [42, "module-jmetal.lab.visualization.posterior", false], [42, "module-jmetal.lab.visualization.streaming", false]], "moead (class in jmetal.algorithm.multiobjective.moead)": [[8, "jmetal.algorithm.multiobjective.moead.MOEAD", false]], "multiprocessevaluator (class in jmetal.util.evaluator)": [[37, "jmetal.util.evaluator.MultiprocessEvaluator", false]], "name() (jmetal.core.problem.ontheflyfloatproblem method)": [[40, "jmetal.core.problem.OnTheFlyFloatProblem.name", false]], "name() (jmetal.core.problem.problem method)": [[40, "jmetal.core.problem.Problem.name", false]], "name() (jmetal.problem.multiobjective.constrained.binh2 method)": [[28, "jmetal.problem.multiobjective.constrained.Binh2.name", false]], "name() (jmetal.problem.multiobjective.constrained.osyczka2 method)": [[28, 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"NSGA-III", "SPEA2", "PSO Algorithms", "OMOPSO", "SMPSO", "Dynamic SMPSO", "SMPSO/RP", "Evolution Strategy", "Genetic Algorithm", "Local Search", "Simulated annealing", "jmetal.lab.statistical_test package", "Crossover", "Mutation", "Selection", "Multi-objective problems", "Single-objective problems", "Contributing", "jMetalPy: Python version of the jMetal framework", "Multi-objective algorithms", "Operators", "Problems", "Single-objective algorithms", "Getting started", "Evaluate solutions", "Experiments", "Extending algorithms", "Defining new problems", "Statistical analysis", "Front visualization"], "titleterms": {"3": 30, "6": 30, "about": 0, "algorithm": [1, 15, 21, 32, 35, 39], "analysi": 41, "anneal": 23, "api": [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 16, 17, 18, 19, 37, 38, 39, 40, 42], "apv_procedur": 24, "automat": 30, "base": [4, 12], "bayesian": 24, "benchmark": 34, "case": 40, "chord": 42, "cite": [0, 31], "constrain": 28, "content": [24, 31], "contribut": 30, "creat": 30, "critical_dist": 24, "crossov": 25, "d": 8, "defin": 40, "distribut": [10, 37], "document": 30, "dtlz": 28, "dynam": [3, 11, 18], "evalu": 37, "evolut": 20, "evolutionari": 1, "exampl": [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 14, 16, 17, 18, 19], "experi": 38, "extend": 39, "fda": 28, "featur": 31, "file": [30, 38], "first": 36, "framework": 31, "front": 42, "function": 24, "gde3": [2, 3, 4], "genet": [21, 33], "get": 36, "git": 30, "hype": 5, "ibea": 6, "ii": [9, 10, 11, 12], "iii": 13, "instal": 31, "interact": 42, "jmetal": [24, 31], "jmetalpi": 31, "knapsack": 29, "lab": 24, "laboratori": 36, "lircmop": 28, "list": [32, 33, 35, 39], "local": 22, "lz09": 28, "mocel": 7, "modul": 24, "moea": 8, "multi": [1, 15, 28, 32, 40], "mutat": 26, "new": 40, "nsga": [9, 10, 11, 12, 13], "object": [1, 15, 28, 29, 30, 32, 35, 40], "observ": 39, "omopso": 16, "oper": 33, "optim": 15, "orient": 30, "packag": 24, "parallel": 37, "paramet": 24, "particl": 15, "pep8": 30, "plot": 42, "point": [4, 12], "posterior": 42, "prefer": [4, 12], "problem": [28, 29, 34, 40], "program": 30, "pso": 15, "python": [30, 31], "refer": 0, "return": [24, 42], "rp": 19, "run": 38, "search": 22, "select": 27, "sequenti": 37, "simul": 23, "singl": [29, 35], "smpso": [17, 18, 19], "solut": 37, "spea2": 14, "sphinx": 30, "start": 36, "static": 42, "statist": 41, "statistical_test": 24, "step": [31, 36], "strategi": 20, "stream": 42, "structur": 30, "submodul": 24, "subset": 40, "sum": 40, "summari": [31, 38], "swarm": 15, "tsp": 29, "u": [0, 31], "unconstrain": [28, 29], "us": 40, "version": 31, "visual": 42, "workflow": 30, "zdt": 28}})
\ No newline at end of file
diff --git a/docs/source/api/algorithm/multiobjective/eas/hype.ipynb b/docs/source/api/algorithm/multiobjective/eas/hype.ipynb
index bd86d8a7..6904733a 100644
--- a/docs/source/api/algorithm/multiobjective/eas/hype.ipynb
+++ b/docs/source/api/algorithm/multiobjective/eas/hype.ipynb
@@ -25,18 +25,21 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
    "metadata": {
     "pycharm": {
      "is_executing": false,
      "name": "#%%\n"
+    },
+    "ExecuteTime": {
+     "end_time": "2024-06-24T10:51:19.413254Z",
+     "start_time": "2024-06-24T10:51:18.610659Z"
     }
    },
-   "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.hype import HYPE\n",
     "from jmetal.core.solution import FloatSolution\n",
-    "from jmetal.operator import SBXCrossover, PolynomialMutation\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT1\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
     "\n",
@@ -57,7 +60,23 @@
     "\n",
     "algorithm.run()\n",
     "solutions = algorithm.get_result()"
-   ]
+   ],
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "'method' object cannot be interpreted as an integer",
+     "output_type": "error",
+     "traceback": [
+      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
+      "\u001B[0;31mTypeError\u001B[0m                                 Traceback (most recent call last)",
+      "Cell \u001B[0;32mIn[1], line 10\u001B[0m\n\u001B[1;32m      6\u001B[0m \u001B[38;5;28;01mfrom\u001B[39;00m \u001B[38;5;21;01mjmetal\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mutil\u001B[39;00m\u001B[38;5;21;01m.\u001B[39;00m\u001B[38;5;21;01mtermination_criterion\u001B[39;00m \u001B[38;5;28;01mimport\u001B[39;00m StoppingByEvaluations\n\u001B[1;32m      8\u001B[0m problem \u001B[38;5;241m=\u001B[39m ZDT1()\n\u001B[0;32m---> 10\u001B[0m reference_point \u001B[38;5;241m=\u001B[39m \u001B[43mFloatSolution\u001B[49m\u001B[43m(\u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;241;43m0\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m[\u001B[49m\u001B[38;5;241;43m1\u001B[39;49m\u001B[43m]\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mproblem\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mnumber_of_objectives\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m     11\u001B[0m reference_point\u001B[38;5;241m.\u001B[39mobjectives \u001B[38;5;241m=\u001B[39m [\u001B[38;5;241m1.\u001B[39m, \u001B[38;5;241m1.\u001B[39m]  \u001B[38;5;66;03m# Mandatory for HYPE\u001B[39;00m\n\u001B[1;32m     13\u001B[0m algorithm \u001B[38;5;241m=\u001B[39m HYPE(\n\u001B[1;32m     14\u001B[0m     problem\u001B[38;5;241m=\u001B[39mproblem,\n\u001B[1;32m     15\u001B[0m     reference_point\u001B[38;5;241m=\u001B[39mreference_point,\n\u001B[0;32m   (...)\u001B[0m\n\u001B[1;32m     20\u001B[0m     termination_criterion\u001B[38;5;241m=\u001B[39mStoppingByEvaluations(\u001B[38;5;241m2500\u001B[39m)\n\u001B[1;32m     21\u001B[0m )\n",
+      "File \u001B[0;32m~/anaconda3/envs/jmetalpy/lib/python3.9/site-packages/jmetal/core/solution.py:76\u001B[0m, in \u001B[0;36mFloatSolution.__init__\u001B[0;34m(self, lower_bound, upper_bound, number_of_objectives, number_of_constraints)\u001B[0m\n\u001B[1;32m     69\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21m__init__\u001B[39m(\n\u001B[1;32m     70\u001B[0m         \u001B[38;5;28mself\u001B[39m,\n\u001B[1;32m     71\u001B[0m         lower_bound: List[\u001B[38;5;28mfloat\u001B[39m],\n\u001B[0;32m   (...)\u001B[0m\n\u001B[1;32m     74\u001B[0m         number_of_constraints: \u001B[38;5;28mint\u001B[39m \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m0\u001B[39m\n\u001B[1;32m     75\u001B[0m ):\n\u001B[0;32m---> 76\u001B[0m     \u001B[38;5;28;43msuper\u001B[39;49m\u001B[43m(\u001B[49m\u001B[43mFloatSolution\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[38;5;28;43mself\u001B[39;49m\u001B[43m)\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[38;5;21;43m__init__\u001B[39;49m\u001B[43m(\u001B[49m\u001B[38;5;28;43mlen\u001B[39;49m\u001B[43m(\u001B[49m\u001B[43mlower_bound\u001B[49m\u001B[43m)\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnumber_of_objectives\u001B[49m\u001B[43m,\u001B[49m\u001B[43m \u001B[49m\u001B[43mnumber_of_constraints\u001B[49m\u001B[43m)\u001B[49m\n\u001B[1;32m     77\u001B[0m     \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mlower_bound \u001B[38;5;241m=\u001B[39m lower_bound\n\u001B[1;32m     78\u001B[0m     \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mupper_bound \u001B[38;5;241m=\u001B[39m upper_bound\n",
+      "File \u001B[0;32m~/anaconda3/envs/jmetalpy/lib/python3.9/site-packages/jmetal/core/solution.py:15\u001B[0m, in \u001B[0;36mSolution.__init__\u001B[0;34m(self, number_of_variables, number_of_objectives, number_of_constraints)\u001B[0m\n\u001B[1;32m     13\u001B[0m \u001B[38;5;28;01mdef\u001B[39;00m \u001B[38;5;21m__init__\u001B[39m(\u001B[38;5;28mself\u001B[39m, number_of_variables: \u001B[38;5;28mint\u001B[39m, number_of_objectives: \u001B[38;5;28mint\u001B[39m, number_of_constraints: \u001B[38;5;28mint\u001B[39m \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m0\u001B[39m):\n\u001B[1;32m     14\u001B[0m     \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mvariables \u001B[38;5;241m=\u001B[39m [[] \u001B[38;5;28;01mfor\u001B[39;00m _ \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mrange\u001B[39m(number_of_variables)]\n\u001B[0;32m---> 15\u001B[0m     \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mobjectives \u001B[38;5;241m=\u001B[39m [\u001B[38;5;241m0.0\u001B[39m \u001B[38;5;28;01mfor\u001B[39;00m _ \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28;43mrange\u001B[39;49m\u001B[43m(\u001B[49m\u001B[43mnumber_of_objectives\u001B[49m\u001B[43m)\u001B[49m]\n\u001B[1;32m     16\u001B[0m     \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mconstraints \u001B[38;5;241m=\u001B[39m [\u001B[38;5;241m0.0\u001B[39m \u001B[38;5;28;01mfor\u001B[39;00m _ \u001B[38;5;129;01min\u001B[39;00m \u001B[38;5;28mrange\u001B[39m(number_of_constraints)]\n\u001B[1;32m     17\u001B[0m     \u001B[38;5;28mself\u001B[39m\u001B[38;5;241m.\u001B[39mattributes \u001B[38;5;241m=\u001B[39m {}\n",
+      "\u001B[0;31mTypeError\u001B[0m: 'method' object cannot be interpreted as an integer"
+     ]
+    }
+   ],
+   "execution_count": 1
   },
   {
    "cell_type": "markdown",
@@ -68,27 +87,12 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
    "metadata": {
     "pycharm": {
      "is_executing": false,
      "name": "#%%\n"
     }
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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uhCTpT83YJDHRcyV8xKkkQWRm3TFMysjISI6OjnZkXVVtEo2POJ07Z5aPOJU08CJifWaOTHa5Gd1wXfVcCR9xKkmFGXu5aTw+4lSSCjP6TKKKjziVpIJJooKPOJUkLzdJksZhkpAkVTJJSJIqmSQkSZVMEpKkSl1LEhFxRkRsjogN45RZEhGXRsSVEfHjbsUiSZqabp5JrASWVs2MiF2BzwCvysynA3/TxVgkSVPQtSSRmRcAd4xT5G+BczLz5rL85m7FIkmamjrbJPYGdouI8yNifUS8qapgRCyPiNGIGN2yZUsPQ5Skma3OJDEbeDbwcuClwIciYu9WBTPz9MwcycyR+fPn9zJGSZrR6hyWYxNwe2beBdwVERcAzwCuqzEmSVKDOs8kvgksjojZEfEI4LnA1TXGU8kHEEmaqbp2JhERq4AlwLyI2AScAMwByMzTMvPqiDgPuBy4H/hcZlbeLluXxgcQrb5kow8gkjSjdC1JZOaRbZQ5FTi1WzF0gg8gkjST2eN6Aj6ASNJM5vMkJuADiCTNZCaJNvgAIkkzlZebJEmVTBKSpEomCUlSJZOEJKmSDdfTtGbDJu98kjS0PJOYhrHe2F9cex3vP3Otw3ZIGjomiWlo1RtbkoaJSWIa7I0tadjZJjEN9saWNOxMEtNkb2xJw8zLTZKkSiYJSVIlk4QkqZJJQpJUySQhSapkkpAkVTJJSJIqmSQkSZVMEpKkSva4niaHCpc0zDyTmAaHCpc07EwS0+BQ4ZKGnUliGhwqXNKw61qSiIgzImJzRGyYoNz+EbEtIg7vVizdMjZU+BsW780njlpsm4SkodPNhuuVwKeAs6oKRMQs4KPA97sYR1c5VLikYda1M4nMvAC4Y4JixwBfBzZ3Kw5J0tTVdgtsROwBvAY4CNi/rjh6wdtkJQ2qOhuuPwEcm5n3T1QwIpZHxGhEjG7ZsqUHoXWOt8lKGmR1JokR4CsRcSNwOPCZiHh1q4KZeXpmjmTmyPz583sZ47TVdZvsmg2bWLF6nUlJ0rTUliQy8wmZuSgzFwGrgXdn5jfqiqdb6rhN1rMXSZ3StTaJiFgFLAHmRcQm4ARgDkBmntat7fabsdtke9km0ersxbYQSVPRtSSRmUdOouyybsXRD3p9m+zifRaw+pKN3Lt1u538JE2LA/wNoTrOXiQNJ5PEkLKTn6ROcOwmSVIlk4QkqZJJQpJUySQhSapkw/UQc8woSdPlmcSQste1pE4wSQwpH60qqRNMEkPKR6tK6gTbJIZUc69rgBWr19k+IWlSPJMYYgfvu5AVhxfPc7J9QtJUmCRmANsnJE2VSWIGsH1C0lTZJjEDOCqspKkyScwQjgoraSq83CRJqmSSkCRV8nKTHuBYT5KaeSYhwLGeJLVmkhDQvb4UazZsYsXqdSYdaUCZJAR0py+FZyfS4LNNQkB3+lK0OjuxrUMaLCYJPaDTfSkW77OA1Zds5N6t2+3pLQ2oCZNERBwDfDEzf9ODeDRE7OktDb52ziQeA6yLiJ8CZwDfy8zsblgaFvb0lgbbhA3XmXk8sBfweWAZ8POI+MeIeFKXY5Mk1aytu5vKM4f/Ll/bgN2A1RFxStUyEXFGRGyOiA0V818fEZdHxBURcVFEPGMK8UuSumjCJBER74uI9cApwH8Cf5GZ7wKeDRw2zqIrgaXjzL8BeGFm/gVwEnB6u0FLknqjnTaJPwNem5k3NU7MzPsj4hVVC2XmBRGxaJz5FzW8vRjwwrUk9ZkJk0RmnjDOvKs7FMdbge9WzYyI5cBygD333LNDm1QvOS6UNJhq73EdEQdRJIljq8pk5umZOZKZI/Pnz+9dcOoIe15Lg6vWJBER+wGfAw7NzNvrjEXd4zO2pcFVW5KIiD2Bc4A3ZuZ1dcWh7vMZ29Lg6tqwHBGxClgCzIuITcAJwByAzDwN+DCwO/CZiADYlpkj3YpH9bHntTS4YtA6T4+MjOTo6GjdYUjSQImI9VM5EK+94VqS1L9MEpKkSg4Vrp6yv4Q0WDyTUM/YX0IaPCYJ9Yz9JaTBY5JQz9hfQho8tkmoZ+wvIQ0ek4R6yifVSYPFy02SpEomCUlSJZOEJKmSSUKSVMkkIUmq5N1N6isO2yH1F88k1DcctkPqPyYJ9Q2H7XjQmg2bWLF6nYlStTNJqG84bEfBMyr1E9sk1DcctqPQ6oxqpn4Wqp9JQn3FYTuKM6rVl2zk3q3bZ/QZlfqDSULqM55RqZ+YJKQ+5BmV+oUN15KkSiYJSVIlk4QkqZJJQpJUySQhSapkkpAkVepakoiIMyJic0RsqJgfEfEvEXF9RFweEc/qViySpKnp5pnESmDpOPNfBuxVvpYD/9rFWCRJU9C1JJGZFwB3jFPkUOCsLFwM7BoRjj8gSX2kzjaJPYBbGt5vKqc9REQsj4jRiBjdsmVLT4KTJA1Iw3Vmnp6ZI5k5Mn/+/LrDkaQZo86xm24FHt/wfmE5TZrxfIyr+kWdZxLnAm8q73I6APhdZs7cR5FJJR86pH7StTOJiFgFLAHmRcQm4ARgDkBmngZ8BzgEuB64G3hzt2KRBokPHVI/6VqSyMwjJ5ifwHu6tX1pUPnQIfUTnych9RkfOqR+YpKQ+pAPHVK/GIhbYCVJ9TBJSJIqmSQkSZVMEpKkSiYJSVIl726S1FMOOTJYPJOQ1DMOOTJ4TBKSeqbVkCPqbyYJST2zeJ8FzJ0zC8AhRwaEbRKSesYhRwaPSUJSTznkyGDxcpMkqZJJQpJUySQhSapkkpAkVTJJSJIqmSQkSZW8BVZSbRzHqf95JiGpFo7jNBhMEpJq4ThOg8EkIakWjuM0GGyTkFQLx3EaDCYJSbVxHKf+5+UmSVKlriaJiFgaEddGxPUR8cEW8/eMiB9FxM8i4vKIOKSb8UiSJqdrSSIiZgGfBl4GPA04MiKe1lTseODszHwmcATwmW7FI0mavG6eSTwHuD4zf5GZ9wFfAQ5tKpPAzuXvuwC3dTEeSdIkdbPheg/glob3m4DnNpVZAXw/Io4BdgIO7mI8kqRJqrvh+khgZWYuBA4B/i0iHhJTRCyPiNGIGN2yZUvPg5SkmaqbSeJW4PEN7xeW0xq9FTgbIDN/AswF5jWvKDNPz8yRzByZP39+l8KVpO5as2ETK1avG6ghSLqZJNYBe0XEEyJiR4qG6XObytwMvBggIp5KkSQ8VZA0dMYbq6qfk0fXkkRmbgOOBr4HXE1xF9OVEXFiRLyqLPYB4O0RcRmwCliWmdmtmCSpLlVjVfX7QIdd7XGdmd8BvtM07cMNv18FPL+bMUhSP1i8zwJWX7KRe7du/5Oxqlolj37qhe6wHJLUA1VjVVUlj34Rg3Z1Z2RkJEdHR+sOQ5I6phcPX4qI9Zk5Mtnl6r4FVpLUx0wSklSjfm+4NklIUo36/Ql9JglJqlG/P6HPu5skqUb9/oQ+k4Qk1ayfn9Dn5SZJUiWThCSpkklCklTJJCFJqmSSkCRVMklIkip5C6wk9aleDPw3Ec8kJKkP9cuYTiYJSepD/TKmk0lCkvpQv4zpZJuEJPWhfhnTySQhSX2qH8Z08nKTJKmSSUKSVMkkIUmqZJKQJFUySUiSKpkkJEmVTBKSpEqRmXXHMCkRsQW4qQOrmgf8ugPr6SfDVqdhqw9Yp0EwbPWBok47Zeb8yS44cEmiUyJiNDNH6o6jk4atTsNWH7BOg2DY6gPTq5OXmyRJlUwSkqRKMzlJnF53AF0wbHUatvqAdRoEw1YfmEadZmybhCRpYjP5TEKSNIGhTxIRsTQiro2I6yPigy3mPywivlrOvyQiFvU+yva1UZ8DI+KnEbEtIg6vI8bJaqNOfxcRV0XE5RHxg4j48zrinIw26vTOiLgiIi6NiLUR8bQ64mzXRPVpKHdYRGRE9P3dQW3so2URsaXcR5dGxNvqiHMy2tlPEfG68v/pyoj48oQrzcyhfQGzgI3AE4EdgcuApzWVeTdwWvn7EcBX6457mvVZBOwHnAUcXnfMHarTQcAjyt/f1c/7aBJ12rnh91cB59Ud93TqU5Z7FHABcDEwUnfcHdhHy4BP1R1rh+u0F/AzYLfy/aMnWu+wn0k8B7g+M3+RmfcBXwEObSpzKHBm+ftq4MURET2McTImrE9m3piZlwP31xHgFLRTpx9l5t3l24uBep/CMrF26vT7hrc7Af3cONjO/xHAScBHgXt7GdwUtVunQdJOnd4OfDozfwOQmZsnWumwJ4k9gFsa3m8qp7Usk5nbgN8Bu/ckuslrpz6DZrJ1eivw3a5GNH1t1Ski3hMRG4FTgPf2KLapmLA+EfEs4PGZ+e+9DGwa2v27O6y8zLk6Ih7fm9CmrJ067Q3sHRH/GREXR8TSiVY67ElCQyQi3gCMAKfWHUsnZOanM/NJwLHA8XXHM1URsQPwz8AH6o6lw74FLMrM/YD/4MErDoNsNsUlpyXAkcBnI2LX8RYY9iRxK9CY/ReW01qWiYjZwC7A7T2JbvLaqc+gaatOEXEwcBzwqsz8Y49im6rJ7qevAK/uakTTM1F9HgXsC5wfETcCBwDn9nnj9YT7KDNvb/hb+xzw7B7FNlXt/N1tAs7NzK2ZeQNwHUXSqFZ3Y0uXG3JmA78AnsCDDTlPbyrzHv604frsuuOeTn0ayq5kMBqu29lHz6RokNur7ng7WKe9Gn5/JTBad9zTqU9T+fPp/4brdvbRgobfXwNcXHfcHajTUuDM8vd5FJendh93vXVXrAcf3CFlttwIHFdOO5HiiBRgLvA14Hrgv4An1h3zNOuzP8XRwl0UZ0RX1h1zB+q0BvgVcGn5OrfumDtQp08CV5b1+dF4X7r98JqoPk1l+z5JtLmPPlLuo8vKfbRP3TF3oE5BcWnwKuAK4IiJ1mmPa0lSpWFvk5AkTYNJQpJUySQhSapkkpAkVTJJSJIqmSQkSZVMEpKkSiYJaZoiYv9yELi5EbFTOU7/vnXHJXWCnemkDoiIkyl67z8c2JSZH6k5JKkjTBJSB0TEjsA6imcp/FVmbq85JKkjvNwkdcbuwCMpRkSdW3MsUsd4JiF1QEScSzHk9xMoRg89uuaQpI6YXXcA0qCLiDcBWzPzyxExC7goIl6UmT+sOzZpujyTkCRVsk1CklTJJCFJqmSSkCRVMklIkiqZJCRJlUwSkqRKJglJUiWThCSp0v8HTSwrtqqNvoMAAAAASUVORK5CYII=\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
    "source": [
     "from jmetal.lab.visualization.plotting import Plot\n",
     "from jmetal.util.solution import get_non_dominated_solutions\n",
@@ -97,7 +101,9 @@
     "    \n",
     "plot_front = Plot(plot_title='Pareto front approximation', axis_labels=['x', 'y'])\n",
     "plot_front.plot(front, label='HYPE-ZDT1')"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "markdown",
diff --git a/docs/source/api/algorithm/multiobjective/eas/ibea.ipynb b/docs/source/api/algorithm/multiobjective/eas/ibea.ipynb
index a90881ca..09def3df 100644
--- a/docs/source/api/algorithm/multiobjective/eas/ibea.ipynb
+++ b/docs/source/api/algorithm/multiobjective/eas/ibea.ipynb
@@ -35,7 +35,8 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.ibea import IBEA\n",
-    "from jmetal.operator import SBXCrossover, PolynomialMutation\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT1\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
     "\n",
diff --git a/docs/source/api/algorithm/multiobjective/eas/mocell.ipynb b/docs/source/api/algorithm/multiobjective/eas/mocell.ipynb
index d99d768d..9eabfabe 100644
--- a/docs/source/api/algorithm/multiobjective/eas/mocell.ipynb
+++ b/docs/source/api/algorithm/multiobjective/eas/mocell.ipynb
@@ -35,7 +35,8 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.mocell import MOCell\n",
-    "from jmetal.operator import SBXCrossover, PolynomialMutation\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT4\n",
     "from jmetal.util.archive import CrowdingDistanceArchive\n",
     "from jmetal.util.neighborhood import C9\n",
diff --git a/docs/source/api/algorithm/multiobjective/eas/moead.ipynb b/docs/source/api/algorithm/multiobjective/eas/moead.ipynb
index 530dfc41..346a2992 100644
--- a/docs/source/api/algorithm/multiobjective/eas/moead.ipynb
+++ b/docs/source/api/algorithm/multiobjective/eas/moead.ipynb
@@ -35,7 +35,8 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.moead import MOEAD\n",
-    "from jmetal.operator import PolynomialMutation, DifferentialEvolutionCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
+    "from jmetal.operator.crossover import DifferentialEvolutionCrossover\n",
     "from jmetal.problem import LZ09_F2\n",
     "from jmetal.util.aggregative_function import Tschebycheff\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
diff --git a/docs/source/api/algorithm/multiobjective/eas/nsgaii.ipynb b/docs/source/api/algorithm/multiobjective/eas/nsgaii.ipynb
index 13bd1208..abb791f0 100644
--- a/docs/source/api/algorithm/multiobjective/eas/nsgaii.ipynb
+++ b/docs/source/api/algorithm/multiobjective/eas/nsgaii.ipynb
@@ -35,7 +35,8 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.nsgaii import NSGAII\n",
-    "from jmetal.operator import SBXCrossover, PolynomialMutation\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT1\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
     "\n",
diff --git a/docs/source/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb b/docs/source/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb
index dcd88b5b..fd2786e9 100644
--- a/docs/source/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb
+++ b/docs/source/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb
@@ -35,7 +35,8 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.nsgaii import DynamicNSGAII\n",
-    "from jmetal.operator import PolynomialMutation, SBXCrossover\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem.multiobjective.fda import FDA2\n",
     "from jmetal.util.observable import TimeCounter\n",
     "from jmetal.util.observer import PlotFrontToFileObserver, WriteFrontToFileObserver\n",
diff --git a/docs/source/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb b/docs/source/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb
index ee219c57..ff2747c7 100644
--- a/docs/source/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb
+++ b/docs/source/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb
@@ -35,7 +35,8 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.nsgaii import NSGAII\n",
-    "from jmetal.operator import SBXCrossover, PolynomialMutation\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT2\n",
     "from jmetal.util.comparator import GDominanceComparator\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
diff --git a/docs/source/api/algorithm/multiobjective/eas/spea2.ipynb b/docs/source/api/algorithm/multiobjective/eas/spea2.ipynb
index d75c46c2..e1aef5a3 100644
--- a/docs/source/api/algorithm/multiobjective/eas/spea2.ipynb
+++ b/docs/source/api/algorithm/multiobjective/eas/spea2.ipynb
@@ -25,17 +25,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
    "metadata": {
     "pycharm": {
      "is_executing": false,
      "name": "#%%\n"
+    },
+    "ExecuteTime": {
+     "end_time": "2024-06-24T10:53:43.386467Z",
+     "start_time": "2024-06-24T10:53:42.730673Z"
     }
    },
-   "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.spea2 import SPEA2\n",
-    "from jmetal.operator import SBXCrossover, PolynomialMutation\n",
+    "from jmetal.operator.crossover import SBXCrossover\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT1\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
     "\n",
@@ -54,7 +57,21 @@
     "\n",
     "algorithm.run()\n",
     "solutions = algorithm.get_result()"
-   ]
+   ],
+   "outputs": [
+    {
+     "ename": "TypeError",
+     "evalue": "unsupported operand type(s) for /: 'float' and 'method'",
+     "output_type": "error",
+     "traceback": [
+      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
+      "\u001B[0;31mTypeError\u001B[0m                                 Traceback (most recent call last)",
+      "Cell \u001B[0;32mIn[1], line 15\u001B[0m\n\u001B[1;32m      7\u001B[0m problem \u001B[38;5;241m=\u001B[39m ZDT1()\n\u001B[1;32m      9\u001B[0m max_evaluations \u001B[38;5;241m=\u001B[39m \u001B[38;5;241m20000\u001B[39m\n\u001B[1;32m     11\u001B[0m algorithm \u001B[38;5;241m=\u001B[39m SPEA2(\n\u001B[1;32m     12\u001B[0m     problem\u001B[38;5;241m=\u001B[39mproblem,\n\u001B[1;32m     13\u001B[0m     population_size\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m40\u001B[39m,\n\u001B[1;32m     14\u001B[0m     offspring_population_size\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m40\u001B[39m,\n\u001B[0;32m---> 15\u001B[0m     mutation\u001B[38;5;241m=\u001B[39mPolynomialMutation(probability\u001B[38;5;241m=\u001B[39m\u001B[38;5;241;43m1.0\u001B[39;49m\u001B[43m \u001B[49m\u001B[38;5;241;43m/\u001B[39;49m\u001B[43m \u001B[49m\u001B[43mproblem\u001B[49m\u001B[38;5;241;43m.\u001B[39;49m\u001B[43mnumber_of_variables\u001B[49m, distribution_index\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m20\u001B[39m),\n\u001B[1;32m     16\u001B[0m     crossover\u001B[38;5;241m=\u001B[39mSBXCrossover(probability\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m1.0\u001B[39m, distribution_index\u001B[38;5;241m=\u001B[39m\u001B[38;5;241m20\u001B[39m),\n\u001B[1;32m     17\u001B[0m     termination_criterion\u001B[38;5;241m=\u001B[39mStoppingByEvaluations(\u001B[38;5;28mmax\u001B[39m\u001B[38;5;241m=\u001B[39mmax_evaluations)\n\u001B[1;32m     18\u001B[0m )\n\u001B[1;32m     20\u001B[0m algorithm\u001B[38;5;241m.\u001B[39mrun()\n\u001B[1;32m     21\u001B[0m solutions \u001B[38;5;241m=\u001B[39m algorithm\u001B[38;5;241m.\u001B[39mget_result()\n",
+      "\u001B[0;31mTypeError\u001B[0m: unsupported operand type(s) for /: 'float' and 'method'"
+     ]
+    }
+   ],
+   "execution_count": 1
   },
   {
    "cell_type": "markdown",
@@ -65,27 +82,16 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
    "metadata": {
     "pycharm": {
      "is_executing": false,
      "name": "#%%\n"
+    },
+    "ExecuteTime": {
+     "end_time": "2024-06-24T10:53:43.387543Z",
+     "start_time": "2024-06-24T10:53:43.387475Z"
     }
    },
-   "outputs": [
-    {
-     "data": {
-      "image/png": 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\n",
-      "text/plain": [
-       "
"
-      ]
-     },
-     "metadata": {
-      "needs_background": "light"
-     },
-     "output_type": "display_data"
-    }
-   ],
    "source": [
     "from jmetal.lab.visualization.plotting import Plot\n",
     "from jmetal.util.solution import get_non_dominated_solutions\n",
@@ -94,7 +100,9 @@
     "    \n",
     "plot_front = Plot(plot_title='Pareto front approximation', axis_labels=['x', 'y'])\n",
     "plot_front.plot(front, label='SPEA2-ZDT1')"
-   ]
+   ],
+   "outputs": [],
+   "execution_count": null
   },
   {
    "cell_type": "markdown",
diff --git a/docs/source/api/algorithm/multiobjective/psos/omopso.ipynb b/docs/source/api/algorithm/multiobjective/psos/omopso.ipynb
index 15d94311..881d80da 100644
--- a/docs/source/api/algorithm/multiobjective/psos/omopso.ipynb
+++ b/docs/source/api/algorithm/multiobjective/psos/omopso.ipynb
@@ -35,7 +35,7 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.omopso import OMOPSO\n",
-    "from jmetal.operator import UniformMutation\n",
+    "from jmetal.operator.mutation import UniformMutation\n",
     "from jmetal.operator.mutation import NonUniformMutation\n",
     "from jmetal.problem import ZDT1\n",
     "from jmetal.util.archive import CrowdingDistanceArchive\n",
diff --git a/docs/source/api/algorithm/multiobjective/psos/smpso.ipynb b/docs/source/api/algorithm/multiobjective/psos/smpso.ipynb
index 7540ecb3..61c606a1 100644
--- a/docs/source/api/algorithm/multiobjective/psos/smpso.ipynb
+++ b/docs/source/api/algorithm/multiobjective/psos/smpso.ipynb
@@ -35,7 +35,7 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.smpso import SMPSO\n",
-    "from jmetal.operator import PolynomialMutation\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT4\n",
     "from jmetal.util.archive import CrowdingDistanceArchive\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",
diff --git a/docs/source/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb b/docs/source/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb
index 7899394a..bd817225 100644
--- a/docs/source/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb
+++ b/docs/source/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb
@@ -35,7 +35,7 @@
    "outputs": [],
    "source": [
     "from jmetal.algorithm.multiobjective.smpso import DynamicSMPSO\n",
-    "from jmetal.operator import PolynomialMutation\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem.multiobjective.fda import FDA2\n",
     "from jmetal.util.archive import CrowdingDistanceArchive\n",
     "from jmetal.util.observable import TimeCounter\n",
diff --git a/docs/source/api/algorithm/multiobjective/psos/smpso_preference.ipynb b/docs/source/api/algorithm/multiobjective/psos/smpso_preference.ipynb
index 571a311a..a095a987 100644
--- a/docs/source/api/algorithm/multiobjective/psos/smpso_preference.ipynb
+++ b/docs/source/api/algorithm/multiobjective/psos/smpso_preference.ipynb
@@ -43,7 +43,7 @@
    ],
    "source": [
     "from jmetal.algorithm.multiobjective.smpso import SMPSORP\n",
-    "from jmetal.operator import PolynomialMutation\n",
+    "from jmetal.operator.mutation import PolynomialMutation\n",
     "from jmetal.problem import ZDT4\n",
     "from jmetal.util.archive import CrowdingDistanceArchiveWithReferencePoint\n",
     "from jmetal.util.termination_criterion import StoppingByEvaluations\n",