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README.md
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README.md
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## 🎉 News
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## 🎉 News
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- [x] [2024.12.31]🎯📢LightRAG now supports [deletion by document ID](https://github.com/HKUDS/LightRAG?tab=readme-ov-file#delete).
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- [x] [2024.11.25]🎯📢LightRAG now supports seamless integration of [custom knowledge graphs](https://github.com/HKUDS/LightRAG?tab=readme-ov-file#insert-custom-kg), empowering users to enhance the system with their own domain expertise.
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- [x] [2024.11.25]🎯📢LightRAG now supports seamless integration of [custom knowledge graphs](https://github.com/HKUDS/LightRAG?tab=readme-ov-file#insert-custom-kg), empowering users to enhance the system with their own domain expertise.
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- [x] [2024.11.19]🎯📢A comprehensive guide to LightRAG is now available on [LearnOpenCV](https://learnopencv.com/lightrag). Many thanks to the blog author.
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- [x] [2024.11.19]🎯📢A comprehensive guide to LightRAG is now available on [LearnOpenCV](https://learnopencv.com/lightrag). Many thanks to the blog author.
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- [x] [2024.11.12]🎯📢LightRAG now supports [Oracle Database 23ai for all storage types (KV, vector, and graph)](https://github.com/HKUDS/LightRAG/blob/main/examples/lightrag_oracle_demo.py).
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- [x] [2024.11.12]🎯📢LightRAG now supports [Oracle Database 23ai for all storage types (KV, vector, and graph)](https://github.com/HKUDS/LightRAG/blob/main/examples/lightrag_oracle_demo.py).
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- [x] [2024.11.11]🎯📢LightRAG now supports [deleting entities by their names](https://github.com/HKUDS/LightRAG?tab=readme-ov-file#delete-entity).
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- [x] [2024.11.11]🎯📢LightRAG now supports [deleting entities by their names](https://github.com/HKUDS/LightRAG?tab=readme-ov-file#delete).
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- [x] [2024.11.09]🎯📢Introducing the [LightRAG Gui](https://lightrag-gui.streamlit.app), which allows you to insert, query, visualize, and download LightRAG knowledge.
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- [x] [2024.11.09]🎯📢Introducing the [LightRAG Gui](https://lightrag-gui.streamlit.app), which allows you to insert, query, visualize, and download LightRAG knowledge.
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- [x] [2024.11.04]🎯📢You can now [use Neo4J for Storage](https://github.com/HKUDS/LightRAG?tab=readme-ov-file#using-neo4j-for-storage).
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- [x] [2024.11.04]🎯📢You can now [use Neo4J for Storage](https://github.com/HKUDS/LightRAG?tab=readme-ov-file#using-neo4j-for-storage).
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- [x] [2024.10.29]🎯📢LightRAG now supports multiple file types, including PDF, DOC, PPT, and CSV via `textract`.
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- [x] [2024.10.29]🎯📢LightRAG now supports multiple file types, including PDF, DOC, PPT, and CSV via `textract`.
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@@ -412,10 +413,9 @@ custom_kg = {
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rag.insert_custom_kg(custom_kg)
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rag.insert_custom_kg(custom_kg)
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```
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```
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### Delete Entity
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### Delete
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```python
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```python
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# Delete Entity: Deleting entities by their names
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rag = LightRAG(
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rag = LightRAG(
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working_dir=WORKING_DIR,
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working_dir=WORKING_DIR,
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llm_model_func=llm_model_func,
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llm_model_func=llm_model_func,
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@@ -426,7 +426,11 @@ rag = LightRAG(
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),
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),
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)
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)
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# Delete Entity: Deleting entities by their names
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rag.delete_by_entity("Project Gutenberg")
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rag.delete_by_entity("Project Gutenberg")
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# Delete Document: Deleting entities and relationships associated with the document by doc id
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rag.delete_by_doc_id("doc_id")
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```
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```
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### Multi-file Type Support
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### Multi-file Type Support
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from .lightrag import LightRAG as LightRAG, QueryParam as QueryParam
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from .lightrag import LightRAG as LightRAG, QueryParam as QueryParam
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__version__ = "1.0.8"
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__version__ = "1.0.9"
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__author__ = "Zirui Guo"
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__author__ = "Zirui Guo"
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__url__ = "https://github.com/HKUDS/LightRAG"
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__url__ = "https://github.com/HKUDS/LightRAG"
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