torstenvolk / pansophy

knowledge graph with LLMs

Pansophy

Pansophy is an AI-powered knowledge visualization tool. Dive deep into any topic and get a comprehensive, interconnected perspective with detailed knowledge graphs.

Devpost Link

Inspiration

In today's information era, understanding and visualizing the vast amounts of knowledge available is crucial. Pansophy was inspired by the need for a tool that can represent complex information in an interconnected and easily digestible manner.

Why Pansophy?

"Pansophy" is derived from the term "pansophism", which originates from two Greek words: "pan", meaning "all", and "sophia", meaning "wisdom". Pansophism is a philosophical concept that represents the idea of acquiring universal knowledge or wisdom.

Tech Stack

• Streamlit: For the web application interface.
• OpenAI: The LLM models that generates the knowledge graphs.
• instructor: Structured extraction from openai function calls.
• Graphviz & Pyvis: Libraries for visualizing the knowledge graphs.

App

sample graph generated

How to Run the App

1. Ensure you have Python >=3.8 installed.
2. Clone this repository:

   git clone <repository-url>

3. Navigate to the project directory:

   cd path-to-project-directory

4. Install the required dependencies:

   pip install -r requirements.txt

5. Set up your .streamlit/secrets.toml with the OpenAI API key:

   OPENAI_API_KEY = "your_openai_api_key_here"

6. Run the CLI

   python knowledge_graph.py

7. Run the Streamlit app:

   streamlit run app.py

Feedback & Contributions

Feel free to open issues or PRs if you have suggestions, improvements, or bug fixes. Your feedback is highly appreciated!

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References

Instructor

• knowledge graph

pyvis

• Network class

graphviz

• render
• ratio

webbrowser

• docs