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Revert "Integrated the GraphML Visualizer as an optional component of LightRAG"
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@ -1058,12 +1058,6 @@ LightRag can be installed with API support to serve a Fast api interface to perf
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The documentation can be found [here](lightrag/api/README.md)
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## Graph viewer
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LightRag can be installed with Tools support to add extra tools like the graphml 3d visualizer.
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The documentation can be found [here](lightrag/tools/lightrag_visualizer/README.md)
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## Star History
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<a href="https://star-history.com/#HKUDS/LightRAG&Date">
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88
extra/VisualizationTool/README.md
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88
extra/VisualizationTool/README.md
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@ -0,0 +1,88 @@
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# 3D GraphML Viewer
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An interactive 3D graph visualization tool based on Dear ImGui and ModernGL.
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## Features
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- **3D Interactive Visualization**: High-performance 3D graphics rendering using ModernGL
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- **Multiple Layout Algorithms**: Support for various graph layouts
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- Spring layout
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- Circular layout
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- Shell layout
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- Random layout
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- **Community Detection**: Automatic detection and visualization of graph community structures
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- **Interactive Controls**:
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- WASD + QE keys for camera movement
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- Right mouse drag for view angle control
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- Node selection and highlighting
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- Adjustable node size and edge width
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- Configurable label display
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- Quick navigation between node connections
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## Tech Stack
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- **imgui_bundle**: User interface
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- **ModernGL**: OpenGL graphics rendering
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- **NetworkX**: Graph data structures and algorithms
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- **NumPy**: Numerical computations
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- **community**: Community detection
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## Usage
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1. **Launch the Program**:
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```bash
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python -m pip install -r requirements.txt
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python graph_visualizer.py
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```
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2. **Load Font**:
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- Place the font file `font.ttf` in the `assets` directory
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- Or modify the `CUSTOM_FONT` constant to use a different font file
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3. **Load Graph File**:
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- Click the "Load GraphML" button in the interface
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- Select a graph file in GraphML format
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4. **Interactive Controls**:
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- **Camera Movement**:
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- W: Move forward
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- S: Move backward
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- A: Move left
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- D: Move right
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- Q: Move up
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- E: Move down
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- **View Control**:
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- Hold right mouse button and drag to rotate view
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- **Node Interaction**:
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- Hover mouse to highlight nodes
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- Click to select nodes
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5. **Visualization Settings**:
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- Adjustable via UI control panel:
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- Layout type
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- Node size
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- Edge width
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- Label visibility
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- Label size
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- Background color
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## Customization Options
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- **Node Scaling**: Adjust node size via `node_scale` parameter
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- **Edge Width**: Modify edge width using `edge_width` parameter
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- **Label Display**: Toggle label visibility with `show_labels`
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- **Label Size**: Adjust label size using `label_size`
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- **Label Color**: Set label color through `label_color`
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- **View Distance**: Control maximum label display distance with `label_culling_distance`
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## Performance Optimizations
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- Efficient graphics rendering using ModernGL
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- View distance culling for label display optimization
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- Community detection algorithms for optimized visualization of large-scale graphs
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## System Requirements
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- Python 3.10+
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- Graphics card with OpenGL 3.3+ support
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- Supported Operating Systems: Windows/Linux/MacOS
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@ -1,6 +1,6 @@
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"""
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3D GraphML Viewer using Dear ImGui and ModernGL
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Author: ParisNeo, ArnoChen
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Author: LoLLMs, ArnoChen
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Description: An interactive 3D GraphML viewer using imgui_bundle and ModernGL
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Version: 2.0
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"""
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@ -8,18 +8,6 @@ Version: 2.0
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from typing import Optional, Tuple, Dict, List
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import numpy as np
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import networkx as nx
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import pipmaster as pm
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# Added automatic libraries install using pipmaster
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if not pm.is_installed("moderngl"):
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pm.install("moderngl")
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if not pm.is_installed("imgui_bundle"):
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pm.install("imgui_bundle")
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if not pm.is_installed("pyglm"):
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pm.install("pyglm")
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if not pm.is_installed("python-louvain"):
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pm.install("python-louvain")
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import moderngl
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from imgui_bundle import imgui, immapp, hello_imgui
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import community
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@ -1,5 +1,5 @@
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from .lightrag import LightRAG as LightRAG, QueryParam as QueryParam
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__version__ = "1.1.5"
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__version__ = "1.1.4"
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__author__ = "Zirui Guo"
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__url__ = "https://github.com/HKUDS/LightRAG"
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@ -1 +1 @@
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__api_version__ = "1.0.4"
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__api_version__ = "1.0.3"
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@ -557,14 +557,7 @@ class DocumentManager:
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def __init__(
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self,
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input_dir: str,
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supported_extensions: tuple = (
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".txt",
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".md",
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".pdf",
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".docx",
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".pptx",
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".xlsx",
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),
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supported_extensions: tuple = (".txt", ".md", ".pdf", ".docx", ".pptx", "xlsx"),
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):
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self.input_dir = Path(input_dir)
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self.supported_extensions = supported_extensions
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@ -1,136 +0,0 @@
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# LightRAG 3D Graph Viewer
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An interactive 3D graph visualization tool included in the LightRAG package for visualizing and analyzing RAG (Retrieval-Augmented Generation) graphs and other graph structures.
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## Installation
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### Quick Install
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```bash
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pip install lightrag-hku[tools] # Install with visualization tool only
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# or
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pip install lightrag-hku[api,tools] # Install with both API and visualization tools
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```
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## Launch the Viewer
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```bash
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lightrag-viewer
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```
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## Features
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- **3D Interactive Visualization**: High-performance 3D graphics rendering using ModernGL
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- **Multiple Layout Algorithms**: Support for various graph layouts
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- Spring layout
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- Circular layout
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- Shell layout
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- Random layout
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- **Community Detection**: Automatic detection and visualization of graph community structures
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- **Interactive Controls**:
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- WASD + QE keys for camera movement
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- Right mouse drag for view angle control
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- Node selection and highlighting
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- Adjustable node size and edge width
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- Configurable label display
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- Quick navigation between node connections
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## Tech Stack
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- **imgui_bundle**: User interface
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- **ModernGL**: OpenGL graphics rendering
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- **NetworkX**: Graph data structures and algorithms
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- **NumPy**: Numerical computations
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- **community**: Community detection
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## Interactive Controls
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### Camera Movement
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- W: Move forward
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- S: Move backward
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- A: Move left
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- D: Move right
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- Q: Move up
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- E: Move down
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### View Control
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- Hold right mouse button and drag to rotate view
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### Node Interaction
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- Hover mouse to highlight nodes
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- Click to select nodes
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## Visualization Settings
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Adjustable via UI control panel:
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- Layout type
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- Node size
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- Edge width
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- Label visibility
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- Label size
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- Background color
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## Customization Options
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- **Node Scaling**: Adjust node size via `node_scale` parameter
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- **Edge Width**: Modify edge width using `edge_width` parameter
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- **Label Display**: Toggle label visibility with `show_labels`
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- **Label Size**: Adjust label size using `label_size`
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- **Label Color**: Set label color through `label_color`
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- **View Distance**: Control maximum label display distance with `label_culling_distance`
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## System Requirements
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- Python 3.9+
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- Graphics card with OpenGL 3.3+ support
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- Supported Operating Systems: Windows/Linux/MacOS
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## Troubleshooting
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### Common Issues
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1. **Command Not Found**
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```bash
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# Make sure you installed with the 'tools' option
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pip install lightrag-hku[tools]
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# Verify installation
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pip list | grep lightrag-hku
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```
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2. **ModernGL Initialization Failed**
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```bash
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# Check OpenGL version
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glxinfo | grep "OpenGL version"
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# Update graphics drivers if needed
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```
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3. **Font Loading Issues**
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- The required fonts are included in the package
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- If issues persist, check your graphics drivers
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## Usage with LightRAG
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The viewer is particularly useful for:
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- Visualizing RAG knowledge graphs
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- Analyzing document relationships
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- Exploring semantic connections
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- Debugging retrieval patterns
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## Performance Optimizations
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- Efficient graphics rendering using ModernGL
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- View distance culling for label display optimization
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- Community detection algorithms for optimized visualization of large-scale graphs
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## Support
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- GitHub Issues: [LightRAG Repository](https://github.com/URL-to-lightrag)
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- Documentation: [LightRAG Docs](https://URL-to-docs)
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## License
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This tool is part of LightRAG and is distributed under the MIT License. See `LICENSE` for more information.
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Note: This visualization tool is an optional component of the LightRAG package. Install with the [tools] option to access the viewer functionality.
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setup.py
12
setup.py
@ -62,16 +62,6 @@ def read_api_requirements():
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return api_deps
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def read_extra_requirements():
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api_deps = []
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try:
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with open("./lightrag/extra/VisualizationTool/requirements.txt") as f:
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api_deps = [line.strip() for line in f if line.strip()]
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except FileNotFoundError:
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print("Warning: API requirements.txt not found.")
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return api_deps
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metadata = retrieve_metadata()
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long_description = read_long_description()
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requirements = read_requirements()
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@ -107,12 +97,10 @@ setuptools.setup(
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},
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extras_require={
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"api": read_api_requirements(), # API requirements as optional
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"tools": read_extra_requirements(), # API requirements as optional
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},
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entry_points={
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"console_scripts": [
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"lightrag-server=lightrag.api.lightrag_server:main [api]",
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"lightrag-viewer=lightrag.tools.lightrag_visualizer:main [tools]",
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],
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},
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)
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