cartographer源码分析(37)-io-pcd_writing_points_processor.h

源码可在https://github.com/learnmoreonce/SLAM 下载


文件:pcd_writing_points_processor.h


#include <fstream>

#include "cartographer/common/lua_parameter_dictionary.h"
#include "cartographer/io/file_writer.h"
#include "cartographer/io/points_processor.h"
/*
点云是目标表面特性的海量点集合。
根据激光测量原理得到的点云,包括三维坐标(XYZ)和激光反射强度(Intensity)。
根据摄影测量原理得到的点云,包括三维坐标(XYZ)和颜色信息(RGB)。
结合激光测量和摄影测量原理得到点云,包括三维坐标(XYZ)、激光反射强度(Intensity)和颜色信息(RGB)。
在获取物体表面每个采样点的空间坐标后,得到的是一个点的集合,称之为“点云”(Point Cloud)。

pcd文件存储了每个点的x,y,z坐标以及r,g,b,a颜色信息

*/
namespace cartographer {
namespace io {

/*
PcdWritingPointsProcessor是PointsProcessor的第九个子类(9)
.
PcdWritingPointsProcessor类将点云按照pcd格式存储在pcd文件中.
1,构造函数初始化一个文件类名,
2,成员函数FromDictionary 从配置文件读取 文件名
3,Process()和Flush()负责写入文件
4,数据成员next_指向 下一阶段的PointsProcessor点云处理类
*/
// Streams a PCD file to disk. The header is written in 'Flush'.
class PcdWritingPointsProcessor : public PointsProcessor {
 public:
  constexpr static const char* kConfigurationFileActionName = "write_pcd";
  PcdWritingPointsProcessor(std::unique_ptr<FileWriter> file_writer,
                            PointsProcessor* next);

  static std::unique_ptr<PcdWritingPointsProcessor> FromDictionary(
      FileWriterFactory file_writer_factory,
      common::LuaParameterDictionary* dictionary, PointsProcessor* next);

  ~PcdWritingPointsProcessor() override {}

  PcdWritingPointsProcessor(const PcdWritingPointsProcessor&) = delete;
  PcdWritingPointsProcessor& operator=(const PcdWritingPointsProcessor&) =
      delete;

  void Process(std::unique_ptr<PointsBatch> batch) override;
  FlushResult Flush() override;

 private:
  PointsProcessor* const next_;

  int64 num_points_;
  bool has_colors_;
  std::unique_ptr<FileWriter> file_writer_;
};

}  // namespace io
}  // namespace cartographer


.

pcd_writing_points_processor.cc


#include "cartographer/io/pcd_writing_points_processor.h"

#include <iomanip>
#include <sstream>
#include <string>

#include "cartographer/common/lua_parameter_dictionary.h"
#include "cartographer/common/make_unique.h"
#include "cartographer/io/points_batch.h"
#include "glog/logging.h"

namespace cartographer {
namespace io {

namespace {

/*
PCD文件由文件头和数据域组成,文件头存储了点云数据的字段格式信息,如: 
======================================== 
# .PCD v0.7 - Point Cloud Data file format 
VERSION 0.7 
FIELDS x y z rgba 
SIZE 4 4 4 4 
TYPE F F F U 
COUNT 1 1 1 1 
WIDTH 640 
HEIGHT 480 
VIEWPOINT 0 0 0 0 1 0 0 
POINTS 307200 
DATA binary 
//下面是点云数据段 
123.1 21.1 64.0
...
======================================== 

*/
// Writes the PCD header claiming 'num_points' will follow it into
// 'output_file'.
void WriteBinaryPcdHeader(const bool has_color, const int64 num_points,
                          FileWriter* const file_writer) {
  string color_header_field = !has_color ? "" : " rgb";
  string color_header_type = !has_color ? "" : " U";
  string color_header_size = !has_color ? "" : " 4";
  string color_header_count = !has_color ? "" : " 1";

  std::ostringstream stream;
  stream << "# generated by Cartographer\n"
         << "VERSION .7\n"
         << "FIELDS x y z" << color_header_field << "\n"
         << "SIZE 4 4 4" << color_header_size << "\n"
         << "TYPE F F F" << color_header_type << "\n"
         << "COUNT 1 1 1" << color_header_count << "\n"
         << "WIDTH " << std::setw(15) << std::setfill('0') << num_points << "\n"
         << "HEIGHT 1\n"
         << "VIEWPOINT 0 0 0 1 0 0 0\n"
         << "POINTS " << std::setw(15) << std::setfill('0') << num_points
         << "\n"
         << "DATA binary\n";
  const string out = stream.str();
  file_writer->WriteHeader(out.data(), out.size());
}

//{x,y,z}写入文件
void WriteBinaryPcdPointCoordinate(const Eigen::Vector3f& point,
                                   FileWriter* const file_writer) {
  char buffer[12];
  memcpy(buffer, &point[0], sizeof(float));
  memcpy(buffer + 4, &point[1], sizeof(float)); //64机,float:4位
  memcpy(buffer + 8, &point[2], sizeof(float));
  CHECK(file_writer->Write(buffer, 12));
}

void WriteBinaryPcdPointColor(const Color& color,
                              FileWriter* const file_writer) {
  char buffer[4];
  buffer[0] = color[2];
  buffer[1] = color[1];
  buffer[2] = color[0];
  buffer[3] = 0;
  CHECK(file_writer->Write(buffer, 4));
}

}  // namespace

std::unique_ptr<PcdWritingPointsProcessor>
PcdWritingPointsProcessor::FromDictionary(
    FileWriterFactory file_writer_factory,
    common::LuaParameterDictionary* const dictionary,
    PointsProcessor* const next) 

{
  return common::make_unique<PcdWritingPointsProcessor>(
      file_writer_factory(dictionary->GetString("filename")), next);
}

PcdWritingPointsProcessor::PcdWritingPointsProcessor(
    std::unique_ptr<FileWriter> file_writer, PointsProcessor* const next)
    : next_(next),
      num_points_(0),
      has_colors_(false),
      file_writer_(std::move(file_writer)) {}

PointsProcessor::FlushResult PcdWritingPointsProcessor::Flush()

 {
  WriteBinaryPcdHeader(has_colors_, num_points_, file_writer_.get());
  //调用Flush()才写入head信息:此时才知道num_points_的值
  CHECK(file_writer_->Close());

  switch (next_->Flush()) {
    case FlushResult::kFinished:
      return FlushResult::kFinished;

    case FlushResult::kRestartStream://不能多次传递同一数据.
      LOG(FATAL) << "PCD generation must be configured to occur after any "
                    "stages that require multiple passes.";
  }
  LOG(FATAL);
}

/*
核心函数,按照{x,y,z}写入文件
*/
void PcdWritingPointsProcessor::Process(std::unique_ptr<PointsBatch> batch) 

{
  if (batch->points.empty()) {
    next_->Process(std::move(batch));
    return;
  }

  if (num_points_ == 0) {
    has_colors_ = !batch->colors.empty();
    WriteBinaryPcdHeader(has_colors_, 0, file_writer_.get());
  }
  for (size_t i = 0; i < batch->points.size(); ++i) {
    WriteBinaryPcdPointCoordinate(batch->points[i], file_writer_.get());
    if (!batch->colors.empty()) {
      WriteBinaryPcdPointColor(batch->colors[i], file_writer_.get());
    }
    ++num_points_;//统计处理了多少points
  }
  next_->Process(std::move(batch));
}

}  // namespace io
}  // namespace cartographer





本文发于:
* http://www.jianshu.com/u/9e38d2febec1
* https://zhuanlan.zhihu.com/learnmoreonce
* http://blog.youkuaiyun.com/learnmoreonce
* slam源码分析微信公众号:slamcode

[INFO] [launch]: All log files can be found below /home/michael/.ros/log/2025-11-13-20-58-01-810975-michael-Legion-Y7000-IRX9-19250 [INFO] [launch]: Default logging verbosity is set to INFO [INFO] [ldlidar-1]: process started with pid [19251] [INFO] [static_transform_publisher-2]: process started with pid [19253] [INFO] [cartographer_node-3]: process started with pid [19255] [INFO] [cartographer_occupancy_grid_node-4]: process started with pid [19257] [ldlidar-1] [INFO] [1763038681.848068170] [rclcpp]: Using port /dev/ttyUSB0 [ldlidar-1] [INFO] [1763038681.848215863] [rclcpp]: LiDAR_LD06 started successfully [static_transform_publisher-2] [INFO] [1763038681.854935283] [static_transform_publisher_rhh6TZQasS30xSPv]: Spinning until stopped - publishing transform [static_transform_publisher-2] translation: ('0.000000', '0.000000', '0.000000') [static_transform_publisher-2] rotation: ('0.000000', '0.000000', '0.000000', '1.000000') [static_transform_publisher-2] from 'base_link' to 'laser' [cartographer_node-3] [INFO] [1763038681.866653454] [cartographer logger]: I1113 20:58:01.000000 19255 configuration_file_resolver.cc:41] Found '/home/michael/ros2_ws/install/ldlidar-ros2/share/ldlidar-ros2/configuration_files/mylaser.lua' for 'mylaser.lua'. [cartographer_node-3] [INFO] [1763038681.866834936] [cartographer logger]: I1113 20:58:01.000000 19255 configuration_file_resolver.cc:41] Found '/opt/ros/humble/share/cartographer/configuration_files/map_builder.lua' for 'map_builder.lua'. [cartographer_node-3] [INFO] [1763038681.866843969] [cartographer logger]: I1113 20:58:01.000000 19255 configuration_file_resolver.cc:41] Found '/opt/ros/humble/share/cartographer/configuration_files/map_builder.lua' for 'map_builder.lua'. [cartographer_node-3] [INFO] [1763038681.866860499] [cartographer logger]: I1113 20:58:01.000000 19255 configuration_file_resolver.cc:41] Found '/opt/ros/humble/share/cartographer/configuration_files/pose_graph.lua' for 'pose_graph.lua'. [cartographer_node-3] [INFO] [1763038681.866866271] [cartographer logger]: I1113 20:58:01.000000 19255 configuration_file_resolver.cc:41] Found '/opt/ros/humble/share/cartographer/configuration_files/pose_graph.lua' for 'pose_graph.lua'. [cartographer_node-3] [INFO] [1763038681.866925744] [cartographer logger]: I1113 20:58:01.000000 19255 configuration_file_resolver.cc:41] Found '/opt/ros/humble/share/cartographer/configuration_files/trajectory_builder.lua' for 'trajectory_builder.lua'. [cartographer_node-3] [INFO] [1763038681.866931863] [cartographer logger]: I1113 20:58:01.000000 19255 configuration_file_resolver.cc:41] Found '/opt/ros/humble/share/cartographer/configuration_files/trajectory_builder.lua' for 'trajectory_builder.lua'. [cartographer_node-3] [INFO] [1763038681.866948391] [cartographer logger]: I1113 20:58:01.000000 19255 configuration_file_resolver.cc:41] Found '/opt/ros/humble/share/cartographer/configuration_files/trajectory_builder_2d.lua' for 'trajectory_builder_2d.lua'. [cartographer_node-3] [INFO] [1763038681.866953836] [cartographer logger]: I1113 20:58:01.000000 19255 configuration_file_resolver.cc:41] Found '/opt/ros/humble/share/cartographer/configuration_files/trajectory_builder_2d.lua' for 'trajectory_builder_2d.lua'. [cartographer_node-3] [INFO] [1763038681.867004255] [cartographer logger]: I1113 20:58:01.000000 19255 configuration_file_resolver.cc:41] Found '/opt/ros/humble/share/cartographer/configuration_files/trajectory_builder_3d.lua' for 'trajectory_builder_3d.lua'. [cartographer_node-3] [INFO] [1763038681.867010139] [cartographer logger]: I1113 20:58:01.000000 19255 configuration_file_resolver.cc:41] Found '/opt/ros/humble/share/cartographer/configuration_files/trajectory_builder_3d.lua' for 'trajectory_builder_3d.lua'. [cartographer_node-3] F1113 20:58:01.867271 19255 lua_parameter_dictionary.cc:399] Check failed: HasKey(key) Key 'rangefinder_sampling_ratio' not in dictionary: [cartographer_node-3] { [cartographer_node-3] lookup_transform_timeout_sec = 0.200000, [cartographer_node-3] map_builder = { [cartographer_node-3] collate_by_trajectory = false, [cartographer_node-3] num_background_threads = 4.000000, [cartographer_node-3] pose_graph = { [cartographer_node-3] constraint_builder = { [cartographer_node-3] ceres_scan_matcher = { [cartographer_node-3] ceres_solver_options = { [cartographer_node-3] max_num_iterations = 10.000000, [cartographer_node-3] num_threads = 1.000000, [cartographer_node-3] use_nonmonotonic_steps = true, [cartographer_node-3] }, [cartographer_node-3] occupied_space_weight = 20.000000, [cartographer_node-3] rotation_weight = 1.000000, [cartographer_node-3] translation_weight = 10.000000, [cartographer_node-3] }, [cartographer_node-3] ceres_scan_matcher_3d = { [cartographer_node-3] ceres_solver_options = { [cartographer_node-3] max_num_iterations = 10.000000, [cartographer_node-3] num_threads = 1.000000, [cartographer_node-3] use_nonmonotonic_steps = false, [cartographer_node-3] }, [cartographer_node-3] occupied_space_weight_0 = 5.000000, [cartographer_node-3] occupied_space_weight_1 = 30.000000, [cartographer_node-3] only_optimize_yaw = false, [cartographer_node-3] rotation_weight = 1.000000, [cartographer_node-3] translation_weight = 10.000000, [cartographer_node-3] }, [cartographer_node-3] fast_correlative_scan_matcher = { [cartographer_node-3] angular_search_window = 0.523599, [cartographer_node-3] branch_and_bound_depth = 7.000000, [cartographer_node-3] linear_search_window = 7.000000, [cartographer_node-3] }, [cartographer_node-3] fast_correlative_scan_matcher_3d = { [cartographer_node-3] angular_search_window = 0.261799, [cartographer_node-3] branch_and_bound_depth = 8.000000, [cartographer_node-3] full_resolution_depth = 3.000000, [cartographer_node-3] linear_xy_search_window = 5.000000, [cartographer_node-3] linear_z_search_window = 1.000000, [cartographer_node-3] min_low_resolution_score = 0.550000, [cartographer_node-3] min_rotational_score = 0.770000, [cartographer_node-3] }, [cartographer_node-3] global_localization_min_score = 0.600000, [cartographer_node-3] log_matches = true, [cartographer_node-3] loop_closure_rotation_weight = 100000.000000, [cartographer_node-3] loop_closure_translation_weight = 11000.000000, [cartographer_node-3] max_constraint_distance = 15.000000, [cartographer_node-3] min_score = 0.650000, [cartographer_node-3] sampling_ratio = 0.300000, [cartographer_node-3] }, [cartographer_node-3] global_constraint_search_after_n_seconds = 10.000000, [cartographer_node-3] global_sampling_ratio = 0.003000, [cartographer_node-3] log_residual_histograms = true, [cartographer_node-3] matcher_rotation_weight = 1600.000000, [cartographer_node-3] matcher_translation_weight = 500.000000, [cartographer_node-3] max_num_final_iterations = 200.000000, [cartographer_node-3] optimization_problem = { [cartographer_node-3] acceleration_weight = 110.000000, [cartographer_node-3] ceres_solver_options = { [cartographer_node-3] max_num_iterations = 50.000000, [cartographer_node-3] num_threads = 7.000000, [cartographer_node-3] use_nonmonotonic_steps = false, [cartographer_node-3] }, [cartographer_node-3] fix_z_in_3d = false, [cartographer_node-3] fixed_frame_pose_rotation_weight = 100.000000, [cartographer_node-3] fixed_frame_pose_tolerant_loss_param_a = 1.000000, [cartographer_node-3] fixed_frame_pose_tolerant_loss_param_b = 1.000000, [cartographer_node-3] fixed_frame_pose_translation_weight = 10.000000, [cartographer_node-3] fixed_frame_pose_use_tolerant_loss = false, [cartographer_node-3] huber_scale = 100.000000, [cartographer_node-3] local_slam_pose_rotation_weight = 100000.000000, [cartographer_node-3] local_slam_pose_translation_weight = 100000.000000, [cartographer_node-3] log_solver_summary = false, [cartographer_node-3] odometry_rotation_weight = 100000.000000, [cartographer_node-3] odometry_translation_weight = 100000.000000, [cartographer_node-3] rotation_weight = 16000.000000, [cartographer_node-3] use_online_imu_extrinsics_in_3d = true, [cartographer_node-3] }, [cartographer_node-3] optimize_every_n_nodes = 35.000000, [cartographer_node-3] }, [cartographer_node-3] use_trajectory_builder_2d = true, [cartographer_node-3] use_trajectory_builder_3d = false, [cartographer_node-3] }, [cartographer_node-3] map_frame = "map", [cartographer_node-3] num_laser_scans = 1.000000, [cartographer_node-3] num_multi_echo_laser_scans = 0.000000, [cartographer_node-3] num_point_clouds = 0.000000, [cartographer_node-3] num_subdivisions_per_laser_scan = 1.000000, [cartographer_node-3] odom_frame = "odom", [cartographer_node-3] pose_publish_period_sec = 0.005000, [cartographer_node-3] provide_odom_frame = false, [cartographer_node-3] publish_frame_projected_to_2d = false, [cartographer_node-3] published_frame = "laser", [cartographer_node-3] submap_publish_period_sec = 0.300000, [cartographer_node-3] tracking_frame = "laser", [cartographer_node-3] trajectory_builder = { [cartographer_node-3] collate_fixed_frame = true, [cartographer_node-3] collate_landmarks = false, [cartographer_node-3] trajectory_builder_2d = { [cartographer_node-3] adaptive_voxel_filter = { [cartographer_node-3] max_length = 0.500000, [cartographer_node-3] max_range = 50.000000, [cartographer_node-3] min_num_points = 200.000000, [cartographer_node-3] }, [cartographer_node-3] ceres_scan_matcher = { [cartographer_node-3] ceres_solver_options = { [cartographer_node-3] max_num_iterations = 20.000000, [cartographer_node-3] num_threads = 1.000000, [cartographer_node-3] use_nonmonotonic_steps = false, [cartographer_node-3] }, [cartographer_node-3] occupied_space_weight = 1.000000, [cartographer_node-3] rotation_weight = 40.000000, [cartographer_node-3] translation_weight = 10.000000, [cartographer_node-3] }, [cartographer_node-3] imu_gravity_time_constant = 10.000000, [cartographer_node-3] loop_closure_adaptive_voxel_filter = { [cartographer_node-3] max_length = 0.900000, [cartographer_node-3] max_range = 50.000000, [cartographer_node-3] min_num_points = 100.000000, [cartographer_node-3] }, [cartographer_node-3] max_range = 12.000000, [cartographer_node-3] max_z = 2.000000, [cartographer_node-3] min_range = 0.100000, [cartographer_node-3] min_z = -0.800000, [cartographer_node-3] missing_data_ray_length = 5.000000, [cartographer_node-3] motion_filter = { [cartographer_node-3] max_angle_radians = 0.017453, [cartographer_node-3] max_distance_meters = 0.200000, [cartographer_node-3] max_time_seconds = 5.000000, [cartographer_node-3] }, [cartographer_node-3] num_accumulated_range_data = 1.000000, [cartographer_node-3] pose_extrapolator = { [cartographer_node-3] constant_velocity = { [cartographer_node-3] imu_gravity_time_constant = 10.000000, [cartographer_node-3] pose_queue_duration = 0.001000, [cartographer_node-3] }, [cartographer_node-3] imu_based = { [cartographer_node-3] gravity_constant = 9.806000, [cartographer_node-3] imu_acceleration_weight = 1.000000, [cartographer_node-3] imu_rotation_weight = 1.000000, [cartographer_node-3] odometry_rotation_weight = 1.000000, [cartographer_node-3] odometry_translation_weight = 1.000000, [cartographer_node-3] pose_queue_duration = 5.000000, [cartographer_node-3] pose_rotation_weight = 1.000000, [cartographer_node-3] pose_translation_weight = 1.000000, [cartographer_node-3] solver_options = { [cartographer_node-3] max_num_iterations = 10.000000, [cartographer_node-3] num_threads = 1.000000, [cartographer_node-3] use_nonmonotonic_steps = false, [cartographer_node-3] }, [cartographer_node-3] }, [cartographer_node-3] use_imu_based = false, [cartographer_node-3] }, [cartographer_node-3] real_time_correlative_scan_matcher = { [cartographer_node-3] angular_search_window = 0.349066, [cartographer_node-3] linear_search_window = 0.100000, [cartographer_node-3] rotation_delta_cost_weight = 0.100000, [cartographer_node-3] translation_delta_cost_weight = 10.000000, [cartographer_node-3] }, [cartographer_node-3] submaps = { [cartographer_node-3] grid_options_2d = { [cartographer_node-3] grid_type = "PROBABILITY_GRID", [cartographer_node-3] resolution = 0.050000, [cartographer_node-3] }, [cartographer_node-3] num_range_data = 35.000000, [cartographer_node-3] range_data_inserter = { [cartographer_node-3] probability_grid_range_data_inserter = { [cartographer_node-3] hit_probability = 0.550000, [cartographer_node-3] insert_free_space = true, [cartographer_node-3] miss_probability = 0.490000, [cartographer_node-3] }, [cartographer_node-3] range_data_inserter_type = "PROBABILITY_GRID_INSERTER_2D", [cartographer_node-3] tsdf_range_data_inserter = { [cartographer_node-3] maximum_weight = 10.000000, [cartographer_node-3] normal_estimation_options = { [cartographer_node-3] num_normal_samples = 4.000000, [cartographer_node-3] sample_radius = 0.500000, [cartographer_node-3] }, [cartographer_node-3] project_sdf_distance_to_scan_normal = true, [cartographer_node-3] truncation_distance = 0.300000, [cartographer_node-3] update_free_space = false, [cartographer_node-3] update_weight_angle_scan_normal_to_ray_kernel_bandwidth = 0.500000, [cartographer_node-3] update_weight_distance_cell_to_hit_kernel_bandwidth = 0.500000, [cartographer_node-3] update_weight_range_exponent = 0.000000, [cartographer_node-3] }, [cartographer_node-3] }, [cartographer_node-3] }, [cartographer_node-3] use_imu_data = false, [cartographer_node-3] use_online_correlative_scan_matching = true, [cartographer_node-3] voxel_filter_size = 0.025000, [cartographer_node-3] }, [cartographer_node-3] trajectory_builder_3d = { [cartographer_node-3] ceres_scan_matcher = { [cartographer_node-3] ceres_solver_options = { [cartographer_node-3] max_num_iterations = 12.000000, [cartographer_node-3] num_threads = 1.000000, [cartographer_node-3] use_nonmonotonic_steps = false, [cartographer_node-3] }, [cartographer_node-3] intensity_cost_function_options_0 = { [cartographer_node-3] huber_scale = 0.300000, [cartographer_node-3] intensity_threshold = 40.000000, [cartographer_node-3] weight = 0.500000, [cartographer_node-3] }, [cartographer_node-3] occupied_space_weight_0 = 1.000000, [cartographer_node-3] occupied_space_weight_1 = 6.000000, [cartographer_node-3] only_optimize_yaw = false, [cartographer_node-3] rotation_weight = 400.000000, [cartographer_node-3] translation_weight = 5.000000, [cartographer_node-3] }, [cartographer_node-3] high_resolution_adaptive_voxel_filter = { [cartographer_node-3] max_length = 2.000000, [cartographer_node-3] max_range = 15.000000, [cartographer_node-3] min_num_points = 150.000000, [cartographer_node-3] }, [cartographer_node-3] imu_gravity_time_constant = 10.000000, [cartographer_node-3] low_resolution_adaptive_voxel_filter = { [cartographer_node-3] max_length = 4.000000, [cartographer_node-3] max_range = 60.000000, [cartographer_node-3] min_num_points = 200.000000, [cartographer_node-3] }, [cartographer_node-3] max_range = 60.000000, [cartographer_node-3] min_range = 1.000000, [cartographer_node-3] motion_filter = { [cartographer_node-3] max_angle_radians = 0.004000, [cartographer_node-3] max_distance_meters = 0.100000, [cartographer_node-3] max_time_seconds = 0.500000, [cartographer_node-3] }, [cartographer_node-3] num_accumulated_range_data = 1.000000, [cartographer_node-3] pose_extrapolator = { [cartographer_node-3] constant_velocity = { [cartographer_node-3] imu_gravity_time_constant = 10.000000, [cartographer_node-3] pose_queue_duration = 0.001000, [cartographer_node-3] }, [cartographer_node-3] imu_based = { [cartographer_node-3] gravity_constant = 9.806000, [cartographer_node-3] imu_acceleration_weight = 1.000000, [cartographer_node-3] imu_rotation_weight = 1.000000, [cartographer_node-3] odometry_rotation_weight = 1.000000, [cartographer_node-3] odometry_translation_weight = 1.000000, [cartographer_node-3] pose_queue_duration = 5.000000, [cartographer_node-3] pose_rotation_weight = 1.000000, [cartographer_node-3] pose_translation_weight = 1.000000, [cartographer_node-3] solver_options = { [cartographer_node-3] max_num_iterations = 10.000000, [cartographer_node-3] num_threads = 1.000000, [cartographer_node-3] use_nonmonotonic_steps = false, [cartographer_node-3] }, [cartographer_node-3] }, [cartographer_node-3] use_imu_based = false, [cartographer_node-3] }, [cartographer_node-3] real_time_correlative_scan_matcher = { [cartographer_node-3] angular_search_window = 0.017453, [cartographer_node-3] linear_search_window = 0.150000, [cartographer_node-3] rotation_delta_cost_weight = 0.100000, [cartographer_node-3] translation_delta_cost_weight = 0.100000, [cartographer_node-3] }, [cartographer_node-3] rotational_histogram_size = 120.000000, [cartographer_node-3] submaps = { [cartographer_node-3] high_resolution = 0.100000, [cartographer_node-3] high_resolution_max_range = 20.000000, [cartographer_node-3] low_resolution = 0.450000, [cartographer_node-3] num_range_data = 160.000000, [cartographer_node-3] range_data_inserter = { [cartographer_node-3] hit_probability = 0.550000, [cartographer_node-3] intensity_threshold = 40.000000, [cartographer_node-3] miss_probability = 0.490000, [cartographer_node-3] num_free_space_voxels = 2.000000, [cartographer_node-3] }, [cartographer_node-3] }, [cartographer_node-3] use_intensities = false, [cartographer_node-3] use_online_correlative_scan_matching = false, [cartographer_node-3] voxel_filter_size = 0.150000, [cartographer_node-3] }, [cartographer_node-3] }, [cartographer_node-3] trajectory_publish_period_sec = 0.030000, [cartographer_node-3] use_landmarks = false, [cartographer_node-3] use_nav_sat = false, [cartographer_node-3] use_odometry = false, [cartographer_node-3] use_pose_extrapolator = false, [cartographer_node-3] } [cartographer_node-3] [FATAL] [1763038681.867573928] [cartographer logger]: F1113 20:58:01.000000 19255 lua_parameter_dictionary.cc:399] Check failed: HasKey(key) Key 'rangefinder_sampling_ratio' not in dictionary: [cartographer_node-3] { [cartographer_node-3] lookup_transform_timeout_sec = 0.200000, [cartographer_node-3] map_builder = { [cartographer_node-3] collate_by_trajectory = false, [cartographer_node-3] num_background_threads = 4.000000, [cartographer_node-3] pose_graph = { [cartographer_node-3] constraint_builder = { [cartographer_node-3] ceres_scan_matcher = { [cartographer_node-3] ceres_solver_options = { [cartographer_node-3] max_num_iterations = 10.000000, [cartographer_node-3] num_threads = 1.000000, [cartographer_node-3] use_nonmonotonic_steps = true, [cartographer_node-3] }, [cartographer_node-3] occupied_space_weight = 20.000000, [cartographer_node-3] rotation_weight = 1.000000, [cartographer_node-3] translation_weight = 10.000000, [cartographer_node-3] }, [cartographer_node-3] ceres_scan_matcher_3d = { [cartographer_node-3] ceres_solver_options = { [cartographer_node-3] max_num_iterations = 10.000000, [cartographer_node-3] num_threads = 1.000000, [cartographer_node-3] use_nonmonotonic_steps = false, [cartographer_node-3] }, [cartographer_node-3] occupied_space_weight_0 = 5.000000, [cartographer_node-3] occupied_space_weight_1 = 30.000000, [cartographer_node-3] only_optimize_yaw = false, [cartographer_node-3] rotation_weight = 1.000000, [cartographer_node-3] translation_weight = 10.000000, [cartographer_node-3] }, [cartographer_node-3] fast_correlative_scan_matcher = { [cartographer_node-3] angular_search_window = 0.523599, [cartographer_node-3] branch_and_bound_depth = 7.000000, [cartographer_node-3] linear_search_window = 7.000000, [cartographer_node-3] }, [cartographer_node-3] fast_correlative_scan_matcher_3d = { [cartographer_node-3] angular_search_window = 0.261799, [cartographer_node-3] branch_and_bound_depth = 8.000000, [cartographer_node-3] full_resolution_depth = 3.000000, [cartographer_node-3] linear_xy_search_window = 5.000000, [cartographer_node-3] linear_z_search_window = 1.000000, [cartographer_node-3] min_low_resolution_score = 0.550000, [cartographer_node-3] min_rotational_score = 0.770000, [cartographer_node-3] }, [cartographer_node-3] global_localization_min_score = 0.600000, [cartographer_node-3] log_matches = true, [cartographer_node-3] loop_closure_rotation_weight = 100000.000000, [cartographer_node-3] loop_closure_translation_weight = 11000.000000, [cartographer_node-3] max_constraint_distance = 15.000000, [cartographer_node-3] min_score = 0.650000, [cartographer_node-3] sampling_ratio = 0.300000, [cartographer_node-3] }, [cartographer_node-3] global_constraint_search_after_n_seconds = 10.000000, [cartographer_node-3] global_sampling_ratio = 0.003000, [cartographer_node-3] log_residual_histograms = true, [cartographer_node-3] matcher_rotation_weight = 1600.000000, [cartographer_node-3] matcher_translation_weight = 500.000000, [cartographer_node-3] max_num_final_iterations = 200.000000, [cartographer_node-3] optimization_problem = { [cartographer_node-3] acceleration_weight = 110.000000, [cartographer_node-3] ceres_solver_options = { [cartographer_node-3] max_num_iterations = 50.000000, [cartographer_node-3] num_threads = 7.000000, [cartographer_node-3] use_nonmonotonic_steps = false, [cartographer_node-3] }, [cartographer_node-3] fix_z_in_3d = false, [cartographer_node-3] fixed_frame_pose_rotation_weight = 100.000000, [cartographer_node-3] fixed_frame_pose_tolerant_loss_param_a = 1.000000, [cartographer_node-3] fixed_frame_pose_tolerant_loss_param_b = 1.000000, [cartographer_node-3] fixed_frame_pose_translation_weight = 10.000000, [cartographer_node-3] fixed_frame_pose_use_tolerant_loss = false, [cartographer_node-3] huber_scale = 100.000000, [cartographer_node-3] local_slam_pose_rotation_weight = 100000.000000, [cartographer_node-3] local_slam_pose_translation_weight = 100000.000000, [cartographer_node-3] log_solver_summary = false, [cartographer_node-3] odometry_rotation_weight = 100000.000000, [cartographer_node-3] odometry_translation_weight = 100000.000000, [cartographer_node-3] rotation_weight = 16000.000000, [cartographer_node-3] use_online_imu_extrinsics_in_3d = true, [cartographer_node-3] }, [cartographer_node-3] optimize_every_n_nodes = 35.000000, [cartographer_node-3] }, [cartographer_node-3] use_trajectory_builder_2d = true, [cartographer_node-3] use_trajectory_builder_3d = false, [cartographer_node-3] }, [cartographer_node-3] map_frame = "map", [cartographer_node-3] num_laser_scans = 1.000000, [cartographer_node-3] num_multi_echo_laser_scans = 0.000000, [cartographer_node-3] num_point_clouds = 0.000000, [cartographer_node-3] num_subdivisions_per_laser_scan = 1.000000, [cartographer_node-3] odom_frame = "odom", [cartographer_node-3] pose_publish_period_sec = 0.005000, [cartographer_node-3] provide_odom_frame = false, [cartographer_node-3] publish_frame_projected_to_2d = false, [cartographer_node-3] published_frame = "laser", [cartographer_node-3] submap_publish_period_sec = 0.300000, [cartographer_node-3] tracking_frame = "laser", [cartographer_node-3] trajectory_builder = { [cartographer_node-3] collate_fixed_frame = true, [cartographer_node-3] collate_landmarks = false, [cartographer_node-3] trajectory_builder_2d = { [cartographer_node-3] adaptive_voxel_filter = { [cartographer_node-3] max_length = 0.500000, [cartographer_node-3] max_range = 50.000000, [cartographer_node-3] min_num_points = 200.000000, [cartographer_node-3] }, [cartographer_node-3] ceres_scan_matcher = { [cartographer_node-3] ceres_solver_options = { [cartographer_node-3] max_num_iterations = 20.000000, [cartographer_node-3] num_threads = 1.000000, [cartographer_node-3] use_nonmonotonic_steps = false, [cartographer_node-3] }, [cartographer_node-3] occupied_space_weight = 1.000000, [cartographer_node-3] rotation_weight = 40.000000, [cartographer_node-3] translation_weight = 10.000000, [cartographer_node-3] }, [cartographer_node-3] imu_gravity_time_constant = 10.000000, [cartographer_node-3] loop_closure_adaptive_voxel_filter = { [cartographer_node-3] max_length = 0.900000, [cartographer_node-3] max_range = 50.000000, [cartographer_node-3] min_num_points = 100.000000, [cartographer_node-3] }, [cartographer_node-3] max_range = 12.000000, [cartographer_node-3] max_z = 2.000000, [cartographer_node-3] min_range = 0.100000, [cartographer_node-3] min_z = -0.800000, [cartographer_node-3] missing_data_ray_length = 5.000000, [cartographer_node-3] motion_filter = { [cartographer_node-3] max_angle_radians = 0.017453, [cartographer_node-3] max_distance_meters = 0.200000, [cartographer_node-3] max_time_seconds = 5.000000, [cartographer_node-3] }, [cartographer_node-3] num_accumulated_range_data = 1.000000, [cartographer_node-3] pose_extrapolator = { [cartographer_node-3] constant_velocity = { [cartographer_node-3] imu_gravity_time_constant = 10.000000, [cartographer_node-3] pose_queue_duration = 0.001000, [cartographer_node-3] }, [cartographer_node-3] imu_based = { [cartographer_node-3] gravity_constant = 9.806000, [cartographer_node-3] imu_acceleration_weight = 1.000000, [cartographer_node-3] imu_rotation_weight = 1.000000, [cartographer_node-3] odometry_rotation_weight = 1.000000, [cartographer_node-3] odometry_translation_weight = 1.000000, [cartographer_node-3] pose_queue_duration = 5.000000, [cartographer_node-3] pose_rotation_weight = 1.000000, [cartographer_node-3] pose_translation_weight = 1.000000, [cartographer_node-3] solver_options = { [cartographer_node-3] max_num_iterations = 10.000000, [cartographer_node-3] num_threads = 1.000000, [cartographer_node-3] use_nonmonotonic_steps = false, [cartographer_node-3] }, [cartographer_node-3] }, [cartographer_node-3] use_imu_based = false, [cartographer_node-3] }, [cartographer_node-3] real_time_correlative_scan_matcher = { [cartographer_node-3] angular_search_window = 0.349066, [cartographer_node-3] linear_search_window = 0.100000, [cartographer_node-3] rotation_delta_cost_weight = 0.100000, [cartographer_node-3] translation_delta_cost_weight = 10.000000, [cartographer_node-3] }, [cartographer_node-3] submaps = { [cartographer_node-3] grid_options_2d = { [cartographer_node-3] grid_type = "PROBABILITY_GRID", [cartographer_node-3] resolution = 0.050000, [cartographer_node-3] }, [cartographer_node-3] num_range_data = 35.000000, [cartographer_node-3] range_data_inserter = { [cartographer_node-3] probability_grid_range_data_inserter = { [cartographer_node-3] hit_probability = 0.550000, [cartographer_node-3] insert_free_space = true, [cartographer_node-3] miss_probability = 0.490000, [cartographer_node-3] }, [cartographer_node-3] range_data_inserter_type = "PROBABILITY_GRID_INSERTER_2D", [cartographer_node-3] tsdf_range_data_inserter = { [cartographer_node-3] maximum_weight = 10.000000, [cartographer_node-3] normal_estimation_options = { [cartographer_node-3] num_normal_samples = 4.000000, [cartographer_node-3] sample_radius = 0.500000, [cartographer_node-3] }, [cartographer_node-3] project_sdf_distance_to_scan_normal = true, [cartographer_node-3] truncation_distance = 0.300000, [cartographer_node-3] update_free_space = false, [cartographer_node-3] update_weight_angle_scan_normal_to_ray_kernel_bandwidth = 0.500000, [cartographer_node-3] update_weight_distance_cell_to_hit_kernel_bandwidth = 0.500000, [cartographer_node-3] update_weight_range_exponent = 0.000000, [cartographer_node-3] }, [cartographer_node-3] }, [cartographer_node-3] }, [cartographer_node-3] use_imu_data = false, [cartographer_node-3] use_online_correlative_scan_matching = true, [cartographer_node-3] voxel_filter_size = 0.025000, [cartographer_node-3] }, [cartographer_node-3] trajectory_builder_3d = { [cartographer_node-3] ceres_scan_matcher = { [cartographer_node-3] ceres_solver_options = { [cartographer_node-3] max_num_iterations = 12.000000, [cartographer_node-3] num_threads = 1.000000, [cartographer_node-3] use_nonmonotonic_steps = false, [cartographer_node-3] }, [cartographer_node-3] intensity_cost_function_options_0 = { [cartographer_node-3] huber_scale = 0.300000, [cartographer_node-3] intensity_threshold = 40.000000, [cartographer_node-3] weight = 0.500000, [cartographer_node-3] }, [cartographer_node-3] occupied_space_weight_0 = 1.000000, [cartographer_node-3] occupied_space_weight_1 = 6.000000, [cartographer_node-3] only_optimize_yaw = false, [cartographer_node-3] rotation_weight = 400.000000, [cartographer_node-3] translation_weight = 5.000000, [cartographer_node-3] }, [cartographer_node-3] high_resolution_adaptive_voxel_filter = { [cartographer_node-3] max_length = 2.000000, [cartographer_node-3] max_range = 15.000000, [cartographer_node-3] min_num_points = 150.000000, [cartographer_node-3] }, [cartographer_node-3] imu_gravity_time_constant = 10.000000, [cartographer_node-3] low_resolution_adaptive_voxel_filter = { [cartographer_node-3] max_length = 4.000000, [cartographer_node-3] max_range = 60.000000, [cartographer_node-3] min_num_points = 200.000000, [cartographer_node-3] }, [cartographer_node-3] max_range = 60.000000, [cartographer_node-3] min_range = 1.000000, [cartographer_node-3] motion_filter = { [cartographer_node-3] max_angle_radians = 0.004000, [cartographer_node-3] max_distance_meters = 0.100000, [cartographer_node-3] max_time_seconds = 0.500000, [cartographer_node-3] }, [cartographer_node-3] num_accumulated_range_data = 1.000000, [cartographer_node-3] pose_extrapolator = { [cartographer_node-3] constant_velocity = { [cartographer_node-3] imu_gravity_time_constant = 10.000000, [cartographer_node-3] pose_queue_duration = 0.001000, [cartographer_node-3] }, [cartographer_node-3] imu_based = { [cartographer_node-3] gravity_constant = 9.806000, [cartographer_node-3] imu_acceleration_weight = 1.000000, [cartographer_node-3] imu_rotation_weight = 1.000000, [cartographer_node-3] odometry_rotation_weight = 1.000000, [cartographer_node-3] odometry_translation_weight = 1.000000, [cartographer_node-3] pose_queue_duration = 5.000000, [cartographer_node-3] pose_rotation_weight = 1.000000, [cartographer_node-3] pose_translation_weight = 1.000000, [cartographer_node-3] solver_options = { [cartographer_node-3] max_num_iterations = 10.000000, [cartographer_node-3] num_threads = 1.000000, [cartographer_node-3] use_nonmonotonic_steps = false, [cartographer_node-3] }, [cartographer_node-3] }, [cartographer_node-3] use_imu_based = false, [cartographer_node-3] }, [cartographer_node-3] real_time_correlative_scan_matcher = { [cartographer_node-3] angular_search_window = 0.017453, [cartographer_node-3] linear_search_window = 0.150000, [cartographer_node-3] rotation_delta_cost_weight = 0.100000, [cartographer_node-3] translation_delta_cost_weight = 0.100000, [cartographer_node-3] }, [cartographer_node-3] rotational_histogram_size = 120.000000, [cartographer_node-3] submaps = { [cartographer_node-3] high_resolution = 0.100000, [cartographer_node-3] high_resolution_max_range = 20.000000, [cartographer_node-3] low_resolution = 0.450000, [cartographer_node-3] num_range_data = 160.000000, [cartographer_node-3] range_data_inserter = { [cartographer_node-3] hit_probability = 0.550000, [cartographer_node-3] intensity_threshold = 40.000000, [cartographer_node-3] miss_probability = 0.490000, [cartographer_node-3] num_free_space_voxels = 2.000000, [cartographer_node-3] }, [cartographer_node-3] }, [cartographer_node-3] use_intensities = false, [cartographer_node-3] use_online_correlative_scan_matching = false, [cartographer_node-3] voxel_filter_size = 0.150000, [cartographer_node-3] }, [cartographer_node-3] }, [cartographer_node-3] trajectory_publish_period_sec = 0.030000, [cartographer_node-3] use_landmarks = false, [cartographer_node-3] use_nav_sat = false, [cartographer_node-3] use_odometry = false, [cartographer_node-3] use_pose_extrapolator = false, [cartographer_node-3] } [cartographer_node-3] *** Check failure stack trace: *** [cartographer_node-3] @ 0x70013805eb03 google::LogMessage::Fail() [cartographer_node-3] @ 0x7001380669d1 google::LogMessage::SendToLog() [cartographer_node-3] @ 0x70013805e7c2 google::LogMessage::Flush() [cartographer_node-3] @ 0x70013806078f google::LogMessageFatal::~LogMessageFatal() [cartographer_node-3] @ 0x6244d3d20ce7 (unknown) [cartographer_node-3] @ 0x6244d3d20d66 (unknown) [cartographer_node-3] @ 0x6244d3d20ff3 (unknown) [cartographer_node-3] @ 0x6244d3d071d4 (unknown) [cartographer_node-3] @ 0x6244d3c6d7b3 (unknown) [cartographer_node-3] @ 0x700137029d90 (unknown) [cartographer_node-3] @ 0x700137029e40 __libc_start_main [cartographer_node-3] @ 0x6244d3c70d35 (unknown) [ERROR] [cartographer_node-3]: process has died [pid 19255, exit code -6, cmd '/opt/ros/humble/lib/cartographer_ros/cartographer_node -configuration_directory /home/michael/ros2_ws/install/ldlidar-ros2/share/ldlidar-ros2/configuration_files -configuration_basename mylaser.lua --ros-args --params-file /tmp/launch_params_5v_a720m -r scan:=scan'].
最新发布
11-14
`Key 'rangefinder_sampling_ratio' not in dictionary` 错误通常意味着在配置文件里尝试访问一个不存在的键。这个错误一般在运行 Cartographer 时,配置文件中的参数与 Cartographer 代码所期望的参数不匹配时出现。 解决该问题可参考以下方法: #### 1. 检查配置文件 确认配置文件里是否存在 `rangefinder_sampling_ratio` 这个参数。若没有,需要添加该参数。例如,在 Lua 配置文件中添加如下代码: ```lua TRAJECTORY_BUILDER_2D.rangefinder_sampling_ratio = 0.5 -- 可根据实际情况调整该值 ``` #### 2. 检查 Cartographer 版本 不同版本的 Cartographer 可能对配置文件的参数要求不同。确认使用的 Cartographer 版本,并且参考对应版本的文档来配置参数。 #### 3. 检查参数命名 确认参数名 `rangefinder_sampling_ratio` 拼写无误,因为参数名的大小写和拼写错误都会引发该错误。 #### 4. 更新 Cartographer 若使用的是较旧版本的 Cartographer,尝试更新到最新版本,因为新版本可能会修复一些参数相关的问题。 #### 5. 调试输出 在代码中添加调试输出,检查配置文件加载的参数,确保参数正确加载。 以下是一个示例代码片段,展示如何在 Cartographer 的 Lua 配置文件中添加 `rangefinder_sampling_ratio` 参数: ```lua -- 引入官方基础配置(保证参数结构完整) include "map_builder.lua" include "trajectory_builder.lua" -- 全局配置(适配你的雷达,坐标系与launch一致) options = { map_builder = MAP_BUILDER, trajectory_builder = TRAJECTORY_BUILDER, map_frame = "map", tracking_frame = "laser", -- 与launch里的lidar_frame一致 published_frame = "laser", -- 与launch里的lidar_frame一致 odom_frame = "odom", provide_odom_frame = false, publish_frame_projected_to_2d = false, use_pose_extrapolator = false, use_odometry = false, use_nav_sat = false, use_landmarks = false, num_laser_scans = 1, -- 匹配LD06的单激光扫描 num_multi_echo_laser_scans = 0, num_subdivisions_per_laser_scan = 1, num_point_clouds = 0, lookup_transform_timeout_sec = 0.2, submap_publish_period_sec = 0.3, pose_publish_period_sec = 5e-3, trajectory_publish_period_sec = 30e-3, } -- 启用2D轨迹构建器 MAP_BUILDER.use_trajectory_builder_2d = true -- 适配LD06的2D轨迹参数 TRAJECTORY_BUILDER_2D = TRAJECTORY_BUILDER.trajectory_builder_2d TRAJECTORY_BUILDER_2D.submaps.num_range_data = 35 TRAJECTORY_BUILDER_2D.min_range = 0.1 -- 修正为LD06的最小测距 TRAJECTORY_BUILDER_2D.max_range = 12. -- 修正为LD06的最大测距 TRAJECTORY_BUILDER_2D.missing_data_ray_length = 5. TRAJECTORY_BUILDER_2D.use_imu_data = false -- LD06无IMU TRAJECTORY_BUILDER_2D.use_online_correlative_scan_matching = true TRAJECTORY_BUILDER_2D.real_time_correlative_scan_matcher.linear_search_window = 0.1 TRAJECTORY_BUILDER_2D.real_time_correlative_scan_matcher.translation_delta_cost_weight = 10. TRAJECTORY_BUILDER_2D.real_time_correlative_scan_matcher.rotation_delta_cost_weight = 1e-1 -- 添加 rangefinder_sampling_ratio 参数 TRAJECTORY_BUILDER_2D.rangefinder_sampling_ratio = 0.5 -- 位姿图优化参数 POSE_GRAPH = MAP_BUILDER.pose_graph POSE_GRAPH.optimization_problem.huber_scale = 1e2 POSE_GRAPH.optimize_every_n_nodes = 35 POSE_GRAPH.constraint_builder.min_score = 0.65 return options ```
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