diff --git a/lab10/lab10.ipynb b/lab10/lab10.ipynb new file mode 100644 index 0000000..bc86f16 --- /dev/null +++ b/lab10/lab10.ipynb @@ -0,0 +1,644 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "ac054042", + "metadata": {}, + "source": [ + "# Задача - найти кратчайший маршрут между несколькими городами Росии с помощью генетического алгоритма" + ] + }, + { + "cell_type": "markdown", + "id": "55303cf4", + "metadata": {}, + "source": [ + "## Визуализируем с помощью графа : Order – название города, откуда начинается путь, Destination – название города, до куда он продолжается, Distance – расстояние между городами, измеряемое в километрах." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "2498097d", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " City 1 City 2 Distance\n", + "0 Blagodarnyy Budonnovsk 70.0\n", + "1 Blagodarnyy Svetlograd 68.0\n", + "2 Blagodarnyy Zelenokumsk NaN\n", + "3 Blagodarnyy Neftekumsk NaN\n", + "4 Blagodarnyy Georgievsk NaN\n", + ".. ... ... ...\n", + "301 Ipatovo Nevinnomyssk NaN\n", + "302 Ipatovo Stavropol NaN\n", + "303 Ipatovo Novoaleksandrovsk NaN\n", + "304 Ipatovo Izobil'nyy 124.0\n", + "305 Ipatovo Mikhaylovsk NaN\n", + "\n", + "[306 rows x 3 columns]\n" + ] + }, + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import pandas as pd\n", + "import networkx as nx\n", + "import random\n", + "import numpy\n", + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "\n", + "# Загружаем данные\n", + "data = pd.read_csv('C://AIM//static//csv//cities.csv')\n", + "\n", + "# Создаем граф из данных\n", + "G = nx.Graph()\n", + "for _, row in data.iterrows():\n", + " G.add_edge(row['Order'], row['Destination'], weight=row['Distance'])\n", + "\n", + "# Проверяем связность графа\n", + "if not nx.is_connected(G):\n", + " largest_cc = max(nx.connected_components(G), key=len)\n", + " G = G.subgraph(largest_cc).copy()\n", + "\n", + "# Получаем список городов\n", + "cities_list = list(G.nodes())\n", + "\n", + "# Создаем таблицу расстояний между городами\n", + "distance_data = []\n", + "\n", + "for city1 in cities_list:\n", + " for city2 in cities_list:\n", + " if city1 != city2:\n", + " distance = G[city1][city2]['weight'] if G.has_edge(city1, city2) else None\n", + " distance_data.append({'City 1': city1, 'City 2': city2, 'Distance': distance})\n", + "\n", + "# Создаем DataFrame\n", + "distance_df = pd.DataFrame(distance_data)\n", + "\n", + "# Отображение таблицы\n", + "print(distance_df)\n", + "\n", + "# Визуализация графа\n", + "plt.figure(figsize=(12, 8))\n", + "pos = nx.spring_layout(G) # Расположение узлов\n", + "nx.draw(G, pos, with_labels=True, node_size=2000, node_color='lightblue', font_size=12, font_weight='bold', edge_color='gray')\n", + "\n", + "# Отображение весов рёбер\n", + "edge_labels = nx.get_edge_attributes(G, 'weight')\n", + "nx.draw_networkx_edge_labels(G, pos, edge_labels=edge_labels)\n", + "\n", + "plt.title('Граф городов и расстояний')\n", + "plt.axis('off') # Скрыть оси\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "ab375012", + "metadata": {}, + "source": [ + "## Определим структуру хромосомы, реализуем фитнес-функцию и операторы мутаций" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "id": "dc849661", + "metadata": {}, + "outputs": [], + "source": [ + "import numpy\n", + "class Chromosome:\n", + " def __init__(self, cities):\n", + " self.cities = cities.copy()\n", + " self.distance = self.calculate_distance()\n", + " \n", + " def calculate_distance(self):\n", + " \"\"\"Вычисляет общее расстояние маршрута, учитывая возврат в начальный город.\"\"\"\n", + " total_distance = 0\n", + " valid_edges = 0\n", + " \n", + " for i in range(len(self.cities)):\n", + " city1 = self.cities[i]\n", + " city2 = self.cities[(i + 1) % len(self.cities)]\n", + " \n", + " if G.has_edge(city1, city2):\n", + " total_distance += G[city1][city2]['weight']\n", + " valid_edges += 1\n", + " else:\n", + " avg_distance = np.mean([d['weight'] for u, v, d in G.edges(data=True)])\n", + " total_distance += avg_distance * 2 # Штрафной коэффициент\n", + " \n", + " if valid_edges < len(self.cities):\n", + " total_distance *= (1 + (len(self.cities) - valid_edges)/len(self.cities))\n", + " \n", + " return total_distance\n", + " \n", + " def fitness(self):\n", + " \"\"\"Фитнес-функция - обратная величина расстояния.\"\"\"\n", + " return 1 / (self.distance + 1e-6) # Добавляем малое значение для избежания деления на 0\n", + " \n", + " def mutate(self, mutation_rate=0.1):\n", + " \"\"\"Мутация с разными операторами.\"\"\"\n", + " if random.random() < mutation_rate:\n", + " mutation_type = random.choice(['swap', 'inversion', 'scramble'])\n", + " \n", + " if mutation_type == 'swap':\n", + " idx1, idx2 = random.sample(range(len(self.cities)), 2)\n", + " self.cities[idx1], self.cities[idx2] = self.cities[idx2], self.cities[idx1]\n", + " \n", + " elif mutation_type == 'inversion':\n", + " start, end = sorted(random.sample(range(len(self.cities)), 2))\n", + " self.cities[start:end] = self.cities[start:end][::-1]\n", + " \n", + " elif mutation_type == 'scramble':\n", + " start, end = sorted(random.sample(range(len(self.cities)), 2))\n", + " random.shuffle(self.cities[start:end])\n", + " \n", + " self.distance = self.calculate_distance()\n", + " \n", + " def __repr__(self):\n", + " return f\"Route: {self.cities}, Distance: {self.distance:.2f}\"" + ] + }, + { + "cell_type": "markdown", + "id": "a4e25a83", + "metadata": {}, + "source": [ + "## Сгенерируем начальную популяцию, оператор селекции и оператор кроссинговера" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "3f5b33a0", + "metadata": {}, + "outputs": [], + "source": [ + "def generate_initial_population(pop_size, cities):\n", + " \"\"\"Генерирует начальную популяцию с проверкой валидности маршрутов.\"\"\"\n", + " population = []\n", + " for _ in range(pop_size):\n", + " chrom = Chromosome(random.sample(cities, len(cities)))\n", + " population.append(chrom)\n", + " return population\n", + "\n", + "def tournament_selection(population, tournament_size=3):\n", + " \"\"\"Турнирный отбор.\"\"\"\n", + " participants = random.sample(population, tournament_size)\n", + " return max(participants, key=lambda x: x.fitness())\n", + "\n", + "def ordered_crossover(parent1, parent2):\n", + " \"\"\"Упорядоченный кроссовер (OX) для TSP.\"\"\"\n", + " size = len(parent1.cities)\n", + " child_cities = [None] * size\n", + " \n", + " start, end = sorted(random.sample(range(size), 2))\n", + " child_cities[start:end] = parent1.cities[start:end]\n", + " \n", + " remaining_cities = [city for city in parent2.cities if city not in child_cities[start:end]]\n", + " \n", + " ptr = 0\n", + " for i in range(size):\n", + " if child_cities[i] is None:\n", + " child_cities[i] = remaining_cities[ptr]\n", + " ptr += 1\n", + " \n", + " return Chromosome(child_cities)" + ] + }, + { + "cell_type": "markdown", + "id": "9c7526ac", + "metadata": {}, + "source": [ + "## Определим основной генетический алгоритм" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "0104d006", + "metadata": {}, + "outputs": [], + "source": [ + "def genetic_algorithm(cities, pop_size=100, generations=500, mutation_rate=0.2, elitism=0.1):\n", + " population = generate_initial_population(pop_size, cities)\n", + " best_solution = min(population, key=lambda x: x.distance)\n", + " history = [best_solution.distance]\n", + " \n", + " for generation in range(generations):\n", + " population.sort(key=lambda x: x.distance)\n", + " current_best = population[0]\n", + " \n", + " if current_best.distance < best_solution.distance:\n", + " best_solution = current_best\n", + " \n", + " history.append(best_solution.distance)\n", + " \n", + " elites = population[:int(elitism * pop_size)]\n", + " \n", + " new_population = elites.copy()\n", + " \n", + " while len(new_population) < pop_size:\n", + " parent1 = tournament_selection(population)\n", + " parent2 = tournament_selection(population)\n", + " \n", + " child = ordered_crossover(parent1, parent2)\n", + " child.mutate(mutation_rate)\n", + " new_population.append(child)\n", + " \n", + " population = new_population\n", + " \n", + " if generation % 10 == 0:\n", + " avg_dist = np.mean([chrom.distance for chrom in population])\n", + " print(f\"Generation {generation}: Best = {best_solution.distance:.2f}, Avg = {avg_dist:.2f}\")\n", + "\n", + " return best_solution" + ] + }, + { + "cell_type": "markdown", + "id": "68498fcc", + "metadata": {}, + "source": [ + "## Напишем функцию experinment, она нужна для исследования, как изменение размера популяции и вероятности мутации влияют на эффективность генетического алгоритма" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "id": "9ef86456", + "metadata": {}, + "outputs": [], + "source": [ + "test_cities = cities_list[:20]\n", + "def experiment(pop_sizes, mutation_rates, generations=200):\n", + " for pop_size in pop_sizes:\n", + " for mutation_rate in mutation_rates:\n", + " best_route = genetic_algorithm(\n", + " cities=test_cities,\n", + " pop_size=pop_size,\n", + " generations=generations,\n", + " mutation_rate=mutation_rate,\n", + " elitism=0.1\n", + " )\n", + " print(f\"Population Size: {pop_size}, Mutation Rate: {mutation_rate} -> Best Distance: {best_route.distance:.2f}\")" + ] + }, + { + "cell_type": "markdown", + "id": "b306951c", + "metadata": {}, + "source": [ + "## Попробуем в действии" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "ca6e3b13", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Generation 0: Best = 3047.82, Avg = 3508.01\n", + "Generation 10: Best = 1981.60, Avg = 2153.80\n", + "Generation 20: Best = 1907.33, Avg = 1909.47\n", + "Generation 30: Best = 1798.15, Avg = 1849.95\n", + "Generation 40: Best = 1798.15, Avg = 1812.55\n", + "Generation 50: Best = 1749.60, Avg = 1794.85\n", + "Generation 60: Best = 1749.60, Avg = 1753.47\n", + "Generation 70: Best = 1732.99, Avg = 1782.18\n", + "Generation 80: Best = 1715.10, Avg = 1715.10\n", + "Generation 90: Best = 1715.10, Avg = 1715.10\n", + "Generation 100: Best = 1715.10, Avg = 1739.90\n", + "Generation 110: Best = 1715.10, Avg = 1736.12\n", + "Generation 120: Best = 1625.65, Avg = 1739.88\n", + "Generation 130: Best = 1616.71, Avg = 1634.26\n", + "Generation 140: Best = 1616.71, Avg = 1624.55\n", + "Generation 150: Best = 1423.89, Avg = 1564.71\n", + "Generation 160: Best = 1421.44, Avg = 1511.65\n", + "Generation 170: Best = 1362.38, Avg = 1463.22\n", + "Generation 180: Best = 1354.21, Avg = 1366.55\n", + "Generation 190: Best = 1257.38, Avg = 1282.88\n", + "Population Size: 50, Mutation Rate: 0.05 -> Best Distance: 1257.38\n", + "Generation 0: Best = 3004.32, Avg = 3693.63\n", + "Generation 10: Best = 2188.54, Avg = 2530.32\n", + "Generation 20: Best = 1504.56, Avg = 1719.02\n", + "Generation 30: Best = 1445.89, Avg = 1461.72\n", + "Generation 40: Best = 1270.21, Avg = 1276.14\n", + "Generation 50: Best = 1270.21, Avg = 1318.15\n", + "Generation 60: Best = 1270.21, Avg = 1298.59\n", + "Generation 70: Best = 1270.21, Avg = 1302.39\n", + "Generation 80: Best = 1270.21, Avg = 1283.42\n", + "Generation 90: Best = 1270.21, Avg = 1289.85\n", + "Generation 100: Best = 1270.21, Avg = 1277.55\n", + "Generation 110: Best = 1270.21, Avg = 1285.84\n", + "Generation 120: Best = 1270.21, Avg = 1313.64\n", + "Generation 130: Best = 1270.21, Avg = 1270.21\n", + "Generation 140: Best = 1270.21, Avg = 1287.81\n", + "Generation 150: Best = 1253.88, Avg = 1287.27\n", + "Generation 160: Best = 1253.88, Avg = 1267.53\n", + "Generation 170: Best = 1253.88, Avg = 1288.06\n", + "Generation 180: Best = 1253.88, Avg = 1270.13\n", + "Generation 190: Best = 1253.88, Avg = 1266.00\n", + "Population Size: 50, Mutation Rate: 0.1 -> Best Distance: 1253.88\n", + "Generation 0: Best = 2866.11, Avg = 3663.83\n", + "Generation 10: Best = 1830.00, Avg = 2454.79\n", + "Generation 20: Best = 1291.21, Avg = 1544.16\n", + "Generation 30: Best = 1291.21, Avg = 1315.39\n", + "Generation 40: Best = 1291.21, Avg = 1357.34\n", + "Generation 50: Best = 1291.21, Avg = 1333.59\n", + "Generation 60: Best = 1265.54, Avg = 1347.33\n", + "Generation 70: Best = 1265.54, Avg = 1290.39\n", + "Generation 80: Best = 1262.04, Avg = 1270.76\n", + "Generation 90: Best = 1255.04, Avg = 1290.96\n", + "Generation 100: Best = 1255.04, Avg = 1313.48\n", + "Generation 110: Best = 1255.04, Avg = 1282.33\n", + "Generation 120: Best = 1255.04, Avg = 1280.54\n", + "Generation 130: Best = 1255.04, Avg = 1315.20\n", + "Generation 140: Best = 1255.04, Avg = 1284.96\n", + "Generation 150: Best = 1255.04, Avg = 1300.35\n", + "Generation 160: Best = 1255.04, Avg = 1303.16\n", + "Generation 170: Best = 1255.04, Avg = 1315.32\n", + "Generation 180: Best = 1255.04, Avg = 1316.02\n", + "Generation 190: Best = 1255.04, Avg = 1306.32\n", + "Population Size: 50, Mutation Rate: 0.15 -> Best Distance: 1255.04\n", + "Generation 0: Best = 3026.88, Avg = 3609.92\n", + "Generation 10: Best = 1814.00, Avg = 2369.68\n", + "Generation 20: Best = 1369.38, Avg = 1599.94\n", + "Generation 30: Best = 1346.04, Avg = 1352.67\n", + "Generation 40: Best = 1346.04, Avg = 1350.54\n", + "Generation 50: Best = 1258.54, Avg = 1351.61\n", + "Generation 60: Best = 1258.54, Avg = 1268.54\n", + "Generation 70: Best = 1258.54, Avg = 1281.48\n", + "Generation 80: Best = 1258.54, Avg = 1273.12\n", + "Generation 90: Best = 1258.54, Avg = 1266.41\n", + "Generation 100: Best = 1258.54, Avg = 1263.88\n", + "Generation 110: Best = 1258.54, Avg = 1272.61\n", + "Generation 120: Best = 1258.54, Avg = 1262.99\n", + "Generation 130: Best = 1258.54, Avg = 1269.70\n", + "Generation 140: Best = 1258.54, Avg = 1275.43\n", + "Generation 150: Best = 1258.54, Avg = 1276.84\n", + "Generation 160: Best = 1258.54, Avg = 1260.11\n", + "Generation 170: Best = 1258.54, Avg = 1273.92\n", + "Generation 180: Best = 1258.54, Avg = 1277.41\n", + "Generation 190: Best = 1258.54, Avg = 1279.70\n", + "Population Size: 100, Mutation Rate: 0.05 -> Best Distance: 1258.54\n", + "Generation 0: Best = 2650.56, Avg = 3506.52\n", + "Generation 10: Best = 1740.65, Avg = 2365.75\n", + "Generation 20: Best = 1582.21, Avg = 2001.74\n", + "Generation 30: Best = 1579.65, Avg = 1611.43\n", + "Generation 40: Best = 1406.71, Avg = 1470.58\n", + "Generation 50: Best = 1399.71, Avg = 1440.77\n", + "Generation 60: Best = 1399.71, Avg = 1427.02\n", + "Generation 70: Best = 1399.71, Avg = 1427.03\n", + "Generation 80: Best = 1399.71, Avg = 1408.87\n", + "Generation 90: Best = 1399.71, Avg = 1415.64\n", + "Generation 100: Best = 1258.54, Avg = 1514.49\n", + "Generation 110: Best = 1209.44, Avg = 1232.28\n", + "Generation 120: Best = 1209.44, Avg = 1232.17\n", + "Generation 130: Best = 1209.44, Avg = 1224.68\n", + "Generation 140: Best = 1209.44, Avg = 1226.21\n", + "Generation 150: Best = 1209.44, Avg = 1238.75\n", + "Generation 160: Best = 1209.44, Avg = 1220.86\n", + "Generation 170: Best = 1209.44, Avg = 1242.83\n", + "Generation 180: Best = 1209.44, Avg = 1232.64\n", + "Generation 190: Best = 1209.44, Avg = 1244.80\n", + "Population Size: 100, Mutation Rate: 0.1 -> Best Distance: 1209.44\n", + "Generation 0: Best = 3068.76, Avg = 3545.45\n", + "Generation 10: Best = 1586.44, Avg = 2155.99\n", + "Generation 20: Best = 1371.67, Avg = 1541.46\n", + "Generation 30: Best = 1371.67, Avg = 1401.34\n", + "Generation 40: Best = 1371.67, Avg = 1403.72\n", + "Generation 50: Best = 1371.67, Avg = 1401.11\n", + "Generation 60: Best = 1371.67, Avg = 1417.90\n", + "Generation 70: Best = 1371.67, Avg = 1386.41\n", + "Generation 80: Best = 1371.67, Avg = 1402.67\n", + "Generation 90: Best = 1371.67, Avg = 1391.72\n", + "Generation 100: Best = 1371.67, Avg = 1385.03\n", + "Generation 110: Best = 1371.67, Avg = 1417.49\n", + "Generation 120: Best = 1371.67, Avg = 1405.14\n", + "Generation 130: Best = 1371.67, Avg = 1402.25\n", + "Generation 140: Best = 1371.67, Avg = 1410.39\n", + "Generation 150: Best = 1371.67, Avg = 1378.58\n", + "Generation 160: Best = 1371.67, Avg = 1401.36\n", + "Generation 170: Best = 1371.67, Avg = 1423.64\n", + "Generation 180: Best = 1371.67, Avg = 1398.50\n", + "Generation 190: Best = 1371.67, Avg = 1413.27\n", + "Population Size: 100, Mutation Rate: 0.15 -> Best Distance: 1371.67\n", + "Generation 0: Best = 2819.44, Avg = 3566.16\n", + "Generation 10: Best = 1858.21, Avg = 2498.89\n", + "Generation 20: Best = 1444.67, Avg = 1835.07\n", + "Generation 30: Best = 1258.54, Avg = 1448.76\n", + "Generation 40: Best = 1255.04, Avg = 1271.19\n", + "Generation 50: Best = 1255.04, Avg = 1266.05\n", + "Generation 60: Best = 1255.04, Avg = 1260.03\n", + "Generation 70: Best = 1255.04, Avg = 1262.82\n", + "Generation 80: Best = 1255.04, Avg = 1272.21\n", + "Generation 90: Best = 1255.04, Avg = 1271.21\n", + "Generation 100: Best = 1255.04, Avg = 1260.83\n", + "Generation 110: Best = 1255.04, Avg = 1269.70\n", + "Generation 120: Best = 1255.04, Avg = 1263.49\n", + "Generation 130: Best = 1255.04, Avg = 1259.09\n", + "Generation 140: Best = 1255.04, Avg = 1264.05\n", + "Generation 150: Best = 1255.04, Avg = 1263.71\n", + "Generation 160: Best = 1255.04, Avg = 1261.72\n", + "Generation 170: Best = 1255.04, Avg = 1265.44\n", + "Generation 180: Best = 1255.04, Avg = 1264.04\n", + "Generation 190: Best = 1255.04, Avg = 1264.23\n", + "Population Size: 200, Mutation Rate: 0.05 -> Best Distance: 1255.04\n", + "Generation 0: Best = 2836.76, Avg = 3554.40\n", + "Generation 10: Best = 1736.67, Avg = 2367.58\n", + "Generation 20: Best = 1323.67, Avg = 1625.42\n", + "Generation 30: Best = 1323.67, Avg = 1335.60\n", + "Generation 40: Best = 1323.67, Avg = 1338.79\n", + "Generation 50: Best = 1253.88, Avg = 1377.80\n", + "Generation 60: Best = 1253.88, Avg = 1302.88\n", + "Generation 70: Best = 1253.88, Avg = 1279.31\n", + "Generation 80: Best = 1253.88, Avg = 1284.15\n", + "Generation 90: Best = 1253.88, Avg = 1281.84\n", + "Generation 100: Best = 1253.88, Avg = 1281.70\n", + "Generation 110: Best = 1253.88, Avg = 1286.82\n", + "Generation 120: Best = 1253.88, Avg = 1280.23\n", + "Generation 130: Best = 1253.88, Avg = 1292.13\n", + "Generation 140: Best = 1253.88, Avg = 1286.57\n", + "Generation 150: Best = 1253.88, Avg = 1284.93\n", + "Generation 160: Best = 1253.88, Avg = 1288.32\n", + "Generation 170: Best = 1253.88, Avg = 1282.95\n", + "Generation 180: Best = 1253.88, Avg = 1296.26\n", + "Generation 190: Best = 1253.88, Avg = 1286.13\n", + "Population Size: 200, Mutation Rate: 0.1 -> Best Distance: 1253.88\n", + "Generation 0: Best = 2607.38, Avg = 3550.33\n", + "Generation 10: Best = 1612.11, Avg = 2258.26\n", + "Generation 20: Best = 1461.78, Avg = 1715.38\n", + "Generation 30: Best = 1325.04, Avg = 1355.79\n", + "Generation 40: Best = 1325.04, Avg = 1347.63\n", + "Generation 50: Best = 1325.04, Avg = 1360.97\n", + "Generation 60: Best = 1252.78, Avg = 1276.00\n", + "Generation 70: Best = 1252.78, Avg = 1288.04\n", + "Generation 80: Best = 1252.78, Avg = 1280.93\n", + "Generation 90: Best = 1252.78, Avg = 1281.97\n", + "Generation 100: Best = 1252.78, Avg = 1281.14\n", + "Generation 110: Best = 1252.78, Avg = 1283.38\n", + "Generation 120: Best = 1252.78, Avg = 1276.78\n", + "Generation 130: Best = 1252.78, Avg = 1286.62\n", + "Generation 140: Best = 1252.78, Avg = 1289.50\n", + "Generation 150: Best = 1252.78, Avg = 1275.55\n", + "Generation 160: Best = 1252.78, Avg = 1284.36\n", + "Generation 170: Best = 1252.78, Avg = 1295.15\n", + "Generation 180: Best = 1252.78, Avg = 1280.67\n", + "Generation 190: Best = 1252.78, Avg = 1281.50\n", + "Population Size: 200, Mutation Rate: 0.15 -> Best Distance: 1252.78\n" + ] + } + ], + "source": [ + "# Вызов функции для экспериментов\n", + "pop_sizes = [50, 100, 200] # Разные размеры популяции\n", + "mutation_rates = [0.05, 0.1, 0.15] # Разные вероятности мутации\n", + "experiment(pop_sizes, mutation_rates)" + ] + }, + { + "cell_type": "markdown", + "id": "c57b992c", + "metadata": {}, + "source": [ + "## Запустим процесс выполнения основного генетического алгоритма" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "68646ed7", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Running GA for 18 cities: ['Blagodarnyy', 'Budonnovsk', 'Svetlograd', 'Zelenokumsk', 'Neftekumsk', 'Georgievsk', 'Novopavlovsk', 'Pyatigorsk', \"Mineral'nyye Vody\", 'Zheleznovodsk', 'Lermontov', 'Yessentuki', 'Nevinnomyssk', 'Stavropol', 'Novoaleksandrovsk', \"Izobil'nyy\", 'Mikhaylovsk', 'Ipatovo']\n", + "Generation 0: Best = 3094.54, Avg = 3595.11\n", + "Generation 10: Best = 1874.00, Avg = 2382.15\n", + "Generation 20: Best = 1332.04, Avg = 1483.60\n", + "Generation 30: Best = 1252.78, Avg = 1366.30\n", + "Generation 40: Best = 1252.78, Avg = 1279.34\n", + "Generation 50: Best = 1252.78, Avg = 1277.41\n", + "Generation 60: Best = 1252.78, Avg = 1284.11\n", + "Generation 70: Best = 1252.78, Avg = 1277.57\n", + "Generation 80: Best = 1252.78, Avg = 1290.92\n", + "Generation 90: Best = 1252.78, Avg = 1277.69\n", + "Generation 100: Best = 1252.78, Avg = 1273.81\n", + "Generation 110: Best = 1252.78, Avg = 1276.56\n", + "Generation 120: Best = 1252.78, Avg = 1307.13\n", + "Generation 130: Best = 1252.78, Avg = 1276.88\n", + "Generation 140: Best = 1252.78, Avg = 1290.22\n", + "Generation 150: Best = 1252.78, Avg = 1284.01\n", + "Generation 160: Best = 1252.78, Avg = 1271.10\n", + "Generation 170: Best = 1252.78, Avg = 1303.66\n", + "Generation 180: Best = 1252.78, Avg = 1289.93\n", + "Generation 190: Best = 1252.78, Avg = 1286.87\n", + "\n", + "Best solution found:\n", + "Route: ['Blagodarnyy', \"Mineral'nyye Vody\", 'Georgievsk', 'Novopavlovsk', 'Pyatigorsk', 'Lermontov', 'Zheleznovodsk', 'Yessentuki', 'Nevinnomyssk', 'Stavropol', 'Mikhaylovsk', \"Izobil'nyy\", 'Novoaleksandrovsk', 'Neftekumsk', 'Budonnovsk', 'Zelenokumsk', 'Ipatovo', 'Svetlograd'], Distance: 1252.78\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.pyplot as plt\n", + "import networkx as nx\n", + "\n", + "if __name__ == \"__main__\":\n", + " test_cities = cities_list[:20]\n", + " print(f\"Running GA for {len(test_cities)} cities: {test_cities}\")\n", + "\n", + " best_route = genetic_algorithm(\n", + " cities=test_cities,\n", + " pop_size=100,\n", + " generations=200,\n", + " mutation_rate=0.15,\n", + " elitism=0.1\n", + " )\n", + "\n", + " print(\"\\nBest solution found:\")\n", + " print(best_route)\n", + "\n", + " plt.figure(figsize=(12, 8))\n", + " pos = nx.spring_layout(G)\n", + "\n", + " nx.draw_networkx_nodes(G, pos, node_size=300, node_color='lightblue')\n", + " nx.draw_networkx_edges(G, pos, alpha=0.2)\n", + " nx.draw_networkx_labels(G, pos, font_size=8)\n", + "\n", + " route_edges = [(best_route.cities[i], best_route.cities[(i + 1) % len(best_route.cities)])\n", + " for i in range(len(best_route.cities))]\n", + "\n", + " nx.draw_networkx_edges(G, pos, edgelist=route_edges, edge_color='r', width=2)\n", + " nx.draw_networkx_nodes(G, pos, nodelist=best_route.cities, node_size=500, node_color='r')\n", + "\n", + " # Подпись расстояний на графике для всех ребер\n", + " for city1, city2 in G.edges():\n", + " distance = G[city1][city2]['weight'] # Получение веса (расстояния)\n", + " if distance is not None: # Проверка, что расстояние определено\n", + " x1, y1 = pos[city1] # Координаты первого города\n", + " x2, y2 = pos[city2] # Координаты второго города\n", + " # Позиция для подписи (середина ребра)\n", + " plt.text((x1 + x2) / 2, (y1 + y2) / 2, f'{distance:.2f}', fontsize=8, color='black')\n", + "\n", + " plt.title(f\"Best TSP Route Found (Distance: {best_route.distance:.2f})\")\n", + " plt.axis('off')\n", + " plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "aimenv (3.12.5)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.5" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}