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Update documentation
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@ajnebro
ajnebro committed Jun 24, 2024
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46 changes: 26 additions & 20 deletions docs/_sources/api/algorithm/multiobjective/eas/hype.ipynb.txt
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3 changes: 2 additions & 1 deletion docs/_sources/api/algorithm/multiobjective/eas/ibea.ipynb.txt
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"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",
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3 changes: 2 additions & 1 deletion docs/_sources/api/algorithm/multiobjective/eas/mocell.ipynb.txt
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"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",
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3 changes: 2 additions & 1 deletion docs/_sources/api/algorithm/multiobjective/eas/moead.ipynb.txt
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"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",
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3 changes: 2 additions & 1 deletion docs/_sources/api/algorithm/multiobjective/eas/nsgaii.ipynb.txt
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"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",
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3 changes: 2 additions & 1 deletion docs/_sources/api/algorithm/multiobjective/eas/nsgaii_dynamic.ipynb.txt
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"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",
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3 changes: 2 additions & 1 deletion docs/_sources/api/algorithm/multiobjective/eas/nsgaii_preference.ipynb.txt
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"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",
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48 changes: 28 additions & 20 deletions docs/_sources/api/algorithm/multiobjective/eas/spea2.ipynb.txt
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},
{
"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",
Expand All @@ -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",
Expand All @@ -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": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"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",
Expand All @@ -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",
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2 changes: 1 addition & 1 deletion docs/_sources/api/algorithm/multiobjective/psos/omopso.ipynb.txt
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Expand Up @@ -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",
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2 changes: 1 addition & 1 deletion docs/_sources/api/algorithm/multiobjective/psos/smpso.ipynb.txt
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Original file line number Diff line number Diff line change
Expand Up @@ -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",
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2 changes: 1 addition & 1 deletion docs/_sources/api/algorithm/multiobjective/psos/smpso_dynamic.ipynb.txt
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Original file line number Diff line number Diff line change
Expand Up @@ -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",
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2 changes: 1 addition & 1 deletion docs/_sources/api/algorithm/multiobjective/psos/smpso_preference.ipynb.txt
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Expand Up @@ -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",
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