Files
sherpa_ros2_ws/scripts/save_pointcloud.py
2025-08-16 11:09:17 +02:00

78 lines
2.7 KiB
Python

import rclpy
from rclpy.node import Node
from sensor_msgs.msg import PointCloud2
import sensor_msgs_py.point_cloud2 as pc2
import numpy as np
import matplotlib.pyplot as plt
import struct
from io import BytesIO
class PointCloudSaver(Node):
def __init__(self, node_name: str, pointcloud_topic: str, buffer, timeout_ms: int):
super().__init__(node_name)
self.subscription = self.create_subscription(
PointCloud2,
pointcloud_topic,
self.callback,
10
)
self.buffer = buffer
self.points = []
self.end_time = self.get_clock().now().nanoseconds + (timeout_ms * 1_000_000)
self.cmap = plt.get_cmap('jet')
def callback(self, msg):
now = self.get_clock().now().nanoseconds
for p in pc2.read_points(msg, field_names=("x", "y", "z", "intensity"), skip_nans=True):
self.points.append([p[0], p[1], p[2], p[3]])
if now > self.end_time:
if not self.points:
self.get_logger().warn("No points received!")
rclpy.shutdown()
return
np_points = np.array(self.points, dtype=np.float32)
intensities = np_points[:, 3]
norm_int = (intensities - intensities.min()) / (intensities.ptp() + 1e-8)
# Map normalized intensity to RGB colormap
colors = self.cmap(norm_int)[:, :3] # RGB 0-1
colors = (colors * 255).astype(np.uint8)
rgb_int = np.left_shift(colors[:,0].astype(np.uint32), 16) | \
np.left_shift(colors[:,1].astype(np.uint32), 8) | \
colors[:,2].astype(np.uint32)
filename = "pointcloud.pcd"
self.write_pcd_with_intensity_rgb(filename, np_points, rgb_int)
self.get_logger().info(f"Saved {filename} with intensity (grayscale) and colored RGB")
rclpy.shutdown()
def write_pcd_with_intensity_rgb(self, filename, points, rgb_int):
header = f"""# .PCD v0.7 - Point Cloud Data file format
VERSION 0.7
FIELDS x y z intensity rgb
SIZE 4 4 4 4 4
TYPE F F F F U
COUNT 1 1 1 1 1
WIDTH {points.shape[0]}
HEIGHT 1
VIEWPOINT 0 0 0 1 0 0 0
POINTS {points.shape[0]}
DATA binary
"""
self.buffer.write(header.encode('ascii'))
for i in range(points.shape[0]):
# x, y, z, intensity as float32, rgb as uint32
f.write(struct.pack('ffffI', points[i,0], points[i,1], points[i,2], points[i,3], rgb_int[i]))
def main():
rclpy.init()
with open('/root/velodyne.pcd', "w+") as f:
node = PointCloudSaver('velodyne_pcd_saver', '/velodyne_points', f, 5000)
rclpy.spin(node)
if __name__ == "__main__":
main()