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# task manager created by Johannes Cox | ||
# https://github.com/ignc-research/arena-rosnav/blob/drl_all_in_one_planner_johannes/arena_navigation/arena_local_planner/learning_based/arena_local_planner_drl/rl_agent/utils/all_in_one_planner/task_manager.py | ||
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import json | ||
import os | ||
import random | ||
import subprocess | ||
import time | ||
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import rospkg | ||
import rospy | ||
import rosservice | ||
from nav_msgs.srv import GetMap | ||
from rospy import ServiceException | ||
from task_generator.obstacles_manager import ObstaclesManager | ||
from task_generator.robot_manager import RobotManager | ||
from task_generator.tasks import * | ||
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from simulator_setup.srv import * | ||
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class TaskManager: | ||
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def __init__(self, ns: str, reset_map_interval: int, paths: dict, run_scenario: bool): | ||
self.ns = ns | ||
self.run_scenario = run_scenario | ||
self._robot_model = rospy.get_param('/robot_model', None) | ||
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if not self.run_scenario: | ||
self.task = self._get_random_task(paths) | ||
self.resetMap_interval = reset_map_interval | ||
self.current_iteration = 0 | ||
self._request_new_map = rospy.ServiceProxy("/" + self.ns + "/new_map", GetMapWithSeed) | ||
self.new_map = False | ||
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def reset(self, seed): | ||
if not self.run_scenario: | ||
self.current_iteration += 1 | ||
if not self.new_map or self.current_iteration % self.resetMap_interval == 0: | ||
self.current_iteration = 0 | ||
self._update_map(seed) | ||
random.seed(seed) | ||
self.task.reset() | ||
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def _get_random_task(self, paths: dict): | ||
config_path = paths['map_parameters'] | ||
with open(config_path, 'r') as params_json: | ||
map_params = json.load(params_json) | ||
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assert map_params is not None, "Error: Map parameter file cannot be found!" | ||
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numb_static_obst = map_params['numb_static_obstacles'] | ||
numb_dyn_obst = map_params['numb_dynamic_obstacles'] | ||
map_type = map_params['type'] | ||
if map_type == 'mixed': | ||
indoor_prob = map_params['indoor_prob'] | ||
else: | ||
indoor_prob = 0 | ||
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self._start_map_generator_node(map_type, indoor_prob) | ||
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service_client_get_map = rospy.ServiceProxy('/' + self.ns + '/static_map', GetMap) | ||
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service_name = '/' + self.ns + '/static_map' | ||
service_list = rosservice.get_service_list() | ||
max_tries = 10 | ||
for i in range(max_tries): | ||
if service_name in service_list: | ||
break | ||
else: | ||
time.sleep(1) | ||
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map_response = service_client_get_map() | ||
models_folder_path = rospkg.RosPack().get_path('simulator_setup') | ||
self.robot_manager = RobotManager(self.ns, map_response.map, os.path.join( | ||
models_folder_path, 'robot', self._robot_model + ".model.yaml")) | ||
self.obstacles_manager = ObstaclesManager(self.ns, map_response.map) | ||
rospy.set_param("/task_mode", "random") | ||
numb_obst = numb_static_obst + numb_dyn_obst | ||
if numb_obst != 0: | ||
prob_dyn_obst = float(numb_dyn_obst) / numb_obst | ||
else: | ||
prob_dyn_obst = 1 | ||
self.obstacles_manager.register_random_obstacles(numb_obst, prob_dyn_obst) | ||
return RandomTask(self.obstacles_manager, self.robot_manager) | ||
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def _start_map_generator_node(self, map_type: str, indoor_prob: float): | ||
package = 'simulator_setup' | ||
launch_file = 'map_generator.launch' | ||
arg1 = "ns:=" + self.ns | ||
arg2 = "type:=" + map_type | ||
arg3 = "indoor_prob:=" + str(indoor_prob) | ||
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# Use subprocess to execute .launch file | ||
self._global_planner_process = subprocess.Popen(["roslaunch", package, launch_file, arg1, arg2, arg3]) | ||
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def _update_map(self, seed: int): | ||
request = GetMapWithSeedRequest(seed=seed) | ||
try: | ||
new_map = self._request_new_map(request) | ||
self.obstacles_manager.update_map(new_map.map) | ||
self.robot_manager.update_map(new_map.map) | ||
self.new_map = True | ||
except ServiceException: | ||
self.new_map = False |
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task manager from Johannes Cox allows evaluation with random map generation and random obstacle spawn