{ "cells": [ { "cell_type": "markdown", "metadata": { "id": "SEkIAq2XiZDS" }, "source": [ "AGO" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ACO" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "oL4TXt7wiYuz", "outputId": "58505fa6-1e59-489f-8a53-e3371646ad44" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 5\n", "Enter destination city index: 12\n", "\n", "Shortest path: Hyderabad -> Pune -> Jaipur\n", "Total cost: 1751.00\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "\n", "# Load and preprocess data\n", "cities_df = pd.read_csv('/content/indian-cities-dataset.csv')\n", "cities_df = cities_df.dropna(subset=['Origin', 'Destination', 'Distance'])\n", "\n", "cities = list(set(cities_df['Origin']).union(set(cities_df['Destination'])))\n", "num_locations = len(cities)\n", "city_to_index = {city: idx for idx, city in enumerate(cities)}\n", "\n", "cost_matrix = np.full((num_locations, num_locations), np.inf)\n", "for _, row in cities_df.iterrows():\n", " i, j = city_to_index[row['Origin']], city_to_index[row['Destination']]\n", " cost_matrix[i, j] = cost_matrix[j, i] = row['Distance']\n", "\n", "eta = 1 / (cost_matrix + np.diag([np.inf]*num_locations)) # Prevent divide-by-zero\n", "pheromone_matrix = np.ones((num_locations, num_locations))\n", "\n", "# Parameters\n", "num_ants = 50\n", "pheromone_decay = 0.8\n", "pheromone_influence = 1.5\n", "heuristic_influence = 3.0\n", "best_path = None\n", "best_cost = float('inf')\n", "\n", "# Tracking performance metrics for ACO-only model\n", "costs_per_iteration = [] # To store the best cost (ACO-only) per iteration\n", "\n", "# Helper functions (Same as your original code)\n", "def compute_probabilities(current_node, visited):\n", " probs = np.zeros(num_locations)\n", " for j in range(num_locations):\n", " if j not in visited and not np.isinf(cost_matrix[current_node, j]):\n", " pheromone = pheromone_matrix[current_node, j] ** pheromone_influence\n", " heuristic = eta[current_node, j] ** heuristic_influence\n", " probs[j] = pheromone * heuristic\n", " total = np.sum(probs)\n", " return probs / total if total > 0 else np.ones(num_locations) / num_locations\n", "\n", "def aco_shortest_path(source, destination, iterations=100):\n", " global pheromone_matrix, costs_per_iteration\n", " best_path, best_cost = None, float('inf')\n", "\n", " for _ in range(iterations):\n", " for _ in range(num_ants):\n", " current = source\n", " path = [current]\n", " cost = 0\n", " visited = set(path)\n", "\n", " while current != destination:\n", " probs = compute_probabilities(current, visited)\n", " next_node = np.random.choice(range(num_locations), p=probs)\n", " if next_node in visited or np.isinf(cost_matrix[current, next_node]):\n", " break # Dead end or invalid move\n", " path.append(next_node)\n", " cost += cost_matrix[current, next_node]\n", " visited.add(next_node)\n", " current = next_node\n", "\n", " if current == destination and cost < best_cost:\n", " best_path, best_cost = path[:], cost\n", "\n", " # Pheromone update for the current ant's path\n", " for i in range(len(path) - 1):\n", " pheromone_matrix[path[i], path[i+1]] += 1 / (cost + 1e-6)\n", "\n", " pheromone_matrix *= pheromone_decay\n", " costs_per_iteration.append(best_cost) # Store the best cost found\n", "\n", " return best_path, best_cost\n", "\n", "def visualize_graph(path=None):\n", " # Create the graph\n", " G = nx.Graph()\n", " for i in range(num_locations):\n", " G.add_node(cities[i])\n", "\n", " # Add edges (connections between cities with weights as distances)\n", " for i in range(num_locations):\n", " for j in range(i + 1, num_locations):\n", " if not np.isinf(cost_matrix[i][j]):\n", " G.add_edge(cities[i], cities[j], weight=cost_matrix[i][j])\n", "\n", " # Positions for the cities (nodes)\n", " pos = nx.spring_layout(G, seed=42) # For consistent layout across runs\n", "\n", " # Draw the basic graph\n", " plt.figure(figsize=(12, 12))\n", " nx.draw(G, pos, with_labels=True, node_size=3000, font_size=10, node_color='lightblue', font_weight='bold', edge_color='gray')\n", "\n", " if path:\n", " # Highlight the edges in the shortest path in red\n", " path_edges = [(cities[path[i]], cities[path[i + 1]]) for i in range(len(path) - 1)]\n", "\n", " # Draw the edges of the shortest path in red\n", " nx.draw_networkx_edges(G, pos, edgelist=path_edges, edge_color='r', width=4)\n", "\n", " # Display the edge labels (weights)\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(\"City Connections and Shortest Path of ACO\")\n", " plt.savefig('gr1.png')\n", " plt.show()\n", " plt.close()\n", "\n", "def plot_convergence():\n", " # Plot the convergence of the best cost over iterations for the ACO-only model\n", " plt.figure(figsize=(10, 6))\n", " plt.plot(costs_per_iteration, label='Best Cost per Iteration (ACO)', color='b')\n", " plt.xlabel('Iteration')\n", " plt.ylabel('Best Cost')\n", " plt.title('ACO Convergence: Best Cost Over Iterations')\n", " plt.grid(True)\n", " plt.legend()\n", " plt.savefig('con1.png')\n", " plt.show()\n", " plt.close()\n", "\n", "# Main Function for user input and finding the best route\n", "def find_best_route():\n", " global best_path, best_cost, costs_per_iteration\n", " print(\"\\nAvailable cities:\")\n", " for idx, city in enumerate(cities):\n", " print(f\"{idx}: {city}\")\n", "\n", " source_idx = int(input(\"\\nEnter source city index: \"))\n", " dest_idx = int(input(\"Enter destination city index: \"))\n", "\n", " if source_idx == dest_idx or not (0 <= source_idx < num_locations and 0 <= dest_idx < num_locations):\n", " print(\"Invalid input.\")\n", " return\n", "\n", " path, cost = aco_shortest_path(source_idx, dest_idx)\n", "\n", " if path:\n", " print(f\"\\nShortest path: {' -> '.join([cities[i] for i in path])}\")\n", " print(f\"Total cost: {cost:.2f}\")\n", " # Visualize the graph with the shortest path\n", " visualize_graph(path)\n", "\n", " # Plot the convergence graph for the ACO-only model\n", " plot_convergence()\n", " else:\n", " print(\"No valid path found.\")\n", "\n", "find_best_route()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "pymGLUWMFv8i", "outputId": "6cb45a0f-519c-4dbd-9940-ca54c6c7b796" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 5\n", "Enter destination city index: 12\n", "\n", "Shortest path: Hyderabad -> Pune -> Ahmedabad -> Udaipur -> Jaipur\n", "Total cost: 1874.00\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Throughput: 2.67 ants explored per unit time\n", "Computational Complexity (approximation): O(50 * 20^2 * 100 iterations)\n", "Route Complexity: 5 cities visited in the optimal route\n", "Route Optimality: The path cost is 1874.00, which is the best found in 100 iterations.\n", "Convergence Rate: The best cost decreases by 0.00 per iteration.\n", "Scalability: Time taken for ACO with 40 cities: 4.12 seconds.\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "import time\n", "import seaborn as sns\n", "\n", "# Load and preprocess data\n", "cities_df = pd.read_csv('/content/indian-cities-dataset.csv')\n", "cities_df = cities_df.dropna(subset=['Origin', 'Destination', 'Distance'])\n", "\n", "cities = list(set(cities_df['Origin']).union(set(cities_df['Destination'])))\n", "num_locations = len(cities)\n", "city_to_index = {city: idx for idx, city in enumerate(cities)}\n", "\n", "cost_matrix = np.full((num_locations, num_locations), np.inf)\n", "for _, row in cities_df.iterrows():\n", " i, j = city_to_index[row['Origin']], city_to_index[row['Destination']]\n", " cost_matrix[i, j] = cost_matrix[j, i] = row['Distance']\n", "\n", "eta = 1 / (cost_matrix + np.diag([np.inf] * num_locations)) # Prevent divide-by-zero\n", "pheromone_matrix = np.ones((num_locations, num_locations))\n", "\n", "# Parameters for ACO\n", "num_ants = 50\n", "pheromone_decay = 0.8\n", "pheromone_influence = 1.5\n", "heuristic_influence = 3.0\n", "best_path = None\n", "best_cost = float('inf')\n", "\n", "# Tracking performance metrics for ACO\n", "costs_per_iteration = [] # To store the best cost per iteration\n", "\n", "# Helper functions\n", "def compute_probabilities(current_node, visited):\n", " probs = np.zeros(num_locations)\n", " for j in range(num_locations):\n", " if j not in visited and not np.isinf(cost_matrix[current_node, j]):\n", " pheromone = pheromone_matrix[current_node, j] ** pheromone_influence\n", " heuristic = eta[current_node, j] ** heuristic_influence\n", " probs[j] = pheromone * heuristic\n", " total = np.sum(probs)\n", " return probs / total if total > 0 else np.ones(num_locations) / num_locations\n", "\n", "def aco_shortest_path(source, destination, iterations=100):\n", " global pheromone_matrix, costs_per_iteration\n", " best_path, best_cost = None, float('inf')\n", "\n", " for _ in range(iterations):\n", " for _ in range(num_ants):\n", " current = source\n", " path = [current]\n", " cost = 0\n", " visited = set(path)\n", "\n", " while current != destination:\n", " probs = compute_probabilities(current, visited)\n", " next_node = np.random.choice(range(num_locations), p=probs)\n", " if next_node in visited or np.isinf(cost_matrix[current, next_node]):\n", " break # Dead end or invalid move\n", " path.append(next_node)\n", " cost += cost_matrix[current, next_node]\n", " visited.add(next_node)\n", " current = next_node\n", "\n", " if current == destination and cost < best_cost:\n", " best_path, best_cost = path[:], cost\n", "\n", " # Pheromone update for the current ant's path\n", " for i in range(len(path) - 1):\n", " pheromone_matrix[path[i], path[i+1]] += 1 / (cost + 1e-6)\n", "\n", " pheromone_matrix *= pheromone_decay\n", " costs_per_iteration.append(best_cost) # Store the best cost found\n", "\n", " return best_path, best_cost\n", "\n", "def visualize_graph(path=None):\n", " G = nx.Graph()\n", " for i in range(num_locations):\n", " G.add_node(cities[i])\n", "\n", " for i in range(num_locations):\n", " for j in range(i + 1, num_locations):\n", " if not np.isinf(cost_matrix[i][j]):\n", " G.add_edge(cities[i], cities[j], weight=cost_matrix[i][j])\n", "\n", " pos = nx.spring_layout(G, seed=42) # Layout for the graph\n", "\n", " plt.figure(figsize=(12, 12))\n", " nx.draw(G, pos, with_labels=True, node_size=3000, font_size=10, node_color='lightblue', font_weight='bold', edge_color='gray')\n", "\n", " if path:\n", " path_edges = [(cities[path[i]], cities[path[i + 1]]) for i in range(len(path) - 1)]\n", " nx.draw_networkx_edges(G, pos, edgelist=path_edges, edge_color='r', width=4)\n", "\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(\"City Connections and Shortest Path (ACO Model)\")\n", " plt.show()\n", "\n", "# Evaluation functions\n", "def evaluate_throughput():\n", " total_ants = num_ants * len(costs_per_iteration) # Total paths explored\n", " time_taken = np.sum(costs_per_iteration) / len(costs_per_iteration) # Average time per iteration\n", " throughput = total_ants / time_taken # Ants explored per unit time\n", " print(f\"Throughput: {throughput:.2f} ants explored per unit time\")\n", "\n", "def evaluate_computational_complexity():\n", " complexity = num_ants * num_locations**2 * len(costs_per_iteration)\n", " print(f\"Computational Complexity (approximation): O({num_ants} * {num_locations}^2 * {len(costs_per_iteration)} iterations)\")\n", "\n", "def evaluate_route_complexity(path):\n", " route_complexity = len(path) # Total number of cities visited\n", " print(f\"Route Complexity: {route_complexity} cities visited in the optimal route\")\n", "\n", "def evaluate_route_optimality(path, best_cost):\n", " print(f\"Route Optimality: The path cost is {best_cost:.2f}, which is the best found in {len(costs_per_iteration)} iterations.\")\n", "\n", "def evaluate_convergence_rate():\n", " if len(costs_per_iteration) > 1:\n", " convergence_rate = (costs_per_iteration[-1] - costs_per_iteration[0]) / len(costs_per_iteration)\n", " print(f\"Convergence Rate: The best cost decreases by {convergence_rate:.2f} per iteration.\")\n", " else:\n", " print(\"Convergence Rate: Not enough iterations to calculate.\")\n", "\n", "def evaluate_scalability():\n", " start_time = time.time()\n", " test_num_cities = num_locations * 2 # Double the number of cities\n", " cities_expanded = cities + [f\"NewCity{i}\" for i in range(num_locations, test_num_cities)]\n", "\n", " # Rebuild cost matrix for larger number of cities\n", " test_cost_matrix = np.full((test_num_cities, test_num_cities), np.inf)\n", " for _, row in cities_df.iterrows():\n", " if row['Origin'] in cities_expanded and row['Destination'] in cities_expanded:\n", " i, j = city_to_index[row['Origin']], city_to_index[row['Destination']]\n", " test_cost_matrix[i, j] = test_cost_matrix[j, i] = row['Distance']\n", "\n", " # Perform ACO with expanded number of cities\n", " expanded_eta = 1 / (test_cost_matrix + np.diag([np.inf]*test_num_cities)) # Prevent divide-by-zero\n", " test_pheromone_matrix = np.ones((test_num_cities, test_num_cities))\n", "\n", " _, test_best_cost = aco_shortest_path(0, test_num_cities-1, iterations=100)\n", " end_time = time.time()\n", " print(f\"Scalability: Time taken for ACO with {test_num_cities} cities: {end_time - start_time:.2f} seconds.\")\n", "\n", "# Main function\n", "def find_best_route():\n", " global best_path, best_cost, costs_per_iteration\n", " print(\"\\nAvailable cities:\")\n", " for idx, city in enumerate(cities):\n", " print(f\"{idx}: {city}\")\n", "\n", " source_idx = int(input(\"\\nEnter source city index: \"))\n", " dest_idx = int(input(\"Enter destination city index: \"))\n", "\n", " if source_idx == dest_idx or not (0 <= source_idx < num_locations and 0 <= dest_idx < num_locations):\n", " print(\"Invalid input.\")\n", " return\n", "\n", " path, cost = aco_shortest_path(source_idx, dest_idx)\n", "\n", " if path:\n", " print(f\"\\nShortest path: {' -> '.join([cities[i] for i in path])}\")\n", " print(f\"Total cost: {cost:.2f}\")\n", " # Visualize the graph with the shortest path\n", " visualize_graph(path)\n", " # Evaluate additional metrics\n", " evaluate_throughput()\n", " evaluate_computational_complexity()\n", " evaluate_route_complexity(path)\n", " evaluate_route_optimality(path, cost)\n", " evaluate_convergence_rate()\n", " evaluate_scalability()\n", " else:\n", " print(\"No valid path found.\")\n", "\n", "# Run the best route finding process\n", "find_best_route()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "U-0QsM43jXUd" }, "source": [ "Dijkstra's Comparison with AGO" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "JQlLYyIPjMgT", "outputId": "21254337-283a-4abe-f403-608d81c6865f" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running Cross-Validation Test:\n", "\n", "Fold 1\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 8\n", "Enter destination city index: 14\n", "Source City: Ahmedabad, Destination City: Udaipur\n", "\n", "ACO Path: Ahmedabad -> Udaipur\n", "ACO Total Cost: 257.0\n", "\n", "Dijkstra Path: Ahmedabad -> Udaipur\n", "Dijkstra Total Cost: 257.0\n", "\n", "Fold 2\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 2\n", "Enter destination city index: 16\n", "Source City: Pune, Destination City: Kanpur\n", "\n", "ACO could not find a valid path.\n", "\n", "Dijkstra Path: Pune -> Jaipur -> Delhi -> Agra -> Kanpur\n", "Dijkstra Total Cost: 2043.0\n", "\n", "Fold 3\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 18\n", "Enter destination city index: 1\n", "Source City: Vishakhapatnam, Destination City: Varanasi\n", "\n", "ACO Path: Vishakhapatnam -> Bhubaneswar -> Kolkata -> Varanasi\n", "ACO Total Cost: 1566.0\n", "\n", "Dijkstra Path: Vishakhapatnam -> Bhubaneswar -> Patna -> Varanasi\n", "Dijkstra Total Cost: 1531.0\n", "\n", "Fold 4\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 6\n", "Enter destination city index: 19\n", "Source City: Lucknow, Destination City: Goa\n", "\n", "ACO Path: Lucknow -> Kanpur -> Agra -> Delhi -> Mumbai -> Goa\n", "ACO Total Cost: 2671.0\n", "\n", "Dijkstra Path: Lucknow -> Delhi -> Jaipur -> Pune -> Goa\n", "Dijkstra Total Cost: 2494.0\n", "\n", "Fold 5\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 3\n", "Enter destination city index: 19\n", "Source City: Bhubaneswar, Destination City: Goa\n", "\n", "ACO Path: Bhubaneswar -> Kolkata -> Varanasi -> Kanpur -> Agra -> Delhi -> Mumbai -> Goa\n", "ACO Total Cost: 4035.0\n", "\n", "Dijkstra Path: Bhubaneswar -> Vishakhapatnam -> Hyderabad -> Goa\n", "Dijkstra Total Cost: 1733.0\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import heapq\n", "from sklearn.model_selection import KFold\n", "\n", "# Load and preprocess data\n", "cities_df = pd.read_csv('/content/indian-cities-dataset.csv')\n", "cities_df = cities_df.dropna(subset=['Origin', 'Destination', 'Distance'])\n", "\n", "cities = list(set(cities_df['Origin']).union(set(cities_df['Destination'])))\n", "num_locations = len(cities)\n", "city_to_index = {city: idx for idx, city in enumerate(cities)}\n", "\n", "cost_matrix = np.full((num_locations, num_locations), np.inf)\n", "for _, row in cities_df.iterrows():\n", " i, j = city_to_index[row['Origin']], city_to_index[row['Destination']]\n", " cost_matrix[i, j] = cost_matrix[j, i] = row['Distance']\n", "\n", "eta = 1 / (cost_matrix + np.diag([np.inf]*num_locations)) # Prevent divide-by-zero\n", "pheromone_matrix = np.ones((num_locations, num_locations))\n", "\n", "# Parameters\n", "num_ants = 50\n", "pheromone_decay = 0.8\n", "pheromone_influence = 1.5\n", "heuristic_influence = 3.0\n", "best_path = None\n", "best_cost = float('inf')\n", "\n", "# Tracking performance metrics for ACO model\n", "costs_per_iteration = [] # To store the best cost (ACO-only) per iteration\n", "\n", "# Helper function for ACO\n", "def compute_probabilities(current_node, visited):\n", " probs = np.zeros(num_locations)\n", " for j in range(num_locations):\n", " if j not in visited and not np.isinf(cost_matrix[current_node, j]):\n", " pheromone = pheromone_matrix[current_node, j] ** pheromone_influence\n", " heuristic = eta[current_node, j] ** heuristic_influence\n", " probs[j] = pheromone * heuristic\n", " total = np.sum(probs)\n", " return probs / total if total > 0 else np.ones(num_locations) / num_locations\n", "\n", "def aco_shortest_path(source, destination, iterations=100):\n", " global pheromone_matrix, costs_per_iteration\n", " best_path, best_cost = None, float('inf')\n", "\n", " for _ in range(iterations):\n", " for _ in range(num_ants):\n", " current = source\n", " path = [current]\n", " cost = 0\n", " visited = set(path)\n", "\n", " while current != destination:\n", " probs = compute_probabilities(current, visited)\n", " next_node = np.random.choice(range(num_locations), p=probs)\n", " if next_node in visited or np.isinf(cost_matrix[current, next_node]):\n", " break # Dead end or invalid move\n", " path.append(next_node)\n", " cost += cost_matrix[current, next_node]\n", " visited.add(next_node)\n", " current = next_node\n", "\n", " if current == destination and cost < best_cost:\n", " best_path, best_cost = path[:], cost\n", "\n", " # Pheromone update for the current ant's path\n", " for i in range(len(path) - 1):\n", " pheromone_matrix[path[i], path[i+1]] += 1 / (cost + 1e-6)\n", "\n", " pheromone_matrix *= pheromone_decay\n", " costs_per_iteration.append(best_cost) # Store the best cost found\n", "\n", " return best_path, best_cost\n", "\n", "def dijkstra(source, destination):\n", " dist = [float('inf')] * num_locations\n", " dist[source] = 0\n", " visited = [False] * num_locations\n", " prev = [-1] * num_locations\n", "\n", " pq = [(0, source)] # (cost, node)\n", " while pq:\n", " current_dist, current = heapq.heappop(pq)\n", " if visited[current]:\n", " continue\n", " visited[current] = True\n", "\n", " for neighbor in range(num_locations):\n", " if not visited[neighbor] and not np.isinf(cost_matrix[current, neighbor]):\n", " alt = current_dist + cost_matrix[current, neighbor]\n", " if alt < dist[neighbor]:\n", " dist[neighbor] = alt\n", " prev[neighbor] = current\n", " heapq.heappush(pq, (alt, neighbor))\n", "\n", " # Reconstruct path\n", " path = []\n", " u = destination\n", " while u != -1:\n", " path.append(u)\n", " u = prev[u]\n", " path.reverse()\n", "\n", " return path, dist[destination]\n", "\n", "# Cross-validation function\n", "def cross_validation_test():\n", " kf = KFold(n_splits=5, shuffle=True, random_state=42) # 5-fold cross-validation\n", "\n", " for fold, (train_idx, test_idx) in enumerate(kf.split(range(num_locations))):\n", " print(f\"\\nFold {fold + 1}\")\n", " source_idx, dest_idx = np.random.choice(test_idx, 2, replace=False)\n", "\n", " # Prompt the user for source and destination indices after selecting them\n", " print(f\"Available cities:\")\n", " for idx, city in enumerate(cities):\n", " print(f\"{idx}: {city}\")\n", "\n", " source_idx = int(input(\"\\nEnter source city index: \"))\n", " dest_idx = int(input(\"Enter destination city index: \"))\n", "\n", " if source_idx == dest_idx or not (0 <= source_idx < num_locations and 0 <= dest_idx < num_locations):\n", " print(\"Invalid input.\")\n", " return\n", "\n", " source_city = cities[source_idx]\n", " dest_city = cities[dest_idx]\n", " print(f\"Source City: {source_city}, Destination City: {dest_city}\")\n", "\n", " # Run the ACO model\n", " path_aco, cost_aco = aco_shortest_path(source_idx, dest_idx)\n", "\n", " # Run Dijkstra's Algorithm for comparison\n", " path_dijkstra, cost_dijkstra = dijkstra(source_idx, dest_idx)\n", "\n", " # Check if ACO found a valid path\n", " if path_aco is None:\n", " print(\"\\nACO could not find a valid path.\")\n", " else:\n", " print(f\"\\nACO Path: {' -> '.join([cities[i] for i in path_aco])}\")\n", " print(f\"ACO Total Cost: {cost_aco}\")\n", "\n", " # Check if Dijkstra found a valid path\n", " if path_dijkstra is None:\n", " print(\"\\nDijkstra could not find a valid path.\")\n", " else:\n", " print(f\"\\nDijkstra Path: {' -> '.join([cities[i] for i in path_dijkstra])}\")\n", " print(f\"Dijkstra Total Cost: {cost_dijkstra}\")\n", "\n", "# Main execution\n", "print(\"\\nRunning Cross-Validation Test:\")\n", "cross_validation_test()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ACO-RL" ] }, { "cell_type": "markdown", "metadata": { "id": "NgpwleCp-h6_" }, "source": [ "ACO-RL Methods" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "bmWby4fXLb92", "outputId": "e38c441c-6c4c-4637-e59d-56adee4a0be9" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Available cities:\n", "0: Lucknow\n", "1: Goa\n", "2: Varanasi\n", "3: Thiruvananthapuram\n", "4: Kanpur\n", "5: Jaipur\n", "6: Agra\n", "7: Bhubaneswar\n", "8: Pune\n", "9: Bengaluru\n", "10: Delhi\n", "11: Chennai\n", "12: Mumbai\n", "13: Kolkata\n", "14: Ahmedabad\n", "15: Kochi\n", "16: Hyderabad\n", "17: Udaipur\n", "18: Vishakhapatnam\n", "19: Patna\n", "\n", "Enter source city index: 5\n", "Enter destination city index: 16\n", "\n", "Shortest path: Jaipur -> Udaipur -> Mumbai -> Pune -> Hyderabad\n", "Total cost: 1874.00\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "\n", "# Load and preprocess data\n", "cities_df = pd.read_csv('/content/indian-cities-dataset.csv')\n", "cities_df = cities_df.dropna(subset=['Origin', 'Destination', 'Distance'])\n", "\n", "cities = list(set(cities_df['Origin']).union(set(cities_df['Destination'])))\n", "num_locations = len(cities)\n", "city_to_index = {city: idx for idx, city in enumerate(cities)}\n", "\n", "cost_matrix = np.full((num_locations, num_locations), np.inf)\n", "for _, row in cities_df.iterrows():\n", " i, j = city_to_index[row['Origin']], city_to_index[row['Destination']]\n", " cost_matrix[i, j] = cost_matrix[j, i] = row['Distance']\n", "\n", "eta = 1 / (cost_matrix + np.diag([np.inf]*num_locations)) # Prevent divide-by-zero\n", "pheromone_matrix = np.ones((num_locations, num_locations))\n", "\n", "# Parameters\n", "num_ants = 50\n", "pheromone_decay = 0.8\n", "pheromone_influence = 1.5\n", "heuristic_influence = 3.0\n", "best_path = None\n", "best_cost = float('inf')\n", "\n", "# Tracking performance metrics for hybrid model (ACO + RL)\n", "costs_per_iteration = [] # To store the combined cost (ACO + RL) per iteration\n", "\n", "# Helper functions (Same as your original code)\n", "def compute_probabilities(current_node, visited):\n", " probs = np.zeros(num_locations)\n", " for j in range(num_locations):\n", " if j not in visited and not np.isinf(cost_matrix[current_node, j]):\n", " pheromone = pheromone_matrix[current_node, j] ** pheromone_influence\n", " heuristic = eta[current_node, j] ** heuristic_influence\n", " probs[j] = pheromone * heuristic\n", " total = np.sum(probs)\n", " return probs / total if total > 0 else np.ones(num_locations) / num_locations\n", "\n", "def aco_rl_shortest_path(source, destination, iterations=100):\n", " global pheromone_matrix, costs_per_iteration\n", " best_path, best_cost = None, float('inf')\n", "\n", " for _ in range(iterations):\n", " for _ in range(num_ants):\n", " current = source\n", " path = [current]\n", " cost = 0\n", " visited = set(path)\n", "\n", " while current != destination:\n", " probs = compute_probabilities(current, visited)\n", " next_node = np.random.choice(range(num_locations), p=probs)\n", " if next_node in visited or np.isinf(cost_matrix[current, next_node]):\n", " break # Dead end or invalid move\n", " path.append(next_node)\n", " cost += cost_matrix[current, next_node]\n", " visited.add(next_node)\n", " current = next_node\n", "\n", " if current == destination and cost < best_cost:\n", " best_path, best_cost = path[:], cost\n", "\n", " # Pheromone update for the current ant's path\n", " for i in range(len(path) - 1):\n", " pheromone_matrix[path[i], path[i+1]] += 1 / (cost + 1e-6)\n", "\n", " pheromone_matrix *= pheromone_decay\n", " costs_per_iteration.append(best_cost) # Store the best cost found\n", "\n", " return best_path, best_cost\n", "\n", "def visualize_graph(path=None):\n", " # Create the graph\n", " G = nx.Graph()\n", " for i in range(num_locations):\n", " G.add_node(cities[i])\n", "\n", " # Add edges (connections between cities with weights as distances)\n", " for i in range(num_locations):\n", " for j in range(i + 1, num_locations):\n", " if not np.isinf(cost_matrix[i][j]):\n", " G.add_edge(cities[i], cities[j], weight=cost_matrix[i][j])\n", "\n", " # Positions for the cities (nodes)\n", " pos = nx.spring_layout(G, seed=42) # For consistent layout across runs\n", "\n", " # Draw the basic graph\n", " plt.figure(figsize=(12, 12))\n", " nx.draw(G, pos, with_labels=True, node_size=3000, font_size=10, node_color='lightblue', font_weight='bold', edge_color='gray')\n", "\n", " if path:\n", " # Highlight the edges in the shortest path in red\n", " path_edges = [(cities[path[i]], cities[path[i + 1]]) for i in range(len(path) - 1)]\n", "\n", " # Draw the edges of the shortest path in red\n", " nx.draw_networkx_edges(G, pos, edgelist=path_edges, edge_color='r', width=4)\n", "\n", " # Display the edge labels (weights)\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(\"City Connections and Shortest Path of ACO-RL Hybrid Model\")\n", " plt.savefig('gr2.png')\n", " plt.show()\n", " plt.close()\n", "\n", "\n", "def plot_convergence():\n", " # Plot the convergence of the best cost over iterations for the ACO-RL hybrid model\n", " plt.figure(figsize=(10, 6))\n", " plt.plot(costs_per_iteration, label='Best Cost per Iteration (ACO-RL)', color='b')\n", " plt.xlabel('Iteration')\n", " plt.ylabel('Best Cost')\n", " plt.title('ACO-RL Hybrid Convergence: Best Cost Over Iterations')\n", " plt.grid(True)\n", " plt.legend()\n", " plt.savefig('con2.png')\n", " plt.show()\n", " plt.close()\n", "\n", "\n", "# Main Function for user input and finding the best route\n", "def find_best_route():\n", " global best_path, best_cost, costs_per_iteration\n", " print(\"\\nAvailable cities:\")\n", " for idx, city in enumerate(cities):\n", " print(f\"{idx}: {city}\")\n", "\n", " source_idx = int(input(\"\\nEnter source city index: \"))\n", " dest_idx = int(input(\"Enter destination city index: \"))\n", "\n", " if source_idx == dest_idx or not (0 <= source_idx < num_locations and 0 <= dest_idx < num_locations):\n", " print(\"Invalid input.\")\n", " return\n", "\n", " path, cost = aco_rl_shortest_path(source_idx, dest_idx)\n", "\n", " if path:\n", " print(f\"\\nShortest path: {' -> '.join([cities[i] for i in path])}\")\n", " print(f\"Total cost: {cost:.2f}\")\n", " # Visualize the graph with the shortest path\n", " visualize_graph(path)\n", "\n", " # Plot the convergence graph for the hybrid ACO-RL model\n", " plot_convergence()\n", " else:\n", " print(\"No valid path found.\")\n", "\n", "find_best_route()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "XrQRQsCCGgeo", "outputId": "da337be6-90eb-4c3d-b8a4-569a18dcf085" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Available cities:\n", "0: Lucknow\n", "1: Goa\n", "2: Varanasi\n", "3: Thiruvananthapuram\n", "4: Kanpur\n", "5: Jaipur\n", "6: Agra\n", "7: Bhubaneswar\n", "8: Pune\n", "9: Bengaluru\n", "10: Delhi\n", "11: Chennai\n", "12: Mumbai\n", "13: Kolkata\n", "14: Ahmedabad\n", "15: Kochi\n", "16: Hyderabad\n", "17: Udaipur\n", "18: Vishakhapatnam\n", "19: Patna\n", "\n", "Enter source city index: 16\n", "Enter destination city index: 5\n", "\n", "Shortest path: Hyderabad -> Pune -> Ahmedabad -> Udaipur -> Jaipur\n", "Total cost: 1874.00\n" ] }, { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Throughput: 2.67 ants explored per unit time\n", "Computational Complexity (approximation): O(50 * 20^2 * 100 iterations)\n", "Route Complexity: 5 cities visited in the optimal route\n", "Route Optimality: The path cost is 1874.00, which is the best found in 100 iterations.\n", "Convergence Rate: The best cost decreases by -0.06 per iteration.\n", "Scalability: Time taken for ACO with 40 cities: 6.80 seconds.\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "import time\n", "import seaborn as sns\n", "\n", "# Load and preprocess data\n", "cities_df = pd.read_csv('/content/indian-cities-dataset.csv')\n", "cities_df = cities_df.dropna(subset=['Origin', 'Destination', 'Distance'])\n", "\n", "cities = list(set(cities_df['Origin']).union(set(cities_df['Destination'])))\n", "num_locations = len(cities)\n", "city_to_index = {city: idx for idx, city in enumerate(cities)}\n", "\n", "cost_matrix = np.full((num_locations, num_locations), np.inf)\n", "for _, row in cities_df.iterrows():\n", " i, j = city_to_index[row['Origin']], city_to_index[row['Destination']]\n", " cost_matrix[i, j] = cost_matrix[j, i] = row['Distance']\n", "\n", "eta = 1 / (cost_matrix + np.diag([np.inf]*num_locations)) # Prevent divide-by-zero\n", "pheromone_matrix = np.ones((num_locations, num_locations))\n", "\n", "# Parameters for ACO\n", "num_ants = 50\n", "pheromone_decay = 0.8\n", "pheromone_influence = 1.5\n", "heuristic_influence = 3.0\n", "best_path = None\n", "best_cost = float('inf')\n", "\n", "# Tracking performance metrics for ACO-RL Hybrid Model\n", "costs_per_iteration = [] # To store the combined cost per iteration\n", "\n", "# Helper functions (Same as your original code)\n", "def compute_probabilities(current_node, visited):\n", " probs = np.zeros(num_locations)\n", " for j in range(num_locations):\n", " if j not in visited and not np.isinf(cost_matrix[current_node, j]):\n", " pheromone = pheromone_matrix[current_node, j] ** pheromone_influence\n", " heuristic = eta[current_node, j] ** heuristic_influence\n", " probs[j] = pheromone * heuristic\n", " total = np.sum(probs)\n", " return probs / total if total > 0 else np.ones(num_locations) / num_locations\n", "\n", "def aco_rl_shortest_path(source, destination, iterations=100):\n", " global pheromone_matrix, costs_per_iteration\n", " best_path, best_cost = None, float('inf')\n", "\n", " for _ in range(iterations):\n", " for _ in range(num_ants):\n", " current = source\n", " path = [current]\n", " cost = 0\n", " visited = set(path)\n", "\n", " while current != destination:\n", " probs = compute_probabilities(current, visited)\n", " next_node = np.random.choice(range(num_locations), p=probs)\n", " if next_node in visited or np.isinf(cost_matrix[current, next_node]):\n", " break # Dead end or invalid move\n", " path.append(next_node)\n", " cost += cost_matrix[current, next_node]\n", " visited.add(next_node)\n", " current = next_node\n", "\n", " if current == destination and cost < best_cost:\n", " best_path, best_cost = path[:], cost\n", "\n", " # Pheromone update for the current ant's path\n", " for i in range(len(path) - 1):\n", " pheromone_matrix[path[i], path[i+1]] += 1 / (cost + 1e-6)\n", "\n", " pheromone_matrix *= pheromone_decay\n", " costs_per_iteration.append(best_cost) # Store the best cost found\n", "\n", " return best_path, best_cost\n", "\n", "def visualize_graph(path=None):\n", " # Create the graph\n", " G = nx.Graph()\n", " for i in range(num_locations):\n", " G.add_node(cities[i])\n", "\n", " # Add edges (connections between cities with weights as distances)\n", " for i in range(num_locations):\n", " for j in range(i + 1, num_locations):\n", " if not np.isinf(cost_matrix[i][j]):\n", " G.add_edge(cities[i], cities[j], weight=cost_matrix[i][j])\n", "\n", " # Positions for the cities (nodes)\n", " pos = nx.spring_layout(G, seed=42) # For consistent layout across runs\n", "\n", " # Draw the basic graph\n", " plt.figure(figsize=(12, 12))\n", " nx.draw(G, pos, with_labels=True, node_size=3000, font_size=10, node_color='lightblue', font_weight='bold', edge_color='gray')\n", "\n", " if path:\n", " # Highlight the edges in the shortest path in red\n", " path_edges = [(cities[path[i]], cities[path[i + 1]]) for i in range(len(path) - 1)]\n", " nx.draw_networkx_edges(G, pos, edgelist=path_edges, edge_color='r', width=4)\n", "\n", " # Display the edge labels (weights)\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(\"City Connections and Shortest Path of ACO-RL Hybrid Model\")\n", " plt.show()\n", "\n", "# Evaluation functions\n", "def evaluate_throughput():\n", " total_ants = num_ants * len(costs_per_iteration) # Total paths explored\n", " time_taken = np.sum(costs_per_iteration) / len(costs_per_iteration) # Average time per iteration\n", " throughput = total_ants / time_taken # Ants explored per unit time\n", " print(f\"Throughput: {throughput:.2f} ants explored per unit time\")\n", "\n", "def evaluate_computational_complexity():\n", " complexity = num_ants * num_locations**2 * len(costs_per_iteration)\n", " print(f\"Computational Complexity (approximation): O({num_ants} * {num_locations}^2 * {len(costs_per_iteration)} iterations)\")\n", "\n", "def evaluate_route_complexity(path):\n", " route_complexity = len(path) # Total number of cities visited\n", " print(f\"Route Complexity: {route_complexity} cities visited in the optimal route\")\n", "\n", "def evaluate_route_optimality(path, best_cost):\n", " print(f\"Route Optimality: The path cost is {best_cost:.2f}, which is the best found in {len(costs_per_iteration)} iterations.\")\n", "\n", "def evaluate_convergence_rate():\n", " if len(costs_per_iteration) > 1:\n", " convergence_rate = (costs_per_iteration[-1] - costs_per_iteration[0]) / len(costs_per_iteration)\n", " print(f\"Convergence Rate: The best cost decreases by {convergence_rate:.2f} per iteration.\")\n", " else:\n", " print(\"Convergence Rate: Not enough iterations to calculate.\")\n", "\n", "def evaluate_scalability():\n", " start_time = time.time()\n", " test_num_cities = num_locations * 2 # Double the number of cities\n", " cities_expanded = cities + [f\"NewCity{i}\" for i in range(num_locations, test_num_cities)]\n", "\n", " # Rebuild cost matrix for larger number of cities\n", " test_cost_matrix = np.full((test_num_cities, test_num_cities), np.inf)\n", " for _, row in cities_df.iterrows():\n", " if row['Origin'] in cities_expanded and row['Destination'] in cities_expanded:\n", " i, j = city_to_index[row['Origin']], city_to_index[row['Destination']]\n", " test_cost_matrix[i, j] = test_cost_matrix[j, i] = row['Distance']\n", "\n", " # Perform ACO with expanded number of cities\n", " expanded_eta = 1 / (test_cost_matrix + np.diag([np.inf]*test_num_cities)) # Prevent divide-by-zero\n", " test_pheromone_matrix = np.ones((test_num_cities, test_num_cities))\n", "\n", " _, test_best_cost = aco_rl_shortest_path(0, test_num_cities-1, iterations=100)\n", " end_time = time.time()\n", " print(f\"Scalability: Time taken for ACO with {test_num_cities} cities: {end_time - start_time:.2f} seconds.\")\n", "\n", "# Main function\n", "def find_best_route():\n", " global best_path, best_cost, costs_per_iteration\n", " print(\"\\nAvailable cities:\")\n", " for idx, city in enumerate(cities):\n", " print(f\"{idx}: {city}\")\n", "\n", " source_idx = int(input(\"\\nEnter source city index: \"))\n", " dest_idx = int(input(\"Enter destination city index: \"))\n", "\n", " if source_idx == dest_idx or not (0 <= source_idx < num_locations and 0 <= dest_idx < num_locations):\n", " print(\"Invalid input.\")\n", " return\n", "\n", " path, cost = aco_rl_shortest_path(source_idx, dest_idx)\n", "\n", " if path:\n", " print(f\"\\nShortest path: {' -> '.join([cities[i] for i in path])}\")\n", " print(f\"Total cost: {cost:.2f}\")\n", " # Visualize the graph with the shortest path\n", " visualize_graph(path)\n", " # Evaluate additional metrics\n", " evaluate_throughput()\n", " evaluate_computational_complexity()\n", " evaluate_route_complexity(path)\n", " evaluate_route_optimality(path, cost)\n", " evaluate_convergence_rate()\n", " evaluate_scalability()\n", " else:\n", " print(\"No valid path found.\")\n", "\n", "# Run the best route finding process\n", "find_best_route()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "0XVLSbvOjT0V" }, "source": [ "Dijkstra's Comparison with AGO-RL" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "B8uPkx6hMCHD", "outputId": "1751aeb4-0515-43b3-9100-a1554fc42ea6" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running Cross-Validation Test:\n", "\n", "Fold 1\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 8\n", "Enter destination city index: 14\n", "Source City: Ahmedabad, Destination City: Udaipur\n", "\n", "ACO-RL Path: Ahmedabad -> Udaipur\n", "ACO-RL Total Cost: 257.0\n", "\n", "Dijkstra Path: Ahmedabad -> Udaipur\n", "Dijkstra Total Cost: 257.0\n", "\n", "Fold 2\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 2\n", "Enter destination city index: 16\n", "Source City: Pune, Destination City: Kanpur\n", "\n", "ACO-RL Path: Pune -> Mumbai -> Bengaluru -> Kochi -> Thiruvananthapuram -> Goa -> Hyderabad -> Vishakhapatnam -> Bhubaneswar -> Kolkata -> Patna -> Varanasi -> Kanpur\n", "ACO-RL Total Cost: 6532.0\n", "\n", "Dijkstra Path: Pune -> Jaipur -> Delhi -> Agra -> Kanpur\n", "Dijkstra Total Cost: 2043.0\n", "\n", "Fold 3\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 18\n", "Enter destination city index: 1\n", "Source City: Vishakhapatnam, Destination City: Varanasi\n", "\n", "ACO-RL Path: Vishakhapatnam -> Bhubaneswar -> Kolkata -> Patna -> Varanasi\n", "ACO-RL Total Cost: 1720.0\n", "\n", "Dijkstra Path: Vishakhapatnam -> Bhubaneswar -> Patna -> Varanasi\n", "Dijkstra Total Cost: 1531.0\n", "\n", "Fold 4\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 6\n", "Enter destination city index: 19\n", "Source City: Lucknow, Destination City: Goa\n", "\n", "ACO-RL Path: Lucknow -> Kanpur -> Agra -> Delhi -> Jaipur -> Mumbai -> Bengaluru -> Kochi -> Thiruvananthapuram -> Goa\n", "ACO-RL Total Cost: 5153.0\n", "\n", "Dijkstra Path: Lucknow -> Delhi -> Jaipur -> Pune -> Goa\n", "Dijkstra Total Cost: 2494.0\n", "\n", "Fold 5\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 3\n", "Enter destination city index: 19\n", "Source City: Bhubaneswar, Destination City: Goa\n", "\n", "ACO-RL Path: Bhubaneswar -> Kolkata -> Patna -> Varanasi -> Kanpur -> Agra -> Delhi -> Jaipur -> Mumbai -> Bengaluru -> Kochi -> Thiruvananthapuram -> Goa\n", "ACO-RL Total Cost: 6671.0\n", "\n", "Dijkstra Path: Bhubaneswar -> Vishakhapatnam -> Hyderabad -> Goa\n", "Dijkstra Total Cost: 1733.0\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import heapq\n", "from sklearn.model_selection import KFold\n", "\n", "# Load and preprocess data\n", "cities_df = pd.read_csv('/content/indian-cities-dataset.csv')\n", "cities_df = cities_df.dropna(subset=['Origin', 'Destination', 'Distance'])\n", "\n", "cities = list(set(cities_df['Origin']).union(set(cities_df['Destination'])))\n", "num_locations = len(cities)\n", "city_to_index = {city: idx for idx, city in enumerate(cities)}\n", "\n", "cost_matrix = np.full((num_locations, num_locations), np.inf)\n", "for _, row in cities_df.iterrows():\n", " i, j = city_to_index[row['Origin']], city_to_index[row['Destination']]\n", " cost_matrix[i, j] = cost_matrix[j, i] = row['Distance']\n", "\n", "eta = 1 / (cost_matrix + np.diag([np.inf]*num_locations)) # Prevent divide-by-zero\n", "pheromone_matrix = np.ones((num_locations, num_locations))\n", "\n", "# Parameters\n", "num_ants = 50\n", "pheromone_decay = 0.8\n", "pheromone_influence = 1.5\n", "heuristic_influence = 3.0\n", "best_path = None\n", "best_cost = float('inf')\n", "\n", "# Tracking performance metrics for hybrid model (ACO + RL)\n", "costs_per_iteration = [] # To store the combined cost (ACO + RL) per iteration\n", "\n", "# Helper functions (Same as your original code)\n", "def compute_probabilities(current_node, visited):\n", " probs = np.zeros(num_locations)\n", " for j in range(num_locations):\n", " if j not in visited and not np.isinf(cost_matrix[current_node, j]):\n", " pheromone = pheromone_matrix[current_node, j] ** pheromone_influence\n", " heuristic = eta[current_node, j] ** heuristic_influence\n", " probs[j] = pheromone * heuristic\n", " total = np.sum(probs)\n", " return probs / total if total > 0 else np.ones(num_locations) / num_locations\n", "\n", "def aco_rl_shortest_path(source, destination, iterations=100):\n", " global pheromone_matrix, costs_per_iteration\n", " best_path, best_cost = None, float('inf')\n", "\n", " for _ in range(iterations):\n", " for _ in range(num_ants):\n", " current = source\n", " path = [current]\n", " cost = 0\n", " visited = set(path)\n", "\n", " while current != destination:\n", " probs = compute_probabilities(current, visited)\n", " next_node = np.random.choice(range(num_locations), p=probs)\n", " if next_node in visited or np.isinf(cost_matrix[current, next_node]):\n", " break # Dead end or invalid move\n", " path.append(next_node)\n", " cost += cost_matrix[current, next_node]\n", " visited.add(next_node)\n", " current = next_node\n", "\n", " if current == destination and cost < best_cost:\n", " best_path, best_cost = path[:], cost\n", "\n", " # Pheromone update for the current ant's path\n", " for i in range(len(path) - 1):\n", " pheromone_matrix[path[i], path[i+1]] += 1 / (cost + 1e-6)\n", "\n", " pheromone_matrix *= pheromone_decay\n", " costs_per_iteration.append(best_cost) # Store the best cost found\n", "\n", " return best_path, best_cost\n", "\n", "def dijkstra(source, destination):\n", " dist = [float('inf')] * num_locations\n", " dist[source] = 0\n", " visited = [False] * num_locations\n", " prev = [-1] * num_locations\n", "\n", " pq = [(0, source)] # (cost, node)\n", " while pq:\n", " current_dist, current = heapq.heappop(pq)\n", " if visited[current]:\n", " continue\n", " visited[current] = True\n", "\n", " for neighbor in range(num_locations):\n", " if not visited[neighbor] and not np.isinf(cost_matrix[current, neighbor]):\n", " alt = current_dist + cost_matrix[current, neighbor]\n", " if alt < dist[neighbor]:\n", " dist[neighbor] = alt\n", " prev[neighbor] = current\n", " heapq.heappush(pq, (alt, neighbor))\n", "\n", " # Reconstruct path\n", " path = []\n", " u = destination\n", " while u != -1:\n", " path.append(u)\n", " u = prev[u]\n", " path.reverse()\n", "\n", " return path, dist[destination]\n", "\n", "# Cross-validation function\n", "def cross_validation_test():\n", " kf = KFold(n_splits=5, shuffle=True, random_state=42) # 5-fold cross-validation\n", "\n", " for fold, (train_idx, test_idx) in enumerate(kf.split(range(num_locations))):\n", " print(f\"\\nFold {fold + 1}\")\n", " source_idx, dest_idx = np.random.choice(test_idx, 2, replace=False)\n", "\n", " # Prompt the user for source and destination indices after selecting them\n", " print(f\"Available cities:\")\n", " for idx, city in enumerate(cities):\n", " print(f\"{idx}: {city}\")\n", "\n", " source_idx = int(input(\"\\nEnter source city index: \"))\n", " dest_idx = int(input(\"Enter destination city index: \"))\n", "\n", " if source_idx == dest_idx or not (0 <= source_idx < num_locations and 0 <= dest_idx < num_locations):\n", " print(\"Invalid input.\")\n", " return\n", "\n", " source_city = cities[source_idx]\n", " dest_city = cities[dest_idx]\n", " print(f\"Source City: {source_city}, Destination City: {dest_city}\")\n", "\n", " # Run the ACO-RL hybrid model\n", " path_aco_rl, cost_aco_rl = aco_rl_shortest_path(source_idx, dest_idx)\n", "\n", " # Run Dijkstra's Algorithm for comparison\n", " path_dijkstra, cost_dijkstra = dijkstra(source_idx, dest_idx)\n", "\n", " # Check if ACO-RL found a valid path\n", " if path_aco_rl is None:\n", " print(\"\\nACO-RL could not find a valid path.\")\n", " else:\n", " print(f\"\\nACO-RL Path: {' -> '.join([cities[i] for i in path_aco_rl])}\")\n", " print(f\"ACO-RL Total Cost: {cost_aco_rl}\")\n", "\n", " # Check if Dijkstra found a valid path\n", " if path_dijkstra is None:\n", " print(\"\\nDijkstra could not find a valid path.\")\n", " else:\n", " print(f\"\\nDijkstra Path: {' -> '.join([cities[i] for i in path_dijkstra])}\")\n", " print(f\"Dijkstra Total Cost: {cost_dijkstra}\")\n", "\n", "# Main execution\n", "print(\"\\nRunning Cross-Validation Test:\")\n", "cross_validation_test()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "EAzsdA9bb26g" }, "source": [ "AGO-GNN" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "ACO-GNN" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "oua5bZFbXkpR", "outputId": "61ba718d-ecf2-4941-a419-4417e2126824" }, "outputs": [ { "name": 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/usr/local/lib/python3.11/dist-packages (2.6.1)\n", "Requirement already satisfied: aiohttp in /usr/local/lib/python3.11/dist-packages (from torch-geometric) (3.11.15)\n", "Requirement already satisfied: fsspec in /usr/local/lib/python3.11/dist-packages (from torch-geometric) (2025.3.2)\n", "Requirement already satisfied: jinja2 in /usr/local/lib/python3.11/dist-packages (from torch-geometric) (3.1.6)\n", "Requirement already satisfied: numpy in /usr/local/lib/python3.11/dist-packages (from torch-geometric) (2.0.2)\n", "Requirement already satisfied: psutil>=5.8.0 in /usr/local/lib/python3.11/dist-packages (from torch-geometric) (5.9.5)\n", "Requirement already satisfied: pyparsing in /usr/local/lib/python3.11/dist-packages (from torch-geometric) (3.2.3)\n", "Requirement already satisfied: requests in /usr/local/lib/python3.11/dist-packages (from torch-geometric) (2.32.3)\n", "Requirement already satisfied: tqdm in /usr/local/lib/python3.11/dist-packages (from torch-geometric) (4.67.1)\n", "Requirement already satisfied: aiohappyeyeballs>=2.3.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp->torch-geometric) (2.6.1)\n", "Requirement already satisfied: aiosignal>=1.1.2 in /usr/local/lib/python3.11/dist-packages (from aiohttp->torch-geometric) (1.3.2)\n", "Requirement already satisfied: attrs>=17.3.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp->torch-geometric) (25.3.0)\n", "Requirement already satisfied: frozenlist>=1.1.1 in /usr/local/lib/python3.11/dist-packages (from aiohttp->torch-geometric) (1.6.0)\n", "Requirement already satisfied: multidict<7.0,>=4.5 in /usr/local/lib/python3.11/dist-packages (from aiohttp->torch-geometric) (6.4.3)\n", "Requirement already satisfied: propcache>=0.2.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp->torch-geometric) (0.3.1)\n", "Requirement already satisfied: yarl<2.0,>=1.17.0 in /usr/local/lib/python3.11/dist-packages (from aiohttp->torch-geometric) (1.20.0)\n", "Requirement already satisfied: MarkupSafe>=2.0 in /usr/local/lib/python3.11/dist-packages (from jinja2->torch-geometric) (3.0.2)\n", "Requirement already satisfied: charset-normalizer<4,>=2 in /usr/local/lib/python3.11/dist-packages (from requests->torch-geometric) (3.4.1)\n", "Requirement already satisfied: idna<4,>=2.5 in /usr/local/lib/python3.11/dist-packages (from requests->torch-geometric) (3.10)\n", "Requirement already satisfied: urllib3<3,>=1.21.1 in /usr/local/lib/python3.11/dist-packages (from requests->torch-geometric) (2.4.0)\n", "Requirement already satisfied: certifi>=2017.4.17 in /usr/local/lib/python3.11/dist-packages (from requests->torch-geometric) (2025.4.26)\n" ] } ], "source": [ "!pip install torch\n", "!pip install torch-geometric" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "C5usaxE2MO6i", "outputId": "0adb83a9-548c-42e6-f169-b6ceb202a9bc" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 6\n", "Enter destination city index: 19\n", "\n", "Shortest path: Lucknow -> Delhi -> Jaipur -> Pune -> Goa\n", "Total cost: 2494.00\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", "\n", "# Load and preprocess data\n", "cities_df = pd.read_csv('/content/indian-cities-dataset.csv')\n", "cities_df = cities_df.dropna(subset=['Origin', 'Destination', 'Distance'])\n", "\n", "cities = list(set(cities_df['Origin']).union(set(cities_df['Destination'])))\n", "num_locations = len(cities)\n", "city_to_index = {city: idx for idx, city in enumerate(cities)}\n", "\n", "cost_matrix = np.full((num_locations, num_locations), np.inf)\n", "for _, row in cities_df.iterrows():\n", " i, j = city_to_index[row['Origin']], city_to_index[row['Destination']]\n", " cost_matrix[i, j] = cost_matrix[j, i] = row['Distance']\n", "\n", "eta = 1 / (cost_matrix + np.diag([np.inf] * num_locations)) # Prevent divide-by-zero\n", "pheromone_matrix = np.ones((num_locations, num_locations))\n", "\n", "# Parameters\n", "num_ants = 50\n", "pheromone_decay = 0.8\n", "pheromone_influence = 1.5\n", "heuristic_influence = 3.0\n", "best_path = None\n", "best_cost = float('inf')\n", "\n", "# Tracking performance metrics\n", "costs_per_iteration = [] # To store the best cost per iteration\n", "\n", "# GNN Model to learn graph structure and node embeddings\n", "class GNNModel(nn.Module):\n", " def __init__(self, num_locations, hidden_dim=64):\n", " super(GNNModel, self).__init__()\n", " self.fc1 = nn.Linear(num_locations, hidden_dim)\n", " self.fc2 = nn.Linear(hidden_dim, num_locations)\n", "\n", " def forward(self, x):\n", " x = torch.relu(self.fc1(x))\n", " x = self.fc2(x)\n", " return x\n", "\n", "# Initialize the GNN model\n", "gnn_model = GNNModel(num_locations)\n", "optimizer = optim.Adam(gnn_model.parameters(), lr=0.01)\n", "loss_fn = nn.MSELoss()\n", "\n", "# Helper functions\n", "def compute_probabilities(current_node, visited, gnn_output):\n", " # Initialize probabilities array\n", " probs = np.zeros(num_locations)\n", "\n", " # Calculate probabilities for all possible next nodes\n", " for j in range(num_locations):\n", " if j not in visited and not np.isinf(cost_matrix[current_node, j]):\n", " pheromone = pheromone_matrix[current_node, j] ** pheromone_influence\n", " heuristic = gnn_output[current_node, j] ** heuristic_influence # Using GNN output as heuristic\n", " probs[j] = pheromone * heuristic\n", "\n", " # Handle any negative probabilities or NaN values by setting them to zero\n", " probs = np.maximum(probs, 0) # Ensure no negative probabilities\n", " total = np.sum(probs)\n", "\n", " # If total probability is zero, we need to handle this case by assigning uniform probabilities\n", " if total > 0:\n", " return probs / total\n", " else:\n", " # If no valid moves, return uniform probabilities\n", " return np.ones(num_locations) / num_locations\n", "\n", "def aco_shortest_path(source, destination, iterations=100):\n", " global pheromone_matrix, costs_per_iteration\n", " best_path, best_cost = None, float('inf')\n", "\n", " # Training the GNN model (this is an optional training phase for the GNN to learn)\n", " for _ in range(iterations):\n", " gnn_input = torch.randn(num_locations, num_locations) # Dummy input for learning process\n", " gnn_output = gnn_model(gnn_input.float()).detach().numpy() # Get the GNN output\n", "\n", " for _ in range(num_ants):\n", " current = source\n", " path = [current]\n", " cost = 0\n", " visited = set(path)\n", "\n", " while current != destination:\n", " probs = compute_probabilities(current, visited, gnn_output)\n", " next_node = np.random.choice(range(num_locations), p=probs)\n", " if next_node in visited or np.isinf(cost_matrix[current, next_node]):\n", " break # Dead end or invalid move\n", " path.append(next_node)\n", " cost += cost_matrix[current, next_node]\n", " visited.add(next_node)\n", " current = next_node\n", "\n", " if current == destination and cost < best_cost:\n", " best_path, best_cost = path[:], cost\n", "\n", " # Pheromone update for the current ant's path\n", " for i in range(len(path) - 1):\n", " pheromone_matrix[path[i], path[i+1]] += 1 / (cost + 1e-6)\n", "\n", " pheromone_matrix *= pheromone_decay\n", " costs_per_iteration.append(best_cost) # Store the best cost found\n", "\n", " return best_path, best_cost\n", "\n", "def visualize_graph(path=None):\n", " # Create the graph\n", " G = nx.Graph()\n", " for i in range(num_locations):\n", " G.add_node(cities[i])\n", "\n", " # Add edges (connections between cities with weights as distances)\n", " for i in range(num_locations):\n", " for j in range(i + 1, num_locations):\n", " if not np.isinf(cost_matrix[i][j]):\n", " G.add_edge(cities[i], cities[j], weight=cost_matrix[i][j])\n", "\n", " # Positions for the cities (nodes)\n", " pos = nx.spring_layout(G, seed=42) # For consistent layout across runs\n", "\n", " # Draw the basic graph\n", " plt.figure(figsize=(12, 12))\n", " nx.draw(G, pos, with_labels=True, node_size=3000, font_size=10, node_color='lightblue', font_weight='bold', edge_color='gray')\n", "\n", " if path:\n", " # Highlight the shortest path\n", " path_edges = [(cities[path[i]], cities[path[i+1]]) for i in range(len(path) - 1)]\n", " nx.draw_networkx_edges(G, pos, edgelist=path_edges, edge_color='r', width=4)\n", "\n", " # Display the edge labels (weights)\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(\"City Connections and Shortest Path\")\n", " plt.show()\n", "\n", "# Main Function for user input and finding the best route\n", "def find_best_route():\n", " global best_path, best_cost, costs_per_iteration\n", " print(\"\\nAvailable cities:\")\n", " for idx, city in enumerate(cities):\n", " print(f\"{idx}: {city}\")\n", "\n", " source_idx = int(input(\"\\nEnter source city index: \"))\n", " dest_idx = int(input(\"Enter destination city index: \"))\n", "\n", " if source_idx == dest_idx or not (0 <= source_idx < num_locations and 0 <= dest_idx < num_locations):\n", " print(\"Invalid input.\")\n", " return\n", "\n", " path, cost = aco_shortest_path(source_idx, dest_idx)\n", "\n", " if path:\n", " print(f\"\\nShortest path: {' -> '.join([cities[i] for i in path])}\")\n", " print(f\"Total cost: {cost:.2f}\")\n", " # Visualize the graph with the shortest path\n", " visualize_graph(path)\n", "\n", " # Plot the convergence of the best cost\n", " plt.figure(figsize=(10, 6))\n", " plt.plot(costs_per_iteration, label='Best Cost per Iteration', color='b')\n", " plt.xlabel('Iteration')\n", " plt.ylabel('Best Cost')\n", " plt.title('ACO-GNN Convergence: Best Cost Over Iterations')\n", " plt.grid(True)\n", " plt.legend()\n", " plt.show()\n", " else:\n", " print(\"No valid path found.\")\n", "\n", "find_best_route()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 1000 }, "id": "Mmubz1CiHddt", "outputId": "54435fb2-eceb-49b5-d2c8-b8368d1f7516" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 5\n", "Enter destination city index: 12\n", "\n", "Shortest path: Hyderabad -> Pune -> Jaipur\n", "Total cost: 1751.00\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Throughput: 2.83 ants explored per unit time\n", "Computational Complexity (approximation): O(50 * 20^2 * 100 iterations)\n", "Route Complexity: 3 cities visited in the optimal route\n", "Route Optimality: The path cost is 1751.00, which is the best found in 100 iterations.\n", "Convergence Rate: The best cost decreases by -1.28 per iteration.\n", "Scalability: Time taken for ACO with 40 cities: 2.56 seconds.\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import networkx as nx\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", "import time\n", "import seaborn as sns\n", "\n", "# Load and preprocess data\n", "cities_df = pd.read_csv('/content/indian-cities-dataset.csv')\n", "cities_df = cities_df.dropna(subset=['Origin', 'Destination', 'Distance'])\n", "\n", "cities = list(set(cities_df['Origin']).union(set(cities_df['Destination'])))\n", "num_locations = len(cities)\n", "city_to_index = {city: idx for idx, city in enumerate(cities)}\n", "\n", "cost_matrix = np.full((num_locations, num_locations), np.inf)\n", "for _, row in cities_df.iterrows():\n", " i, j = city_to_index[row['Origin']], city_to_index[row['Destination']]\n", " cost_matrix[i, j] = cost_matrix[j, i] = row['Distance']\n", "\n", "eta = 1 / (cost_matrix + np.diag([np.inf]*num_locations)) # Prevent divide-by-zero\n", "pheromone_matrix = np.ones((num_locations, num_locations))\n", "\n", "# Parameters for ACO\n", "num_ants = 50\n", "pheromone_decay = 0.8\n", "pheromone_influence = 1.5\n", "heuristic_influence = 3.0\n", "best_path = None\n", "best_cost = float('inf')\n", "\n", "# Tracking performance metrics for ACO-GNN Model\n", "costs_per_iteration = [] # To store the combined cost per iteration\n", "\n", "# GNN Model to learn graph structure and node embeddings\n", "class GNNModel(nn.Module):\n", " def __init__(self, num_locations, hidden_dim=64):\n", " super(GNNModel, self).__init__()\n", " self.fc1 = nn.Linear(num_locations, hidden_dim)\n", " self.fc2 = nn.Linear(hidden_dim, num_locations)\n", "\n", " def forward(self, x):\n", " x = torch.relu(self.fc1(x))\n", " x = self.fc2(x)\n", " return x\n", "\n", "# Initialize the GNN model\n", "gnn_model = GNNModel(num_locations)\n", "optimizer = optim.Adam(gnn_model.parameters(), lr=0.01)\n", "loss_fn = nn.MSELoss()\n", "\n", "# Helper functions for the ACO-GNN model\n", "def compute_probabilities(current_node, visited, gnn_output):\n", " probs = np.zeros(num_locations)\n", "\n", " # Calculate probabilities for all possible next nodes\n", " for j in range(num_locations):\n", " if j not in visited and not np.isinf(cost_matrix[current_node, j]):\n", " pheromone = pheromone_matrix[current_node, j] ** pheromone_influence\n", " heuristic = gnn_output[current_node, j] ** heuristic_influence # Using GNN output as heuristic\n", " probs[j] = pheromone * heuristic\n", "\n", " # Handle any negative probabilities or NaN values by setting them to zero\n", " probs = np.maximum(probs, 0) # Ensure no negative probabilities\n", "\n", " # If the total probability is zero, handle by assigning uniform probabilities\n", " total = np.sum(probs)\n", " if total > 0:\n", " probs /= total # Normalize probabilities to sum to 1\n", " else:\n", " probs = np.ones(num_locations) / num_locations # Equal probability if no valid paths\n", "\n", " return probs\n", "\n", "def aco_shortest_path(source, destination, iterations=100):\n", " global pheromone_matrix, costs_per_iteration\n", " best_path, best_cost = None, float('inf')\n", "\n", " # Training the GNN model (this is an optional training phase for the GNN to learn)\n", " for _ in range(iterations):\n", " gnn_input = torch.randn(num_locations, num_locations) # Dummy input for learning process\n", " gnn_output = gnn_model(gnn_input.float()).detach().numpy() # Get the GNN output\n", "\n", " for _ in range(num_ants):\n", " current = source\n", " path = [current]\n", " cost = 0\n", " visited = set(path)\n", "\n", " while current != destination:\n", " probs = compute_probabilities(current, visited, gnn_output)\n", " next_node = np.random.choice(range(num_locations), p=probs)\n", " if next_node in visited or np.isinf(cost_matrix[current, next_node]):\n", " break # Dead end or invalid move\n", " path.append(next_node)\n", " cost += cost_matrix[current, next_node]\n", " visited.add(next_node)\n", " current = next_node\n", "\n", " if current == destination and cost < best_cost:\n", " best_path, best_cost = path[:], cost\n", "\n", " # Pheromone update for the current ant's path\n", " for i in range(len(path) - 1):\n", " pheromone_matrix[path[i], path[i+1]] += 1 / (cost + 1e-6)\n", "\n", " pheromone_matrix *= pheromone_decay\n", " costs_per_iteration.append(best_cost) # Store the best cost found\n", "\n", " return best_path, best_cost\n", "\n", "def visualize_graph(path=None):\n", " G = nx.Graph()\n", " for i in range(num_locations):\n", " G.add_node(cities[i])\n", "\n", " for i in range(num_locations):\n", " for j in range(i + 1, num_locations):\n", " if not np.isinf(cost_matrix[i][j]):\n", " G.add_edge(cities[i], cities[j], weight=cost_matrix[i][j])\n", "\n", " pos = nx.spring_layout(G, seed=42) # Layout for the graph\n", "\n", " plt.figure(figsize=(12, 12))\n", " nx.draw(G, pos, with_labels=True, node_size=3000, font_size=10, node_color='lightblue', font_weight='bold', edge_color='gray')\n", "\n", " if path:\n", " path_edges = [(cities[path[i]], cities[path[i + 1]]) for i in range(len(path) - 1)]\n", " nx.draw_networkx_edges(G, pos, edgelist=path_edges, edge_color='r', width=4)\n", "\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(\"City Connections and Shortest Path of ACO-GNN Hybrid Model16\")\n", " plt.savefig('gr3.png')\n", " plt.show()\n", " plt.close()\n", "\n", "\n", "def plot_convergence():\n", " \"\"\"Plot the convergence of the best cost over iterations for the ACO-GNN hybrid model.\"\"\"\n", " plt.figure(figsize=(10, 6))\n", " plt.plot(costs_per_iteration, label='Best Cost per Iteration (ACO-GNN)', color='b')\n", " plt.xlabel('Iteration')\n", " plt.ylabel('Best Cost')\n", " plt.title('ACO-GNN Hybrid Convergence: Best Cost Over Iterations')\n", " plt.grid(True)\n", " plt.legend()\n", " plt.savefig('con3.png')\n", " plt.show()\n", " plt.close()\n", "\n", "# Evaluation functions\n", "def evaluate_throughput():\n", " total_ants = num_ants * len(costs_per_iteration) # Total paths explored\n", " time_taken = np.sum(costs_per_iteration) / len(costs_per_iteration) # Average time per iteration\n", " throughput = total_ants / time_taken # Ants explored per unit time\n", " print(f\"Throughput: {throughput:.2f} ants explored per unit time\")\n", "\n", "def evaluate_computational_complexity():\n", " complexity = num_ants * num_locations**2 * len(costs_per_iteration)\n", " print(f\"Computational Complexity (approximation): O({num_ants} * {num_locations}^2 * {len(costs_per_iteration)} iterations)\")\n", "\n", "def evaluate_route_complexity(path):\n", " route_complexity = len(path) # Total number of cities visited\n", " print(f\"Route Complexity: {route_complexity} cities visited in the optimal route\")\n", "\n", "def evaluate_route_optimality(path, best_cost):\n", " print(f\"Route Optimality: The path cost is {best_cost:.2f}, which is the best found in {len(costs_per_iteration)} iterations.\")\n", "\n", "def evaluate_convergence_rate():\n", " if len(costs_per_iteration) > 1:\n", " convergence_rate = (costs_per_iteration[-1] - costs_per_iteration[0]) / len(costs_per_iteration)\n", " print(f\"Convergence Rate: The best cost decreases by {convergence_rate:.2f} per iteration.\")\n", " else:\n", " print(\"Convergence Rate: Not enough iterations to calculate.\")\n", "\n", "def evaluate_scalability():\n", " start_time = time.time()\n", " test_num_cities = num_locations * 2 # Double the number of cities\n", " cities_expanded = cities + [f\"NewCity{i}\" for i in range(num_locations, test_num_cities)]\n", "\n", " # Rebuild cost matrix for larger number of cities\n", " test_cost_matrix = np.full((test_num_cities, test_num_cities), np.inf)\n", " for _, row in cities_df.iterrows():\n", " if row['Origin'] in cities_expanded and row['Destination'] in cities_expanded:\n", " i, j = city_to_index[row['Origin']], city_to_index[row['Destination']]\n", " test_cost_matrix[i, j] = test_cost_matrix[j, i] = row['Distance']\n", "\n", " # Perform ACO with expanded number of cities\n", " expanded_eta = 1 / (test_cost_matrix + np.diag([np.inf]*test_num_cities)) # Prevent divide-by-zero\n", " test_pheromone_matrix = np.ones((test_num_cities, test_num_cities))\n", "\n", " _, test_best_cost = aco_shortest_path(0, test_num_cities-1, iterations=100)\n", " end_time = time.time()\n", " print(f\"Scalability: Time taken for ACO with {test_num_cities} cities: {end_time - start_time:.2f} seconds.\")\n", "\n", "# Main function\n", "def find_best_route():\n", " global best_path, best_cost, costs_per_iteration\n", " print(\"\\nAvailable cities:\")\n", " for idx, city in enumerate(cities):\n", " print(f\"{idx}: {city}\")\n", "\n", " source_idx = int(input(\"\\nEnter source city index: \"))\n", " dest_idx = int(input(\"Enter destination city index: \"))\n", "\n", " if source_idx == dest_idx or not (0 <= source_idx < num_locations and 0 <= dest_idx < num_locations):\n", " print(\"Invalid input.\")\n", " return\n", "\n", " path, cost = aco_shortest_path(source_idx, dest_idx)\n", "\n", " if path:\n", " print(f\"\\nShortest path: {' -> '.join([cities[i] for i in path])}\")\n", " print(f\"Total cost: {cost:.2f}\")\n", " # Visualize the graph with the shortest path\n", " visualize_graph(path)\n", "\n", " # Plot the convergence of the best cost\n", " plot_convergence()\n", "\n", " # Evaluate additional metrics\n", " evaluate_throughput()\n", " evaluate_computational_complexity()\n", " evaluate_route_complexity(path)\n", " evaluate_route_optimality(path, cost)\n", " evaluate_convergence_rate()\n", " evaluate_scalability()\n", " else:\n", " print(\"No valid path found.\")\n", "\n", "# Run the best route finding process\n", "find_best_route()\n" ] }, { "cell_type": "markdown", "metadata": { "id": "EgV_1uayxQaq" }, "source": [ "Dijkstra's Comparison with AGO-GNN" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "TYb4cBRajwgn", "outputId": "00d82ce2-0485-4040-f0db-d42b3152a9c5" }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Running Cross-Validation Test:\n", "\n", "Fold 1\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 8\n", "Enter destination city index: 14\n", "Source City: Ahmedabad, Destination City: Udaipur\n", "ACO-GNN Path: Ahmedabad -> Udaipur\n", "ACO-GNN Total Cost: 257.0\n", "Dijkstra Path: Ahmedabad -> Udaipur\n", "Dijkstra Total Cost: 257.0\n", "\n", "Fold 2\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 2\n", "Enter destination city index: 16\n", "Source City: Pune, Destination City: Kanpur\n", "ACO-GNN Path: Pune -> Jaipur -> Delhi -> Lucknow -> Kanpur\n", "ACO-GNN Total Cost: 2141.0\n", "Dijkstra Path: Pune -> Jaipur -> Delhi -> Agra -> Kanpur\n", "Dijkstra Total Cost: 2043.0\n", "\n", "Fold 3\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 18\n", "Enter destination city index: 1\n", "Source City: Vishakhapatnam, Destination City: Varanasi\n", "ACO-GNN Path: Vishakhapatnam -> Hyderabad -> Delhi -> Lucknow -> Varanasi\n", "ACO-GNN Total Cost: 3066.0\n", "Dijkstra Path: Vishakhapatnam -> Bhubaneswar -> Patna -> Varanasi\n", "Dijkstra Total Cost: 1531.0\n", "\n", "Fold 4\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 6\n", "Enter destination city index: 19\n", "Source City: Lucknow, Destination City: Goa\n", "ACO-GNN Path: Lucknow -> Delhi -> Jaipur -> Pune -> Goa\n", "ACO-GNN Total Cost: 2494.0\n", "Dijkstra Path: Lucknow -> Delhi -> Jaipur -> Pune -> Goa\n", "Dijkstra Total Cost: 2494.0\n", "\n", "Fold 5\n", "Available cities:\n", "0: Delhi\n", "1: Varanasi\n", "2: Pune\n", "3: Bhubaneswar\n", "4: Agra\n", "5: Hyderabad\n", "6: Lucknow\n", "7: Bengaluru\n", "8: Ahmedabad\n", "9: Thiruvananthapuram\n", "10: Kochi\n", "11: Patna\n", "12: Jaipur\n", "13: Mumbai\n", "14: Udaipur\n", "15: Kolkata\n", "16: Kanpur\n", "17: Chennai\n", "18: Vishakhapatnam\n", "19: Goa\n", "\n", "Enter source city index: 3\n", "Enter destination city index: 19\n", "Source City: Bhubaneswar, Destination City: Goa\n", "ACO-GNN Path: Bhubaneswar -> Vishakhapatnam -> Hyderabad -> Goa\n", "ACO-GNN Total Cost: 1733.0\n", "Dijkstra Path: Bhubaneswar -> Vishakhapatnam -> Hyderabad -> Goa\n", "Dijkstra Total Cost: 1733.0\n" ] } ], "source": [ "import numpy as np\n", "import pandas as pd\n", "import torch\n", "import torch.nn as nn\n", "import torch.optim as optim\n", "import heapq\n", "from sklearn.model_selection import KFold\n", "\n", "# Load and preprocess data\n", "cities_df = pd.read_csv('/content/indian-cities-dataset.csv')\n", "cities_df = cities_df.dropna(subset=['Origin', 'Destination', 'Distance'])\n", "\n", "cities = list(set(cities_df['Origin']).union(set(cities_df['Destination'])))\n", "num_locations = len(cities)\n", "city_to_index = {city: idx for idx, city in enumerate(cities)}\n", "\n", "cost_matrix = np.full((num_locations, num_locations), np.inf)\n", "for _, row in cities_df.iterrows():\n", " i, j = city_to_index[row['Origin']], city_to_index[row['Destination']]\n", " cost_matrix[i, j] = cost_matrix[j, i] = row['Distance']\n", "\n", "eta = 1 / (cost_matrix + np.diag([np.inf] * num_locations)) # Prevent divide-by-zero\n", "pheromone_matrix = np.ones((num_locations, num_locations))\n", "\n", "# Parameters\n", "num_ants = 50\n", "pheromone_decay = 0.8\n", "pheromone_influence = 1.5\n", "heuristic_influence = 3.0\n", "best_path = None\n", "best_cost = float('inf')\n", "\n", "# Tracking performance metrics\n", "costs_per_iteration = [] # To store the best cost per iteration\n", "\n", "# GNN Model to learn graph structure and node embeddings\n", "class GNNModel(nn.Module):\n", " def __init__(self, num_locations, hidden_dim=64):\n", " super(GNNModel, self).__init__()\n", " self.fc1 = nn.Linear(num_locations, hidden_dim)\n", " self.fc2 = nn.Linear(hidden_dim, num_locations)\n", "\n", " def forward(self, x):\n", " x = torch.relu(self.fc1(x))\n", " x = self.fc2(x)\n", " return x\n", "\n", "# Initialize the GNN model\n", "gnn_model = GNNModel(num_locations)\n", "optimizer = optim.Adam(gnn_model.parameters(), lr=0.01)\n", "loss_fn = nn.MSELoss()\n", "\n", "# Helper functions\n", "def compute_probabilities(current_node, visited, gnn_output):\n", " probs = np.zeros(num_locations)\n", " for j in range(num_locations):\n", " if j not in visited and not np.isinf(cost_matrix[current_node, j]):\n", " pheromone = pheromone_matrix[current_node, j] ** pheromone_influence\n", " heuristic = gnn_output[current_node, j] ** heuristic_influence\n", " probs[j] = pheromone * heuristic\n", "\n", " probs = np.maximum(probs, 0) # Ensure no negative probabilities\n", " total = np.sum(probs)\n", "\n", " if total > 0:\n", " return probs / total\n", " else:\n", " return np.ones(num_locations) / num_locations\n", "\n", "def aco_shortest_path(source, destination, iterations=100):\n", " global pheromone_matrix, costs_per_iteration\n", " best_path, best_cost = None, float('inf')\n", "\n", " for _ in range(iterations):\n", " gnn_input = torch.randn(num_locations, num_locations) # Dummy input for learning process\n", " gnn_output = gnn_model(gnn_input.float()).detach().numpy() # Get the GNN output\n", "\n", " for _ in range(num_ants):\n", " current = source\n", " path = [current]\n", " cost = 0\n", " visited = set(path)\n", "\n", " while current != destination:\n", " probs = compute_probabilities(current, visited, gnn_output)\n", " next_node = np.random.choice(range(num_locations), p=probs)\n", " if next_node in visited or np.isinf(cost_matrix[current, next_node]):\n", " break\n", " path.append(next_node)\n", " cost += cost_matrix[current, next_node]\n", " visited.add(next_node)\n", " current = next_node\n", "\n", " if current == destination and cost < best_cost:\n", " best_path, best_cost = path[:], cost\n", "\n", " for i in range(len(path) - 1):\n", " pheromone_matrix[path[i], path[i+1]] += 1 / (cost + 1e-6)\n", "\n", " pheromone_matrix *= pheromone_decay\n", " costs_per_iteration.append(best_cost)\n", "\n", " return best_path, best_cost\n", "\n", "# Dijkstra's Algorithm for Benchmarking\n", "def dijkstra(source, destination):\n", " dist = [float('inf')] * num_locations\n", " dist[source] = 0\n", " visited = [False] * num_locations\n", " prev = [-1] * num_locations\n", "\n", " pq = [(0, source)] # (cost, node)\n", " while pq:\n", " current_dist, current = heapq.heappop(pq)\n", " if visited[current]:\n", " continue\n", " visited[current] = True\n", "\n", " for neighbor in range(num_locations):\n", " if not visited[neighbor] and not np.isinf(cost_matrix[current, neighbor]):\n", " alt = current_dist + cost_matrix[current, neighbor]\n", " if alt < dist[neighbor]:\n", " dist[neighbor] = alt\n", " prev[neighbor] = current\n", " heapq.heappush(pq, (alt, neighbor))\n", "\n", " # Reconstruct path\n", " path = []\n", " u = destination\n", " while u != -1:\n", " path.append(u)\n", " u = prev[u]\n", " path.reverse()\n", "\n", " return path, dist[destination]\n", "\n", "# Running the Cross-Validation Test\n", "def cross_validation_test():\n", " kf = KFold(n_splits=5, shuffle=True, random_state=42) # 5-fold cross-validation\n", "\n", " for fold, (train_idx, test_idx) in enumerate(kf.split(range(num_locations))):\n", " print(f\"\\nFold {fold + 1}\")\n", " source_idx, dest_idx = np.random.choice(test_idx, 2, replace=False)\n", "\n", " # Prompt the user for source and destination indices after selecting them\n", " print(f\"Available cities:\")\n", " for idx, city in enumerate(cities):\n", " print(f\"{idx}: {city}\")\n", "\n", " source_idx = int(input(\"\\nEnter source city index: \"))\n", " dest_idx = int(input(\"Enter destination city index: \"))\n", "\n", " if source_idx == dest_idx or not (0 <= source_idx < num_locations and 0 <= dest_idx < num_locations):\n", " print(\"Invalid input.\")\n", " return\n", "\n", " source_city = cities[source_idx]\n", " dest_city = cities[dest_idx]\n", " print(f\"Source City: {source_city}, Destination City: {dest_city}\")\n", "\n", " # Compare the results of ACO-GNN and Dijkstra\n", " compare_dijkstra_and_aco(source_idx, dest_idx)\n", "\n", "def compare_dijkstra_and_aco(source, destination):\n", " path_aco, cost_aco = aco_shortest_path(source, destination)\n", " path_dijkstra, cost_dijkstra = dijkstra(source, destination)\n", "\n", " print(f\"ACO-GNN Path: {' -> '.join([cities[i] for i in path_aco])}\")\n", " print(f\"ACO-GNN Total Cost: {cost_aco}\")\n", " print(f\"Dijkstra Path: {' -> '.join([cities[i] for i in path_dijkstra])}\")\n", " print(f\"Dijkstra Total Cost: {cost_dijkstra}\")\n", "\n", " return cost_aco, cost_dijkstra\n", "\n", "def find_best_route():\n", " print(\"\\nAvailable cities:\")\n", " for idx, city in enumerate(cities):\n", " print(f\"{idx}: {city}\")\n", "\n", " # Get user input for source and destination cities by index\n", " source_idx = int(input(\"\\nEnter source city index: \"))\n", " dest_idx = int(input(\"Enter destination city index: \"))\n", "\n", " # Validate the user input for valid indices\n", " if source_idx == dest_idx or not (0 <= source_idx < num_locations and 0 <= dest_idx < num_locations):\n", " print(\"Invalid input.\")\n", " return\n", "\n", " # Retrieve the city names from the list using the indices\n", " source_city = cities[source_idx]\n", " dest_city = cities[dest_idx]\n", "\n", " # Display the source and destination cities\n", " print(f\"\\nSource city: {source_city}\")\n", " print(f\"Destination city: {dest_city}\")\n", "\n", " # Find the best path using ACO algorithm\n", " path, cost = aco_shortest_path(source_idx, dest_idx)\n", "\n", " # Display the results\n", " if path:\n", " print(f\"\\nShortest path: {' -> '.join([cities[i] for i in path])}\")\n", " print(f\"Total cost: {cost:.2f}\")\n", " else:\n", " print(\"No valid path found.\")\n", "\n", "\n", "# Main evaluation and visualization\n", "print(\"\\nRunning Cross-Validation Test:\")\n", "cross_validation_test()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Visualization" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 607 }, "id": "fDCSzjn9vc3d", "outputId": "55c7d07f-4cf0-477f-8b78-9eb9f1d5f56c" }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "\n", "\n", "# Data for the scalability comparison (time taken for 40 cities)\n", "scalability_data = {\n", " 'ACO-Only': 11.68,\n", " 'ACO-RL': 3.86,\n", " 'ACO-GNN': 1.92,\n", " 'Dijkstra': None}\n", "\n", "# Plotting Scalability Comparison\n", "fig, ax = plt.subplots(figsize=(8, 6))\n", "models_with_scalability = [model for model in models if scalability_data[model] is not None]\n", "scalability_values = [scalability_data[model] for model in models_with_scalability]\n", "\n", "ax.bar(models_with_scalability, scalability_values, color='skyblue')\n", "ax.set_xlabel('Models')\n", "ax.set_ylabel('Time Taken for 40 Cities (seconds)')\n", "ax.set_title('Scalability Comparison for 40 Cities')\n", "\n", "# Save the scalability comparison plot\n", "plt.tight_layout()\n", "\n", "plt.savefig('scalability_comparison.png')\n", "plt.show()\n", "plt.close()\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 264 }, "id": "c9v_ME0TyRQi", "outputId": "68171a24-b8b1-4a10-95e6-8c9c81943a13" }, "outputs": [ { "data": { "image/png": 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Subplot image saved at: /content/convergence.png\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "\n", "# Paths of the images\n", "image_paths = ['/content/con1.png', '/content/con2.png', '/content/con3.png']\n", "\n", "# Create a subplot with 1 row and 3 columns (for 3 images)\n", "fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n", "\n", "# Loop through the images and display them on subplots\n", "for i, ax in enumerate(axes):\n", " img = mpimg.imread(image_paths[i])\n", " ax.imshow(img)\n", " ax.axis('off') # Hide axis to display only the images\n", "\n", "# Save the combined figure\n", "subplot_image_path = '/content/convergence.png'\n", "plt.tight_layout() # Adjust layout for better spacing\n", "plt.savefig(subplot_image_path)\n", "plt.show()\n", "\n", "# Display the path where the image is saved\n", "print(f\"Subplot image saved at: {subplot_image_path}\")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 419 }, "id": "W08gPkJSy5hr", "outputId": "ac93ed5a-8d47-4139-a7c5-0f3d4a445362" }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Subplot image saved at: /content/graph_path.png\n" ] } ], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.image as mpimg\n", "\n", "# Paths of the images\n", "image_paths = ['/content/gr1.png', '/content/gr2.png', '/content/gr3.png']\n", "\n", "# Create a subplot with 1 row and 3 columns (for 3 images)\n", "fig, axes = plt.subplots(1, 3, figsize=(15, 5))\n", "\n", "# Titles for each image\n", "titles = ['ACO', 'ACO-RL', 'ACO-GNN']\n", "\n", "# Loop through the images and display them on subplots with titles\n", "for i, ax in enumerate(axes):\n", " img = mpimg.imread(image_paths[i])\n", " ax.imshow(img)\n", " ax.axis('off') # Hide axis to display only the images\n", " ax.set_title(titles[i], fontsize=14)\n", "\n", "# Save the combined figure\n", "subplot_image_path = '/content/graph_path.png'\n", "plt.tight_layout() # Adjust layout for better spacing\n", "plt.savefig(subplot_image_path)\n", "plt.show()\n", "\n", "# Display the path where the image is saved\n", "print(f\"Subplot image saved at: {subplot_image_path}\")\n" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "id": "XvfAj8kb8DPz" }, "outputs": [], "source": [] } ], "metadata": { "colab": { "provenance": [] }, "kernelspec": { "display_name": "Python 3", "name": "python3" }, "language_info": { "name": "python" } }, "nbformat": 4, "nbformat_minor": 0 }