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README.md
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@ -1142,77 +1142,6 @@ When merging entities:
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</details>
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## Entity Merging
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<details>
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<summary> <b>Merge Entities and Their Relationships</b> </summary>
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LightRAG now supports merging multiple entities into a single entity, automatically handling all relationships:
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```python
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# Basic entity merging
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rag.merge_entities(
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source_entities=["Artificial Intelligence", "AI", "Machine Intelligence"],
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target_entity="AI Technology"
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)
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```
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With custom merge strategy:
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```python
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# Define custom merge strategy for different fields
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rag.merge_entities(
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source_entities=["John Smith", "Dr. Smith", "J. Smith"],
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target_entity="John Smith",
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merge_strategy={
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"description": "concatenate", # Combine all descriptions
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"entity_type": "keep_first", # Keep the entity type from the first entity
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"source_id": "join_unique" # Combine all unique source IDs
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}
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)
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```
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With custom target entity data:
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```python
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# Specify exact values for the merged entity
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rag.merge_entities(
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source_entities=["New York", "NYC", "Big Apple"],
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target_entity="New York City",
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target_entity_data={
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"entity_type": "LOCATION",
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"description": "New York City is the most populous city in the United States.",
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}
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)
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```
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Advanced usage combining both approaches:
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```python
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# Merge company entities with both strategy and custom data
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rag.merge_entities(
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source_entities=["Microsoft Corp", "Microsoft Corporation", "MSFT"],
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target_entity="Microsoft",
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merge_strategy={
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"description": "concatenate", # Combine all descriptions
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"source_id": "join_unique" # Combine source IDs
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},
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target_entity_data={
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"entity_type": "ORGANIZATION",
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}
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)
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```
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When merging entities:
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* All relationships from source entities are redirected to the target entity
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* Duplicate relationships are intelligently merged
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* Self-relationships (loops) are prevented
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* Source entities are removed after merging
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* Relationship weights and attributes are preserved
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</details>
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## Multimodal Document Processing (RAG-Anything Integration)
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LightRAG now seamlessly integrates with [RAG-Anything](https://github.com/HKUDS/RAG-Anything), a comprehensive **All-in-One Multimodal Document Processing RAG system** built specifically for LightRAG. RAG-Anything enables advanced parsing and retrieval-augmented generation (RAG) capabilities, allowing you to handle multimodal documents seamlessly and extract structured content—including text, images, tables, and formulas—from various document formats for integration into your RAG pipeline.
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