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LightRAG 3D Graph Viewer

An interactive 3D graph visualization tool included in the LightRAG package for visualizing and analyzing RAG (Retrieval-Augmented Generation) graphs and other graph structures.

image

Installation

Quick Install

pip install lightrag-hku[tools]  # Install with visualization tool only
# or
pip install lightrag-hku[api,tools]  # Install with both API and visualization tools

Launch the Viewer

lightrag-viewer

Features

  • 3D Interactive Visualization: High-performance 3D graphics rendering using ModernGL
  • Multiple Layout Algorithms: Support for various graph layouts
    • Spring layout
    • Circular layout
    • Shell layout
    • Random layout
  • Community Detection: Automatic detection and visualization of graph community structures
  • Interactive Controls:
    • WASD + QE keys for camera movement
    • Right mouse drag for view angle control
    • Node selection and highlighting
    • Adjustable node size and edge width
    • Configurable label display
    • Quick navigation between node connections

Tech Stack

  • imgui_bundle: User interface
  • ModernGL: OpenGL graphics rendering
  • NetworkX: Graph data structures and algorithms
  • NumPy: Numerical computations
  • community: Community detection

Interactive Controls

Camera Movement

  • W: Move forward
  • S: Move backward
  • A: Move left
  • D: Move right
  • Q: Move up
  • E: Move down

View Control

  • Hold right mouse button and drag to rotate view

Node Interaction

  • Hover mouse to highlight nodes
  • Click to select nodes

Visualization Settings

Adjustable via UI control panel:

  • Layout type
  • Node size
  • Edge width
  • Label visibility
  • Label size
  • Background color

Customization Options

  • Node Scaling: Adjust node size via node_scale parameter
  • Edge Width: Modify edge width using edge_width parameter
  • Label Display: Toggle label visibility with show_labels
  • Label Size: Adjust label size using label_size
  • Label Color: Set label color through label_color
  • View Distance: Control maximum label display distance with label_culling_distance

System Requirements

  • Python 3.9+
  • Graphics card with OpenGL 3.3+ support
  • Supported Operating Systems: Windows/Linux/MacOS

Troubleshooting

Common Issues

  1. Command Not Found

    # Make sure you installed with the 'tools' option
pip install lightrag-hku[tools]

# Verify installation
pip list | grep lightrag-hku

  2. ModernGL Initialization Failed

    # Check OpenGL version
glxinfo | grep "OpenGL version"

# Update graphics drivers if needed

  3. Font Loading Issues

    • The required fonts are included in the package
    • If issues persist, check your graphics drivers

Usage with LightRAG

The viewer is particularly useful for:

  • Visualizing RAG knowledge graphs
  • Analyzing document relationships
  • Exploring semantic connections
  • Debugging retrieval patterns

Performance Optimizations

  • Efficient graphics rendering using ModernGL
  • View distance culling for label display optimization
  • Community detection algorithms for optimized visualization of large-scale graphs

Support

License

This tool is part of LightRAG and is distributed under the MIT License. See LICENSE for more information.

Note: This visualization tool is an optional component of the LightRAG package. Install with the [tools] option to access the viewer functionality.