A lightweight Python library to read ROS2 rosbag files.
Project description
ROS2Bag Reader
A lightweight Python utility for reading ROS 2 (rosbag2) recordings stored with the default sqlite3 backend.
ROS2BagReader provides:
- Direct access to deserialized ROS messages.
- Convenient NumPy array extraction from message fields.
- Flexible timestamp handling (raw, bag-relative, topic-relative).
- Automatic support for split bag files.
- Simple bag metadata summary.
The reader operates at the bag folder level (the directory containing metadata.yaml), not individual .db3 files.
Description
ROS 2 recordings created with:
ros2 bag record ...
generate a folder containing:
recording/
├── metadata.yaml
├── recording_0.db3
├── recording_1.db3
└── ...
ROS2BagReader:
- Parses
metadata.yaml - Opens all
.db3files automatically - Deserializes messages using
rosidl_runtime_py - Provides NumPy-ready data extraction utilities
It is designed for data analysis, plotting, and post-processing workflows, especially inside Jupyter notebooks.
Installation
Python 3.10 or greater is required.
You can intall the module with pip using.
pip install ros2bag_reader
Or you can copy the module into your project or install it as a local package.
Dependencies
The library requires:
dependencies = [
"numpy>=1.24.0",
"rosidl-runtime-py>=0.9.3",
"rclpy>=3.3.16",
"PyYAML>=6.0.3",
"setuptools>=82.0.0",
"typeguard>=4.5.0",
"jinja>=3.1.6",
]
Simple Usage Example
Example using a turtlesim recording:
from ros2bag_reader import ROS2BagReader
reader = ROS2BagReader("recording")
reader.summary()
pose = reader.get_messages("/turtle1/pose")
pose_data = reader.get_field_array(
"/turtle1/pose",
["x", "y", "theta"]
)
timestamps = reader.get_time_array(
"/turtle1/pose",
reference="topic"
)
reader.close()
For a complete example including plotting and data visualization,
see the Jupyter notebook in the examples/ folder.
Class Reference
ROS2BagReader(bag_folder: str)
Initialize the reader from a ROS 2 bag folder.
Parameters
bag_folder— Path to the directory containingmetadata.yaml
close()
Closes all open SQLite database connections.
Call this when finished reading the bag to release file handles.
get_messages(topic_name: str)
Retrieve all messages from a topic.
Returns
list[(timestamp_ns: int, message: ROS message instance)]
Timestamps are returned in nanoseconds since epoch.
summary()
Print a human-readable summary of the bag:
- Storage backend
- Duration
- Total message count
- Number of database files
- Per-topic type and message count
get_time_array(topic_name: str, unit="s", reference="topic")
Return timestamps as a NumPy array.
Parameters
-
unit"s"→ seconds (float64)"ns"→ nanoseconds (int64)
-
reference"topic"→ relative to first message of the topic"bag"→ relative to bag start time"raw"→ no normalization (epoch time)
Returns
np.ndarray
get_field_array(topic_name: str, fields: list[str], return_timestamps=False)
Extract selected numeric fields into a NumPy array.
Supports:
- Nested attributes using dot notation
- Indexed access for array fields
Examples
["x", "y", "theta"]
["pose.position.x", "pose.position.y"]
["ranges[0]", "ranges[10]"]
Returns
If return_timestamps=False:
np.ndarray shape (N, len(fields))
If return_timestamps=True:
timestamps_ns, data_array
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