update insert custom kg

README.md

@@ -42,9 +42,9 @@ This repository hosts the code of LightRAG. The structure of this code is based
 ## Algorithm Flowchart
 
 ![LightRAG Indexing Flowchart](https://learnopencv.com/wp-content/uploads/2024/11/LightRAG-VectorDB-Json-KV-Store-Indexing-Flowchart-scaled.jpg)
-*Figure 1: LightRAG Indexing Flowchart*
+*Figure 1: LightRAG Indexing Flowchart - Img Caption : [Source](https://learnopencv.com/lightrag/)*
 ![LightRAG Retrieval and Querying Flowchart](https://learnopencv.com/wp-content/uploads/2024/11/LightRAG-Querying-Flowchart-Dual-Level-Retrieval-Generation-Knowledge-Graphs-scaled.jpg)
-*Figure 2: LightRAG Retrieval and Querying Flowchart*
+*Figure 2: LightRAG Retrieval and Querying Flowchart - Img Caption : [Source](https://learnopencv.com/lightrag/)*
 
 ## Install
 
@@ -364,7 +364,21 @@ custom_kg = {
             "weight": 1.0,
             "source_id": "Source1"
         }
-    ]
+    ],
+    "chunks": [
+        {
+            "content": "ProductX, developed by CompanyA, has revolutionized the market with its cutting-edge features.",
+            "source_id": "Source1",
+        },
+        {
+            "content": "PersonA is a prominent researcher at UniversityB, focusing on artificial intelligence and machine learning.",
+            "source_id": "Source2",
+        },
+        {
+            "content": "None",
+            "source_id": "UNKNOWN",
+        },
+    ],
 }
 
 rag.insert_custom_kg(custom_kg)
@@ -947,56 +961,6 @@ def extract_queries(file_path):
 ```
 </details>
 
-## Code Structure
-
-```python
-.
-├── examples
-│   ├── batch_eval.py
-│   ├── generate_query.py
-│   ├── graph_visual_with_html.py
-│   ├── graph_visual_with_neo4j.py
-│   ├── lightrag_api_openai_compatible_demo.py
-│   ├── lightrag_azure_openai_demo.py
-│   ├── lightrag_bedrock_demo.py
-│   ├── lightrag_hf_demo.py
-│   ├── lightrag_lmdeploy_demo.py
-│   ├── lightrag_ollama_demo.py
-│   ├── lightrag_openai_compatible_demo.py
-│   ├── lightrag_openai_demo.py
-│   ├── lightrag_siliconcloud_demo.py
-│   └── vram_management_demo.py
-├── lightrag
-│   ├── kg
-│   │   ├── __init__.py
-│   │   └── neo4j_impl.py
-│   ├── __init__.py
-│   ├── base.py
-│   ├── lightrag.py
-│   ├── llm.py
-│   ├── operate.py
-│   ├── prompt.py
-│   ├── storage.py
-│   └── utils.py
-├── reproduce
-│   ├── Step_0.py
-│   ├── Step_1_openai_compatible.py
-│   ├── Step_1.py
-│   ├── Step_2.py
-│   ├── Step_3_openai_compatible.py
-│   └── Step_3.py
-├── .gitignore
-├── .pre-commit-config.yaml
-├── Dockerfile
-├── get_all_edges_nx.py
-├── LICENSE
-├── README.md
-├── requirements.txt
-├── setup.py
-├── test_neo4j.py
-└── test.py
-```
-
 ## Star History
 
 <a href="https://star-history.com/#HKUDS/LightRAG&Date">