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Convert tabular CSV data to MCAP format with support for ROS2 and JSON schemas

Project description

Tabular2MCAP

Documentation Supported by Alloy

Convert tabular data (CSV, Parquet) to MCAP format with support for ROS2 and JSON schemas, enabling seamless integration with robotics workflows, data visualization in Foxglove Studio, and playback of sensor and navigation data.

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Features

  • Multi-Format Support: Convert to ROS2 or JSON messages with support for standard message types (e.g., sensor_msgs/msg/NavSatFix, geometry_msgs/msg/TransformStamped, foxglove.LocationFix, and more)
  • Configuration-Driven: YAML-based mapping with Jinja2 templates for flexible data transformation
  • Batch Processing: Process multiple files and directories with a single command

Quick Start

Installation

pip install tabular2mcap

Basic Usage

tabular2mcap \
  -i /path/to/data/directory \
  -o output.mcap \
  -c config.yaml \
  -f converter_functions.yaml

Configuration System

The tool uses YAML configuration files to define how CSV files should be processed. These are:

  • config.yaml: Defines file patterns and converter function mappings
  • converter_functions.yaml: Contains Jinja2 templates for data transformation

Example Configurations

JSON Format:

# config.yaml
writer_format: "json"
file_mappings:
  - file_pattern: 'data.csv'
    converter_functions:
      - function_name: "row_to_foxglove_location_fix"
        schema_name: "foxglove.LocationFix"
        topic_suffix: "LocationFix"

ROS2 Format:

# config.yaml
writer_format: "ros2"
tabular_mappings:
  - file_pattern: '**/data.csv'
    converter_functions:
      - function_name: "row_to_nav_sat_fix"
        schema_name: "sensor_msgs/msg/NavSatFix"
        topic_suffix: "NavSatFix"

Tutorial

For detailed instructions on adding support for new types of CSV data, see the Tutorial in the documentation.

Supported By

Alloy

This project is supported by Alloy - Search all your robot data in plain english. Alloy provides a platform to unify image, time-series, and log search for robotics teams.

License

GNU General Public License v3.0 - see LICENSE for details.

Contributing

See CONTRIBUTING.md for development setup, testing, and contribution guidelines.

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