How to Create Unit Tests with Pytest – ROS 2 Jazzy

Imagine you’re building a complex robot using ROS 2. Your robot is made up of many different parts, each controlled by a piece of software. Now, how do you make sure all these pieces work correctly? That’s where unit testing comes in.

Unit testing is like doing a health check-up for each part of your robot’s software. It’s a way to automatically test small pieces of your code to make sure they’re doing exactly what they’re supposed to do. 

Unit tests are essential tools in robotics software development for two key reasons:

  • Early Bug Detection: Automate the testing of code to ensure that changes or updates don’t introduce bugs.
  • Improved Code Design: Writing testable code leads to cleaner, more modular software.

In this tutorial, I’ll show you how to use a tool called Pytest to write and run these unit tests. With Pytest, you can write tests for individual parts of your code, such as functions and classes, to make sure each part behaves as expected.

Pytest is designed primarily for Python code, so it’s commonly used for testing Python-based ROS 2 packages. For C++ code in ROS 2, other testing frameworks, like GTest, are typically used instead.

Prerequisites

You can find all the code here on GitHub.

Create a Unit Test 

Let’s write a basic unit test for our ROS 2 publisher node. This test will verify three key things: 

  1. that our node is created correctly
  2. that its message counter works properly
  3. that it formats messages as expected. 

We’ll create a Python test file that uses Pytest to run these checks automatically.

Open a terminal window, and move to your workspace.

cd ~/ros2_ws/
colcon build && source ~/.bashrc
cd ~/ros2_ws/src/ros2_fundamentals_examples/
mkdir -p test/pytest

Create a test file test/pytest/test_publisher.py:

#!/usr/bin/env python3
"""
Test suite for the ROS2 minimal publisher node.

This script contains unit tests for verifying the functionality of a minimal ROS2 publisher.
It tests the node creation, message counter increment, and message content formatting.

Subscription Topics:
    None

Publishing Topics:
    /py_example_topic (std_msgs/String): Example messages with incrementing counter

:author: Addison Sears-Collins
:date: November 6, 2024
"""

import pytest
import rclpy
from std_msgs.msg import String
from ros2_fundamentals_examples.py_minimal_publisher import MinimalPyPublisher


def test_publisher_creation():
    """
    Test if the publisher node is created correctly.

    This test verifies:
    1. The node name is set correctly
    2. The publisher object exists
    3. The topic name is correct

    :raises: AssertionError if any of the checks fail
    """
    # Initialize ROS2 communication
    rclpy.init()
    try:
        # Create an instance of our publisher node
        node = MinimalPyPublisher()

        # Test 1: Verify the node has the expected name
        assert node.get_name() == 'minimal_py_publisher'

        # Test 2: Verify the publisher exists and has the correct topic name
        assert hasattr(node, 'publisher_1')
        assert node.publisher_1.topic_name == '/py_example_topic'
    finally:
        # Clean up ROS2 communication
        rclpy.shutdown()


def test_message_counter():
    """
    Test if the message counter increments correctly.

    This test verifies that the counter (node.i) increases by 1 after
    each timer callback execution.

    :raises: AssertionError if the counter doesn't increment properly
    """
    rclpy.init()
    try:
        node = MinimalPyPublisher()
        initial_count = node.i
        node.timer_callback()
        assert node.i == initial_count + 1
    finally:
        rclpy.shutdown()


def test_message_content():
    """
    Test if the message content is formatted correctly.

    This test verifies that the message string is properly formatted
    using an f-string with the current counter value.

    :raises: AssertionError if the message format doesn't match expected output
    """
    rclpy.init()
    try:
        node = MinimalPyPublisher()
        # Set counter to a known value for testing
        node.i = 5
        msg = String()
        # Using f-string instead of % formatting
        msg.data = f'Hello World: {node.i}'
        assert msg.data == 'Hello World: 5'
    finally:
        rclpy.shutdown()


if __name__ == '__main__':
    pytest.main(['-v'])

Edit CMakeLists.txt

Now open CMakeLists.txt, and replace the if(BUILD_TESTING) block with this code:

if(BUILD_TESTING)
  #find_package(ament_lint_auto REQUIRED)
  find_package(ament_cmake_pytest REQUIRED)
  #set(ament_cmake_copyright_FOUND TRUE)
  #set(ament_cmake_cpplint_FOUND TRUE)
  #ament_lint_auto_find_test_dependencies()

  ament_add_pytest_test(minimal_publisher_test test/pytest/test_publisher.py
   TIMEOUT 60
  )
endif()

Edit the package.xml File

We need to add this to the package.xml so that our tests are discoverable to cmake:

<test_depend>ament_cmake_pytest</test_depend>

Save the file, and close it.

Build and Run

Compile and run the tests.

cd ~/ros2_ws
rosdep install --from-paths src --ignore-src -r -y
colcon build --packages-select ros2_fundamentals_examples
source ~/.bashrc
colcon test --packages-select ros2_fundamentals_examples
1-colcon-test

To get more detail, you could also have done:

colcon test --packages-select ros2_fundamentals_examples --event-handlers console_direct+

When we run our unit tests with this command above (Starting >>> ros2_fundamentals_examples), it first starts by loading our ROS 2 package.

The system then collects and runs our three test cases, shown as the three passing tests in the output (test/pytest/test_publisher.py …). These dots represent successful runs of our three tests – publisher node creation, message counter, and message content.

Your test results should show all tests passed successfully (============================== 3 passed in 0.28s ===============================). 

My final summary shows that our single test suite (1/1 Test #1: minimal_publisher_test) passed successfully in 0.76 seconds, with CMake reporting 100% success rate as no tests failed.

Now once that is finished, check the results:

colcon test-result --all

To see which test cases failed, type:

colcon test-result --all --verbose

That’s it.

Keep building!

How to Create a Subscriber Node in C++ – Jazzy

In this tutorial, we will create a C++ subscriber for ROS 2.

In ROS 2 (Robot Operating System 2), a C++ subscriber is a program (written in C++) that listens for messages being published on a specific topic.

Topics in ROS 2 are channels of communication named according to the type of information they carry, such as “/robot/speed” for speed information or “/camera/image” for vision information. Each subscriber in ROS 2 declares its interest in a particular topic and is programmed to react or process the messages received on that topic.

The official instructions for creating a subscriber are here, but I will walk you through the entire process, step by step.

We will be following the ROS 2 C++ Style Guide.

Let’s get started!

Follow along with me click by click, keystroke by keystroke.

Prerequisites

Write the Code

Open a terminal, and type these commands to open VS Code.

cd ~/ros2_ws && code .

Right-click on the src/ros2_fundamentals_examples/src folder to create a new file called “cpp_minimal_subscriber.cpp”.

Type the following code inside cpp_minimal_subscriber.cpp:

/**
 * @file cpp_minimal_subscriber.cpp
 * @brief Demonstrates subscribing to string messages on a ROS 2 topic.
 *
 * Description: Demonstrates the basics of subscribing to messages within
 *   the ROS 2 framework. The core functionality of this subscriber is to
 *   display output to the terminal window when a message is received over
 *   a topic.
 *
 * -------
 * Subscription Topics:
 *   String message
 *   /cpp_example_topic - std_msgs/String
 * -------
 * Publishing Topics:
 *   None
 * -------
 * @author Addison Sears-Collins
 * @date November 5, 2024
 */

#include "rclcpp/rclcpp.hpp" // ROS 2 C++ client library
#include "std_msgs/msg/string.hpp" // Handle tring messages
using std::placeholders::_1; // Placeholder for callback function argument

/**
 * @class MinimalCppSubscriber
 * @brief Defines a minimal ROS 2 subscriber node.
 *
 * This class inherits from rclcpp::Node and
 * demonstrates creating a subscriber and
 * subscribing to messages.
 */
class MinimalCppSubscriber : public rclcpp::Node
{
public:
    /**
     * @brief Constructs a MinimalCppSubscriber node.
     *
     * Sets up a subscriber for 'std_msgs::msg::String' messages
	 * on the "/cpp_example_topic" topic.
     */
    MinimalCppSubscriber() : Node("minimal_cpp_subscriber")
    {
        // Create a subscriber object for listening to string messages on
        // with a queue size of 10.
        subscriber_ = create_subscription<std_msgs::msg::String>
        (
            "/cpp_example_topic",
            10,
            std::bind(
                &MinimalCppSubscriber::topicCallback,
                this,
                _1
            )
        );
    }

    /**
     * @brief This function runs every time a message is received on the topic.
     *
     * This is the callback function of the subscriber. It publishes a
	 * string message every time a message is received on the topic.
     *
     * @param msg The string message received on the topic
     * @return void
     */
    void topicCallback(const std_msgs::msg::String &msg) const
    {
        // Write a message every time a new message is received on the topic.
        RCLCPP_INFO_STREAM(get_logger(), "I heard: " << msg.data.c_str());

    }

private:
    // Member variables.
    rclcpp::Subscription<std_msgs::msg::String>::SharedPtr subscriber_;
};

/**
 * @brief Main function.
 *
 * Initializes the ROS 2 system and runs the minimal_cpp_subscriber node.
 * It keeps the node alive until it is manually terminated.
 */
int main(int argc, char * argv[])
{

  // Initialize ROS 2.
  rclcpp::init(argc, argv);

  // Create an instance of the MinimalCppSubscriber node and keep it running.
  auto minimal_cpp_subscriber_node = std::make_shared<MinimalCppSubscriber>();
  rclcpp::spin(minimal_cpp_subscriber_node);

  // Shutdown ROS 2 upon node termination.
  rclcpp::shutdown();

  // End of program.
  return 0;
}

Configure CMakeLists.txt

Now we need to modify the CMakeLists.txt file inside the package so that the ROS 2 system will be able to find the code we just wrote.

Open up the CMakeLists.txt file that is inside the package.

Make it look like this:

cmake_minimum_required(VERSION 3.8)
project(ros2_fundamentals_examples)

# Check if the compiler being used is GNU's C++ compiler (g++) or Clang.
# Add compiler flags for all targets that will be defined later in the
# CMakeLists file. These flags enable extra warnings to help catch
# potential issues in the code.
# Add options to the compilation process
if(CMAKE_COMPILER_IS_GNUCXX OR CMAKE_CXX_COMPILER_ID MATCHES "Clang")
  add_compile_options(-Wall -Wextra -Wpedantic)
endif()

# Locate and configure packages required by the project.
find_package(ament_cmake REQUIRED)
find_package(ament_cmake_python REQUIRED)
find_package(rclcpp REQUIRED)
find_package(rclpy REQUIRED)
find_package(std_msgs REQUIRED)

# Define a CMake variable named dependencies that lists all
# ROS 2 packages and other dependencies the project requires.
set(dependencies
  rclcpp
  std_msgs
)

# Add the specified directories to the list of paths that the compiler
# uses to search for header files. This is important for C++
# projects where you have custom header files that are not located
# in the standard system include paths.
include_directories(
  include
)

# Tells CMake to create an executable target named cpp_minimal_publisher
# from the source file src/cpp_minimal_publisher.cpp. Also make sure CMake
# knows about the program's dependencies.
add_executable(cpp_minimal_publisher src/cpp_minimal_publisher.cpp)
ament_target_dependencies(cpp_minimal_publisher ${dependencies})

add_executable(cpp_minimal_subscriber src/cpp_minimal_subscriber.cpp)
ament_target_dependencies(cpp_minimal_subscriber ${dependencies})

# Copy necessary files to designated locations in the project
install (
  DIRECTORY ros2_fundamentals_examples scripts
  DESTINATION share/${PROJECT_NAME}
)

install(
  DIRECTORY include/
  DESTINATION include
)

# Install cpp executables
install(
  TARGETS
  cpp_minimal_publisher
  cpp_minimal_subscriber
  DESTINATION lib/${PROJECT_NAME}
)

# Install Python modules for import
ament_python_install_package(${PROJECT_NAME})

# Add this section to install Python scripts
install(
  PROGRAMS
  ros2_fundamentals_examples/py_minimal_publisher.py
  ros2_fundamentals_examples/py_minimal_subscriber.py
  DESTINATION lib/${PROJECT_NAME}
)

# Automates the process of setting up linting for the package, which
# is the process of running tools that analyze the code for potential
# errors, style issues, and other discrepancies that do not adhere to
# specified coding standards or best practices.
if(BUILD_TESTING)
  find_package(ament_lint_auto REQUIRED)
  # the following line skips the linter which checks for copyrights
  # comment the line when a copyright and license is added to all source files
  set(ament_cmake_copyright_FOUND TRUE)
  # the following line skips cpplint (only works in a git repo)
  # comment the line when this package is in a git repo and when
  # a copyright and license is added to all source files
  set(ament_cmake_cpplint_FOUND TRUE)
  ament_lint_auto_find_test_dependencies()
endif()

# Used to export include directories of a package so that they can be easily
# included by other packages that depend on this package.
ament_export_include_directories(include)

# Generate and install all the necessary CMake and environment hooks that
# allow other packages to find and use this package.
ament_package()

Build the Workspace

To build the workspace, open a terminal window, and type:

build

If this command doesn’t work, type these commands:

echo "alias build='cd ~/ros2_ws/ && colcon build && source ~/.bashrc'" >> ~/.bashrc
build

Run the Nodes

First run your publisher node.

ros2 run ros2_fundamentals_examples cpp_minimal_publisher 

Now run your subscriber node in another terminal window.

ros2 run ros2_fundamentals_examples cpp_minimal_subscriber
1-cpp-minimal-subscriber

An Important Note on Subscribers and Publishers

In the example above, we published a string message to a topic named /cpp_example_topic using a C++ node, and we subscribed to that topic using a C++node. 

ROS 2 is language agnostic, so we could have also used a Python node to do the publishing and a C++ node to do the subscribing, and vice versa.

That’s it for now. Keep building!

How to Create a ROS 2 Python Subscriber – Jazzy

In this tutorial, we will create a Python subscriber for ROS 2.

In ROS 2 (Robot Operating System 2), a subscriber is a program written that listens for messages being published on a specific topic.

Remember, topics in ROS 2 are channels of communication named according to the type of information they carry, such as “/robot/speed” for speed information or “/camera/image” for vision information. 

Each subscriber in ROS 2 declares its interest in a particular topic and is programmed to react or process the messages received on that topic.

The official instructions for creating a subscriber are here, but I will walk you through the entire process, step by step.

We will be following the ROS 2 Python Style Guide.

Follow along with me click by click, keystroke by keystroke.

Let’s get started!

Prerequisites

Write the Code

Open a terminal, and type these commands to open VS Code.

cd ~/ros2_ws && code .

Right-click on src/ros2_fundamentals_examples/ros2_fundamentals_examples, and create a new file called “py_minimal_subscriber.py

1-py-minimal-subscriber

Type the following code inside py_minimal_subscriber.py: 

#! /usr/bin/env python3

"""
Description:
    This ROS 2 node subscribes to "Hello World" messages on a topic.
    It demonstrates basic ROS concepts such as node creation and subscribing.
-------
Publishing Topics:
    None
-------
Subscription Topics:
    The channel containing the "Hello World" messages
    /py_example_topic - std_msgs/String
-------
Author: Addison Sears-Collins
Date: November 5, 2024
"""

import rclpy  # Import the ROS 2 client library for Python
from rclpy.node import Node  # Import the Node class for creating ROS 2 nodes

from std_msgs.msg import String  # Import the String message type


class MinimalPySubscriber(Node):
    """Create Minimal Subscriber node.

    """

    def __init__(self):
        """ Create a custom node class for subscribing

        """

        # Initialize the node with a name
        super().__init__('minimal_py_subscriber')

        # Creates a subscriber
        self.subscriber_1 = self.create_subscription(
            String,
            '/py_example_topic',
            self.listener_callback,
            10)

    def listener_callback(self, msg):
        """Call this function every time a new message is published on
            the topic.

        """
        # Log a message indicating that the message has been published
        self.get_logger().info(f'I heard: "{msg.data}"')


def main(args=None):
    """Main function to start the ROS 2 node.

    Args:
        args (List, optional): Command-line arguments. Defaults to None.
    """

    # Initialize ROS 2 communication
    rclpy.init(args=args)

    # Create an instance of the MinimalPySubscriber node
    minimal_py_subscriber = MinimalPySubscriber()

    # Keep the node running and processing events.
    rclpy.spin(minimal_py_subscriber)

    # Destroy the node explicitly
    # (optional - otherwise it will be done automatically
    # when the garbage collector destroys the node object)
    minimal_py_subscriber.destroy_node()

    # Shutdown ROS 2 communication
    rclpy.shutdown()


if __name__ == '__main__':
    # Execute the main function if the script is run directly
    main()

The node we just wrote subscribes to a topic named /py_example_topic that contains String messages.

Configure CMakeLists.txt

Now let’s configure the CMakeLists.txt file. Here is what it should look like:

cmake_minimum_required(VERSION 3.8)
project(ros2_fundamentals_examples)

# Check if the compiler being used is GNU's C++ compiler (g++) or Clang.
# Add compiler flags for all targets that will be defined later in the
# CMakeLists file. These flags enable extra warnings to help catch
# potential issues in the code.
# Add options to the compilation process
if(CMAKE_COMPILER_IS_GNUCXX OR CMAKE_CXX_COMPILER_ID MATCHES "Clang")
  add_compile_options(-Wall -Wextra -Wpedantic)
endif()

# Locate and configure packages required by the project.
find_package(ament_cmake REQUIRED)
find_package(ament_cmake_python REQUIRED)
find_package(rclcpp REQUIRED)
find_package(rclpy REQUIRED)
find_package(std_msgs REQUIRED)

# Define a CMake variable named dependencies that lists all
# ROS 2 packages and other dependencies the project requires.
set(dependencies
  rclcpp
  std_msgs
)

# Add the specified directories to the list of paths that the compiler
# uses to search for header files. This is important for C++
# projects where you have custom header files that are not located
# in the standard system include paths.
include_directories(
  include
)

# Tells CMake to create an executable target named cpp_minimal_publisher
# from the source file src/cpp_minimal_publisher.cpp. Also make sure CMake
# knows about the program's dependencies.
add_executable(cpp_minimal_publisher src/cpp_minimal_publisher.cpp)
ament_target_dependencies(cpp_minimal_publisher ${dependencies})

#add_executable(cpp_minimal_subscriber src/cpp_minimal_subscriber.cpp)
#ament_target_dependencies(cpp_minimal_subscriber ${dependencies})

# Copy necessary files to designated locations in the project
install (
  DIRECTORY ros2_fundamentals_examples
  DESTINATION share/${PROJECT_NAME}
)

install(
  DIRECTORY include/
  DESTINATION include
)

# Install cpp executables
install(
  TARGETS
  cpp_minimal_publisher
#  cpp_minimal_subscriber
  DESTINATION lib/${PROJECT_NAME}
)

# Install Python modules for import
ament_python_install_package(${PROJECT_NAME})

# Add this section to install Python scripts
install(
  PROGRAMS
  ros2_fundamentals_examples/py_minimal_publisher.py
  ros2_fundamentals_examples/py_minimal_subscriber.py
  DESTINATION lib/${PROJECT_NAME}
)

# Automates the process of setting up linting for the package, which
# is the process of running tools that analyze the code for potential
# errors, style issues, and other discrepancies that do not adhere to
# specified coding standards or best practices.
if(BUILD_TESTING)
  find_package(ament_lint_auto REQUIRED)
  # the following line skips the linter which checks for copyrights
  # comment the line when a copyright and license is added to all source files
  set(ament_cmake_copyright_FOUND TRUE)
  # the following line skips cpplint (only works in a git repo)
  # comment the line when this package is in a git repo and when
  # a copyright and license is added to all source files
  set(ament_cmake_cpplint_FOUND TRUE)
  ament_lint_auto_find_test_dependencies()
endif()

# Used to export include directories of a package so that they can be easily
# included by other packages that depend on this package.
ament_export_include_directories(include)

# Generate and install all the necessary CMake and environment hooks that
# allow other packages to find and use this package.
ament_package()

Build the Workspace

To build the workspace, open a terminal window, and type:

build

If this command doesn’t work, type these commands:

echo "alias build='cd ~/ros2_ws/ && colcon build && source ~/.bashrc'" >> ~/.bashrc
build

Run the Node 

Let’s run our subscriber node. 

Open a terminal window, and type the following command to run the publisher node:

ros2 run ros2_fundamentals_examples py_minimal_publisher.py

Open another terminal window, and type the following command to run the subscriber node:

ros2 run ros2_fundamentals_examples py_minimal_subscriber.py

Now, press Enter.

Open a new terminal window.

Let’s see a list of all currently active topics.

ros2 topic list

What are the currently active nodes?

ros2 node list
2-output

Close the Nodes

Now go back to the terminals where your scripts are running and press CTRL + C to stop the execution.

To clear the terminal window, type:

clear

Creating a Bash Script to Launch Nodes in Sequence

Let’s create a bash script to launch the publisher and subscriber nodes in sequence. Launching in this way gives you more control over the order in which your programs launch.

Right-click on src/ros2_fundamentals_examples/ and create a new folder called scripts.

3-create-scripts-folder

Right-click on src/ros2_fundamentals_examples/scripts, and create a new file called “minimal_pub_sub_launch.sh

Type the following code inside minimal_pub_sub_launch.sh: 

#!/bin/bash
# Launch publisher and subscriber nodes with cleanup handling

cleanup() {
    echo "Restarting ROS 2 daemon to cleanup before shutting down all processes..."
    ros2 daemon stop
    sleep 1
    ros2 daemon start
    echo "Terminating all ROS 2-related processes..."
    kill 0
    exit
}

trap 'cleanup' SIGINT

# Launch the publisher node
ros2 run ros2_fundamentals_examples py_minimal_publisher.py &
sleep 2

# Launch the subscriber node
ros2 run ros2_fundamentals_examples py_minimal_subscriber.py

Save the file and close it.

Go into the terminal, and change the permissions on the file to make it executable:

sudo chmod +x ~/ros2_ws/src/ros2_fundamentals_examples/scripts/minimal_pub_sub_launch.sh

Configure CMakeLists.txt

Now let’s configure the CMakeLists.txt file to add the scripts folder. Change this line:

# Copy necessary files to designated locations in the project
install (
  DIRECTORY ros2_fundamentals_examples 
  DESTINATION share/${PROJECT_NAME}
)

To this:

# Copy necessary files to designated locations in the project
install (
  DIRECTORY ros2_fundamentals_examples scripts
  DESTINATION share/${PROJECT_NAME}
)

Launch

Build the workspace.

build

Now we launch the nodes.

cd ~/ros2_ws/src/ros2_fundamentals_examples/scripts
./minimal_pub_sub_launch.sh

You could have also written:

bash minimal_pub_sub_launch.sh
4-running-bash-script

Close the Nodes

Now go back to the terminals where your scripts are running and press CTRL + C to stop the execution.

To clear the terminal window, type:

clear

Congratulations! You have written your first subscriber in ROS 2.

In this example, you have written a subscriber to listen to a basic string message. On a real robot, you will write many different subscribers that subscribe to data that gets published by the different components of a robot: strings, LIDAR scan readings, ultrasonic sensor readings, camera frames, 3D point cloud data, integers, float values, battery voltage readings, odometry data, and much more. 

The code you wrote serves as a template for creating these more complex subscribers. All subscribers in ROS 2 are based on the basic framework as the subscriber you just wrote, py_minimal_subscriber.py.

In fact, even after over a decade of working with ROS, I still refer back to this template when I am building new subscriber nodes for my robots.

That’s it. Keep building!