import csv import time from typing import List, Dict from models import Maze from builders import TextFileMazeBuilder from strategies import BFSStrategy, DFSStrategy, AStarStrategy from solver import MazeSolver def run_experiment(maze: Maze, strategy_name: str, strategy, repeats: int = 5) -> Dict: times = [] visited_counts = [] path_lengths = [] path_found = True for _ in range(repeats): solver = MazeSolver(maze, strategy) path, stats = solver.solve() times.append(stats.time_ms) visited_counts.append(stats.visited_cells) path_lengths.append(stats.path_length) path_found = stats.path_found return { 'strategy': strategy_name, 'time_mean': sum(times) / len(times), 'time_min': min(times), 'time_max': max(times), 'visited_mean': sum(visited_counts) / len(visited_counts), 'path_length_mean': sum(path_lengths) / len(path_lengths) if path_found else 0, 'path_found': path_found } def run_all_experiments(maze_files: List[str], repeats: int = 5) -> List[Dict]: builder = TextFileMazeBuilder() strategies = [ ('BFS', BFSStrategy()), ('DFS', DFSStrategy()), ('A*', AStarStrategy()) ] results = [] for maze_file in maze_files: try: maze = builder.build_from_file(maze_file) except (ValueError, FileNotFoundError) as e: print(f" Ошибка: {e}") continue print(f" Размер: {maze.width}×{maze.height}") print(f" Старт: ({maze.start.x}, {maze.start.y})") print(f" Выход: ({maze.exit.x}, {maze.exit.y})") for strategy_name, strategy in strategies: print(f" Тестирование: {strategy_name}") result = run_experiment(maze, strategy_name, strategy, repeats) result['maze_file'] = maze_file.split('/')[-1] result['maze_size'] = f"{maze.width}×{maze.height}" results.append(result) status = "ok" if result['path_found'] else "ne ok" print(f" {status} Время: {result['time_mean']:.2f} мс, " f"Посещено: {result['visited_mean']:.0f}, " f"Путь: {result['path_length_mean']:.0f}") return results def save_results_to_csv(results: List[Dict], filename: str = "experiment_results.csv") -> None: with open(filename, 'w', newline='', encoding='utf-8') as f: writer = csv.DictWriter(f, fieldnames=[ 'maze_file', 'maze_size', 'strategy', 'time_mean', 'time_min', 'time_max', 'visited_mean', 'path_length_mean', 'path_found' ]) writer.writeheader() writer.writerows(results) def print_results_table(results: List[Dict]) -> None: print("\n" + "=" * 80) print("РЕЗУЛЬТАТЫ ЭКСПЕРИМЕНТОВ") print("=" * 80) for res in results: print(f"\nЛабиринт: {res['maze_file']}") print(f" Стратегия: {res['strategy']}") print(f" Время (ср): {res['time_mean']:.2f} мс") print(f" Посещено: {res['visited_mean']:.0f} клеток") print(f" Длина пути: {res['path_length_mean']:.0f}")