#! /usr/bin/env python3 # Copyright 2022 Joshua Wallace # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. # You may obtain a copy of the License at # # http://www.apache.org/licenses/LICENSE-2.0 # # Unless required by applicable law or agreed to in writing, software # distributed under the License is distributed on an "AS IS" BASIS, # WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied. # See the License for the specific language governing permissions and # limitations under the License. from geometry_msgs.msg import PoseStamped from nav2_simple_commander.robot_navigator import BasicNavigator import rclpy from ament_index_python.packages import get_package_share_directory import math import os import pickle import glob import time import numpy as np from random import seed from random import randint from random import uniform from transforms3d.euler import euler2quat def getPlannerResults(navigator, initial_pose, goal_pose, planners): results = [] for planner in planners: path = navigator._getPathImpl(initial_pose, goal_pose, planner, use_start=True) if path is not None: results.append(path) else: return results return results def getRandomStart(costmap, max_cost, side_buffer, time_stamp, res): start = PoseStamped() start.header.frame_id = 'map' start.header.stamp = time_stamp while True: row = randint(side_buffer, costmap.shape[0]-side_buffer) col = randint(side_buffer, costmap.shape[1]-side_buffer) if costmap[row, col] < max_cost: start.pose.position.x = col*res start.pose.position.y = row*res yaw = uniform(0, 1) * 2*math.pi quad = euler2quat(0.0, 0.0, yaw) start.pose.orientation.w = quad[0] start.pose.orientation.x = quad[1] start.pose.orientation.y = quad[2] start.pose.orientation.z = quad[3] break return start def getRandomGoal(costmap, start, max_cost, side_buffer, time_stamp, res): goal = PoseStamped() goal.header.frame_id = 'map' goal.header.stamp = time_stamp while True: row = randint(side_buffer, costmap.shape[0]-side_buffer) col = randint(side_buffer, costmap.shape[1]-side_buffer) start_x = start.pose.position.x start_y = start.pose.position.y goal_x = col*res goal_y = row*res x_diff = goal_x - start_x y_diff = goal_y - start_y dist = math.sqrt(x_diff ** 2 + y_diff ** 2) if costmap[row, col] < max_cost and dist > 3.0: goal.pose.position.x = goal_x goal.pose.position.y = goal_y yaw = uniform(0, 1) * 2*math.pi quad = euler2quat(0.0, 0.0, yaw) goal.pose.orientation.w = quad[0] goal.pose.orientation.x = quad[1] goal.pose.orientation.y = quad[2] goal.pose.orientation.z = quad[3] break return goal def main(): rclpy.init() navigator = BasicNavigator() # Set map to use, other options: 100by100_15, 100by100_10 map_path = os.getcwd() + '/' + glob.glob('**/100by100_20.yaml', recursive=True)[0] navigator.changeMap(map_path) time.sleep(2) # Get the costmap for start/goal validation costmap_msg = navigator.getGlobalCostmap() costmap = np.asarray(costmap_msg.data) costmap.resize(costmap_msg.metadata.size_y, costmap_msg.metadata.size_x) planners = ['Navfn', 'ThetaStar', 'SmacHybrid', 'Smac2d', 'SmacLattice'] max_cost = 210 side_buffer = 100 time_stamp = navigator.get_clock().now().to_msg() results = [] seed(33) random_pairs = 100 res = costmap_msg.metadata.resolution i = 0 while len(results) != random_pairs: print("Cycle: ", i, "out of: ", random_pairs) start = getRandomStart(costmap, max_cost, side_buffer, time_stamp, res) goal = getRandomGoal(costmap, start, max_cost, side_buffer, time_stamp, res) print("Start", start) print("Goal", goal) result = getPlannerResults(navigator, start, goal, planners) if len(result) == len(planners): results.append(result) i = i + 1 else: print("One of the planners was invalid") print("Write Results...") with open(os.getcwd() + '/results.pickle', 'wb+') as f: pickle.dump(results, f, pickle.HIGHEST_PROTOCOL) with open(os.getcwd() + '/costmap.pickle', 'wb+') as f: pickle.dump(costmap_msg, f, pickle.HIGHEST_PROTOCOL) with open(os.getcwd() + '/planners.pickle', 'wb+') as f: pickle.dump(planners, f, pickle.HIGHEST_PROTOCOL) print("Write Complete") exit(0) if __name__ == '__main__': main()