{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[]},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"code","execution_count":1,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":1000},"id":"6NlDXQPfjB4D","outputId":"3b2a2534-dbaa-4e21-b8f6-4f4d164ed96d","executionInfo":{"status":"ok","timestamp":1705877615160,"user_tz":-60,"elapsed":28524,"user":{"displayName":"Marson Jr","userId":"17932060074750223177"}}},"outputs":[{"output_type":"stream","name":"stdout","text":["Collecting pygad\n"," Downloading pygad-3.2.0-py3-none-any.whl (80 kB)\n","\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m80.8/80.8 kB\u001b[0m \u001b[31m1.1 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m\n","\u001b[?25hRequirement already satisfied: cloudpickle in /usr/local/lib/python3.10/dist-packages (from pygad) (2.2.1)\n","Requirement already satisfied: matplotlib in /usr/local/lib/python3.10/dist-packages (from pygad) (3.7.1)\n","Requirement already satisfied: numpy in /usr/local/lib/python3.10/dist-packages (from pygad) (1.23.5)\n","Requirement already satisfied: contourpy>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pygad) (1.2.0)\n","Requirement already satisfied: cycler>=0.10 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pygad) (0.12.1)\n","Requirement already satisfied: fonttools>=4.22.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pygad) (4.47.2)\n","Requirement already satisfied: kiwisolver>=1.0.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pygad) (1.4.5)\n","Requirement already satisfied: packaging>=20.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pygad) (23.2)\n","Requirement already satisfied: pillow>=6.2.0 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pygad) (9.4.0)\n","Requirement already satisfied: pyparsing>=2.3.1 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pygad) (3.1.1)\n","Requirement already satisfied: python-dateutil>=2.7 in /usr/local/lib/python3.10/dist-packages (from matplotlib->pygad) (2.8.2)\n","Requirement already satisfied: six>=1.5 in /usr/local/lib/python3.10/dist-packages (from python-dateutil>=2.7->matplotlib->pygad) (1.16.0)\n","Installing collected packages: pygad\n","Successfully installed pygad-3.2.0\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}},{"output_type":"stream","name":"stderr","text":["/usr/local/lib/python3.10/dist-packages/pygad/pygad.py:748: UserWarning: The percentage of genes to mutate (mutation_percent_genes=15) resutled in selecting (0) genes. The number of genes to mutate is set to 1 (mutation_num_genes=1).\n","If you do not want to mutate any gene, please set mutation_type=None.\n"," warnings.warn(f\"The percentage of genes to mutate (mutation_percent_genes={mutation_percent_genes}) resutled in selecting ({mutation_num_genes}) genes. The number of genes to mutate is set to 1 (mutation_num_genes=1).\\nIf you do not want to mutate any gene, please set mutation_type=None.\")\n"]},{"output_type":"stream","name":"stdout","text":["[[-2.68483275 3.68536183]\n"," [ 2.03756124 -0.84835571]\n"," [-3.78172295 -3.93403801]\n"," [ 1.80093698 -3.67371401]\n"," [ 3.00042022 -0.39513307]\n"," [-0.23780291 -0.26551775]\n"," [ 0.67528006 3.42493819]\n"," [-0.7220995 -2.73482162]\n"," [-1.07725441 -0.85888303]\n"," [ 2.71565133 3.32825687]\n"," [-1.68975789 2.76587784]\n"," [-2.32111772 -0.57687673]\n"," [-3.10018054 -0.01176655]\n"," [-0.93407539 -2.77888382]\n"," [ 2.73509098 3.52929559]\n"," [ 3.17247234 -3.15544188]\n"," [-1.80330622 -3.14688933]\n"," [ 0.07676516 -2.45792292]\n"," [ 0.74304796 -0.89577985]\n"," [-2.5068311 -1.428254 ]\n"," [ 1.81691687 -3.66088256]\n"," [-2.28722915 -3.83719962]\n"," [-0.987267 2.9899229 ]\n"," [-1.68139954 3.56413828]\n"," [ 3.02011184 1.51871318]\n"," [-1.73116575 3.24178699]\n"," [ 3.47771601 2.07268189]\n"," [-3.64112686 2.92851072]\n"," [ 2.69244134 0.55223421]\n"," [-1.63837656 3.84658111]\n"," [-1.04597202 3.41116157]\n"," [ 2.86439368 -2.06222729]\n"," [ 2.1150371 -0.39498797]\n"," [ 1.22305983 -2.69902117]\n"," [ 1.58071611 2.55408768]\n"," [ 2.22991322 -3.24705313]\n"," [ 0.52084248 0.91518184]\n"," [-3.29873032 3.3187094 ]\n"," [-2.52874419 2.31745498]\n"," [ 2.86524075 3.80535134]\n"," [-2.08892827 -2.21027691]\n"," [-3.97365992 -1.34640856]\n"," [ 2.16015383 -1.11280771]\n"," [ 1.92821934 1.46885897]\n"," [-2.87697842 -1.6240684 ]\n"," [-2.31872325 0.27305543]\n"," [-2.63206036 -1.28764768]\n"," [ 1.90645722 1.74692264]\n"," [-1.3417063 1.87399952]\n"," [-0.80305279 -2.47846749]\n"," [-3.70931535 -3.09003592]\n"," [-0.32000233 0.33981044]\n"," [ 1.6524751 -1.87100932]\n"," [-1.5697909 1.67628131]\n"," [-0.83223453 2.395577 ]\n"," [-1.65049603 2.12845612]\n"," [-2.14058493 0.76022082]\n"," [ 2.01909707 -0.72284346]\n"," [ 1.28318419 0.02981544]\n"," [ 3.3409021 -1.83130997]\n"," [ 1.77316945 -0.20609638]\n"," [ 2.89324188 -0.91243843]\n"," [-0.15224121 2.87440826]\n"," [ 2.24963799 2.44048657]\n"," [ 1.27949499 2.67070862]\n"," [ 0.70904843 -3.94711689]\n"," [ 1.79310218 -3.58875386]\n"," [ 2.57981978 0.03538019]\n"," [ 2.22452082 -3.66192 ]\n"," [ 1.78668686 -3.3670969 ]\n"," [-2.79699989 3.00815064]\n"," [ 0.82478263 -2.4557434 ]\n"," [-1.65162 2.49852464]\n"," [-3.89861286 -1.33898234]\n"," [ 0.6208771 -1.76360308]\n"," [ 1.69059083 2.41286961]\n"," [ 3.85689917 2.90752013]\n"," [-2.54246589 2.28889626]\n"," [ 1.39465046 -0.60595466]\n"," [-3.96195235 -2.26666059]\n"," [ 1.53823621 1.1703652 ]\n"," [ 2.23751152 2.23839405]\n"," [ 2.26499652 1.61087066]\n"," [-3.22626104 1.69070777]\n"," [ 2.97228566 0.19662056]\n"," [-0.51746042 -0.96665594]\n"," [ 0.40736669 0.87406196]\n"," [ 2.86334818 2.19849419]\n"," [ 0.93536595 -2.0846485 ]\n"," [ 1.43035359 -0.99367037]\n"," [ 1.4815355 0.34094649]\n"," [-0.47397775 -3.63791611]\n"," [ 0.43884022 3.49472431]\n"," [-3.25885268 2.16808211]\n"," [-0.73602572 2.04347402]\n"," [ 1.98118987 3.14074612]\n"," [ 1.13076285 -2.84438029]\n"," [-2.53833954 1.94541877]\n"," [-0.67990328 3.57104194]\n"," [ 0.82753473 2.55795944]]\n","Generation = 1\n","Fitness =5.340761629898686\n","Change =5.340761629898686\n","\n","Generation = 2\n","Fitness =7.041164417552931\n","Change =1.7004027876542454\n","\n","Generation = 3\n","Fitness =7.534485189910682\n","Change =0.49332077235775085\n","\n","Generation = 4\n","Fitness =7.833221409502458\n","Change =0.29873621959177576\n","\n","Generation = 5\n","Fitness =7.966284176849051\n","Change =0.13306276734659317\n","\n","Generation = 6\n","Fitness =7.966284176849051\n","Change =0.0\n","\n","Generation = 7\n","Fitness =7.966284176849051\n","Change =0.0\n","\n","Generation = 8\n","Fitness =7.966284176849051\n","Change =0.0\n","\n","Generation = 9\n","Fitness =7.966284176849051\n","Change =0.0\n","\n","Generation = 10\n","Fitness =7.966284176849051\n","Change =0.0\n","\n","Generation = 11\n","Fitness =7.975554220923387\n","Change =0.00927004407433607\n","\n","Generation = 12\n","Fitness =7.975554220923387\n","Change =0.0\n","\n","Generation = 13\n","Fitness =7.975554220923387\n","Change =0.0\n","\n","Generation = 14\n","Fitness =7.975554220923387\n","Change =0.0\n","\n","Generation = 15\n","Fitness =7.978213764472229\n","Change =0.002659543548841903\n","\n","Generation = 16\n","Fitness =7.985865853257647\n","Change =0.007652088785418343\n","\n","Generation = 17\n","Fitness =7.985865853257647\n","Change =0.0\n","\n","Generation = 18\n","Fitness =7.985865853257647\n","Change =0.0\n","\n","Generation = 19\n","Fitness =7.985865853257647\n","Change =0.0\n","\n","Generation = 20\n","Fitness =7.985865853257647\n","Change =0.0\n","\n","Generation = 21\n","Fitness =7.987842363698653\n","Change =0.0019765104410058854\n","\n","Generation = 22\n","Fitness =7.987842363698653\n","Change =0.0\n","\n","Generation = 23\n","Fitness =7.990594603841088\n","Change =0.002752240142434914\n","\n","Generation = 24\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 25\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 26\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 27\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 28\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 29\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 30\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 31\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 32\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 33\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 34\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 35\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 36\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 37\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 38\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 39\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 40\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 41\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 42\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 43\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 44\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 45\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 46\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 47\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 48\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 49\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Generation = 50\n","Fitness =7.990594603841088\n","Change =0.0\n","\n","Argumenty najlepszego rozw : [-2.75161154e-04 1.56852948e+00]\n","Wartosc dla najlepszego rozw: 7.990594603841088\n"]},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["!pip install pygad\n","import pygad\n","import numpy\n","import numpy as np\n","import matplotlib.pyplot as plt\n","\n","def func_3D(x,y):\n"," wynik= 3*(1-x**2) * np.exp(-(x**2)-(y+1)**2) \\\n"," -10*(x/5 -x**3 -y**5)* \\\n"," np.exp(-x**2-y**2)- \\\n"," (1/3) * np.exp(-(x+1)**2 -x**2)\n"," return wynik\n","\n","x = np.linspace(-4, 4, 100)\n","y = np.linspace(-4, 4, 100)\n","X, Y = np.meshgrid(x, y)\n","Z = func_3D(X,Y)\n","plt.rcParams[\"figure.figsize\"] = (6,6)\n","fig = plt.figure()\n","ax = fig.add_subplot(projection='3d')\n","surface = ax.plot_surface(X, Y, Z, cmap='coolwarm')\n","plt.show()\n","\n","def fitness_function(ga_instance, solution, solution_idx):\n"," return func_3D(solution[0],solution[1])\n","\n","last_fitness = 0\n","def on_generation(ga_instance):\n"," global last_fitness\n"," print(f\"Generation = {ga_instance.generations_completed}\")\n"," print(f\"Fitness ={ga_instance.best_solution(pop_fitness=ga_instance.last_generation_fitness)[1]}\")\n"," print(f\"Change ={ga_instance.best_solution(pop_fitness=ga_instance.last_generation_fitness)[1] - last_fitness}\")\n"," print()\n"," last_fitness = ga_instance.best_solution(pop_fitness=ga_instance.last_generation_fitness)[1]\n","\n","\n","ga_instance = pygad.GA(\n"," num_generations=50,\n"," num_parents_mating=15,\n"," sol_per_pop=100,\n"," num_genes=2,\n"," init_range_low=-4,\n"," init_range_high=4,\n"," fitness_func=fitness_function,\n"," crossover_type=\"single_point\",\n"," parent_selection_type = \"rws\",\n"," mutation_type = \"random\",\n"," mutation_percent_genes=15,\n"," on_generation=on_generation\n","\n",")\n","\n","print(ga_instance.population)\n","\n","ga_instance.run()\n","\n","solution, solution_fitness, solution_idx = ga_instance.best_solution()\n","print(f\"Argumenty najlepszego rozw : {solution}\")\n","print(f\"Wartosc dla najlepszego rozw: {solution_fitness}\")\n","\n","def wykres_populacji(ga_instance):\n"," x = np.linspace(-4, 4, 100)\n"," y = np.linspace(-4, 4, 100)\n"," X, Y = np.meshgrid(x, y)\n"," Z = func_3D(X,Y)\n"," plt.contour(X, Y, Z, cmap='coolwarm')\n"," plt.plot(ga_instance.population[:,0], ga_instance.population[:,1],'bo')\n"," plt.show()\n","\n","wykres_populacji(ga_instance)\n"]}]}