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 "$@"
Docker Compose for Multi-Container ROS2 Systems
Basic Multi-Container Setup
Each ROS2 subsystem runs in its own container with process isolation, independent scaling, and per-service resource limits.
# docker-compose.yml
version: "3.8"
x-ros-common: &ros-common
environment:
- ROS_DOMAIN_ID=${ROS_DOMAIN_ID:-0}
-