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8.1 KiB

map_assembler

Rebuilds the global maps from RTAB-Map's graph, in a separate process.

RTAB-Map publishes its graph and the per-node sensor data on mapData; turning that into a point cloud, an occupancy grid or an octomap costs real CPU. This node does that work, so the SLAM node does not have to and the mapping loop stays responsive.

It also lets you produce maps RTAB-Map is not currently configured to publish, or several differently-configured maps at once, without restarting SLAM.

The assembling itself is done by MapsManager, which is shared with rtabmap_slam — the outputs and every Grid/* parameter behave identically in both.

Usage

ros2 run rtabmap_util map_assembler --ros-args \
  -p Grid/CellSize:=0.05 -p Grid/RangeMax:=8.0 -p cloud_output_voxelized:=true
ComposableNode(
    package='rtabmap_util',
    plugin='rtabmap_util::MapAssembler',
    name='map_assembler',
    parameters=[{'Grid/CellSize': '0.05', 'Grid/RangeMax': '8.0',
                 'cloud_output_voxelized': True}])

Subscribed Topics

Topic Type Description
mapData rtabmap_msgs/msg/MapData The graph, plus the sensor data of any newly added node. Published by rtabmap.

Published Topics

Everything is published only when subscribed, and — by default — latched, so a subscriber joining late immediately receives the current map.

Topic Type Description
cloud_map PointCloud2 Ground and obstacles together.
cloud_ground PointCloud2 Ground only, colored green.
cloud_obstacles PointCloud2 Obstacles only, colored red.
map OccupancyGrid The 2D occupancy grid, the one navigation wants.
grid_prob_map OccupancyGrid The same grid as occupancy probabilities rather than free/occupied/unknown.
octomap_occupied_space, octomap_obstacles, octomap_ground, octomap_empty_space, octomap_global_frontier_space PointCloud2 Octomap contents, one cloud per category. Requires RTAB-Map built with OctoMap.
octomap_grid OccupancyGrid The octomap projected to 2D.
octomap_binary, octomap_full Octomap The tree itself, for octovis or other octomap consumers. Serialized as a ColorOcTree, see Octomap tree type.
elevation_map GridMap Elevation map. Requires RTAB-Map built with grid_map.

Services

Service Type Description
~/reset std_srvs/srv/Empty Drop the cached nodes and every assembled map.
~/octomap_binary octomap_msgs/srv/GetOctomap Build and return the octomap on demand.
~/octomap_full octomap_msgs/srv/GetOctomap The same, with occupancy probabilities.

Parameters

Parameter Type Default Description
initialize_from_rtabmap_timeout double 5.0 Seconds to wait for rtabmap's get_map_data service on start-up, which is how the node catches up on a map that already exists. Set to 0 to skip the call and subscribe immediately, which is what you want when map_assembler starts before rtabmap.
rtabmap string "rtabmap" Name of the rtabmap node whose get_map_data service to call.
regenerate_local_grids bool false Discard the occupancy grids stored with each node and rebuild them from the raw sensor data. Use it to change Grid/* parameters on an existing map without re-running SLAM. Costs CPU per node.
config_path string "" An RTAB-Map .ini file to load parameters from, instead of listing them individually.

Map assembly, from MapsManager

Parameter Type Default Description
latch bool true Publish with transient-local durability so late subscribers get the current map.
map_filter_radius double 0.0 Skip nodes closer together than this, in meters. A cheap way to thin a dense graph. 0 disables.
map_filter_angle double 30.0 With map_filter_radius, nodes are only merged if they also differ by less than this angle, in degrees.
map_always_update bool false No effect here, see below.
map_empty_ray_tracing bool true No effect here, see below.
map_cleanup bool true Free the cached clouds when nobody is subscribed.
cloud_output_voxelized bool true Voxelize the assembled clouds at Grid/CellSize.
cloud_subtract_filtering bool false Drop points that duplicate ones already in the map. Slower, smaller output.
cloud_subtract_filtering_min_neighbors int 2 Neighbors needed for a point to count as a duplicate.
octomap_tree_depth int 16 Depth the octomap clouds are generated at. Lower means coarser and faster. Maximum 16.

map_always_update and map_empty_ray_tracing are declared because they come with MapsManager, but neither does anything in this node. Both only apply to the current, not-yet-committed node, which MapsManager identifies by the pose id 0. That node is assembled inside rtabmap_slam's rtabmap node from its live sensor data and is never published on mapData, so the graph reaching map_assembler only ever contains committed nodes. Set them on the rtabmap node instead, where they do apply.

Every RTAB-Map Grid/*, GridGlobal/*, StereoBM/* and StereoSGBM/* parameter is also exposed, all documented in RTAB-Map's parameter reference. The split between the first two is worth knowing: Grid/* decides how each node's local grid is built from its sensor data — the same segmentation obstacles_detection does, and the parameters listed there apply here too — while GridGlobal/* decides how those local grids are merged into the global map, so it covers the map's minimum size, its occupancy threshold, and how far the graph must move before the whole map is rebuilt.

Octomap tree type

RTAB-Map keeps a color per voxel, so the tree it publishes on octomap_binary and octomap_full reports its id as ColorOcTree, not the plain OcTree many examples assume.

That is deliberate and interoperable: octomap_msgs::binaryMsgToMap() and fullMsgToMap() branch on that id and hand you back an octomap::ColorOcTree, and octovis opens it without complaint. What does break is code that assumes the other branch:

octomap::AbstractOcTree * tree = octomap_msgs::binaryMsgToMap(msg);
octomap::OcTree * octree = dynamic_cast<octomap::OcTree *>(tree);   // null
octomap::ColorOcTree * octree = dynamic_cast<octomap::ColorOcTree *>(tree);   // ok

ColorOcTree does not derive from OcTree — both derive from OccupancyOcTreeBase — so cast to ColorOcTree, or to octomap::OccupancyOcTreeBase<...> if you only need occupancy and want to accept either.

Start-up

map_assembler normally starts alongside rtabmap and builds its maps from the mapData messages that follow. If it starts after rtabmap it would miss everything already mapped, so on start-up it calls rtabmap's get_map_data service once to fetch the existing map.

That call blocks the subscription to mapData until it returns or times out, which is wasted time when rtabmap is not running yet. Set initialize_from_rtabmap_timeout to 0 in that case.

If rtabmap is started later in localization mode, call its publish_maps service with graph_only=false so map_assembler receives the data it missed.

Notes

regenerate_local_grids is the parameter to reach for when a recorded map's grids were built with settings you now want to change. Without it, Grid/* changes only affect nodes added from then on, because each node's grid is stored with it.