Knowledge Graph for Napoleon History Using Neo4j

Watch demo on my linkedin:

https://www.linkedin.com/posts/homayounsrp_graphrag-vectorrag-activity-7223765289434296320-5rQC?utm_source=share&utm_medium=member_ios

Detailed Implementation Tutorial

https://medium.com/@homayoun.srp/building-a-knowledge-graph-for-rag-using-neo4j-e69d3441d843

This project is divided into two main parts:

1. Designing the Knowledge Graph and Ingesting Data
2. Retrieving Data from the Knowledge Graph To clone this repository, run:

git clone https://github.com/homayounsr/Knowledge-Graph-for-RAG-using-Neo4j

Install Poetry if you haven't already:

pip install poetry

Then, install the project dependencies:

poetry install

Use main.py to run the application

Using Your Own Data

If you want to use your personal data, follow these steps:

1. Place your raw data into the Data folder.
2. Clean the data using the preprocessing script.
3. Convert the cleaned text data to JSON using the text2json script.
4. Design your custom knowledge graph by modifying the Nodes_and_Relationships.ipynb notebook in the knowledge_graph folder.
5. Use the generated JSON file as input for your knowledge graph.
6. Modify Chunking.py to chunk your file and extract properties from it

Contribution

Contributions are welcome! Please submit a pull request or open an issue if you have suggestions or improvements. If you have any questions you can send an email to [email protected]