| name | docker-ros2-development |
| description | Best practices for Docker-based ROS2 development including multi-stage Dockerfiles, docker-compose for multi-container robotic systems, DDS discovery across containers, GPU passthrough for perception, and dev-vs-deploy container patterns. Use this skill when containerizing ROS2 workspaces, setting up docker-compose for robot software stacks, debugging DDS communication between containers, configuring NVIDIA Container Toolkit for GPU workloads, forwarding X11/Wayland for rviz2 and GUI tools, or managing USB device passthrough for cameras and serial devices. Trigger whenever the user mentions Docker with ROS2, docker-compose for robots, Dockerfile for colcon workspaces, container networking for DDS, devcontainer for ROS2, multi-stage builds for ROS2, or deploying ROS2 in containers. Also trigger for CI/CD with Docker-based ROS2 builds, CycloneDDS or FastDDS configuration in containers, or shared memory in Docker. Covers Humble, Jazzy, and Rolling distributions across Ubuntu 22.04 and 24.04 base images.
|
Docker-Based ROS2 Development Skill
When to Use This Skill
- Writing Dockerfiles for ROS2 workspaces with colcon builds
- Setting up docker-compose for multi-container robotic systems
- Debugging DDS discovery failures between containers (CycloneDDS, FastDDS)
- Configuring GPU passthrough with NVIDIA Container Toolkit for perception nodes
- Forwarding X11 or Wayland displays for rviz2 and rqt tools
- Managing USB device passthrough for cameras, LiDARs, and serial devices
- Building CI/CD pipelines with Docker-based ROS2 builds and test runners
- Creating devcontainer configurations for VS Code with ROS2 extensions
- Optimizing Docker layer caching for colcon workspace builds
- Designing dev-vs-deploy container strategies with multi-stage builds
ROS2 Docker Image Hierarchy
Official OSRF images follow a layered hierarchy. Always choose the smallest base that satisfies dependencies.
┌──────────────────────────────────────────────────────────────────┐
│ ros:<distro>-desktop-full (~3.5 GB) │
│ ┌────────────────────────────────────────────────────────────┐ │
│ │ ros:<distro>-desktop (~2.8 GB) │ │
│ │ ┌──────────────────────────────────────────────────────┐ │ │
│ │ │ ros:<distro>-perception (~2.2 GB) │ │ │
│ │ │ ┌────────────────────────────────────────────────┐ │ │ │
│ │ │ │ ros:<distro>-ros-base (~1.1 GB) │ │ │ │
│ │ │ │ ┌──────────────────────────────────────────┐ │ │ │ │
│ │ │ │ │ ros:<distro>-ros-core (~700 MB) │ │ │ │ │
│ │ │ │ └──────────────────────────────────────────┘ │ │ │ │
│ │ │ └────────────────────────────────────────────────┘ │ │ │
│ │ └──────────────────────────────────────────────────────┘ │ │
│ └────────────────────────────────────────────────────────────┘ │
└──────────────────────────────────────────────────────────────────┘
| Image Tag | Base OS | Size | Contents | Use Case |
|---|
ros:humble-ros-core | Ubuntu 22.04 | ~700 MB | rclcpp, rclpy, rosout, launch | Minimal runtime for single nodes |
ros:humble-ros-base | Ubuntu 22.04 | ~1.1 GB | ros-core + common_interfaces, rosbag2 | Most production deployments |
ros:humble-perception | Ubuntu 22.04 | ~2.2 GB | ros-base + image_transport, cv_bridge, PCL | Camera/lidar perception pipelines |
ros:humble-desktop | Ubuntu 22.04 | ~2.8 GB | perception + rviz2, rqt, demos | Development with GUI tools |
ros:jazzy-ros-core | Ubuntu 24.04 | ~750 MB | rclcpp, rclpy, rosout, launch | Minimal runtime (Jazzy/Noble) |
ros:jazzy-ros-base | Ubuntu 24.04 | ~1.2 GB | ros-core + common_interfaces, rosbag2 | Production deployments (Jazzy) |
Multi-Stage Dockerfiles for ROS2
Dev Stage
The development stage includes build tools, debuggers, and editor support for interactive use.
FROM ros:humble-desktop AS dev
RUN apt-get update && apt-get install -y --no-install-recommends \
build-essential cmake gdb python3-pip \
python3-colcon-common-extensions python3-rosdep \
ros-humble-ament-lint-auto ros-humble-ament-cmake-pytest \
ccache \
&& rm -rf /var/lib/apt/lists/*
ENV CCACHE_DIR=/ccache
ENV CC="ccache gcc"
ENV CXX="ccache g++"
Build Stage
Copies only src/ and package.xml files to maximize cache hits during dependency resolution.
FROM ros:humble-ros-base AS build
RUN apt-get update && apt-get install -y --no-install-recommends \
python3-colcon-common-extensions python3-rosdep \
&& rm -rf /var/lib/apt/lists/*
WORKDIR /ros2_ws
# Copy package manifests first for dependency caching
COPY src/my_pkg/package.xml src/my_pkg/package.xml
RUN . /opt/ros/humble/setup.sh && apt-get update && \
rosdep install --from-paths src --ignore-src -r -y && \
rm -rf /var/lib/apt/lists/*
# Source changes invalidate only this layer and below
COPY src/ src/
RUN . /opt/ros/humble/setup.sh && \
colcon build --cmake-args -DCMAKE_BUILD_TYPE=Release \
--event-handlers console_direct+
Runtime Stage
Contains only the built install space and runtime dependencies. No compilers, no source code.
FROM ros:humble-ros-core AS runtime
RUN apt-get update && apt-get install -y --no-install-recommends \
python3-yaml ros-humble-rmw-cyclonedds-cpp \
&& rm -rf /var/lib/apt/lists/*
COPY --from=build /ros2_ws/install /ros2_ws/install
RUN groupadd -r rosuser && useradd -r -g rosuser -m rosuser
USER rosuser
COPY ros_entrypoint.sh /ros_entrypoint.sh
ENTRYPOINT ["/ros_entrypoint.sh"]
CMD ["ros2", "launch", "my_pkg", "bringup.launch.py"]
Full Multi-Stage Dockerfile
# syntax=docker/dockerfile:1
# Usage:
# docker build --target dev -t my_robot:dev .
# docker build --target runtime -t my_robot:latest .
ARG ROS_DISTRO=humble
ARG BASE_IMAGE=ros:${ROS_DISTRO}-ros-base
# Stage 1: Dependency base — install apt and rosdep deps
FROM ${BASE_IMAGE} AS deps
RUN apt-get update && apt-get install -y --no-install-recommends \
python3-colcon-common-extensions python3-rosdep \
&& rm -rf /var/lib/apt/lists/*
WORKDIR /ros2_ws
# Copy only package.xml files for rosdep resolution (maximizes cache reuse)
COPY src/my_robot_bringup/package.xml src/my_robot_bringup/package.xml
COPY src/my_robot_perception/package.xml src/my_robot_perception/package.xml
COPY src/my_robot_msgs/package.xml src/my_robot_msgs/package.xml
COPY src/my_robot_navigation/package.xml src/my_robot_navigation/package.xml
RUN . /opt/ros/${ROS_DISTRO}/setup.sh && \
apt-get update && \
rosdep install --from-paths src --ignore-src -r -y && \
rm -rf /var/lib/apt/lists/*
# Stage 2: Development — full dev environment
FROM deps AS dev
RUN apt-get update && apt-get install -y --no-install-recommends \
build-essential gdb valgrind ccache python3-pip python3-pytest \
ros-${ROS_DISTRO}-ament-lint-auto \
ros-${ROS_DISTRO}-launch-testing-ament-cmake \
ros-${ROS_DISTRO}-rviz2 ros-${ROS_DISTRO}-rqt-graph \
&& rm -rf /var/lib/apt/lists/*
ENV CCACHE_DIR=/ccache CC="ccache gcc" CXX="ccache g++"
COPY src/ src/
COPY ros_entrypoint.sh /ros_entrypoint.sh
ENTRYPOINT ["/ros_entrypoint.sh"]
CMD ["bash"]
# Stage 3: Build — compile workspace
FROM deps AS build
COPY src/ src/
RUN . /opt/ros/${ROS_DISTRO}/setup.sh && \
colcon build \
--cmake-args -DCMAKE_BUILD_TYPE=Release -DBUILD_TESTING=OFF \
--event-handlers console_direct+ \
--parallel-workers $(nproc)
# Stage 4: Runtime — minimal production image
FROM ros:${ROS_DISTRO}-ros-core AS runtime
ARG ROS_DISTRO=humble
RUN apt-get update && apt-get install -y --no-install-recommends \
python3-yaml ros-${ROS_DISTRO}-rmw-cyclonedds-cpp \
&& rm -rf /var/lib/apt/lists/*
COPY --from=build /ros2_ws/install /ros2_ws/install
RUN groupadd -r rosuser && useradd -r -g rosuser -m -s /bin/bash rosuser
USER rosuser
ENV RMW_IMPLEMENTATION=rmw_cyclonedds_cpp
COPY ros_entrypoint.sh /ros_entrypoint.sh
ENTRYPOINT ["/ros_entrypoint.sh"]
CMD ["ros2", "launch", "my_robot_bringup", "robot.launch.py"]
The entrypoint script both dev and runtime stages use:
#!/bin/bash
set -e
source /opt/ros/${ROS_DISTRO}/setup.bash
if [ -f /ros2_ws/install/setup.bash ]; then
source /ros2_ws/install/setup.bash
fi
exec "$@"
Docker Compose for Multi-Container ROS2 Systems
Basic Multi-Container Setup
Each ROS2 subsystem runs in its own container with process isolation, independent scaling, and per-service resource limits.
version: "3.8"
x-ros-common: &ros-common
environment:
- ROS_DOMAIN_ID=${ROS_DOMAIN_ID:-0}
- RMW_IMPLEMENTATION=rmw_cyclonedds_cpp
- CYCLONEDDS_URI=file:///cyclonedds.xml
volumes:
- ./config/cyclonedds.xml:/cyclonedds.xml:ro
- /dev/shm:/dev/shm
network_mode: host
restart: unless-stopped
services:
rosbridge:
<<: *ros-common
image: my_robot:latest
command: ros2 launch rosbridge_server rosbridge_websocket_launch.xml port:=9090
perception:
<<: *ros-common
image: my_robot_perception:latest
command: ros2 launch my_robot_perception perception.launch.py
deploy:
resources:
reservations:
devices:
- driver: nvidia
count: 1
[]
Service Dependencies with Health Checks
services:
driver:
<<: *ros-common
image: my_robot_driver:latest
healthcheck:
test: ["CMD", "bash", "-c",
"source /opt/ros/humble/setup.bash && ros2 topic list | grep -q /joint_states"]
interval: 5s
timeout: 10s
retries: 5
start_period: 15s
navigation:
<<: *ros-common
image: my_robot_navigation:latest
depends_on:
driver:
condition: service_healthy
perception:
<<: *ros-common
image: my_robot_perception:latest
depends_on:
driver:
condition: service_healthy
Profiles for Dev vs Deploy
services:
driver:
<<: *ros-common
image: my_robot_driver:latest
command: ros2 launch my_robot_driver driver.launch.py
rviz:
<<: *ros-common
profiles: ["dev"]
image: my_robot:dev
command: ros2 run rviz2 rviz2 -d /rviz/config.rviz
environment:
- DISPLAY=${DISPLAY}
- QT_X11_NO_MITSHM=1
volumes:
- /tmp/.X11-unix:/tmp/.X11-unix:rw
rosbag_record:
<<: *ros-common
profiles: ["dev"]
image: my_robot:dev
command: ros2 bag record -a --storage sqlite3 --max-bag-duration 300 -o /bags/session
volumes:
- ./bags:/bags
watchdog:
[]
docker compose --profile dev up
docker compose --profile deploy up -d
DDS Discovery Across Containers
CycloneDDS XML Config for Unicast Across Containers
When containers use bridge networking (no multicast), configure explicit unicast peer lists.
<?xml version="1.0" encoding="UTF-8"?>
<CycloneDDS xmlns="https://cdds.io/config">
<Domain>
<General>
<Interfaces>
<NetworkInterface autodetermine="true" priority="default"/>
</Interfaces>
<AllowMulticast>false</AllowMulticast>
</General>
<Discovery>
<Peers>
<Peer address="perception"/>
<Peer address="navigation"/>
<Peer address="driver"/>
<Peer address="rosbridge"/>
</Peers>
<ParticipantIndex>auto</ParticipantIndex>
<MaxAutoParticipantIndex>120</>
FastDDS XML Config
<?xml version="1.0" encoding="UTF-8"?>
<dds xmlns="http://www.eprosima.com/XMLSchemas/fastRTPS_Profiles">
<profiles>
<participant profile_name="docker_participant" is_default_profile="true">
<rtps>
<builtin>
<discovery_config>
<discoveryProtocol>SIMPLE</discoveryProtocol>
<leaseDuration><sec>10</sec></leaseDuration>
</discovery_config>
<initialPeersList>
<locator>
<udpv4><address>perception</address><port>7412</port></udpv4>
</locator>
<locator>
<udpv4><>navigation7412
driver7412
Mount and activate in compose:
environment:
- RMW_IMPLEMENTATION=rmw_cyclonedds_cpp
- CYCLONEDDS_URI=file:///cyclonedds.xml
volumes:
- ./config/cyclonedds.xml:/cyclonedds.xml:ro
environment:
- RMW_IMPLEMENTATION=rmw_fastrtps_cpp
- FASTRTPS_DEFAULT_PROFILES_FILE=/fastdds.xml
volumes:
- ./config/fastdds.xml:/fastdds.xml:ro
Shared Memory Transport in Docker
DDS shared memory (zero-copy) requires /dev/shm sharing between containers. This provides highest throughput for large messages (images, point clouds).
services:
perception:
shm_size: "512m"
volumes:
- /dev/shm:/dev/shm
<CycloneDDS xmlns="https://cdds.io/config">
<Domain>
<SharedMemory>
<Enable>true</Enable>
</SharedMemory>
</Domain>
</CycloneDDS>
Constraints: all communicating containers must share /dev/shm or use ipc: host. Use --ipc=shareable on one container and --ipc=container:<name> on others for scoped sharing.
Networking Modes and ROS2 Implications
Host Networking
services:
my_node:
network_mode: host
Bridge Networking (Default)
services:
my_node:
networks: [ros_net]
networks:
ros_net:
driver: bridge
Macvlan Networking
networks:
ros_macvlan:
driver: macvlan
driver_opts:
parent: eth0
ipam:
config:
- subnet: 192.168.1.0/24
gateway: 192.168.1.1
services:
my_node:
networks:
ros_macvlan:
ipv4_address: 192.168.1.50
Decision Table
| Factor | Host | Bridge | Macvlan |
|---|
| DDS discovery | Works natively | Needs unicast peers | Works natively |
| Network isolation | None | Full isolation | LAN-level isolation |
| Port conflicts | Yes (host ports) | No (mapped ports) | No (unique IPs) |
| Performance | Native | Slight overhead | Near-native |
| Multi-host support | No | With overlay networks | Yes (same LAN) |
| When to use | Dev, single host | CI/CD, multi-tenant | Multi-robot on LAN |
GPU Passthrough for Perception
NVIDIA Container Toolkit Setup
curl -fsSL https://nvidia.github.io/libnvidia-container/gpgkey \
| sudo gpg --dearmor -o /usr/share/keyrings/nvidia-container-toolkit-keyring.gpg
curl -s -L https://nvidia.github.io/libnvidia-container/stable/deb/nvidia-container-toolkit.list \
| sed 's#deb https://#deb [signed-by=/usr/share/keyrings/nvidia-container-toolkit-keyring.gpg] https://#g' \
| sudo tee /etc/apt/sources.list.d/nvidia-container-toolkit.list
sudo apt-get update && sudo apt-get install -y nvidia-container-toolkit
sudo nvidia-ctk runtime configure --runtime=docker
sudo systemctl restart docker
Compose Config with deploy.resources
services:
perception:
image: my_robot_perception:latest
deploy:
resources:
reservations:
devices:
- driver: nvidia
count: 1
capabilities: [gpu]
environment:
- NVIDIA_VISIBLE_DEVICES=all
- NVIDIA_DRIVER_CAPABILITIES=compute,utility,video
shm_size: "1g"
For Dockerfiles that need CUDA, start from NVIDIA base and install ROS2 on top:
FROM nvidia/cuda:12.2.0-cudnn8-runtime-ubuntu22.04 AS perception-base
RUN apt-get update && apt-get install -y --no-install-recommends \
curl gnupg2 lsb-release \
&& curl -sSL https://raw.githubusercontent.com/ros/rosdistro/master/ros.key \
-o /usr/share/keyrings/ros-archive-keyring.gpg \
&& echo "deb [arch=$(dpkg --print-architecture) \
signed-by=/usr/share/keyrings/ros-archive-keyring.gpg] \
http://packages.ros.org/ros2/ubuntu $(lsb_release -cs) main" \
> /etc/apt/sources.list.d/ros2.list \
&& apt-get update && apt-get install -y --no-install-recommends \
ros-humble-ros-base ros-humble-cv-bridge ros-humble-image-transport \
&& rm -rf /var/lib/apt/lists/*
Verification
docker compose exec perception bash -c '
nvidia-smi
python3 -c "import torch; print(f\"CUDA available: {torch.cuda.is_available()}\")"
'
Display Forwarding
X11 Forwarding
services:
rviz:
image: my_robot:dev
command: ros2 run rviz2 rviz2
environment:
- DISPLAY=${DISPLAY:-:0}
- QT_X11_NO_MITSHM=1
volumes:
- /tmp/.X11-unix:/tmp/.X11-unix:rw
- ${HOME}/.Xauthority:/root/.Xauthority:ro
network_mode: host
xhost +local:docker
xhost +SI:localuser:$(whoami)
Wayland Forwarding
services:
rviz:
image: my_robot:dev
command: ros2 run rviz2 rviz2
environment:
- WAYLAND_DISPLAY=${WAYLAND_DISPLAY:-wayland-0}
- XDG_RUNTIME_DIR=/run/user/1000
- QT_QPA_PLATFORM=wayland
volumes:
- ${XDG_RUNTIME_DIR}/${WAYLAND_DISPLAY}:/run/user/1000/${WAYLAND_DISPLAY}:rw
Headless Rendering
For CI/CD or remote machines without a physical display:
docker run --rm my_robot:dev bash -c '
apt-get update && apt-get install -y xvfb mesa-utils &&
Xvfb :99 -screen 0 1920x1080x24 &
export DISPLAY=:99
source /opt/ros/humble/setup.bash
ros2 run rviz2 rviz2 -d /config/test.rviz --screenshot /output/frame.png
'
Volume Mounts and Workspace Overlays
Source Mounts for Dev
Mount only src/ during development. Let colcon write build/, install/, and log/ inside named volumes to avoid bind mount performance issues.
services:
dev:
image: my_robot:dev
volumes:
- ./src:/ros2_ws/src:rw
- build_vol:/ros2_ws/build
- install_vol:/ros2_ws/install
- log_vol:/ros2_ws/log
working_dir: /ros2_ws
volumes:
build_vol:
install_vol:
log_vol:
ccache Caching
Persist ccache across container rebuilds for faster C++ compilation:
services:
dev:
volumes:
- ccache_vol:/ccache
environment:
- CCACHE_DIR=/ccache
- CCACHE_MAXSIZE=2G
- CC=ccache gcc
- CXX=ccache g++
volumes:
ccache_vol:
ROS Workspace Overlay in Docker
Keep upstream packages cached and only rebuild custom packages:
# Stage 1: upstream dependencies (rarely changes)
FROM ros:humble-ros-base AS upstream
RUN apt-get update && apt-get install -y --no-install-recommends \
ros-humble-nav2-bringup ros-humble-slam-toolbox \
ros-humble-robot-localization \
&& rm -rf /var/lib/apt/lists/*
# Stage 2: custom packages overlay on top
FROM upstream AS workspace
WORKDIR /ros2_ws
COPY src/ src/
RUN . /opt/ros/humble/setup.sh && colcon build --symlink-install
# install/setup.bash automatically sources /opt/ros/humble as underlay
USB Device Passthrough
Cameras and Serial Devices
services:
camera_driver:
image: my_robot_driver:latest
devices:
- /dev/video0:/dev/video0
- /dev/video1:/dev/video1
group_add:
- video
motor_driver:
image: my_robot_driver:latest
devices:
- /dev/ttyUSB0:/dev/ttyUSB0
- /dev/ttyACM0:/dev/ttyACM0
group_add:
- dialout
Udev Rules Inside Containers
Create stable device symlinks on the host so container paths remain consistent regardless of USB enumeration order.
SUBSYSTEM=="tty", ATTRS{idVendor}=="0403", ATTRS{idProduct}=="6001", SYMLINK+="robot/motor_controller"
SUBSYSTEM=="tty", ATTRS{idVendor}=="10c4", ATTRS{idProduct}=="ea60", SYMLINK+="robot/lidar"
SUBSYSTEM=="video4linux", ATTRS{idVendor}=="046d", ATTRS{idProduct}=="0825", SYMLINK+="robot/camera"
sudo udevadm control --reload-rules && sudo udevadm trigger
services:
driver:
devices:
- /dev/robot/motor_controller:/dev/ttyMOTOR
- /dev/robot/lidar:/dev/ttyLIDAR
- /dev/robot/camera:/dev/video0
Dynamic Device Attachment
For devices plugged in after the container starts:
services:
driver:
privileged: true
volumes:
- /dev:/dev
Dev Container Configuration
{
"name": "ROS2 Humble Dev",
"build": {
"dockerfile": "../Dockerfile",
"target": "dev",
"args": { "ROS_DISTRO": "humble" }
},
"runArgs": [
"--network=host", "--ipc=host", "--pid=host",
"--privileged", "--gpus", "all",
"-e", "DISPLAY=${localEnv:DISPLAY}",
"-e", "QT_X11_NO_MITSHM=1",
"-v", "/tmp/.X11-unix:/tmp/.X11-unix:rw",
"-v", "/dev:/dev"
]
CI/CD with Docker
GitHub Actions Workflow
name: ROS2 Docker CI
on:
push:
branches: [main, develop]
pull_request:
branches: [main]
env:
REGISTRY: ghcr.io
IMAGE_NAME: ${{ github.repository }}
jobs:
build-and-test:
runs-on: ubuntu-22.04
strategy:
fail-fast: false
matrix:
ros_distro: [humble, jazzy]
include:
- ros_distro: humble
ubuntu: "22.04"
- ros_distro: jazzy
ubuntu: "24.04"
steps:
- uses: actions/checkout@v4
- uses: docker/setup-buildx-action@v3
- uses: docker/login-action@v3
with:
registry: ${{
Layer Caching
Order Dockerfile instructions from least-frequently-changed to most-frequently-changed:
1. Base image (ros:humble-ros-base) — changes on distro upgrade
2. System apt packages — changes on new dependency
3. rosdep install (from package.xml) — changes on new ROS dep
4. COPY src/ src/ — changes on every code edit
5. colcon build — rebuilds on source change
Build Matrix Across Distros
strategy:
matrix:
ros_distro: [humble, iron, jazzy, rolling]
rmw: [rmw_cyclonedds_cpp, rmw_fastrtps_cpp]
exclude:
- ros_distro: iron
rmw: rmw_fastrtps_cpp
Docker ROS2 Anti-Patterns
1. Running Everything in One Container
Problem: Putting perception, navigation, planning, and drivers in a single container defeats the purpose of containerization. A crash in one subsystem takes down everything.
Fix: Split into one service per subsystem. Use docker-compose to orchestrate.
services:
robot:
image: my_robot:latest
command: ros2 launch my_robot everything.launch.py
services:
perception:
image: my_robot_perception:latest
command: ros2 launch my_robot_perception perception.launch.py
navigation:
image: my_robot_navigation:latest
command: ros2 launch my_robot_navigation navigation.launch.py
driver:
image: my_robot_driver:latest
command: ros2 launch my_robot_driver driver.launch.py
2. Using Bridge Networking Without DDS Config
Problem: DDS uses multicast for discovery by default. Docker bridge networks do not forward multicast. Nodes in different containers will not discover each other.
Fix: Use network_mode: host or configure DDS unicast peers explicitly.
services:
node_a:
networks: [ros_net]
node_b:
networks: [ros_net]
services:
node_a:
network_mode: host
node_b:
network_mode: host
services:
node_a:
networks: [ros_net]
environment:
- RMW_IMPLEMENTATION=rmw_cyclonedds_cpp
- CYCLONEDDS_URI=file:///cyclonedds.xml
volumes:
- ./cyclonedds.xml:/cyclonedds.xml:ro
3. Building Packages in the Runtime Image
Problem: Installing compilers and build tools in the runtime image bloats it by 1-2 GB and increases attack surface.
Fix: Use multi-stage builds. Compile in a build stage, copy only the install space to runtime.
# BAD: build tools in runtime image (2.5 GB)
FROM ros:humble-ros-base
RUN apt-get update && apt-get install -y build-essential python3-colcon-common-extensions
COPY src/ /ros2_ws/src/
RUN cd /ros2_ws && colcon build
CMD ["ros2", "launch", "my_pkg", "bringup.launch.py"]
# GOOD: multi-stage build (800 MB)
FROM ros:humble-ros-base AS build
RUN apt-get update && apt-get install -y python3-colcon-common-extensions
COPY src/ /ros2_ws/src/
RUN cd /ros2_ws && . /opt/ros/humble/setup.sh && colcon build
FROM ros:humble-ros-core AS runtime
COPY --from=build /ros2_ws/install /ros2_ws/install
CMD ["ros2", "launch", "my_pkg", "bringup.launch.py"]
4. Mounting the Entire Workspace as a Volume
Problem: Mounting the full workspace means colcon writes build/, install/, and log/ to a bind mount. On macOS/Windows Docker Desktop, bind mount I/O is 10-50x slower. Builds that take 2 minutes take 20+ minutes.
Fix: Mount only src/ as a bind mount. Use named volumes for build artifacts.
volumes:
- ./my_ros2_ws:/ros2_ws
volumes:
- ./my_ros2_ws/src:/ros2_ws/src
- build_vol:/ros2_ws/build
- install_vol:/ros2_ws/install
- log_vol:/ros2_ws/log
5. Running Containers as Root
Problem: Running as root inside containers is a security risk. If compromised, the attacker has root access to mounted volumes and devices.
Fix: Create a non-root user with appropriate group membership.
# BAD:
FROM ros:humble-ros-base
COPY --from=build /ros2_ws/install /ros2_ws/install
CMD ["ros2", "launch", "my_pkg", "bringup.launch.py"]
# GOOD:
FROM ros:humble-ros-base
RUN groupadd -r rosuser && \
useradd -r -g rosuser -G video,dialout -m -s /bin/bash rosuser
COPY --from=build --chown=rosuser:rosuser /ros2_ws/install /ros2_ws/install
USER rosuser
CMD ["ros2", "launch", "my_pkg", "bringup.launch.py"]
6. Ignoring Layer Cache Order in Dockerfile
Problem: Placing COPY src/ . before rosdep install means every source change invalidates the dependency cache. All apt packages are re-downloaded on every build.
Fix: Copy only package.xml files first, install dependencies, then copy source.
# BAD: source copy before rosdep
COPY src/ /ros2_ws/src/
RUN rosdep install --from-paths src --ignore-src -r -y
RUN colcon build
# GOOD: package.xml first, then rosdep, then source
COPY src/my_pkg/package.xml /ros2_ws/src/my_pkg/package.xml
RUN . /opt/ros/humble/setup.sh && rosdep install --from-paths src --ignore-src -r -y
COPY src/ /ros2_ws/src/
RUN . /opt/ros/humble/setup.sh && colcon build
7. Hardcoding ROS_DOMAIN_ID
Problem: Hardcoding ROS_DOMAIN_ID=42 causes conflicts when multiple robots or developers share a network. Two robots with the same domain ID will cross-talk.
Fix: Use environment variables with defaults. Set domain ID at deploy time.
environment:
- ROS_DOMAIN_ID=42
environment:
- ROS_DOMAIN_ID=${ROS_DOMAIN_ID:-0}
ROS_DOMAIN_ID=1 docker compose up -d
ROS_DOMAIN_ID=2 docker compose up -d
8. Forgetting to Source setup.bash in Entrypoint
Problem: The CMD runs ros2 launch ... but the shell has not sourced the ROS2 setup files. Fails with ros2: command not found.
Fix: Use an entrypoint script that sources the underlay and overlay before executing the command.
# BAD: no sourcing
FROM ros:humble-ros-core
COPY --from=build /ros2_ws/install /ros2_ws/install
CMD ["ros2", "launch", "my_pkg", "bringup.launch.py"]
# GOOD: entrypoint script handles sourcing
FROM ros:humble-ros-core
COPY --from=build /ros2_ws/install /ros2_ws/install
COPY ros_entrypoint.sh /ros_entrypoint.sh
RUN chmod +x /ros_entrypoint.sh
ENTRYPOINT ["/ros_entrypoint.sh"]
CMD ["ros2", "launch", "my_pkg", "bringup.launch.py"]
#!/bin/bash
set -e
source /opt/ros/${ROS_DISTRO}/setup.bash
if [ -f /ros2_ws/install/setup.bash ]; then
source /ros2_ws/install/setup.bash
fi
exec "$@"
Docker ROS2 Deployment Checklist
- Multi-stage build -- Separate dev, build, and runtime stages so production images contain no compilers or build tools
- Non-root user -- Create a dedicated
rosuser with only the group memberships needed (video, dialout) instead of privileged mode
- DDS configuration -- Ship a
cyclonedds.xml or fastdds.xml with explicit peer lists if not using host networking
- Health checks -- Every service has a health check that verifies the node is running and publishing on expected topics
- Resource limits -- Set
mem_limit, cpus, and GPU reservations for each service to prevent resource starvation
- Restart policy -- Use
restart: unless-stopped for all services and restart: always for critical drivers and watchdogs
- Log management -- Configure Docker logging driver (json-file with max-size/max-file) to prevent disk exhaustion from ROS2 log output
- Environment injection -- Use
.env files or orchestrator secrets for ROS_DOMAIN_ID, DDS config paths, and device mappings rather than hardcoding
- Shared memory -- Set
shm_size to at least 256 MB (512 MB for image topics) and configure DDS shared memory transport for high-bandwidth topics
- Device stability -- Use udev rules on the host to create stable
/dev/robot/* symlinks and reference those in compose device mappings
- Image versioning -- Tag images with both
latest and a commit SHA or semantic version; never deploy unversioned latest to production
- Backup and rollback -- Keep the previous image version available so a failed deployment can be rolled back by reverting the image tag