diff --git a/Manifest.toml b/Manifest.toml index faa6983..f38b518 100644 --- a/Manifest.toml +++ b/Manifest.toml @@ -2,7 +2,7 @@ julia_version = "1.10.3" manifest_format = "2.0" -project_hash = "29a6145c02c22a98034a3568ff449383e5e62744" +project_hash = "aa033784bda443e249e3bfcba6e156ffd538383e" [[deps.ArgTools]] uuid = "0dad84c5-d112-42e6-8d28-ef12dabb789f" @@ -88,6 +88,12 @@ git-tree-sha1 = "8cfa272e8bdedfa88b6aefbbca7c19f1befac519" uuid = "f0e56b4a-5159-44fe-b623-3e5288b988bb" version = "2.3.0" +[[deps.Conda]] +deps = ["Downloads", "JSON", "VersionParsing"] +git-tree-sha1 = "51cab8e982c5b598eea9c8ceaced4b58d9dd37c9" +uuid = "8f4d0f93-b110-5947-807f-2305c1781a2d" +version = "1.10.0" + [[deps.Contour]] git-tree-sha1 = "d05d9e7b7aedff4e5b51a029dced05cfb6125781" uuid = "d38c429a-6771-53c6-b99e-75d170b6e991" @@ -241,6 +247,12 @@ git-tree-sha1 = "129acf094d168394e80ee1dc4bc06ec835e510a3" uuid = "2e76f6c2-a576-52d4-95c1-20adfe4de566" version = "2.8.1+1" +[[deps.IJulia]] +deps = ["Base64", "Conda", "Dates", "InteractiveUtils", "JSON", "Libdl", "Logging", "Markdown", "MbedTLS", "Pkg", "Printf", "REPL", "Random", "SoftGlobalScope", "Test", "UUIDs", "ZMQ"] +git-tree-sha1 = "47ac8cc196b81001a711f4b2c12c97372338f00c" +uuid = "7073ff75-c697-5162-941a-fcdaad2a7d2a" +version = "1.24.2" + [[deps.InteractiveUtils]] deps = ["Markdown"] uuid = "b77e0a4c-d291-57a0-90e8-8db25a27a240" @@ -654,6 +666,12 @@ version = "1.1.0" [[deps.Sockets]] uuid = "6462fe0b-24de-5631-8697-dd941f90decc" +[[deps.SoftGlobalScope]] +deps = ["REPL"] +git-tree-sha1 = "986ec2b6162ccb95de5892ed17832f95badf770c" +uuid = "b85f4697-e234-5449-a836-ec8e2f98b302" +version = "1.1.0" + [[deps.SortingAlgorithms]] deps = ["DataStructures"] git-tree-sha1 = "66e0a8e672a0bdfca2c3f5937efb8538b9ddc085" @@ -759,6 +777,11 @@ git-tree-sha1 = "ca0969166a028236229f63514992fc073799bb78" uuid = "41fe7b60-77ed-43a1-b4f0-825fd5a5650d" version = "0.2.0" +[[deps.VersionParsing]] +git-tree-sha1 = "58d6e80b4ee071f5efd07fda82cb9fbe17200868" +uuid = "81def892-9a0e-5fdd-b105-ffc91e053289" +version = "1.3.0" + [[deps.Vulkan_Loader_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Wayland_jll", "Xorg_libX11_jll", "Xorg_libXrandr_jll", "xkbcommon_jll"] git-tree-sha1 = "2f0486047a07670caad3a81a075d2e518acc5c59" @@ -939,6 +962,18 @@ git-tree-sha1 = "e92a1a012a10506618f10b7047e478403a046c77" uuid = "c5fb5394-a638-5e4d-96e5-b29de1b5cf10" version = "1.5.0+0" +[[deps.ZMQ]] +deps = ["FileWatching", "Sockets", "ZeroMQ_jll"] +git-tree-sha1 = "356d2bdcc0bce90aabee1d1c0f6d6f301eda8f77" +uuid = "c2297ded-f4af-51ae-bb23-16f91089e4e1" +version = "1.2.2" + +[[deps.ZeroMQ_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "libsodium_jll"] +git-tree-sha1 = "42f97fb27394378591666ab0e9cee369e6d0e1f9" +uuid = "8f1865be-045e-5c20-9c9f-bfbfb0764568" +version = "4.3.5+0" + [[deps.Zlib_jll]] deps = ["Libdl"] uuid = "83775a58-1f1d-513f-b197-d71354ab007a" @@ -1009,6 +1044,12 @@ git-tree-sha1 = "93284c28274d9e75218a416c65ec49d0e0fcdf3d" uuid = "b53b4c65-9356-5827-b1ea-8c7a1a84506f" version = "1.6.40+0" +[[deps.libsodium_jll]] +deps = ["Artifacts", "JLLWrappers", "Libdl", "Pkg"] +git-tree-sha1 = "848ab3d00fe39d6fbc2a8641048f8f272af1c51e" +uuid = "a9144af2-ca23-56d9-984f-0d03f7b5ccf8" +version = "1.0.20+0" + [[deps.libvorbis_jll]] deps = ["Artifacts", "JLLWrappers", "Libdl", "Ogg_jll", "Pkg"] git-tree-sha1 = "b910cb81ef3fe6e78bf6acee440bda86fd6ae00c" diff --git a/Project.toml b/Project.toml index 8a4a545..50869f4 100644 --- a/Project.toml +++ b/Project.toml @@ -5,6 +5,7 @@ version = "0.2.0" [deps] Dates = "ade2ca70-3891-5945-98fb-dc099432e06a" +IJulia = "7073ff75-c697-5162-941a-fcdaad2a7d2a" LinearAlgebra = "37e2e46d-f89d-539d-b4ee-838fcccc9c8e" Plots = "91a5bcdd-55d7-5caf-9e0b-520d859cae80" Random = "9a3f8284-a2c9-5f02-9a11-845980a1fd5c" diff --git a/notebooks/Dealing with constrained problems.ipynb b/notebooks/Dealing with constrained problems.ipynb index 40f7d39..ec5ea8d 100644 --- a/notebooks/Dealing with constrained problems.ipynb +++ b/notebooks/Dealing with constrained problems.ipynb @@ -88,24 +88,18 @@ } ], "source": [ - "include(\"../src/bounds.jl\")\n", - "include(\"../src/solution.jl\")\n", - "include(\"../src/operator.jl\")\n", - "include(\"../src/algorithm.jl\")\n", - "include(\"../src/component.jl\")\n", - "include(\"../src/utils.jl\")\n", - "include(\"../src/constrainedProblem.jl\")\n", + "using metajul\n", "\n", - "problem = srinivasProblem()\n", + "problem = srinivas()\n", "\n", "solver::NSGAII = NSGAII()\n", "solver.problem = problem\n", "solver.populationSize = 100\n", "\n", - "solver.termination = TerminationByEvaluations((numberOfEvaluationsToStop = 25000, ))\n", + "solver.termination = TerminationByEvaluations(25000)\n", "\n", - "solver.mutation = PolynomialMutation((probability=1.0/numberOfVariables(problem), distributionIndex=20.0, bounds=problem.bounds))\n", - "solver.crossover = SBXCrossover((probability=1.0, distributionIndex=20.0, bounds=problem.bounds))\n", + "solver.mutation = PolynomialMutation(1.0/numberOfVariables(problem), 20.0, problem.bounds)\n", + "solver.crossover = SBXCrossover(1.0, 20.0, problem.bounds)\n", "\n", "solver.dominanceComparator = compareForConstraintsAndDominance" ] @@ -139,198 +133,296 @@ "outputs": [ { "data": { + "image/png": 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"execution_count": 6, "id": "44759988", "metadata": {}, "outputs": [ @@ -89,7 +89,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "ContinuousProblem{Real}(Bounds{Real}[Bounds{Real}(-1000.0, 1000.0)], Function[var\"#9#10\"(), var\"#11#12\"()], Function[], \"Schaffer\")\n" + "ContinuousProblem{Real}(Bounds{Real}[Bounds{Real}(-1000.0, 1000.0)], Function[var\"#13#14\"(), var\"#15#16\"()], Function[], \"Schaffer\")\n" ] } ], @@ -165,7 +165,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 5, "id": "d496dfdc", "metadata": {}, "outputs": [ @@ -176,7 +176,7 @@ "Number of variables: 1\n", "Number of objectives: 2\n", "Number of constraints: 0\n", - "Name: Schaffer\n", + "Name: Schaffer2\n", "Bounds: Bounds{Real}[Bounds{Real}(-1000.0, 1000.0)]\n" ] } @@ -254,7 +254,7 @@ "This problem can be implemented as follows. First, we create a struct called ``ZDT6`` to contain the problem bounds:\n", " \n", "```julia\n", - "struct ZDT6 <: AbstractContinuousProblem{Float64}\n", + "struct ProblemZDT6 <: AbstractContinuousProblem{Float64}\n", " bounds::Vector{Bounds{Float64}}\n", "end\n", "```" @@ -268,25 +268,29 @@ "Next we define a function called ``zdt6Problem()`` which initializes the problem bounds and the set of functions to retrieve the problem data:\n", "\n", "```julia\n", - "function zdt6Problem(numberOfVariables::Int=10)\n", + "function ZDT6(numberOfVariables::Int=10)\n", " bounds = [Bounds{Float64}(0.0, 1.0) for _ in range(1, numberOfVariables)]\n", "\n", - " return ZDT6(bounds)\n", + " return ProblemZDT6(bounds)\n", "end\n", "\n", - "function numberOfVariables(problem::ZDT6)\n", + "function numberOfVariables(problem::ProblemZDT6)\n", " return length(problem.bounds)\n", "end\n", "\n", - "function numberOfObjectives(problem::ZDT6)\n", + "function numberOfObjectives(problem::ProblemZDT6)\n", " return 2\n", "end\n", "\n", - "function numberOfConstraints(problem::ZDT6)\n", + "function numberOfConstraints(problem::ProblemZDT6)\n", " return 0\n", "end\n", "\n", - "function name(problem::ZDT6)\n", + "function bounds(problem::ProblemZDT6)\n", + " return problem.bounds\n", + "end\n", + "\n", + "function name(problem::ProblemZDT6)\n", " return \"ZDT6\"\n", "end\n", "\n", @@ -300,7 +304,7 @@ "source": [ "The last step is to implement the ``evaluate`` method containing the code of the objective functions:\n", "```julia\n", - "function evaluate(solution::ContinuousSolution{Float64}, problem::ZDT6)::ContinuousSolution{Float64}\n", + "function evaluate(solution::ContinuousSolution{Float64}, problem::ProblemZDT6)::ContinuousSolution{Float64}\n", " x = solution.variables\n", " @assert length(x) == numberOfVariables(problem) \"The number of variables of the solution to be evaluated is not correct\"\n", "\n", @@ -333,30 +337,32 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": null, "id": "00ca6da7", "metadata": {}, "outputs": [], "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "f83004f7", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3 (ipykernel)", - "language": "python", - "name": "python3" + "display_name": "Julia 1.10.3", + "language": "julia", + "name": "julia-1.10" }, "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.11.5" + "file_extension": ".jl", + "mimetype": "application/julia", + "name": "julia", + "version": "1.10.3" } }, "nbformat": 4, diff --git a/notebooks/NSGA-II notebook.ipynb b/notebooks/NSGA-II notebook.ipynb index ccbf2f0..bb51e3b 100644 --- a/notebooks/NSGA-II notebook.ipynb +++ b/notebooks/NSGA-II notebook.ipynb @@ -12,20 +12,12 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 31, "id": "ebc4e903", "metadata": {}, "outputs": [], "source": [ - "include(\"../src/bounds.jl\")\n", - "include(\"../src/solution.jl\")\n", - "include(\"../src/operator.jl\")\n", - "include(\"../src/continuousProblem.jl\")\n", - "include(\"../src/binaryProblem.jl\")\n", - "include(\"../src/algorithm.jl\")\n", - "include(\"../src/component.jl\")\n", - "include(\"../src/utils.jl\")\n", - "\n", + "using metajul\n", "using Dates" ] }, @@ -47,25 +39,23 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 32, "id": "f45c2dcd", "metadata": {}, "outputs": [ { - "ename": "UndefVarError", - "evalue": "UndefVarError: `kursaweProblem` not defined", - "output_type": "error", - "traceback": [ - "UndefVarError: `kursaweProblem` not defined\n", - "\n", - "Stacktrace:\n", - " [1] top-level scope\n", - " @ ~/Softw/julia/metajul/notebooks/NSGA-II notebook.ipynb:1" - ] + "data": { + "text/plain": [ + "ContinuousProblem{Float64}(Bounds{Float64}[Bounds{Float64}(-5.0, 5.0), Bounds{Float64}(-5.0, 5.0), Bounds{Float64}(-5.0, 5.0)], Function[metajul.var\"#147#149\"{Int64}(3), metajul.var\"#148#150\"{Int64}(3)], Function[], \"Kursawe\")" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "problem = kursaweProblem()" + "problem = kursawe()" ] }, { @@ -78,7 +68,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 21, "id": "bef9eff3", "metadata": {}, "outputs": [ @@ -88,8 +78,9 @@ "100" ] }, + "execution_count": 21, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -100,29 +91,25 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 22, "id": "a9b91d3b", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "\"# Alternative crossover operator\\nsolver.crossover = BLXAlphaCrossover((probability=1.0, alpha=0.5, bounds=problem.bounds))\\n\"" + "SBXCrossover(1.0, 20.0, Bounds{Float64}[Bounds{Float64}(-5.0, 5.0), Bounds{Float64}(-5.0, 5.0), Bounds{Float64}(-5.0, 5.0)])" ] }, + "execution_count": 22, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "solver.termination = TerminationByEvaluations((numberOfEvaluationsToStop = 250000, ))\n", - "solver.mutation = PolynomialMutation((probability=1.0/numberOfVariables(problem), distributionIndex=20.0, bounds=problem.bounds))\n", - "solver.crossover = SBXCrossover((probability=1.0, distributionIndex=20.0, bounds=problem.bounds))\n", - "\n", - "\"\"\"\n", - "# Alternative crossover operator\n", - "solver.crossover = BLXAlphaCrossover((probability=1.0, alpha=0.5, bounds=problem.bounds))\n", - "\"\"\"\n" + "solver.termination = TerminationByEvaluations(25000)\n", + "solver.mutation = PolynomialMutation(1.0/numberOfVariables(problem),20.0, problem.bounds)\n", + "solver.crossover = SBXCrossover(1.0, 20.0, problem.bounds)" ] }, { @@ -135,7 +122,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 23, "id": "d5445a96", "metadata": {}, "outputs": [ @@ -143,7 +130,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Computing time: 7497 milliseconds\n" + "Computing time: 848 milliseconds\n" ] } ], @@ -165,302 +152,315 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 24, "id": "83b0fd8f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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"display_data" + "output_type": "execute_result" } ], "source": [ @@ -516,7 +517,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 26, "id": "686a628d", "metadata": {}, "outputs": [ @@ -526,8 +527,9 @@ "100" ] }, + "execution_count": 26, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -538,29 +540,30 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 28, "id": "cff6517a", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "SinglePointCrossover((probability = 1.0,), 2, 2, singlePointCrossover)" + "SinglePointCrossover(1.0)" ] }, + "execution_count": 28, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "solver.termination = TerminationByEvaluations((numberOfEvaluationsToStop = 25000, ))\n", - "solver.mutation = BitFlipMutation((probability=1.0/numberOfVariables(problem),))\n", - "solver.crossover = SinglePointCrossover((probability=1.0, ))" + "solver.termination = TerminationByEvaluations(25000)\n", + "solver.mutation = BitFlipMutation(1.0/numberOfVariables(problem))\n", + "solver.crossover = SinglePointCrossover(1.0)" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 29, "id": "6303597b", "metadata": {}, "outputs": [ @@ -568,7 +571,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Computing time: 1938 milliseconds\n" + "Computing time: 2191 milliseconds\n" ] } ], @@ -582,462 +585,327 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 30, "id": "46521840", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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b/notebooks/NSGA-II with external archive.ipynb @@ -12,19 +12,12 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 9, "id": "ebc4e903", "metadata": {}, "outputs": [], "source": [ - "include(\"../src/bounds.jl\")\n", - "include(\"../src/solution.jl\")\n", - "include(\"../src/operator.jl\")\n", - "include(\"../src/continuousProblem.jl\")\n", - "include(\"../src/algorithm.jl\")\n", - "include(\"../src/component.jl\")\n", - "include(\"../src/utils.jl\")\n", - "\n", + "using metajul\n", "using Dates" ] }, @@ -38,7 +31,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 12, "id": "f45c2dcd", "metadata": { "scrolled": true @@ -47,15 +40,16 @@ { "data": { "text/plain": [ - "ContinuousProblem{Float64}(Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)], Function[var\"#129#132\"(), var\"#130#133\"{var\"#evalG#131\"}(var\"#evalG#131\"())], Function[], \"ZDT1\")" + "ContinuousProblem{Float64}(Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)], Function[metajul.var\"#151#154\"(), metajul.var\"#152#155\"{metajul.var\"#evalG#153\"}(metajul.var\"#evalG#153\"())], Function[], \"ZDT1\")" ] }, + "execution_count": 12, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "problem = zdt1Problem()" + "problem = ZDT1()" ] }, { @@ -68,18 +62,19 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 13, "id": "bef9eff3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "SBXCrossover((probability = 1.0, distributionIndex = 20.0, bounds = Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)]), 2, 2, sbxCrossover)" + "SBXCrossover(1.0, 20.0, Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)])" ] }, + "execution_count": 13, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ @@ -87,9 +82,9 @@ "solver.problem = problem\n", "solver.populationSize = 100\n", "\n", - "solver.termination = TerminationByEvaluations((numberOfEvaluationsToStop = 25000, ))\n", - "solver.mutation = PolynomialMutation((probability=1.0/numberOfVariables(problem), distributionIndex=20.0, bounds=problem.bounds))\n", - "solver.crossover = SBXCrossover((probability=1.0, distributionIndex=20.0, bounds=problem.bounds))" + "solver.termination = TerminationByEvaluations(25000)\n", + "solver.mutation = PolynomialMutation(1.0/numberOfVariables(problem), 20.0, problem.bounds)\n", + "solver.crossover = SBXCrossover(1.0, 20.0, problem.bounds)" ] }, { @@ -102,7 +97,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 14, "id": "d5445a96", "metadata": {}, "outputs": [ @@ -110,7 +105,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "Computing time: 1946 milliseconds\n" + "Computing time: 2182 milliseconds\n" ] } ], @@ -132,414 +127,311 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 15, "id": "83b0fd8f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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panebo1YHEyFqYkQnW2pqKovF4hQGBQUFBwc3ZHcbGxtDQ8OwsDC+A1uITiqCpqZmUVERdwkADB06VFxc/ObNm8TNQkJRURExyHPMmDG/eTZ1Gj16NADs3buX+2f02rVrcXFxenp6xN2jhiOmnaWmpv6yJtG8KSkp3IXnzp2r3ZNM2Lt3L/fbQ4cOVVVVubi48HQve3p6co808ff3T0pKsra21tXVrScYWVnZQYMGlZaWHj58mLt8586dwNXa1dXV48aNKygoOHz4sKmp6bFjx/T09Hbu3BkYGPir020kZWVlNpvN3Up0On3//v081YhhOL9sdkNDQ3Nz89TUVD8/P04hi8XatWsXNOmXCgkLJkLUxGg0mrm5+ZcvX6ZMmRIWFvb582cvLy9XV1e+85dro1AoPj4+YmJibm5uS5YsuXfv3sePHwMDA48cOWJjY0PMRiBYW1szmUwXF5cDBw6cOHHi9u3bAKCkpLRhwwYmkzlo0CA/P79Pnz7duXPH3t4+Nzd33Lhx3ANY/pC7u7uVlVVYWJizs/OTJ08+ffp08ODBadOmkUikffv21XMXky8TExMpKalbt24tXbr0yJEjfFeCJhgbG6upqT179mzJkiXv3r37+PHj9u3b58yZw7d5JSQkXr9+PX369PDw8Ojo6E2bNm3btk1aWpqYNsCttLR0+PDhz58/j42NPXr06MyZM8lk8u7du38Z+a5du8TFxf/5559//vknKirqzZs306dPv3TpkpqaGjGoEgBWr14dEhLi5uZGDPWUl5e/fPmyiIjIpEmTiLVdmhwx69/Nze3+/ftfvny5efOmra1t7dul1tbWJBLJy8vr77//9vb2PnHiRO1uXsK+ffvIZPK8efP+/fffjx8/BgcHu7q6BgcHGxsbz5kzpzlOAQmUMOduoNaJ74R6bh8+fOBerpNMJq9atYr47zP3eiXEEES+C76EhITUXn9ZQ0PDx8eHUycjI2PQoEGc+0zcK8ts27aNCJITwMyZM7nn2PFVzzzCefPm1a6fk5MzZMgQ7ggVFRV9fX256xCZ+8KFCzz7amlpiYmJcZfcuHGD+3ZjPSvLBAcHcw9aoVKp+/fvX7BgAQDcvXuXU41YWebFixfcnahEEuU+GjGP8MWLF9wTTqSkpM6dO8ddjRjeEhQUVDuep0+f8lw4WlpacuZx3r17l0Qi6evr80xAJKYJcubU1zWPkLPsAIG4yLO1teWJgZhsw5lxyGAwBg0axB2Svb09sZbpiBEjuHf09PTkbp96Vpa5fv06z9goe3t77jmO7P+vLMMT27Vr1wBg5cqVtZsOtRAkNo5lQr/p27dvbDZbR0ennuueioqKV69effv2TUpKytbWVktLq6ioqKCgQElJiXPfKC0traqqSk9Pr/ZQFABgs9kfP36MiooqKytTVVXV1dUlpuTzVGMymVlZWZWVleLi4twTzvLz84ODg3NycuTk5GxsbBqyjnZlZWV6erq0tDT3L2NZWVlWVpasrGztgaOEmJiY8PDwsrIyHR0dOzs7nsuOgoKCoqIiFRUVngkGKSkpTCaTZ6ANAJSXl2dlZbHZbGVlZWKMBl8lJSWvX79OTk5WUFBwcHBQUlLKy8srLi5WU1PjjFqUk5MTERHJz88vKyt7/PhxZmammprawIEDeSLs3bv3mzdvMjMzlZSUnj17lpiYKCsr6+joyLNIXm5ubklJibq6Os8wTkJ1dfWrV6++fPlCpVK7dOliZWXF+UtlZmaWl5fTaDR5eXnuXdhsNjG1TktLS1RUtLq6OikpSUpKivNHpNPp+fn53F8YAKipqUlJSeH5WwNARkZGRUUFz3eSuGJms9ldunSxtrauqqpKS0uTlJRUU1Pjib+4uJiYVqGpqSkmJlZaWpqZmUmj0Xgaoby8/OXLl4mJieLi4hYWFrWXz/327RuZTOa5/8pgMLKzs+Xl5bnXukMtCiZChNomTiKsvxonEdZODwi1E3iPECGEULuGiRAhhFC7hhPqEWqbNm/ezPfmK4958+aNHDmynvuRCLV5eI8QIYRQu4ZdowghhNo1TIQIIYTaNUyECCGE2jVMhAghhNo1TIQIIYTaNUyECCGE2rXWmgjLy8v37NnT8PrcjwRCgoFtLnjY5oKHbS54TT7rr7Umwry8PJ5HoNWPwWA0XzCIL2xzwcM2Fzxsc8ErKytr2lzYWhMhQggh1CQwESKEEGrXMBEihBBq15px0e2kpKSEhAQzMzPux5xyy8zMDAwMlJaWdnJy4n6e+LNnz+Lj43v06FH7uZcIIYRQ02quK0IjI6Nu3boNGzbs5cuXfCtERUV17tz56dOnR44c6dOnT3l5OVE+d+7cOXPmvHv3btCgQadOnfrDMMrKypat29ixW2+jHv16DBj6/MWLPzwgQgihNqa5EuGjR48KCws7duxYV4Vt27bNnz//zJkzgYGBVCr14sWLABAfH3/u3Lng4OCjR49euHBhw4YN1dXVjY6hrKzMwnbg0Uy1b3ODMpeHvh24f+SSbcdOnWn0ARFCCLU9zZUIdXR06nkWGpvNvnv3rqurKwCQyeSRI0feuXMHAO7du2djY6OqqgoADg4OVVVV4eHhjY7hkPfJFGPXSpsZQKECACh3LJzhv2n3gcrKykYfEyGEUBsjnAfzFhQUVFRUaGpqEm81NTVv3boFABkZGZxCEomkoaGRnp7O9whMJrO0tHTHjh2ckgEDBlhaWnLXCQh8VtHv50n3VHFWx17v3r2ztrZuurNB/FVXV//JBT1qBGxzwcM2FzyizRvy3GkAoFAoZPIvLvmEkwiZTCYAcE6DQqHU1NQQ5dznRiaTiZp8j8BkMgsKCjglubm5PJVraphAFoGaSoh7DvnJoKgDRv3YZJGqqqq6DouaEPE3EnYU7Qu2ueBhmwse0eYNTIS/zIIgrESopKREpVJzcnKUlJQAIDs7W0NDAwDU1dU/f/7MqZadna2urs73CKKionJycnv37q3nUxxte717cbIm+hEY9QNVA4h5DDf+YUKpldUe7kGqqJlUV1djOwsYtrng1dPmISEhCxcuFHA8bZiIiEhAQICKigqTyRQXF29gImzQkZvqQA1RXl5eUVGhoKBAJpP79ev38OFDU1NTAHj48OGQIUMAwMHBYcuWLWVlZZKSklFRURUVFVZWVo3+uJlTJu7y7AtrX4K8xveiwvQaT0dcGxAhJACJiYkqKipbt24VdiBtxJgxY/Ly8uqaj/cnmisR7t+/Py4uLjMz09vb++HDh6tWrerUqdPZs2ePHz8eFRUFAGvXrh01ahSDwUhOTv78+fOlS5cAwMLCom/fvkOHDh02bNjJkyeXLVsmJSXV6BieBT8XGTCHycmCAKCgybSZevv2nYkTJ/zxKSKE0C/QaLQ/+d884iYhIdFMR26uRGhoaCgtLc35BhD5zMHBgegCBYD+/fs/ffr01q1bxsbG27dvV1BQIMqvX7/u6+ubkJCwZ88eZ2fnP4nha1JqpZIhT2G5omFsYvyfHBYhhFBb0lyJcNiwYbULjY2NjY2NOW8tLCwsLCx46oiKik6fPr1JYtDVVBONTan6uVCsKFmvO//7jgghhNqhtrzW6Ajn4XIRvlBO/1FUViQX4ec8nE+SRggh1D4JZ9SoYCgrK5/av332ikEFFhOrlPRF874qvPM7dXAnMVQVIYQQgradCAHAeaiTbZ/e12/cjIx5Y+loNOroU3l5eWEHhRBCv1ZSUnL58uXg58/TM7M11VTt7Gzd3NxkZWWFHVcb1MYTIQAoKCh4TJ9WUlIiIyMj7FgQQqhBAgICpnrMLK2sYZoMYMkak79kXQ5Yu2rt+jOnTowcOVIAAVRWVoqJiTWwMrGkAIVCac6ImlHbT4QIIdS6+Pv7u7mNYzsuZg/fAGJSAMACYFWV0e9sH+XqesHPb9y4cY04bG5u7u7du0NDQwHAwMBg4cKFtYcrElgslri4OJ1Or+sCND8//+3bt8T8bwBYsWKFjIzMli1bGhFVS4CJECGEWpDc3Nwp0zxYf62GkZt+2iAqyR61nSQqOW3GTHt7ezU1td89srOzs76+vqenJwCEhoamp6fXlQh/6cuXL0uWLImNjSXeTps2TUSkFWeTVhw6Qgi1Pd7e3jVSNBi+nu9WttNqVqjv0aNHf/fyq7Cw8M2bN/7+/sSDDbgfUfDt27cTJ07k5+f37dvX3d2dZ+mygwcPjhw5UldXFwCCg4Pz8/NdXFyOHTuWm5u7Zs0aANiyZUtGRoaYmBixUlhiYuLJkyfz8/NtbW0nTZpEIpEqKys3btw4f/78/fv3V1RUeHh4EI89yM/PP3LkyNevXxUUFEaNGmVvb/9bZ9SE2vL0CYQQanXuPnxc1W3U94fH1UYWqbIcfffh4989rKysrKqq6rZt22JiYthsNqc8NTW1e/fu0tLSQ4cOPXTo0IoVK3h29PHxSU1NJV6HhoY+fPiQRCIZGRmJi4tbWVlZWVmRyeSHDx8+ffoUAFJSUnr06CEjI+Pk5OTl5bVy5UoAqKys3L1796JFi/r06aOvrz9gwIC8vDwAmDBhQn5+/pQpU/r27cv5CKHAK0KEEGpB0jMyoLdOfTWUdNOiLvzuYSkUyp07d1avXm1ubi4nJzd69OgdO3bQaLQjR44MHTp0/fr1ANC5c2dTU9NNmzb9cm3L/v37nz9/fsyYMTzlR44cGTZs2Lp16wDA1NS0S5cuGzduJDZt3ry5a9euAHD9+vXXr187OzvHxcUtWbJk4MCBv3suTQ6vCBFCqAWRlZWFssL6ajAK5Ro1Dcza2jooKKiwsNDPzy8kJGTGjBkA8OXLF043qb6+vqSkZGJiYiMOTuA+mqGhoYSExLdv34i3nGXFlJWViSfo7dixY/LkyZ07d161alVmZmajP/TPYSJECKEWxK5PT+rn+no+qZ8DbXv3bPTxpaWlBw8evHnz5pcvXwKAvLx8UVERsam6urqsrIxnsjWVSuU8ebikpIR4UdcjkLiPVlVVxX202s8FnDBhQlZW1okTJ9LS0v5wZek/hIkQIYRakJkzZtR8eQUf7/PfHPO45vOzWTNn/O5hS0pKLly4UFVVBQBMJvPhw4fEJdqQIUP8/PyI7OXt7W1kZNShQwfuHfX19Z8/fw4AhYWFV69eJQoVFRVzc3MrKip4PmXw4MGcox07dszY2FhLS6uukD5//kyhUGxsbBYuXJiRkfG7Z9SE8B4hQgi1IJaWlvMXLDzuM7V6rj8Y2v60Lf4V9ZT79NlzevZszBXhsWPHZs2apaOjk5OT07Fjx7NnzwLAmDFjQkNDjY2NlZSUmEzmxYsXyWQym80WEREhLvvWrVs3ZMiQa9eukcnkXr16EYcyMDBwcXHR19cvKytLS0ujUCjEbHo3N7ewsDDO0S5dulTPA+JdXFxYLJaSklJ6evq+ffsacUZNhcQ9fKgVSU1NtbGxSUlJaWB9XFlG8LDNBQ/bXPDqaXM/P7/79+/7+vr+7jFrampmz5l75owP2WoUs9sIkFOD4mzy+wD2W/9J7pNPnzxBpdYxpvRXKisrs7KyFBUVpaWlucurqqoKCgrqmpvIZDIzMjI0NDQauHZMZWVlUVGRqqrqL2sWFBQwGAx1dfWGTEPs3Lnz1atXTU1NGQyGpKRka31CPUIIoV8SERE5ferkOLex+w96BV+YV84okZCSsbOzW3rv3uDBg//kyGJiYjo6fIakioqK1jNDn0Kh8PSX/vJTGpIFAYBGo9FotIYfuZlgIkQIoZbI0dHR0dERACoqKsTFxYUdTluGg2UQQqhFwyzY3NpjImylt0URQgg1h3aUCOl0+oyFyzVMrNQ699Ax6+F19Djx6BCEEELtWXtJhFVVVT37O52r7Jq5LCRn2euUuYHr78ZOn79U2HEhhBASsvaSCK/4X0vTHVjdYwIQI25FJUtd9twP/djwCRgIIYTapPYyavTx63CG0WSewlKDAWFhYdra2kIJCSHUtomJid26datTp07CDqSNSEtLExMTa5omKIQAACAASURBVI4jt5dESCGTgcV7R5DMZtaz6gFCCP2JUaNGWVlZ4ei8piIhIaGurt4cR24vifAv+94Prt0p0e/zo4jNlvz8sHfvWcILCiHUlpHJZD09PWFHgX6tvVwPuYwYYVAUJfHkANRUAQCU5Mr5Tp88clAz/f8CIYRQa9FerggpFErI47vb/j3ge2xARXW1gqzMltVLXF1GCjsuhBBCQoaLbqPmgm0ueNjmgodtLnhNvuh2e+kaRQghhPhq14mwuLg4KSkJ15dBCKH2rL3cI+QRExMzae7S9OJKkrQSK+vL9Aljt/69utGP+EIIIdR6tcdEmJmZ2X/UxOzxPqDZBQCAVeP1YNe7MRNnThxjbGxsZmYm7AARQggJTntMhLs9j+bar/yeBQGALFLu9PfjzVYvSB+k8652FC296Xsap1UghFA70R7vEYZFRbM69uYpZJv0rzBwyJvi99Zy6ZDRE4USGEIIIcFrj4lQUlICKkp4S8uLQVQSANhG9pkU5ejoaCFEhhBCSODaYyIcN3yw9LuLPxWVFUFyBGibE+/KVU0SExOFEBlCCCGBa4+JcNrkSWaMj7IB6yE/BaorIPYZeA6HEZuB/P2OqVhxhrKysnCDRAghJBjtcbAMhUJ5+TDg1Nlz5/xXpSQnZZdUVs2+AqoG3zcXpEmmRXTvflSoMSKEEBKQ9pgIAYBMJs+aPnXW9KkAsH7rrhNX5+f1mgUKmqLJb5Ui/a7+5y0i0k5bBiGE2hv8uYftG9ZMGj3i4rVbiWlv+vTrPPnEc2lpaWEHhRBCSEAwEQIAmJiYbPnbRNhRIIQQEoL2OFgGIYQQ4sBEiBBCqF3DRPhDUlLSmKmzO1n06dLbYd3mHeXl5cKOCCGEULPDRPhd8PMXPf4afU3JNXHO408T/A8kyJj1tqfT6cKOCyGEUPPCRPjd9EUrcz2us40dgEIFCdkKuzkp1rM37twr7LgQQgg1L0yEAAA5OTmlIrIg/9MTJ6qtRt999ERYISGEEBIMTIQAAJWVlSQxSd5SEbHq6mphhIMQQkhwMBECAGhoaEBuItRU/lQa/7qbOT6kFyGE2jhMhAAAFApl2bxZchfn/ng8U1accsDKXX+vFGpcCCGEmh2uLPPdqiULaHKym/YMrJFWhqoyNVmxMxdOGhgYlJeXS0hICDs6hBBCzQUT4Q8zpk2eMW1yXl6elJRUcnLy9EWrEtKzgCIqCdU7/l4xfuwYYQeIEEKo6WEi5KWkpJSYmGjvMjF7jDdodwMAYBTM9VqUnVuwZP5sYUeHEEKoieE9Qj7Wbt2T47T9exYEACkafeKpXZ5HmUymUONCCCHU9DAR8vE2MoptaPdTEVUcVPRTU1OFFBFCCKHmgomQDxGKCDBrzSCsqaRSqcIIByGEUDPCRMjHkIH2IpE3frwvyoQrK4qSYxet23Ln3n3hxYUQQqjpYSLkY/Oa5VpvjoiGnIWaSvj0GLyGQ6c+lcseX+8wbfK+yyPGT2Wz2cKOESGEUNPARMiHgoLCx5Cn81RSOx4fRDk3E5Y9BKtRoKAJulaF408+KxC/duOmsGNECCHUNDAR8ictLX1g55ZLJzwVrAaDtCL3puKeHv/53xZWYAghhJoWJsL6FBcX10jQeEulaIVF+JxChBBqIzAR1sfY2Jia+o6nkJT01rqrqVDiQQgh1OQwEdZHU1Ozeyd10RcnfhTlflN+snus818vX77MyckRXmgIIYSaBi6x9gtX/zsxd/na+/tt2NoW5JIcieI0EpXksmpfjZwmJf2DtYGW73EvGq1W9ylCCKFWAhPhL0hKSv53zLO4uDguLk5ERMRp3LSsyRdA1YDY+uh9wOBR498+eyjcIBFCCDUado02iKysbPfu3e8/fprXew4nCwIA09w5iaUQFRUlxNgQQgj9CUyEvyHi05eaDhY8hflKXSZMm/3161ehhIQQQugPNVfXKJvNPnHixJ07d2g02vLly7t27cpT4dixY9wXUsrKytu2bQOATZs2ZWZmEoWGhobLly9vpggbQVFeFkrzeQrZ5cWfjdxsh7u9vuffsWNHoQSGEEKo0ZrrivDIkSN79+6dP39+ly5dHBwc8vLyeCp06tTJ6v8iIyOTkpKI8itXrsjLyxPlhoaGzRRe40we7UwLPf1TUXkxfHoEttNyhu1atXmXkOJCCCHUeKRmWjbTwMBg7969I0aMAAAnJ6f+/fuvWLGCb82KigoNDY1r1645ODgAgKmp6cmTJ21sbOo/fmpqqo2NTUpKSgPjKSkpkZGR+Z0z4G/O0tVXXn8utF8KtA6Q8h7u74a/VoOFM7BZOl62SR/D/vwj2oymanPUcNjmgodtLngMBkNSUpJEIjXVAZula7SoqCg+Pp6TzPr27RseHl5X5Rs3bsjLy/fr149T4uXl5ePjY2lpOWPGDDExseaIsNG8D+wefu/e6DkLK1SMQM0I5lwGmhYAAItJIjfZXwUhhJDANEsizMrKAgAFBQXiLY1GI0r4On36tIeHB5n8vZPW1dVVV1eXzWafOnXq0qVLz549o1AotfcqLy/Pzc3t378/p2T06NHu7u51fUppaWnjzqU2O1tbFVnxlImHQEaZU0j5eM+mp3V0dLSSkpKUlFRTfVar1oRtjhoI21zwsM0Fr6ysjMlkNvCKUFxc/JePkm2WREhkgoqKCuJFeXl5XV0HSUlJwcHBZ86c4ZRs3bqVeOHm5qatrf3y5Uvui0UOCQkJOTm5devWcUrMzMzq76Bowu6LY/t2TF7mmj/6EHQwBzZLJPKm+K11D8TFH8fmsOnZOorSvt4HW9oNTqHALiPBwzYXPGxzASOTya2ga1RNTU1UVDQpKalz584A8O3bNy0tLb41z5w54+jo2KFDh9qbZGRk1NXV61nGTFRUdODAgU0V829xGjzo6SX1BWs3J1xNEhGhAJud1WNi6V/rgEwBgJyUSHtntw8vA5WUlIQSHkIIoYZrllGjVCrVxcXl1KlTAFBYWHj9+nU3NzcAKCoqOnr0aFVVFVGNxWL9999/06dP5+xIp9Pz87/PT3j06NG3b9+srKyaI8I/Z2ZmFnzHPy0m/PWDG2UUycqhG4gsCACgbZFjs8Dz2EmhBogQQqhBmmv6xPbt2wMCAqytrU1NTYcNG0Z0b2ZmZs6fP7+srIyo8/jx49LS0uHDh3P2SklJ0dXVNTMz69Kly/jx448dO9byZ+ZFR0dX6fXiKWR2snkV8UEo8SCEEPotzTWhvlOnTnFxcTExMQoKCpyeTyMjIzqdLisrS7y1s7P79u0b97hQMzOzrKysxMREERGRjh07trQho3xJSkpSKkt4SyuKpSQlhBEOQgih39OMi26LiIjwLChDJpM5WRAAxMXFxcXFefaSkpIyMzNrvqianLW1NTV+PlSWgpg0p1A24sLEKX8JMSqEEEINhGuN/ilxcfF9W/5WPDYMvryAmkrIS5K7sdKKlDp2tCsAVFZWVlZWCjtGhBBCdaovEYaGhvr4+Bw9epR4m56ezhnJgrhNHDfmpf/p0TmX9U8O7vtiref4HkG3/Z8FPzfubqfdvb+2tYNpT/vnL14IO0yEEEJ88F9iraCgwMXF5fnz5wCgqamZlpYGAPPnz4+JiXn69KmgY+RHWEusNdCjwMfjV2wvmOjzfd2Z/BSa37Srnlv6O9gLLAahw6WnBA/bXPCwzQWvyZdY439FOGfOnISEhPv37z948IBTOGHChBcvXpSU1BoYgmpZsn5rgft/37MgAChqF0w6u2T9FqEGhRBCiA8+ibCsrOzmzZuenp5DhgzhHsxiZGTEZDJTU1MFGF5rlV9SCvLqPxXROuQU0oUUDkIIoTrxGTVaWFhYXV1tamrKU05ch5aXlwsirtaOxaxdVlJc7DZjfl9LM4+pkyUlJT98+BBw/1EBvcS2ezdnZ2e+S6oihBBqbnyuCJWUlMTFxd+/f89T/vz5czKZ3PJnuLcEBnq6kBL1U9G3t2Vy2ldUJ658WWpo1XfUxGkDZqzZkKh+oNRyypnXpj3s0tPThRMrQgi1b3yuCMXExFxdXdesWWNkZMS5GxkaGrpkyZKhQ4dynimB6nHq4C77EeNyh2xmdR4EAPDhHgRshTmXQKVTpV739Br2raSPrFm3iMolXZ1K41+5Tp71JuiuMINGCKF2if9gGU9PTwUFBUtLyzFjxuTl5enq6vbq1UtUVPTYsWMCjq+VMjY2jgp+MK4sUO+Ig/jGzhAZAEvvgkqn75vjglnOG7nrs/VtvhUwCgoKhBArQgi1b/xXllFUVHzz5s358+cfPnyYm5srKyu7aNGimTNn4ijhhlNTU/M7eRgAuvTp/2ncPpCQ+7GtJAcUNHl3UNDKycmh0WgCjBEhhFDdS6yJiYnNmDFjxowZgoymTTLU7/Qp/RPo9/lRROsA2V9B3finejkJmpq1siNCCKFmxr9rdNasWQEBAdXV1QKOpk1av3iO4r0NUF7MKRFR0aNeXgrMH81LDb/cvbMBXnAjhJDg8b8ifPfu3cmTJ1VUVCZOnDh16lSetbPRb7Gysjq2adni9Y5VHftUSdDEv4X0MtDoOWWYl2c/RudhVaIyct9edFUSuejnI+xIEUKoPeK/xBoAREREnDt3ztfXt6CgwNTUdPLkydOmTVNRURFwfHVp4Uus1VZWVhYVFVVQUGBmZqajowMAubm5r169KikpsbCw6NKlixBjayZCb/N2CNtc8LDNBa/Jl1irMxESysrKbty48d9//wUFBYmIiDg5Od24caOpPvtPtLpEWL/Hjx8Hh7wVE6UOGWBvbW0t7HCaRgtv8zYJ21zwsM0FT9CJkOPNmzfjxo1LTk5uYP3m1mYSIZ1Od3QZF0/RKjRwBGa14kd/244KV8+eEBFpxkdFCkaLbfM2DNtc8LDNBU9Ai25zlJWV+fn5DRo0yMbGJjMz08XFpak+GBE8Fq6INHQvdDsKli7QfWz+9CuB5Vp7DhwSdlwIIdRe1JkIIyIiFi9e3KFDh0mTJqWnp+/YsSM1NfX69euCDK7NY7FYz9+E1ViP4S5k9F/mc9FfWCEhhFB7w7//zdraOiIiQkVFZcqUKThqtPkwGAyyVK0Z9CKiJcX0169fm5qaysvLCyMuhBBqR/hfEVpaWt66dSstLW3//v2YBZuPtLQ0uzQfuG+7frwP2/vky3Z03n7BsM+guUtX42xOhBBqVvyvCE+cOCHgONonEonk/Ncg3+AjFfYLAACSwuH+Xlj2gCmtmA8AbPZ/gXuqlq4+fXi/kANFCKG260ciLC4uzszMVFZWptFoCQkJNTU1fHcwMjISVGztwuF/t+dMnR1y0qXIcBAz7Apr7L8grfh9G4lU7rjq9r7e5eXlEhISQg0TIYTarB+J8Nq1a9OnT9+xY8fatWv79OmTk5PDd4cWMn2izRATE7t18WxMTEzIm9D1b+jZHcx/2kwikTRMkpOTjY2N6zgAQgihP/IjEQ4YMODGjRudO3cGgP/++6+iokJ4UbU7pqampqamh89ezC7NBzm1n7aV5MrJydWxH0IIoT/1IxFqa2tra2sTr4cMGSKkeNo19zEjvz47yfhrw4+irDhFcoW6urrwgkIIoTaO/6jRsWPHxsTE8BTGxMQ4Ojo2f0jt18I5M60rouX9F0FSBOTEU1+eUvd1v3L6CJPJPHjEW9+yj4aplZG17akz57CDGiGEmgr/UaPPnz8vKiriKSwqKgoKCmr+kNovKpX67O716zdvXbh5tohebN/LavGh5zIyMoNdxr2GjqUe90BMKrOcvvzK5scvXl/y8RZ2vAgh1Bb8xoKWSUlJysrKzRcKIowaOWLUyBGcty9evAgvopZO3AwAwGZD1J3iL2+vvst7Zmg+aYzLlvWrJCUlhRYrQgi1fj8lwmvXrnl7ewNAYWHhkiVLuMdolJaWRkZGOjs7CzrAdu/h0xcFxsO+v/FfA1XlsOQuS0I2m8U88vJk4MCh7148plAoQo0RIYRasV8sus2hoaGxZs0aIk0iQWIyWUCmAAAUpEJSBEz0AglZAAAypcJuTqJyjytXcWFShBBqvJ+uCF1dXV1dXQFg0KBBe/fuxcXVWoL+fXse//dqocUI+PYWOvMOVio1cbr77Pr4cW5CiQ0hhNoA/leEjx49wizYQgwcONCQmSb+9BCwWfy2s0uKix8+fBgXF4dDSRFCqBH4J8J//vln586dPIWnTp1asGBB84eEfkIikZ7eubawY6lq0A5y+BWerZSIa88iYty8n9nO/KdLb4fPnz8LJUiEEGq9+CRCFot18ODB2muKdu3a1dvbu7CwUCCBoR8kJCT2bP0n6+tHD5fBspfnQzkdAIDFJAUeZCaEFS8Ppg/dkjvZN8bJ03HUxNLSUmHHixBCrQmf6RN5eXklJSUmJiY85SYmJkwmMzk5WUFBQSCxIV7HD+7p43th2wHn0vJKVnVVsZhi5crA70NpAEDDtKCrq//1G1Mnuws1TIQQak34XBGKiIgAQHZ2Nk95VlYWAOBIfSEikUhT3SfGv3ud9Tli7cJZlT0nA/Wnp1KUq5u/+/QFAPC6ECGEGohPIqTRaIaGhp6enjzlnp6ecnJy+BimFkJJUUGsLJenkFyQHBIaqmbUTd92mJqR+ZI1G8rKyoQSHkIItRb8V5bZtGnThAkTbGxspk2bpqWllZWVdeXKlfv37+/du1dUVFTAISK+Bg8aJLvdKbff3B8XhTWV5Ht7okb+UzPRHUgkYLO8n3tHjBr/4sEtoUaKEEItGv9EOH78+PLy8rVr186cOZMoUVBQ2Ldv39KlSwUYG6qPiorK7nXLVu8enGe3lK1uAjkJsnc2VJkPqeg1+XsNErmy37zPfuGvX7/u06ePUINFCKGWi1TP5LOampoPHz4UFBTIysp269atRV0Lpqam2tjYpKSkNLB+SUmJjIxMs4YkFMnJyYdOnomOSzTqpFPGKD3FtoVuw7krkF6f32vOWLZ4oeBja6tt3pJhmwsetrngMRgMSUlJEonUVAesb9FtERERS0vLpvok1Bx0dHT2bttEvN64bRekVfJUIDErxESpz4KDPU/5JqemGup3WrdoNq6WgBBCHHWuNRoSEjJ27NjOnTsTz6wHAC8vLx8fH0EFhn6bk6ODYvR1nkLap5uvwt65rvO6qeMROfLMZcXR/acsOXAY14xFCKHv+CfCgIAAOzu7uLg4AwMDOp1OFIqJiW3cuBHX8WqxevbsaacrK3dtKZTkAgDQM+X8ZvQ11HgUk1kw9SLoWoG0Ehj0zZ99e+exM8RkGIQQQvwT4dKlS8ePHx8ZGblkyRJOoYODQ1paWkZGhqBiQ7/t2vlTnhP7mPm7ax3sYxEw8/QiF2ND/Xwrd+DuTBcRLTYb9eTJE+GFiRBCLQife4Q5OTmJiYlXr14lk8ncdyM1NTUBICsri3iBWiASiTRl0oQpkyZwSgJfvPn+2CYuVeLyRfRiwYaGEEItFJ8rQiL5sVi8zzogrgWlpKQEEBZqKj3NTSVS3vIUUuOebtpzUN3Uupud4/MXL4QSGEIItRB8EqGysrKenp6vry/8PykSDh8+rKysbGBgILjo0B8bN3aM8udbkBDyo+jdjeqs+Nx1H7KWhbx3OuqyaLPfpavCCxAhhISM//SJLVu2uLu75+bmGhoaVldX+/v7X7582d/f38vLC9cabV0kJCSe3702YebC+AclbCXdkq8RldLq7MV3vt81VNItmH551aaBE9xGN+GkHIQQakX4J8JJkyZVVlauW7fuwoULADBmzBgZGZk9e/bg8whbIx0dnVePAgoKCtLS0lzcZybO8Qeq+I/NErJMRd2UlBQdHR3hxYgQQkJT54R6Dw8Pd3f3yMjIrKwsGo1maWmJdwdbNRqNRqPRyHwv6Nmsk//5BodGMhil/Xr3+HvFYkVFRYEHiBBCwlHfyjKioqI9e/YUWChIAPrZ9E6MfsiyGPGjqCgjPy78YIceDLtdICb18fPjSzYDHl09b2ZmJrwwEUJIcH4kwoyMjJiYGH19fV1d3efPn1dVVfHdQUZGRk9PT0VFRVARoqa0dd2K+w5OWaLirM6DAQDyU8SOODOd/2HYTCcq1Fi7ZZFFh44e53fKu2fPni1qgVmEEGoOPxbdPnPmzPTp03fs2LF27Vo1NbXaD+blIJPJs2fPPnr0qKCC5AMX3W60zMzM+as2hEZEsQBUaPK5ubmZS15+v2uYmwj/zQZFbZKasXxZunRK6PljB/rZ2Tbug7DNBQ/bXPCwzQWvGRfddnZ2Dg8PJybLP3r0qLq6mu8OZWVlYWFhK1eunDx5cq9evZoqDiQw6urq18+f4rzt0Nn6exZk1cBJd5h0BLS7sQEKAQrpmWNnjvjw/IGqqqrQwkUIoWb2IxEqKipyhkjU/3QCW1tbLy+vuLg4TIRtQEc93bT0aNDsAl9fga41aHf7sU1OvaD3nH8PeI0eOdzExEROTk54YSKEUHOpb7AMnU6PjY1NT09XVVU1NjbmHkn48eNHMTGx5g8PNbs9G1YOnbk4f4ov5CWBujHP1hp1kyNXTpz9UEj+9tZ1SH+vPduoVKpQ4kQIoWbCf9Ht6urq5cuXq6mp9erVy9XVtW/fvmpqah4eHgwGg6ggKyuLibBt6Nmz58X9G3XOusq/OUXKTeTdXJhR0dU5f5Rn7rJXZ9NlZy1eKYwYEUKoGfG/IlyyZIm3t/e0adNGjRqlpqaWl5d3//59b2/vgoKCGzduCDhE1NwcBw5I+vj2y5cvfZ1cc0vzQFrp+wZmNTw9Cu5HAQBIpArHlQH/9rp165aOjo6ZmRmuMYQQahv4JMKysrJTp05t27Zt7dq1nMJBgwZ169Zt6tSpqampHTp0EGCESEAMDQ19vQ9OWTg0z3pqjWZXyE2C4OPQZzKoGX2vQSIVyWhPOnRHAqqlcmLOHT1g29dGqCEjhFAT4NM1WlxcXFVV5eLiwlNOlOTk5AgiLiQMgwYOiHkdtL8X1Z1+U/PlAXDbB3YzuCuwampKB63LHXcyafJV1xkL09LShBUqQgg1FT6JUEVFRV1dPTY2lqc8NjZWXFwcnz7RtikoKCycP/fcsYOrFs+Tirn307acBCgrBJoWAIC8Rn6/5YdPnBFKkAgh1IT4JEIymXzo0KFFixbdvn2b81TCZ8+eTZ48ed++fbKyvE95RW3SvFke3as/y19dCEkRkJsIL06D9ziY4MmpwCorPnz6nKqJlYaJ5YjxU7GrACHUSv1YWcbf33/16tWcDdnZ2QwGQ0xMTFVVNTc3t7y8XFxcXENDIyEhQUih/gRXlhGM6zdv+d249y05OTa3onyOP0j8fyph8En4eA/cj4GcGgBAVADlwqK9m9cvWTiPsy+2ueBhmwsetrngNePKMhoaGgMHDmyq46K2YdTIEaNGjqiqqtLt2rO85v/Lz9ZUwTNvWP8aRP4/haabM7O8ZI3nUTaJvHTBHGFFixBCjfDjirB1wStCAQt68nTivOV5NvOZ2lYQ/4r06SF73rWfapTmw4mJasz89M/vyGQyYJsLA7a54GGbC16TXxHyn1DfVDgT8AW2I2omA/o7RL98tKFT/l8xB8eSI+WlJXlrsFlAprBpHepZrh0hhFqgOhNheHi4q6trp06dxMTEdHR0hg0b9vTp04YfNyIiwsjISFtbW1tb+8mTJ7UrzJs3j/Z/xErfhDt37qirq2tra5uZmX369Om3TgY1KyUlpY3rVt27fNb31DHRrBioLv9p84d7oN+HXVH6LjLSws5Ro7O1Sc9+0+cvLSgoEFK8CCHUIPwTYWBgYJ8+fR4/fmxtbT1nzpy+ffuGhYUNGDDAz8+vIQdls9nu7u4LFizIz88/cODAhAkTaj/dsKysbMWKFQkJCQkJCZyEV1paOmnSpLNnz+bn548fP3769Ol/cm6omVCp1E2rl4kdHgEF/59HGO4PT49BtxFkRoH7Bs+ood6ZS0PSl4WeZ/WwsHUsLCyk0+klJSVCjRohhPjjf4+wc+fO8vLyd+/elZeXJ0rKysomTpz46tWrjIwMEZH6luoGgLdv3zo6Oubm5hILNOvr6+/fv9/Z2Zm7ztSpU83NzZcuXcpd6Ovru2/fvsjISABgMBhKSkqRkZHGxrwrQQPeI2wBbgUEjJ2xqJoqyaaKg34fkn4fpaf/MisYBavfguiPjlPK1dWSnwLIsqoAbHlK9akDuwYOHCDEsNs2/J4LHra54AniHmF+fn5MTMzOnTs5WRAAJCUl9+7dm5ub+/nz518eND4+Xl9fn/OYAhMTk/j4+NrVtm7dKiMjY2Fhce3aNc6OJiYmxGspKakOHTrUM1uDxWIVcqnrAYqomYxwdi5K/rx2tnsXTQX9wqiJ7DeXvfeL6FlzZ0GIvMVMiihZHkxf9oy+LDh5iv+weeuC+HWVI4SQsPC5tqupqQEACQkJnnKihNhaPzqdLiUlxXkrIyNTWFjIU2fhwoVErr1169akSZM6dOjQo0ePhuxIKC8vz8rK6tixI6dk5cqVCxcurCuk0tLSX4aNGmHN0gVrli4gXsfGxvJ2L1z/G1Y//bGKt7xG5YyLE+eM/BrxSpBBth/4PRc8bHPBKysrYzKZDbwiFBcX/+XD4/gkQhUVFS0trb179168eJEYB0/Yu3evlJQU345KHsrKysXFxZy3hYWFKioqPHWsrKyIF+PGjbtx48bt27d79OihrKyckZFR/44ECQkJDQ2NhneNAgB2XzS3bt26kTKiobri+yPv2WxgVv/IggRah7wi7EpqRti2godtLmBkMrm5JtRzkEikbdu2TZ069ePHj6NHj9bU1MzJyblz505YWNiOHTtqXynWZmJiEhcXx2AwpKSkWCxWVFTUypX1PceuqqqKeKaPqanpmTPfl6/Mz89PS0vj9JSilo9Kpa5funDjf+5FYw6BnBoAG5h8+g/YzJpFq/7OLSjqa911+hT3hnyjEEKoGbHrcPHixPdY9AAAIABJREFURe4kpKend+zYMRaLVVd9Hra2tgsXLkxLS9uyZYuRkRGTyWSz2QEBATNnziQq7N2798OHDwkJCZ6enhISEu/fv2ez2VVVVVpaWvv27UtLS5s+ffrQoUPrOn5KSkqHDh0aGAybzS4uLm54ZfQnAu7cNbK2VTG2VDO2JCtowoZQOFn149+KQJKCJiy+DWtfiI/brWVi+enTJ2GH3Hbg91zwsM0Fr7S0tOHJqCHqnEc4bty4mJiYnJyc+Pj4zMzMxMTEOXPmNPxS9OLFi5mZmXZ2dm/evAkICCC6WEkkEudprlFRUePHj3dycnr06NHDhw+7du0KAFQq9e7duw8ePOjXr19FRYWPj0/jMzwSkuFDnWLfPs/+HPEl7JnzkAGkk+7w7iZUV0BVGYRdhnNz2FajoMtg6NizYsDStPFnXafMFnbICKF2DZdYQ82lpKSERCI5DB31MYNeWVkJJDIZWCxpZVhw/ftNRAAAUDntGnbpkI6OjhBDbTPwey542OaC14yLbiPU5KSlpd8GP3r8+HHg8xAREcrFy1e/zbnEnQUBgCWrmpeXh4kQISQsmAhRsxs4cCDxYJOYL4nfMmKgUy/ureTMWD09PeI1m81OTk5OT083MDCoa8AwQgg1LUyESHDWL5nzYvry/JnXQeL7451FQ893N9al0WgAEBMT4+YxL4ckz6Rpk9M/WnZU9z3upaSkVO8hEULoT2EiRIJjbW19eMPiZf84VnbsWy0hL/4tpJeh5gWfYwBQVFQ0cNTEzAn/gcb3scqBH+4OHOkW+eJxE94JQAih2jARIoEaN2aU89Ah7969Kyws7NrVg3Nr8Mx5v/zuUzlZEABYXYemR18PDw/v3r27kIJFCLULPxJhRkZGTEzML3fAp9ijPyQpKdm3b1+ewvDouCqt0TyFdHWLz58/YyJECDWrH4nw4cOHDXnsUSudboFaOGUFOSjlfXKhWEWBnFxHvvURQqip/JhQ7+zsHP5/V69eVVRUnDRp0o0bN0JCQm7fvj137lx5eXmc4Y6ayYRRw2lhp4H7v1mVDMlPd+3t7Yl3mZmZk2Yt7GTRx9Dadt6yNXWtxo4QQr/rxxWhoqKioqIi8XrJkiULFy7cuHEjZ+uwYcMsLS23bds2ZcoU7pW4EWoSPXr0mOTQze+Ua36/paCkS0p9r/hk976Na+Tk5ADg48ePjmMm5w7exJq9C9jMpPcBAX36vwm8raWlJezAEUKtHp+VZQoLC2k0WkxMDM+C18XFxXJyctHR0Z07dxZghPzhyjItXyPaPOTNmyNnLyalpJmbGq1cMEtXV5cot3b4K8JhF2iYfq9XmgdXVytkRfbpYT1+xF8T3MbgyFICfs8FD9tc8ASxsgyTyQSAhIQEnkRIPFyXxWI11WcjxKN3r169e/XiKWSxWCmZ2T+y4Lcw8F0Ag5cXjtxyt6zw5fkz3mf9ntz2/+UjxxBCiC8+nZxKSkp9+vSZM2fO48ePOYWhoaHu7u6dOnUyNTWtvQtCzYfJZAKFK8ldXArzr0EPN1DQBM0udJd9kVLmx07i3WuEUCPxv9t37tw5SUlJR0dHOTk5IyMjRUXFXr16FRUVXblyhfP4CIQEg0qlSosAlOYDAOQlgbw60DpwV2D0mr5667+qJlaaptau7jOysrKEEyhCqHXiP6G+U6dOHz588Pf3j4qKSktLU1NTMzMzGzt2LHaFI6HYs2ntrO3TCiechIoSkFTg3SylUCGlUrE8GABuRt8P7e8U9fwRrs2GEGqgOleWERcXnzRp0qRJkwQZDUJ8jXYZKSYqumT9mBK2SH52JovNBu775IlhoGVGvGR1+SurvHjrvwc9d28TTqwIodYGJ0Kg1mH4UKeEqJCEl/cmjXSSeLgD2P8ftFWUAdf/hgELODWZnQffvPuwm61jh87dTXvZHz15Gkd4IYTqwT8R5ufnL1y4UEtLi0KhkH4m4PgQ4iYjI3Pq0L5Z+kzlfb2Vr85VPD2GsscexuwCdeMfldis9ILi9yNPpy19/XnC1TW3Y4eMGi+8kBFCLR3/rtGxY8e+evVq/PjxhoaGOH0etShUKvXgrq07N66LjY2VkZHp6+SarWPJXYEUdZtp7QZy6gAAkvIlzjvCL8x48uRJ//79hRMxQqhl45MIy8vLg4ODjx49OmvWLMEHhFBDSEhIWFhYAMDWdStWHxpbOPYoKGoDACX8Kuv+blj3irtyYReX24HPMBEihPjikwgZDAaTycQl/1GrMHOqu4Ge9pK/Z+fkF1FIoK2uGtpvBpNnZClFtKKqmnjJYrG+ffuWnp5uaGiopqYmhIgRQi0Mn0SopKRkaWkZEhJC/I8boRbOvl+/qBf9iNfv378fOG9z3s8VZOKfOE6zAYAPHz64ecwvEFetkdeipH2w7Kjme9wLJ1og1M7xv0fo5eU1efJkcXHxwYMHS0pKcm9SUKg1iwuhFsPc3NxKVex54J7y/kuBQgU2mxrqq5MXPmLE7ry8vMFjJmdNuQgq+kTlwA93B48aHx78CEeBIdSe8U+Erq6u2dnZHh4etTfh8whRCxdw6b8tu/ed3t+HJS5DriwdNmjAvocBFArl1Nnzeb1nc7IgALC6Dk15fyUqKgo7PxBqz/gnwr///pvBYAg4FISahKio6LYNa7dtWFtWVsbdnxHx6UuN1mSeyiUaFu/fv7988+7dx0+rq6q7mZns37ZRQ0NDsCEjhISJfyJcsGAB33KEWhGeXn0lBTko5bl7CGJFKWu2nS3qOb2SpAXZ7+PKv13t2st5kMO544dxQUGE2olfzBEsLS2NjY0tKioSTDQINZ/JY0bQQk8Dd99+eXF15N28QRsqw25A16Hwz1tYcpe1M/4WtffAEWPxLgBC7USdifD8+fMGBgYyMjImJiYKCgra2tpeXl7404Bar969e0/o21nx9Gj48hxyv5Eibyof+0tSUoIJFOjUEyxdvtcjkdi2Hl9B9fLly1euXAkICMjOzhZq4Aih5sW/a/T06dMzZszo0qXL5s2b1dXVc3Nzb9++vXjxYjqdvmHDBgGHiFBTOfTv9olv3hw7dzk5NsOis9HyR9d7DR4J6R/BwJanZqGu7Yw125m9JorUlEuu3T5n4ujN61YKJWaEUHMj1b7IY7PZWlpadnZ2Fy5c4B5Wvnz5cm9v79zcXJ5bL0KRmppqY2OTkpLSwPolJSV4y0fAWkWb9/3L5RVTD/SsofuYnzY8OQpUMbD1AABg1cj5zTo0e6j7hHFCCbLhWkWbtzHY5oLHYDAkJSWbcNYTn67RnJycjIyM5cuX83zMihUrysrK4uLimuqzERK6/ZvXyiUEQejFn0rZbIi8CcYO39+SRegjdq7YtNOi3+DOvexnLlqRk5Mj+FARQs2ETyKkUqkAUHv6BFFCbEWobejRo0fA2cOy+bHk4xMgLwkAIPsr2Ws4GNiCcscf9WRVc0urolzOxky6fobVq6vtoPfv3wspZIRQE+OTCGk0WpcuXdasWVNQUMApZDAYK1asUFFRMTY2rr0LQq2Xna0tPfXr2SWj/tfeXQdEkf0BAP9u0LB0l0hISggGooQIJoqgPxBP8FS8wzg9FePO1vOMs7ux7uwOEMVCFBSQUkEp6aWXWtjd+f0x3rqs6BmwgHw/f+28eW/mzWPhy8y8sL81R2+Lo9OjJXJV2eDV/F14A4uQUQJZFZCU49qMKv7hxA8hc9qpvgihVtZyZ5mtW7cOHTq0W7dugwYNIjvLREVFVVRUnDx5kk7/6KL2CHVePwT4/xDwbtlCT5/xkSk3eJZD3++O2Az2Pu83NUyKqxuqqqpuhofHJKRoKCuOGj7EzMxMtFVGCLWOlqOam5vbkydP/vzzzwcPHpSWlioqKjo5Oc2bN8/JyUnE9UNI9E7s3eY6wjcn4w7LxAMa66kP9vNkVWHEYsE8XLqkdX+3UuOhtfp9KK8q/joxfcLQAZv/WNFedUYIfbWP3t7Z2Nj8888/oqwKQh2EiopKUkzU5cuXIx48lFeTuSbTkOQ5F6gCvyyNdVVvM8qmXwBdawAgAEp7+x05Gjjo2vURw4e1W70RQl+lheETAFBaWspms7W1tQUTyWHF6urqIqraJ+HwiY7vu2nz2NjYYZN/LfvhGCjpAAA0sOT+CQFmJmt+s+V/4dU9jSvzaTQaD0BHQ33nn8tFv6jnd9PmnQi2ueiJYvgEAIwaNWrTpk1CiSdOnHB0dMTJZVBX07t377M7/jA6NUF9zzD1Q75aOwbNcDOT6N6rWabKQjg1t9hjWf6cmMI5MXFuG4ZMnnvxytV2qjJC6Au0cEfIZrOlpaWjoqIGDhwomJ6ZmWloaJidna2vry/CGrYM7wg7vu+vzcvLy+vr67W1tQsLC21GTiz56fr7fX/PAbNBYDPifUptucJfAx0cHKSlpUZ7uEwM8KdS/2Nq32/3/bV5x4dtLnqiuCMsKyvj8XiqqqpC6WQKDiVGXZaSkhL5vkBTU9NYRZqWIhAIMx9DzyHNcssoVUlr3DIOvmQQ/MvZJHtnD1zaDKGOqYVAqKioSKfTk5OThdLJEcQqKiqiqBdCHdulE4d6px1QOTqBHrVT7sYqWnURgPD/p4S4DKh2Az2b6pGr07p7L/1jfbtUFSH0aS30GpWSknJ3dw8NDbW1tTU2NiYTCwoKZs2aZWlpaWBgINoaItQRKSsrP4q4kpiY+Pz5cxUV40MyBRdeRBIWnu9z1FdBVSEwNMgtdr/AU5v6PX72PCc3T4xO83BzXr/iN3l5+fapPUJIQMvDJ7Zs2eLk5GRhYTFgwABdXd3CwsKHDx9SqdRbt26JuH4IdWQ2NjY2NjYAYGVlFeMxukhMkjBxBgAoy4WwaTB8MfBfYySHFzZQ8x1XgK858LgH4/7529xu5pTACX5jcSQ+Qu2r5eETAJCXl7d27do7d+4UFxcrKSm5uLgsWLCAf4PY7rCzTMfX1dr87du30+YuTkxJ4wGljFnCCTzwftpugoAVvWBBFEgJ3ALGHIek6yqcssDhzhtXL2uVOnS1Nu8IsM1Fr9U7y3x0QL2Ojs7OnTtb6zQIffd0dXWvnz5Gfl66Zt3mR9drTAa8G4afn0KVU+FJNX8QajcaHh4unRd58Mh4z1uRgwe7i7zKCCGATwRCAKitrc3IyGCxWAMGCC9bihD6hBWLQ7mr/ty/qT9h0JvCYUNmLFvZsFooE5UOPC5QKJWuc3eGHcRAiFB7aTkQcjicefPm7d69u7GxUVtbOy8vDwCCg4NrampOnjwp2hoi1PlQKJQ1Sxct+nVmWlqahISEiYmJgXWf6qYGEJN8nyktEgwcAAAUtQseF5FpHA7n1q1byS9e6WtrDho0CDtpIyQCLY/wXbhw4f79+5cuXbpt2zZ+ore396VLlxoaGkRVN4Q6N1lZ2d69e1tbW0tJSS2eM1PhWBCwmO/2ZTyEyyvBYw4AQOErE8PuAPDy5UtThwH+OyMWvFAKOv/GwsnjyAmc7xehNtfCHWFTU9OePXs2bNgQEhJy7949fnrPnj3r6ury8vKMjIxEWEOEvgezfp6qo6kWunJsbkl5E4UOmmYQcgYUtIBdqxy+cv7xHTweb9i4iVm+B0DLDAAaABpcZsxbO7SPnbWWlpakpKSEhER7XwRC36cWAiGTyaytrXV1dRVKJ3tGVVRUiKJeCH13xoweNWb0qPz8fJ/A4DeN1Kqky9J1TMkXNzcuX2xtbf3kyZNqdUsyCr4jJlWu59RnsJe0mi7R1KAuL3V46/pevXp9/AwIoa/RQiCUl5en0Wi5ublCw5sSExMBQGhJCoTQF9HW1n4ceS0xMTE5OVld3bJv30UMBgMA8vPz6xWbz1YRHUYUZ7BCo1nSilBdXHJpRZ+hPj3NTX/wHTXzp6m4RDZCraWF3yUZGRlXV9elS5c6ODjwB2qUlJTMnz/fwcFBS0tLtDVE6DvEH4nPp6WlJVV5vY6/TRBwezssuAcSMpD9FI6FwPDFXJ8/EhpY6fePHzw+6Mnt6zIyMiKvOELfoZb/qdy2bdvAgQNNTExMTU2rqqp8fHyioqKampqioqJEXD+EuggHBwe5wpllRemgYQIAUFsGDHWQkAEAODUPQs6Asj4AgLRCrfOsl4ee6Vn1lhAT09HSXLP418GDB7dn1RHq5FruNWpmZpaQkDBu3LjCwkIKhfLkyZNhw4bFxcXZ29uLuH4IdRE0Gu3aqTCDMz/KXfkdnp4Tjz5ErSoEAGAxQUzqXRQEgLoK2DiYa+5ZPu9R4dzHcb1DhwTOsOwzgFw3GyH0FT41s8yuXbtEWRWEujhzc/NXTx/euHEjIfWlgaPeqteyr8tyAQCkBGbwCt8Mg6ZD34B3m8ZOvLmRqZuHDfENSHgQ2Q6VRqjz++/37Ww2OyMjQ0ZGBtedQKitiYmJeXl5eXl5AYCRsfHooLGlw1YTJW+Ax3k3W9uruzBiUbMy8hqgqPO2USw1NVVPT689ao1Q59bs0ei1a9d+//13LpfLTzl27JiampqVlVX37t0HDhxYWloq8hoi1EU59usbF3FhTPlFBQqbeiwEOGwAAC4HaOLCWcUkGlQMX79+DQAJCQnjfvzZzmXImInBD6OjRV5rhDqfZoHwr7/+SkpKotFo5GZycvLkyZOlpaUXL14cFBQUHR09c+bM9qgkQl2Uvr7+2bB95Tkv/xhjq7bJUf3YBAlOLWQ8bJapqQGYmZKcOhUVlb927Bk8ZcEZNb+E0Ycv6AaNmrt+6sxfMzIyBP+7RQgJafZoNDY2dvPmzfzNw4cPczic8PDwnj17AkC3bt3WrFnDZrNxhguERIlCoSyYM2v+LzMyMzOZTOawCdMqJ4aBtiUAQF0lnJgJffwlU89oaS3cceJC2azb7x6i5iWXF+Ufiig/n5AL+Wm+wz1WLlmkrq7evteCUAf0fj1CFovFYDDu3LnDn1PG0tJSTEwsISGB3ExNTbW0tHz9+rWhoWH7VFYArkfY8WGbt5GUlBT3MQHMmkaejBI01NC626sWx58+sCMjPf2n25VNrjMAALLi4MwCmHYC5DUBAJoaKCdnSeU88XJ3PrRzk5SUVPtewvcEv+ei1+rrEb5/NComJkahUPhzaldUVLx48aJfv378DOT8F5WVla11boTQV7C0tCxKfx539cQv3i7jPJzW+9i+fHJ3gFP/SlZNk8S/Sx5GbAL/Le+iIACISRIBO+oI+gWOxeBRY7du33nu3Dn8XUaI9P7RqKSkpI6OzpUrV4YOHQoAV65c4fF4Hh4e/Axv3rwBAA0NDdHXEiEkxM7Ozs7OTjDF2tJc4frZSvgBAICZBbo9mxWgi4OyHtva69Hd/Y9UuVKNqXK/rd608vfx43xEWGuEOqJm7wgnTpz4xx9/VFRU6Onp7d+/X1tbWzAQ3r9/X1lZWVNT84ODIITan6urq+bCZdXJ13hWw4EmBk31INb8EWh9NYhLE937goFDXTf7OpdZs1YMtbexMjExaacqI9QhNAuES5cuLSwsDAsL43K5+vr6x48fl5aWJnc1Njbu3bvX09OTSm15MhqEUPuiUqnXTh+bsWBp3J0NNXRKQ3QY4fLT+91Fr4BKByl5YJWAjBIAgIRMucvcPUdOeA8bfPTs5YIiZl9bixnBkxUVFdvrEhBqF+87y/CxWCwWiyU0uTaXy62urpaSkpKUlIQOADvLdHzY5qJHtnl1dXVaWtqkGXOz9NzZfX4ACVlIi4SbG2HyYRCXgQMTYdGDdwXyU7RPT2lQMCjrOxUY6vTsJyoxe84d3uUo0DkAfRp+z0Wv1TvLtDCzjJyc3Ic/VxqNhv8nItQpMBiMvn37Jj++t233vj+2jqmsb+J27wsB2ykZD4kHhyBw3/usT8+VypuwJx0ltzjaFkXmnn5TfG6cPpqRkaGurm5nZ4fDpdB3D59zIvR9otPpv84MKX2ddOPI9olWCp6v9zPuboWg/aD37/JPHLZ4/Bn2oNnNilFpRZV1jkELfA/FOs3dIatt/L+JP9bV1X14fIS+G224tmdBQcGdO3eUlZXd3d3FxMSE9hIE8ezZs5cvXyorK7u6uvKfuMbExNTW1pKfFRUVcT1uhL7R4MHugwe7A0BSUtLI8ZPLjD1qtezo1flKz47Jqqtkyqk1y31gYpPf1iazd4OJeSzmmY2Dn9j3T35yHx8Aou9VC+8IW0VMTMzw4cO9vLzS09PFxcUjIyOFFtT29vZOT0+3t7d//fp1QUHBgwcPdHR0AMDc3FxGRkZBQQEArK2tN27c2OLx8R1hx4dtLnr/2eaNjY1Xrlx5mvTCUE9rxPBhy/7ctJ/nSPQc/m53fgpcWwvBJ5qVeXaeGvdP6PBeC3+dmZiYCADW1tbkbygC/J63h1Z/R9hWgdDT09PNzW3BggWNjY3W1tZr1qwZM2aMYIbXr18bGRnxM9vY2Kxbtw4AzM3N9+/f379//08fHwNhx4dtLnpf2uYZGRmOXuNLp14AhjoAQOIVyHkGo5Y3y1T0Ci6vUq14ATQxjvFACoVCS7/30w//W/lbaGtWvdPC77noiaKzzLdraGi4devW7t27AUBcXHzUqFFXr14VCoT8KAgAWlpajY2N/M2UlJT6+noLCwscs4hQmzI2Nv575/rJs7zrNa0aZdUoaZG1KqZNQpkqC0BOpSy3nrfiMdDEAAB4nK1nflFS2DN7+k8tHBShzqZNAmFBQQFBENra2uSmtrY2f8LSD7148eLChQtRUVHkppyc3NmzZwmCePz48bJly+bPn99iKS6XW1tbS8ZakoODg7W19cfO0tTU1NQk/AuO2hS2ueh9RZs7D3B6EXsvNTW1tLS0R49gp6HehVWF7+dmIwiI3A7GTjyzQe+iIABQ6dWj16/e0Gf7gbCa+kY6FYa6Of+5fLG8vPzHzvIdw++56JFt/pl3hDQa7T+Hv7dJICTXfOGfm0ajcTicFnMWFhaOGjVqxYoVtra2ZMqjR4/IdaCePn3q5OTk5eXVo0ePFk/R2Nj47NkzfoqOjo6lpeUnqoQr0YgYtrnofV2bU6lUKysr8vOx3VtGBw6uGfAzGDhAZRFE7QYNE2rULl5oVLMyEZvK1azLJuwAaUWoyD/89+zjlr0d+zhM9PX6n++YVnxm1fHh91z0yDb/zK/Z50wC0yaBkHykyWQyyVH5JSUlLT7kZDKZgwcPDgwM/OWXX/iJ/NUQ7e3tDQ0NExMTWwyE4uLiioqKBw4c+MwqNTU1dZCpALoObHPR+/Y2H+TmmpcSO23G7Cthu4BKl5IQ6yEmk8GQYSrqvM9UUwbJN4lFD4FCgZdRcG4xb8RvbAOHqNqK+L/3b9t7aOXCOVZWVvr6+t96PZ0Bfs9Fj8vlSkpKtsnqE61IVlbW3t4+IiKC3IyIiHBxcQEAHo9XXl5Ods+prKwcOnSoj4/Pb7/91uJBSktL3759q6ur2xY1RAh9jLy8/D/HDtfmpRelPil68Sw6/JLn4EH0p6ff58hNAKP+QKEAwYMzC2DWJbAeAQx10DStGvNXokzPcSsOOvgGD/EZjwtcoE6hrcYRLl68eOrUqaWlpSkpKSUlJf7+/gDw6tUrc3PziooKBQWFCRMmZGVlFRUVTZs2DQCsra1DQkISEhKWLl3at29fADh27JiLi0s/nOoJoXbC7wy5fd2q50O9swuTWFajAChST8IaJRS5AFD4EjTNoPlIRMI5uP7CkvppV2/Hn/fyD7p/42I7VB2hL9FWgdDb21tNTe3GjRuWlpYbN26UkZEBAE1Nzb1795ITeU+ePNnLy4ufn3yKYmJiMnbs2PT0dDqdvn79+pEjR3aplw0IdUwKCgqJ0bdPnjp95fZJAHANcl/y155SggfsGpD+YEChlDw01AAAx27My7jDubm5enp6BQUFycnJCgoKVlZW/Kn8Eeog2mocYVvDcYQdH7a56ImszRevXLsrMqVqyO9wcNL7KbxJSdfg1X0Yuw4AFK4sPvmT2/HzV2/GJFZrO/CqSygZD537Opw9duC7mbsYv+ei14Yr1COE0Gf6Y+miA7N9e1yYJlnHpFxZBQTv3Q5mFlxeBW4h5JYYq3jr3kNn643KZ9/ljN3AmxzGXZ54J73Y1K5fUVFRu9UeoeYwECKEvobvGO+Xcfercl7MNOWpbOgjHzaRunEQHJoEE3aCsj4AQHmeZFFKfHp2o8uM98Uk5cBvM1Nad96yNe1Vc4SEYCBECH09cXHxretW5yU/ebBr8ThHc2VlFagtg7fPxR7s0zzks2H5QlAzFi6jY0XUVz2Iftwe9UWoBW24+gRCqIuQkJCwsrL6+9Ce2NjYsNMX8zOZ/Wwtf95+t76+HtbtF85dXQIySjxeaYuHqq+vb2pqYjAYbV5phP6FgRAh1Gp69+7du3dv/iaDwVAXb2Lmp4C2wKxPd3aCvq2F5Fuhso9iYqbMXlTewAWamBSndtOq37xHeQFCbQ8DIUKoDZ09stfRc3SF/UTC3B3qKuFRGNRXqzbkbzp3TDDb4ydPvKbOK5twBFS6AQDUlP64JriuvmH4EI/6+nqcfx+1KXxHiBBqQz169Mh7ET9ZrUDm8ASpUzMVC+MdlLi3Tx8xNzcXzDZnyZqy/+15FwUBQFalsv/PQTPnmQ7ysR0TrNXDZtf+g6KvPOoi8I4QIdS2pKSk9u/avn8XsNlsGo0mtEY3KTevADRNBbYT4coqzryoYmU9AAB27aKTv9TU1ofOnvFhWYS+Ed4RIoREREJCosUoCAAUIN4PRgSAmxvBfwuQURAAJGSq/7dz0679PB6vxeIIfQsMhAih9ufY256SGvF+u+Q16Ns1y0GXACXd4uJicovFYq38c6O793ifwGn/nDnbSWfIQh0EPhpFCLW/LX8si3EfUVxX3mTrDVQ6cBuBwwa6hGAegl0jJSUFAGlpaYN9JpT2mdrosATqq28fObFh2+7hnu6ZeUW2ZkaTfghQUlJqp+tAnRLeESKE2p+WllZKTNS7CIxhAAAgAElEQVQ0+XSTg8O773HvoS5Pf3qqWQ5mlrIYoaCgAAD/mzK9wP9Io9MUUDMCfbsqRZOEtxWrc3VPKPosjKeZO7rfjLjVPpeBOie8I0QIdQjy8vLbN7ybd62qqsrBdUhefWW9w3gQk6K+uqsSvvzoyYMAUFZWVtJAAS2zd8UKXsDTs8TiaKDSAYBj2K/YdkzQzCGvnz2UlZVtp0tBnQzeESKEOhx5efnkmLuLeoLNhSDTsFGBvPuJd2/Y9+oFANXV1RQZgSefCRfBZRoZBd+RVa4zH3b37l1yq6amRpQ1R50R3hEihDoiCQmJJQvmLlkwVyhdS0uLV/waCB5QqAAArFLoMVAoT62sZnZ29oTgGZH3owkpeUpdRZDf2OWL5klKSoqm8qhzwTtChFBnIiEhMW7UMOkbq98Nt1A1gII0oTzyJSkbdh86RXUsnhdbMv1W8dzHG1MpakaWfQZ7rdmwmc1mt0O9UQeGgRAh1Mls/XPVVBNQ3dRf+fwvKnkx1OvroLLg/e7sZ+Lpd8uNPTn2Y9+lUOncIaEsNctYq+lrErmWfV0qKirapeaoY8IV6lFbwTYXvS7V5tXV1WlpaQwGo7SsfGLIrzU6vWrl9WWLU7QaCyzMTP+WHwVmbs0K3N0DdElwCqLHnZok+XzP5nUJCQm5ubn6+vo2NjZU6lfeFXSpNu8gWn2FenxHiBDqlBgMRt++fcnPGfHRcXFxeXl5JiZDbGxsZi34HRo+eP7Z1AAScgDA6eVzbcM6s+iYcgUjVm09UZROY9f4jRq6cc1yHIDYNeGjUYRQpycmJubo6Dhu3DgbGxsAGOXhqph8vlkOgoDEK2AyAACgiV1cXpE+YntpSQlbXqcx6HD97IgjbBvzfm7P4uPbo/qoneGjUdRWsM1FD9ucz9PbL4ajw3KfDzJKUJ4H5xaBujF4LQUAiNhMra/iyapAYx0MDX1fhplldCbox/FjH8Q9V1Rg+I30HDli+H+eCNtc9Fr90SjeESKEvkM3zp3cMNrC8pS/wuqetK3DwN73XRSsKpSKOczTs4Wk6+AU1KyMqkFmNW/Zk7ob5rNPKvkGbr3gPmoch8Npj+ojkcJAiBD6DlGp1GmTJyU/ulOR/WL7ivkat1aph/mrHxhtcHTcZJ+hYtWF0MACaUWhUjwl/SbrUaBtAYb9Kv63+zHVeNe+gwCQnZ394MGD/Pz89rgU1Obw0ShqK9jmoodt/jEEQeTk5EhJSamrq+fn59sO9mYqmIDzNDDsK5gJVveFhXdBTOpdSlWhxekJYuISBVxpjlI3evHLHirSuzeuNjU1pdFoZBZsc9HDXqMIIfTFKBRKt27dyM/a2trrFs2eu3xtxd+zYeZFkNcAAOBxKed/JywGv4+CACAu/ep1JmfGJdDtSSaUvLxr7TJUWVXN2tT40LYNOjo6Ir4Q1BYwECKEupxJP4wf7Drw9xWrz/7lApqmkkoalNz4WharfnlKs3yR24kBk/lREADA1IXbc2SJjVckldrPwyv18d1WvC9B7QXfESKEuiIdHZ0j+/dU52U8P70tYt303MRHY72GSUZtBf7boroKyfjTXIPewiX17aDoFdHDpcR+0s59BwsLC5esWusVMHnmvIVxcXEivgrUKvCOECHUdVGpVENDQ/Lz/m0b6b8uvLLVmdO9H72hSjwvccAgx1O15cLdKFhMUNACgEZjl1MX52w+eLK0+yAiJQHEpXadjZCHurCdm0YOHybqK0HfAAMhQggBAIiLix/csamsrCwlJYXBYFhaWmZkZNwKmFlmPxao77rGQFMDPD0Hsy4CAFQXv8zMYfush9s7YNZFkNfkAVRUF0/4LSiMx3Pq1zcvL6979+4MBqMdLwp9DgyECCH0nrKysrOzM/nZ3Nw8xNdz116vMpe5oGYI+alwYz24hYCcGgBIRW3j9fGDW1th8hGQ13xXnqFeHRjmP8WJoWtEKOlBQVp/a7OD2zfi5G0dGQZChBD6qJW/hY4Z7rH94PF7p1fnM8sbRv8BVkOhtlz2/g612uwsuSHQwAJF7WZl5NQaJOQbpl0DCgUArsSf9/D2e3LnRk5ODpvNNjIyEhMTa5+LQR+BgRAhhD7Fxsbm4HYbAIiNjV245q83d1bLK8hPCRhn/vOmcX+dr+BxWy72b29Srt2Y9OfntYwsKLpWBF0S8pJmT/tx4a+zsLtpx4GBECGEPkvv3r3vXDrF3+RyuSrzl1QoaEL6g3fTeZOy4kDVQLAgS68fS98R3EIAADjstefn8nhbfps/R0T1Rv8Fh08ghNDXoNFokZdOWUrVUg9NgscngF0LjXWUuNNwaDL4rG2Wta4CFP59iUiXYI3ZtONAWFpamqdPgL6lg6F13/FBk+Pi4pqamkR/FQgwECKE0FfT09N7FHnt8Y2zw6siDPZ59jgycnTNLUUdA1AzfJ+pqQGeXwWTge9T6OJsitgA3x8jTENy9d0zqzl/vyH6Ba/Ut3Q4d/Gy6K8C4aNRhBD6Jg4ODlfPnORv/jRnwZnDfuUuc0FFH/JSqGfm89xmgKyyYJFqZiF3yVOI2Ax0CVgcDRQqF6CwrmLK4lE3I27V86g2poaTfghQVlb+4Gyo9WEgRAih1rRn8zr/+/e3HQzLiXlr0cOE59H/NEFpFMyREk5V7c6VlIOUcFjyBCj/Ppl7eq6SzTvQ5AAq3f5JSN24Z/CWlYsNDfQ1NTVxUtM2hYEQIYRamfPAgc4D3z0LZbFYCe4jcqryauz8gC4p/vKWwv0tXLUeZVWFoNr9fRQszoDHJyE0CmhiAMA17FfcyycgxEHRdhCthqkGrH8O7LSwsGivK/q+YSBECKE2JCcnlxh9e++hI+evr2xgs1362s+Lizbr4wx0CaireJ8v/gK4TCOj4DvSijzHwDLdnmA7qqTghbvPhJToSEVFxaysrMbGRhyP2IowECKEUNui0+nTg6dMD57CT5k346fVZxdUETzITwVtCwCAmjLo3ke4pIImsJgAAFpmpX2DZ81beO/xM46qEUEXh7zk+TOC582aLrKr+I5hr1GEEBK1ebNCdvw8SotXTt02knJnJ5S8Bro4JT9ZOF9BGqh2Jz9y9OzP3o7J//lm8cQTJeMPl8x5uOri07+27RJ11b9HGAgRQqgdTPD/X356cuGLZ8usmtxiV46QK2Q82gflee9z5MRD5hPo8e+4i9qyRgNHkFZ8tykmWT1266Zd+wmCuHTp8rQ5C6b+Enr23HmCEF4tA/0nfDSKEELtRk1Nbdmi+eTnx09i/af+j6VlWyvfrfFVNK++GqYeB+q7v9LUW1t5Q+Y1Kywm1SQh5+Di+VrapMp8JNCopw9fX7Vpx/3rF+Tl5UV8IZ0aBkKEEOoQ+vbpnf4s+tmzZ2/fvn2TJfZX2NmywjRCXBLK85TubWaXptcaOQoVYZWVJNvNaez/I7lZbeqS9vT0z3MXnzywU+TV78Tw0ShCCHUUYmJiffv2HTt27MLQebFX/55KfdT75nTfgmNnV8/w9/WmPz3TLHf2U15jQ2O/QME0Tq+xUQ+iRVrpzg/vCBFCqCMyMDDYu2U9f9PWxvrBoOF5Vbm1NmOBJi7+Ilztyb4Ghmwpf9FgEoXCpYkRBCG4ukVDQ8PeQ0eiYp7Jy8n6DB3kNXKEyK6iU8A7QoQQ6gQUFBSSH99dNUDZOWapY9TcUMPKF7H35WRkoYHVLF9TgwTwBKNgZmamqcOARQ+qLhkEH5XzClixR9fcNnj2/HPnz/N4PFFfRodE6aRdjN6+fdu/f//c3NzPzM9iseTk5Nq0SkgItrnoYZuLXvu2+fbd+34//7R67DYg7wsJnuyF0EVuBovnzebn6e02LM5xKXTrBZxGOBgI4tLQywfEJBivIvTK4u9ePdfpZjStra2VlpZuxQUd8dEoQgh1VjN/Di5ilh3Y6sw2cQUKTTz9zgQvj0Vzf+FnYLFYOcwq6NYLACBiM3SzB8+55K5qs0FpSVe72zpKychSKWBhYrx30x/du3dvlwtpXxgIEUKoE1uzdNGckKnx8fEEQdja/qKmpia4t6qqiiKn8m4j8QrMvyW4l9dzRPWFZdW/PgIKtej1I8dhPg+vnjEyMhJZ5TsIfEeIEEKdm4qKioeHh6enp1AUBAB1dXWiLAcIHgAAjwNiUsKFZVWgoQYACCPH4lGb5ixZLYoadzAYCBFC6LslJibmM3yIVPifQBAgIQs1pc12EzyoKQXJf99xGvVPTEohPxYXF48NDNaxsNcyt+/lMuRRTIxoKy5SGAgRQuh7tm396gnaNapbnaUZCpSTvwCP837f9XVgPRIEe50QBAAUFBT0chl6XnFk/pyYwl9j4j22jPxp8ZnzF0VedxHBd4QIIfQ9o9Pp+7ZuWMNkPn/+/J8LVy9vcW4w8+TSJNhPznL1e8GEHfyclFf37O1sAGDx6vWF7r/zLIe826FmWD759JzfPQked82W3eUVVRJ0ysjBLrOm/2xgYNAuF9W6cPgEaivY5qKHbS56na7NmUxmbGxsQ0NDXQN7ztqdZf/bA5qmAEB5eUf96oKYmxe7devW3aZv1k+3gS4uWFBqtZ2YQa9qO3+4vBKUdCkMNbG8hN7dlE8f2q2pqSnKS8DhEwghhL6eqqrq8OHDyc+W5mY/hy7OzS+gUqi9bKx2Rl7V0dF5l08ozBSls+ky9aPXwV+e8NM/oGZIADQCRL+84z76f7F3bty4cSMpLV1fW93Hx0dBQUG01/St8I4QtRVsc9HDNhe977LNJ/4067iEG2E1/H3S7Z0UCoUAACoVXH4SzCy/bwytOL0SpHkEQRGXpFTk/ejns2/Hlla8YxOCd4QIIYTa1tolCyIHjSiiSxJmgwAAynKlo/fXu86E/FSw922WlV1blZUKknIQtAf07QgAgl178MR0ydDFE8eNSU9P19LS6tevn6SkZLtcyGfCQIgQQqgZbW3tuNtXf57327Mbv3MB1JUUQn7/5bfjd8oUTIDVfABG2m1Q0gH3WaBv9y5FQoYIOrhrcY+/n75ladrKVMfJZM47vGOju5ur6C/kM2EgRAghJExbW/vy30cEU/65HP6oqbrx/j6wGQGUf4feMTOBXQs9BjYrTKXxDHqXDZwNutaNABUs5viQEQm3r2hra9fU1OTk5Ojp6XWo58k4jhAhhNB/u3H2xGwHZdnyN9Q/B0BKOBS+pDw9w4jZR+VxoLFBODe3EegS7z7LqZY7zdy6e/9Q34DufT3cZq0z7OfpOca/qKhIxJfwMRgIEUII/TdJScl1K5ew8l8/Orn9Z1q0x/P1oWpv4u/elOHUgNCKwXWVwMwCDRN+AlfDdM/Rf8J1/Zmz75X4H2TOvner2wTnYWM4HI7wadoDPhpFCCH0Bfr06dOnTx/+5tVTR9xH+3G4TYRzMEjIQPYzytGfiNEr3z8+BaBU5DfKqhMWnvwUwtyjKOPO9Rs3vEaOjIuL237oRGbOWytT47khU0Q/6zcGQoQQQl9v4IABpVkvps2cc2ebC8Hj9bS0SBJrYpILP5G4TVK3NtTZ+AgVrNbtG5eYcv9J/JGI2DKXX8G526P8lLOjJ/45P2Ry4ARRXgIGQoQQQt+EwWD8HXaQv3nv/gP/aaNK7SY0adtQyt+qPN7raGdyRZLBa16KWl9Zz6o+EpVYFnyJHL9PKOuVmrkuWus6esRQRUXFw0ePnzx3qb6+fqi76/zZM9tuDAa+I0QIIdSanAcOePnk7paBskF11/4wLY+9enLDqqVKiaferQZFInhKiX+z6uvL7YOazWIjJlVjNfr69euG1r2nLlh5p1w2hui+bOcxNUPLrKysNqpwW90R1tbWrlu3LjExsUePHosWLVJSUvowz4kTJ86dO8dgMGbNmmVn924MSnFx8dq1azMzM/v06TN37twOPgwTIYTQhxgMRsi0YMGUqWM89u73KR+8GDRNoeiVUsSayaMGlZZXEjLC0YEtpbxtz8GcBnHitxiQVgAAgiBY1/90HDI641n048eP3759a2NjY2tr21q1bas7wh9//PHp06czZswoKCjw9vb+MMOJEydCQ0MDAwNtbW3d3Nzevn0LAARBDBkypKamZsaMGbdv3545c2YbVQ8hhJAo/bF00dVtv4/KOWR+wmd0zqErW3/7c/lvDlamknnxQjkViuKTXucQ47eRURAAgEKBYQuLy6uNezmN3R7+U0Spxy9/9hk0rLi4uFXq1iZzjebm5hobG+fl5amqqjY2NqqpqUVGRtrb2wvmcXBwmD59elBQEAD4+fn16NFjxYoVd+7cCQgIyM/Pp1KpOTk5PXr0yMvLU1FR+fAUONdox4dtLnrY5qKHbf4tWCyWWW/n/HH7QbcnmUJJDbd4vPFF+mvun28E+50CAGweBiN+A+P+73K+vGMTuzH+/q1vr0ab3BEmJCQYGxurqqoCgLi4uIODQ1xcnGAGDoeTkJDg5OREbjo5OcXGxgLA06dP+/XrR6VSAUBfX19NTS0pKaktaogQQqjdycnJ3b74t/XtBWoHfZQuzFXbNWRQ1rHbl06LiUtATZlwblYpaPbgbxGmbnkc2fT09G+vRpu8IywqKhJ8KaiioiI0gwCTyeRyufw8ysrKZIb/LMhXX1/PZDLd3Nz4KePGjZsw4aM9bmtra9tuKnTUImxz0cM2Fz1s82+kra398ObF3Nzc/Px8Q8PZampqAOA7zP1E5DbCe9X7fPmpwGWDbLMHhGx1s7S0NC0trU8cX1JSkk7/j0jXJoFQRkaGzWbzN+vq6mRkZIQyAAA/T319vaysLJnOZDI/UZBPSkqKwWAsXryYn9KzZ0/yIC0iCOITe1FbwDYXPWxz0cM2bxXm5ubm5ub8zUN7dsT1c804GMhzDQFJOUpaJC1yC8d7tVApiao8ff2x397+bRIIdXV1c3JyCIIg/1HKzs729/cXzMBgMOTl5bOzs8l1jbOzs3V1dcmCUVFRZJ6mpqaCggIyvUUSEhLu7u5tUX+EEELtSExM7OXTh2fOnjvw9y5WTd0QF8c+Px70X7qzorf/+7EWzEyZ0pfW1tatcD6iDTQ1NWlpaV2+fJkgiLi4ODk5uaqqKoIg0tLSzp07R+aZOnXq5MmTCYKoqakxMTE5f/48QRBFRUVSUlKpqakEQZw4ccLY2JjH47V4itzcXF1d3c+vUnV19bddE/pi2Oaih20uetjmIrNoxR8q1s4w9RjMjZAYu0bHzC4xMbFVjtwmgZAgiAsXLigrKw8YMEBZWfnAgQNk4q5du6ytrcnPubm5JiYm9vb2+vr648aN43A4ZPrmzZvJgqqqqhERER87/hcFQhaLde3atW+4GvTFuFzu2bNn27sWXc7p06fbuwpdzqVLlxoaGtq7Fl3Fy5cvV65dP9Rn/LbtO+rq6lrrsG0yfIJUVVWVkZHRrVs3/vgHNpvNZrMZDAa5yeVyk5KS5OTkhKZYLS4ufvv2ramp6See/H7R8ImHDx+GhoY+evToay8FfbHCwkI7O7vCwsL2rkjXIi0tXVZWJiUl1d4V6ULMzc3PnDljYWHR3hXpQkaMGBEcHOzl5dVaB2zDuUbl5eWFxg5KSEhISEjwN2k0WotTA6irq6urq7ddxRBCCHVqrXsLh3ONIoQQ6tIwECKEEOrS2vAdYZt68+aNlZVV//79Pycz+bZS6DktalONjY1PnjwZMGBAe1eka4mKinJ2dibnZkKiERMT07Nnz4+NeEZtITExUUdHp8XZNz/k7e0dEhLy6TydNRDyeLywsLBPjDIUxOFwCgsLPzMzai1ZWVkGBgbtXYuuBdtc9LKzs/X09PCfD1EqKChQVlYW7HHyCQYGBoaGhp/O01kDIUIIIdQq8L8YhBBCXRoGQoQQQl0aBkKEEEJdGgZChBBCXVobziwjSoWFhbdv32YwGJ6eni12JWKz2Tdv3mSxWO7u7hoaGvz0169fP3z4UFdX183NDRcV+yL19fU3b96sr6/38PBosR9zZmbm06dPKRSKo6OjtrY2mZiRkZGTk8PP4+rqSqPRRFTjzo9s87q6Og8PD3Lha0FNTU337t3jbwp2lquoqAgPD6fT6UOGDME1g74IQRD379/PzMzs27evmZmZ0N6GhoaHDx8KppiYmOjp6ZWXl8fHx/MTe/bsSS6zhz5HY2NjcnJyXV3dJ8ZfRUdHp6en9+rVq2fPnvzEysrKmzdv0mi0IUOGyMnJfcEpW2vS0nYUHx+vpKQUGBg4cODA3r1719fXC2Woq6uzt7d3dnYODAxUVlbmT1h+8eJFZWXlqVOnWltbjxs3TuQV78Sqq6stLS0HDx4cEBCgqqr68uVLoQwHDhxQV1f39fX19fWVk5PjrzoSGhrarVs393+14rS53z0Wi2VlZeXu7j5hwgRVVdUXL14IZSgrKwMAftseOnSITM/JydHU1Bw7duyIESOMjIxKS0tFXvdObPLkyaamptOmTVNVVT1+/LjQ3uLiYn6Dk+uEnzlzhiCIiIgIBoPB3/XgwYP2qHundOXKFXFxcRUVFR0dnY/lmTNnjqGh4bRp0zQ0NHbv3k0m5ubmamlp+fr6jhw50tDQkMlkfv5Jv4dAOHr06GXLlhEEweFw7Ozsjh49KpTh0KFD9vb25AIXS5Ys8fHxIdPNzc1PnDhBEERVVZWqquqTJ09EWu/ObNu2bQMHDiQXyZo9e3ZQUJBQhrdv3/Kn5N++fbuZmRn5OTQ0dOHChaKs6ndjx44dTk5OXC6XIIi5c+f+8MMPQhnIQPhhwVmzZk2aNIn8PHLkyNWrV7d1Vb8baWlpsrKy5J/Ua9eu6enp8dfJ+VBkZKSSkhL5j3hERESvXr1EV9HvSFlZWXl5eURExMcCYW5urqSkZF5eHkEQDx8+VFFRIf/UzJ49OzAwkMwzatSolStXfv5JO/07Qh6Pd+3aNR8fHwCg0WijR4++evWqUJ6rV6+OHj2afATn6+tLLsn05s2b9PR0b29vAGAwGB4eHh8WRB9z9epVHx8f8mGyr6/vh02no6PDf0atqanZ2NjI31VYWHjjxo3U1FSR1fb7cPXq1TFjxpADt1tsc9K9e/fu3btXXV3NT7ly5Yqvry/52cfHB7/nn+/q1asuLi7kk39PT8+KioqkpKSPZT548OCECRMkJSXJzfr6+oiIiNjYWDabLaLqfheUlJQUFRU/keHGjRsODg7k25b+/fuLiYnFxMQAwJUrV8hAAF/+Pe/0gZDJZDY1Neno6JCb2tra+fn5Qnny8/P576i0tbUbGhrKysry8/OVlJT4C9a0WBB9jFCTlpWVNTQ0tJizsbFx3bp1U6ZMITepVOqrV692797t5uY2dOjQj5VCHxJq84qKitraWqE82traGzduDA0NNTAwuHHjBgAQBFFYWChYEL/nny8/P5//t4VGo6mrq3+s9aqqqi5evDhp0iR+CkEQO3bsCAwMtLS0fPXqlSiq2zUI/lAAQEtLi/yhFBQUfDoQfEKn7yzD5XIBgN/PhUajcTicD/PwJ0Ai7ws5HA6XyxXsHdNiQfQxQk1KEAT5gxDC4/EmT56srKw8b948MmX16tXkj6CmpqZv3747d+6cO3euyKrdqX34NRZqc0VFxdzcXDLP7t27g4KCyPUgBb/q+D3/IkJ/Jeh0+sda7/jx4+bm5jY2NuSmm5tbWloaABAEERwcPHv2bPL/EvTtWvyhkH+Cvvp73unvCNXU1KhUKpPJJDeLi4u1tLSE8mhqapaUlPAz0Ol0NTU1TU3NiooKfmMVFxdramqKrNqdnVCTysvLfzjpMPknID8//9y5c3T6u3+5+H1EZWVlR44cmZCQILI6d3ZCbS4rK8tf45pEoVD4kXL8+PElJSUFBQVUKlVdXf3TvyDoYwTbnCCIT7TeoUOHfvzxR/4m/3tOoVD8/Pzwe96KBH8o8O9XmkKhaGhofPX3vNMHQjqdPmDAgPDwcHIzIiLCxcUFAHg8XllZGY/HAwAXF5eIiAh+hoEDB1KpVCMjIzU1taioKADgcDh37txxdXVtn2vohFxcXD5scwCorKwkXwcSBDFjxowXL15cvnxZWlq6xYPEx8fr6emJpL7fA6GvsWCbf/gW6tmzZxISEmSXfVdX1xYLov/k4uJy79498gF+XFwclUolO+vX1tbW1NTwsyUlJaWlpfn7+7d4kPj4eJzx/9tVVVWR33NnZ+eYmBgWiwUAr169YjKZvXv3BgBXV9cW/yh9lq/s2dOR3Lx5U0FBYe3atVOmTNHT06uoqCAIghysRvYsKi8v19HRmTp16tq1axUUFG7dukUW3LFjh66u7l9//eXl5dWnTx+yPx76HIWFhWpqajNnzly1apW8vHx0dDSZbmhoSPba3bNnD4VC8ff3Dw4ODg4OnjZtGpnBw8Nj8eLF69atGzJkiKamZkFBQbtdQ2dTXFysrq4+ffr01atXy8vL83vkm5iYHDlyhCCIAwcOTJw48c8//5w/f76SktLatWvJDImJiQwGY+nSpWR6VlZWe11CZzRo0CAPD4/NmzcbGxv/8ccfZOJPP/0k2Gt3xowZAQEBgqXmz58/ffr0DRs2TJ06VUZGhuyghz5HXl5ecHDw8OHDZWRkgoOD+Z2cTU1NDx48SH729vYeOHDg5s2bLS0t+b3Qnz9/zmAwlixZEhoaqqiomJmZ+fkn/U5Wn4iLi7t8+TKDwZg4caK6ujoA1NbWnjx5MiAggLwdKSoqOnr0aE1NjZeXl+DChOHh4ffu3dPS0po0aRKuKPZF8vLyjh071tDQ4OPjwx/Tevr0aTs7OyMjo/j4+KdPnwrmDw4OBoBbt27FxsbW1dV169bNz8/vywa9dnn5+fnHjh2rr6/39vbmv446c+aMjY2NsbFxQUHB5cuXc3NzGQyGq6trnz59+AVfvHhx+vRpOp0eEBDQrVu39ql959TQ0HDkyJGcnBxHR8eRI0eSidHR0RwOx9nZmdw8ffq0jY2NiYkJv1RqampERGz/8KQAAAlCSURBVAT5v4uXl9d/LgOE+MrLy8+ePcvfVFFRGTNmDACcPXu2Z8+eZCM3NTUdPXr09evX9vb2Y8aM4b8afPny5alTp2g0WkBAwBetR/adBEKEEELo63T6d4QIIYTQt8BAiBBCqEvDQIgQQqhLw0CIEEKoS8NAiBBCqEvDQIgQQqhLw0CI0NfLy8sLCwurqqoS/anr6ur27duXnp7+sQzh4eGXL19ui1Nfu3ZNcAVghDo7HEeI0H87evTo8uXLhRLXrFkjKyvr5eWVmppqbm7+pce8f/9+QUGBn5/f11WpsLBQS0vr8OHDQUFBLWbw8vKqqKh48ODB1x2fxGQyL1y4MHz4cP76FQBgb29vYGBw5syZbzkyQh1Hp199AiERqKqqysrKmj59uoaGBj/R1NRUVlZ21apV5JSeX+r48eO3b9/+6kD4nwIDA799lavs7Oxp06ZFRkYKBsKQkBAFBYVvPDJCHQcGQoQ+19SpU62trYUSf//99w9zcrlcJpOpqKjIX524uLhYSkpKaL2Iz1RfX19VVaWkpCQuLt5ihrq6OhaLRU4uyMdfpFQQm82uqKhQUFDgrx8rqLGxsby8/GN7+QSXWfhMFRUVTU1NX/cfA0JtDd8RIvT1bt26pampmZGRQW72799/2rRpGzduVFVV1dTUPHHiBI/HCw0NlZOT09DQkJeXV1ZW3rJlCwBMnDjx6NGj2dnZSkpKSkpK/MlahZSUlPj6+srLy2tqaioqKgYHBwstxstisfz8/BgMhoaGhqmpaXR0NH/X+PHjhw0bJnio8ePHKygoaGpqKigo/PDDD4Kr2JeWlk6cOFFRUVFTU1NKSsrW1jYtLe327duDBg0CAG9vb7Ked+7cAYAhQ4aQM8dmZGQoKSkdPXpUsEpnzpxRUlLir+R+8eJFMzMzJSUldXV1fX3906dPf31zI9Q28I4Qoc/F5XL5C1hSKBQajdbQ0FBUVNTU1EQmVldXX7x4UUNDY//+/ZqamsrKynv37t26deuOHTsGDhzY1NSUlJREPq6cN29eWVlZQkICGUVavANramoaOnTomzdv9u/fb2tre/v27YULFxYXF1+6dImfZ8WKFcOHD4+Li6uqqpozZ86wYcNSUlLIRX9qamrIpWoAoK6ubtCgQbW1tWFhYZaWlsnJybNnz/bz87t+/Tq5183NLTc3d8OGDU5OTjU1NZGRkXV1dTY2NmvXrp0xY8aSJUtsbW0BgLwhLi0tJWdLNzY2NjIyOnjw4MSJE/lVOnjwoJaWFhnaz507N3bs2KCgoMOHD4uLi+/bt8/Pz09JScnd3b21fzgIfYNWXD4Doe/Vtm3bhH5xtLS0CIIgu2WmpqaS2SwtLaWkpPLz8/kFf/zxRxsbmxaPOXXq1O7du3/ipBcuXAAAclkrEtlh59mzZwRBFBQUAEDPnj15PB65NycnR0xMLDQ0lNwcOXKkk5MT+Xn79u0UCiU5OZl/qPPnzwNAUlISQRA7d+4EgBaXCoqNjQWAyMhIwcRevXr5+vqSn3fs2EGhUF6/fk1u5ufn02i0DRs2EATB4/G6des2dOhQwbL9+/f39PT8xFUjJHp4R4jQ51q/fr2+vj75+WOrDffr109waWwbG5vDhw9PnDgxICBgwIABHyvVosTERCqVOm7cOH6Kn5/f8uXL79+/b2dnR6YIrkGjp6fn4ODQ4mLo4eHhGhoaRUVFRUVFZApBEACQkpJiZWV169YtDQ0Nweeon8/f33/u3LnHjx9ftmwZABw/fpxCoQQEBABAenp6dna2l5dXZGQkP7+uru79+/e/4kQItR0MhAh9Lg8Pjw87ywgR6rHy888/V1ZW7t+//9ixY1JSUsOHD9+wYcNnrgiYm5sr2N0GAMgQW1ZWxk8R7MUKAJqammlpaR8eqri4uLS0VDCmAoCiomJ5eTkAlJaW6ujofE6VPqSkpOTl5XXkyJGlS5dSKJTjx4+TSy6TJwWAQ4cOHTt2TLAIP3Ij1EFgZxmEWhOV2ux3ik6nL1myJDc3Ny0tbfXq1VFRUaNGjfrMQ8nIyFRWVvLfSgIAk8kEAHl5eX5KaWmpYBEmkykUGkny8vJGRkblH5g+fToAKCgokEHr6wQGBmZnZz948CAuLi45OTkwMJB/UgDYsmWL0EkFAzlCHQEGQoREwczM7Ndff50zZ05SUlJdXR0AyMrK1tfXf6JInz59uFzuzZs3+SnkK8l+/frxUwT3lpaWPn361NLS8sNDOTs7v3r16vnz5y2eyNnZOS8vLyYm5sNdsrKyAPDp8Yienp6ampphYWFhYWFKSkr8ZdwtLCxUVFRw3D3q+DAQItSGVq5c+c8//+Tl5fF4vFevXl2+fNnc3Jx8U2hhYVFUVLRv377Y2Njk5OQPy/r4+HTv3n369On37t2rrq6+cOHC8uXL+/fv7+joyM8THx+/bNmyioqKrKysCRMmcDickJCQDw8VEhKio6MzZsyYq1evVlZWlpWVRUdHh4SElJSUAMCUKVN0dXX9/f2vX7/OYrEKCwuPHTuWmpoKAPr6+rKysvv373/w4MGzZ88ER1zw0en0CRMmnDlz5p9//vH39+c/y6XT6atWrQoPD586dWp6enp9fX1mZmZYWNiGDRtao2kRaj3t3VsHoU6A7DWamJgolP5hr9GAgADBDL/88ouUlBT/183e3j4lJYXc1dDQMGnSJPKdop6eXovnTU9Pd3Bw4Bf39PQsLi4md5G9RteuXdu7d29yr6Ki4vnz5/llBXuNEgSRmZk5ePBg/vs5Go3m4uJSUVFB7s3IyHBycuKfSE1NLT4+ntx16tSpHj16kGP5b968STTvNUpKSUkhC8bFxQldwr59+wTfm6qpqW3ZsuXTrY2QiOFcowj9N4IgeDwejUb7cBeXy20xnY/NZmdlZVVXV2trawtOVPb5MjMzS0tLP1E8PT29urrawsJCMOh6enoCQHh4uGBOJpOZlZUlIyOjp6dHjgUUlJeXV1BQQL5Q/MRF8Xg8+OBt6CdwudxXr17V1NSoq6vr6Oh8urkQEj0MhAh9h+rq6kxMTEaOHLl79+72rgtCHR2+I0Toe7NhwwYtLa2ampoW3xcihITgHSFC35vY2Njc3FwnJ6cWh1IghIRgIEQIIdSl4aNRhBBCXRoGQoQQQl0aBkKEEEJd2v8B3cPA/Qe9YlIAAAAASUVORK5CYII=", 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Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)], Function[var\"#129#132\"(), var\"#130#133\"{var\"#evalG#131\"}(var\"#evalG#131\"())], Function[], \"ZDT1\")" + "ContinuousProblem{Float64}(Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)], Function[metajul.var\"#151#154\"(), metajul.var\"#152#155\"{metajul.var\"#evalG#153\"}(metajul.var\"#evalG#153\"())], Function[], \"ZDT1\")" ] }, + "execution_count": 50, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ "# Target problem \n", - "problem = zdt1Problem()" + "problem = ZDT1()" ] }, { @@ -597,7 +490,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 51, "id": "cff6517a", "metadata": {}, "outputs": [ @@ -607,17 +500,18 @@ "100" ] }, + "execution_count": 51, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "nsgaIIWithArchive::EvolutionaryAlgorithm = EvolutionaryAlgorithm()\n", - "nsgaIIWithArchive.name = \"NSGA-II\"\n", + "nsgaIIArchive::EvolutionaryAlgorithm = EvolutionaryAlgorithm()\n", + "nsgaIIArchive.name = \"NSGA-II\"\n", "\n", - "nsgaIIWithArchive.problem = problem\n", - "nsgaIIWithArchive.populationSize = 100\n", - "nsgaIIWithArchive.offspringPopulationSize = 100" + "nsgaIIArchive.problem = problem\n", + "nsgaIIArchive.populationSize = 100\n", + "nsgaIIArchive.offspringPopulationSize = 100" ] }, { @@ -630,22 +524,23 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 52, "id": "c055c9f0", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "DefaultSolutionsCreation(NamedTuple{(:problem, :numberOfSolutionsToCreate), Tuple{Problem, Int64}}((ContinuousProblem{Float64}(Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)], Function[var\"#129#132\"(), var\"#130#133\"{var\"#evalG#131\"}(var\"#evalG#131\"())], Function[], \"ZDT1\"), 100)), defaultSolutionsCreation)" + "DefaultSolutionsCreation(ContinuousProblem{Float64}(Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)], Function[metajul.var\"#151#154\"(), metajul.var\"#152#155\"{metajul.var\"#evalG#153\"}(metajul.var\"#evalG#153\"())], Function[], \"ZDT1\"), 100)" ] }, + "execution_count": 52, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "nsgaIIWithArchive.solutionsCreation = DefaultSolutionsCreation((problem = solver.problem, numberOfSolutionsToCreate = solver.populationSize))" + "nsgaIIArchive.solutionsCreation = DefaultSolutionsCreation(nsgaIIArchive.problem, nsgaIIArchive.populationSize)" ] }, { @@ -658,23 +553,25 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 53, "id": "5eafb262", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "SequentialEvaluationWithArchive(NamedTuple{(:archive, :problem), Tuple{Archive, Problem}}((CrowdingDistanceArchive{ContinuousSolution{Float64}}(100, NonDominatedArchive{ContinuousSolution{Float64}}(ContinuousSolution{Float64}[], compareForDominance)), ContinuousProblem{Float64}(Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)], Function[var\"#129#132\"(), var\"#130#133\"{var\"#evalG#131\"}(var\"#evalG#131\"())], Function[], \"ZDT1\"))), sequentialEvaluationWithArchive)" + "SequentialEvaluationWithArchive(ContinuousProblem{Float64}(Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)], Function[metajul.var\"#151#154\"(), metajul.var\"#152#155\"{metajul.var\"#evalG#153\"}(metajul.var\"#evalG#153\"())], Function[], \"ZDT1\"), CrowdingDistanceArchive{ContinuousSolution{Float64}}(100, NonDominatedArchive{ContinuousSolution{Float64}}(ContinuousSolution{Float64}[], metajul.compareForDominance)))" ] }, + "execution_count": 53, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "externalArchive = CrowdingDistanceArchive(solver.populationSize, ContinuousSolution{Float64})\n", - "nsgaIIWithArchive.evaluation = SequentialEvaluationWithArchive((archive = externalArchive, problem = solver.problem))" + "externalArchive = CrowdingDistanceArchive(nsgaIIArchive.populationSize, ContinuousSolution{Float64})\n", + "\n", + "nsgaIIArchive.evaluation = SequentialEvaluationWithArchive(nsgaIIArchive.problem, externalArchive)" ] }, { @@ -687,22 +584,23 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 54, "id": "8864b324", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "TerminationByEvaluations((numberOfEvaluationsToStop = 25000,), terminationByEvaluations)" + "TerminationByEvaluations(25000)" ] }, + "execution_count": 54, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "nsgaIIWithArchive.termination = TerminationByEvaluations((numberOfEvaluationsToStop = 25000, ))" + "nsgaIIArchive.termination = TerminationByEvaluations(25000)" ] }, { @@ -715,25 +613,28 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 55, "id": "11f8a2f6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "CrossoverAndMutationVariation(NamedTuple{(:offspringPopulationSize, :crossover, :mutation), Tuple{Int64, CrossoverOperator, MutationOperator}}((100, SBXCrossover((probability = 1.0, distributionIndex = 20.0, bounds = Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)]), 2, 2, sbxCrossover), PolynomialMutation((probability = 0.03333333333333333, distributionIndex = 20.0, bounds = Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)]), polynomialMutation))), 100, crossoverAndMutationVariation)" + "CrossoverAndMutationVariation(100, SBXCrossover(0.9, 20.0, Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)]), PolynomialMutation(0.03333333333333333, 20.0, Bounds{Float64}[Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0) … Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0), Bounds{Float64}(0.0, 1.0)]), 100)" ] }, + "execution_count": 55, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "mutation = PolynomialMutation((probability=1.0/numberOfVariables(problem), distributionIndex=20.0, bounds=problem.bounds))\n", - "crossover = SBXCrossover((probability=1.0, distributionIndex=20.0, bounds=problem.bounds))\n", "\n", - "nsgaIIWithArchive.variation = CrossoverAndMutationVariation((offspringPopulationSize = nsgaIIWithArchive.offspringPopulationSize, crossover = crossover, mutation = mutation))" + "mutation = PolynomialMutation(1.0 / numberOfVariables(problem), 20.0, problem.bounds)\n", + "\n", + "crossover = SBXCrossover(0.9, 20.0, problem.bounds)\n", + "\n", + "nsgaIIArchive.variation = CrossoverAndMutationVariation(nsgaIIArchive.offspringPopulationSize, crossover, mutation)\n" ] }, { @@ -746,22 +647,23 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 59, "id": "ccb968f2", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "BinaryTournamentSelection(NamedTuple{(:matingPoolSize, :comparator), Tuple{Int64, Function}}((100, compareRankingAndCrowdingDistance)), binaryTournamentMatingPoolSelection)" + "BinaryTournamentSelection(100, metajul.compareRankingAndCrowdingDistance)" ] }, + "execution_count": 59, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "nsgaIIWithArchive.selection = BinaryTournamentSelection((matingPoolSize = nsgaIIWithArchive.variation.matingPoolSize, comparator = compareRankingAndCrowdingDistance))" + "nsgaIIArchive.selection = BinaryTournamentSelection(nsgaIIArchive.variation.matingPoolSize, compareRankingAndCrowdingDistance)" ] }, { @@ -774,22 +676,23 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 60, "id": "5584ce90", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "RankingAndDensityEstimatorReplacement(NamedTuple{(:dominanceComparator,), Tuple{Function}}((compareForDominance,)), rankingAndDensityEstimatorReplacement)" + "RankingAndDensityEstimatorReplacement(metajul.compareForDominance)" ] }, + "execution_count": 60, "metadata": {}, - "output_type": "display_data" + "output_type": "execute_result" } ], "source": [ - "nsgaIIWithArchive.replacement = RankingAndDensityEstimatorReplacement((dominanceComparator = compareForDominance, ))" + "nsgaIIArchive.replacement = RankingAndDensityEstimatorReplacement(compareForDominance)" ] }, { @@ -802,7 +705,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 61, "id": "6303597b", "metadata": {}, "outputs": [ @@ -810,13 +713,13 @@ "name": "stdout", "output_type": "stream", "text": [ - "Computing time: 3450 milliseconds\n" + "Computing time: 3581 milliseconds\n" ] } ], "source": [ "startingTime = Dates.now()\n", - "optimize(nsgaIIWithArchive)\n", + "optimize(nsgaIIArchive)\n", "endTime = Dates.now()\n", "\n", "println(\"Computing time: \", (endTime - startingTime))" @@ -832,412 +735,311 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 62, "id": "46521840", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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