Compare commits

..

3 commits

216
tools/flyguard_ros2_node.py Normal file
View file

@ -0,0 +1,216 @@
"""
ROS 2 узел для биоинспирированного пайплайна FlyGuard (ЛЦТ-2026 Кейс 05).
Связывает входные данные 3D-лидара с ядром FlyGuard и публикует детекции/маркеры.
"""
import sys
from pathlib import Path
import numpy as np
# Автоматически добавляем корень репозитория в sys.path
ROOT_DIR = Path(__file__).resolve().parent.parent
if str(ROOT_DIR) not in sys.path:
sys.path.insert(0, str(ROOT_DIR))
import rclpy
from rclpy.node import Node
# Импорт сообщений ROS 2
from sensor_msgs.msg import PointCloud2
from std_msgs.msg import String
from vision_msgs.msg import Detection3DArray, Detection3D, BoundingBox3D
from visualization_msgs.msg import MarkerArray, Marker
from geometry_msgs.msg import Vector3
import sensor_msgs_py.point_cloud2 as pc2
# Импорт ядра FlyGuard
try:
from flyguard.pipeline import FlyGuard, Params
from flyguard.mushroom_body import MushroomBody
except ImportError as e:
FlyGuard = None
Params = None
MushroomBody = None
class FlyGuardNode(Node):
def __init__(self):
super().__init__('flyguard_node')
# --- Объявление параметров ---
self.declare_parameter('lidar_topic', '/pandar_points')
self.declare_parameter('frame_id', 'pandar')
self.declare_parameter('memory_path', '')
self.declare_parameter('fov_deg', 30.0)
self.lidar_topic = self.get_parameter('lidar_topic').get_parameter_value().string_value
self.frame_id = self.get_parameter('frame_id').get_parameter_value().string_value
memory_path = self.get_parameter('memory_path').get_parameter_value().string_value
fov_deg = self.get_parameter('fov_deg').get_parameter_value().double_value
# --- Инициализация ядра FlyGuard ---
if FlyGuard is not None:
self.get_logger().info("Инициализация ядра FlyGuard...")
memory = MushroomBody.load(memory_path) if memory_path else None
params = Params(fov_deg=fov_deg)
self.fg = FlyGuard(params, memory=memory)
else:
self.get_logger().error("Модуль flyguard.pipeline не найден!")
self.fg = None
# --- Подписчики и Публикаторы ---
self.sub_cloud = self.create_subscription(
PointCloud2,
self.lidar_topic,
self.pointcloud_callback,
10
)
self.pub_threat = self.create_publisher(String, 'flyguard/threat_level', 10)
self.pub_boxes = self.create_publisher(Detection3DArray, 'flyguard/bounding_boxes', 10)
self.pub_markers = self.create_publisher(MarkerArray, 'flyguard/markers', 10)
self.get_logger().info(f"FlyGuard ROS 2 Node запущен! Топик: {self.lidar_topic}")
def pointcloud_callback(self, msg: PointCloud2):
"""Обработка каждого кадра лидара (10 Гц)"""
start_time = self.get_clock().now()
# 1. Читаем точки из PointCloud2 в structured numpy array
# (сохраняет стандартную структуру PointCloud)
pc_data = pc2.read_points(msg, skip_nans=True)
if pc_data.size == 0:
return
# 2. Вызываем ядро FlyGuard
if self.fg is None:
return
res = self.fg.process(pc_data)
if res is None:
return
d = res.decision
tracks = getattr(self.fg.cx, 'tracks', [])
# 3. Определяем уровень угрозы
if d.detected:
threat_level = "EMERGENCY" if getattr(d, 'emergency', False) else "WARNING"
else:
threat_level = "CLEAR"
# 4. Публикация статуса
threat_msg = String()
threat_msg.data = threat_level
self.pub_threat.publish(threat_msg)
# 5. Публикация маркеров и рамок
stamp = msg.header.stamp
self.publish_detections(tracks, stamp)
self.publish_rviz_markers(tracks, threat_level, d, stamp)
elapsed_ms = (self.get_clock().now() - start_time).nanoseconds / 1e6
self.get_logger().debug(f"Кадр за {elapsed_ms:.1f} мс | Статус: {threat_level} | Треков: {len(tracks)}")
def publish_detections(self, tracks, stamp):
"""Формирование vision_msgs/Detection3DArray"""
det_array = Detection3DArray()
det_array.header.stamp = stamp
det_array.header.frame_id = self.frame_id
for trk in tracks:
det = Detection3D()
det.header = det_array.header
bbox = BoundingBox3D()
bbox.center.position.x = float(getattr(trk, 'x', 0.0))
bbox.center.position.y = float(getattr(trk, 'y', 0.0))
bbox.center.position.z = float(getattr(trk, 'z', 0.0))
bbox.size.x = float(getattr(trk, 'dx', 0.5))
bbox.size.y = float(getattr(trk, 'dy', 0.5))
bbox.size.z = float(getattr(trk, 'dz', 1.5))
det.bbox = bbox
det_array.detections.append(det)
self.pub_boxes.publish(det_array)
def publish_rviz_markers(self, tracks, threat_level: str, decision, stamp):
"""Генерация маркеров для RViz2"""
marker_array = MarkerArray()
delete_all = Marker()
delete_all.action = Marker.DELETEALL
marker_array.markers.append(delete_all)
for i, trk in enumerate(tracks):
# Куб вокруг объекта
box_marker = Marker()
box_marker.header.stamp = stamp
box_marker.header.frame_id = self.frame_id
box_marker.ns = "flyguard_boxes"
box_marker.id = i
box_marker.type = Marker.CUBE
box_marker.action = Marker.ADD
x = float(getattr(trk, 'x', 0.0))
y = float(getattr(trk, 'y', 0.0))
z = float(getattr(trk, 'z', 0.0))
box_marker.pose.position.x = x
box_marker.pose.position.y = y
box_marker.pose.position.z = z
dx = float(getattr(trk, 'dx', 0.5))
dy = float(getattr(trk, 'dy', 0.5))
dz = float(getattr(trk, 'dz', 1.5))
box_marker.scale = Vector3(x=dx, y=dy, z=dz)
if threat_level == "EMERGENCY":
box_marker.color.r, box_marker.color.g, box_marker.color.b, box_marker.color.a = 1.0, 0.0, 0.0, 0.6
elif threat_level == "WARNING":
box_marker.color.r, box_marker.color.g, box_marker.color.b, box_marker.color.a = 1.0, 0.9, 0.0, 0.5
else:
box_marker.color.r, box_marker.color.g, box_marker.color.b, box_marker.color.a = 0.0, 1.0, 0.0, 0.4
marker_array.markers.append(box_marker)
# Текст с дистанцией над объектом
text_marker = Marker()
text_marker.header.stamp = stamp
text_marker.header.frame_id = self.frame_id
text_marker.ns = "flyguard_labels"
text_marker.id = 1000 + i
text_marker.type = Marker.TEXT_VIEW_FACING
text_marker.action = Marker.ADD
text_marker.pose.position.x = x
text_marker.pose.position.y = y
text_marker.pose.position.z = z + dz / 2.0 + 0.3
text_marker.scale.z = 0.4
dist = getattr(trk, 'distance', np.hypot(x, y))
text_marker.text = f"D: {dist:.1f}m"
text_marker.color.r, text_marker.color.g, text_marker.color.b, text_marker.color.a = 1.0, 1.0, 1.0, 1.0
marker_array.markers.append(text_marker)
self.pub_markers.publish(marker_array)
def main(args=None):
rclpy.init(args=args)
node = FlyGuardNode()
try:
rclpy.spin(node)
except KeyboardInterrupt:
pass
finally:
node.destroy_node()
rclpy.shutdown()
if __name__ == '__main__':
main()