A bunch of experiments using Large Language Models

Naive RAG, Graph RAG Chatbot with LLM

Knowledge graph construction and RAG demo using LangGraph and Neo4j

A blog on what I'm learning about knowledge graphs & LLMs.

Testing RAG and GraphRAG with llamaindex/huggingface. Based on:

I am exploring the Graph RAG and its important concept. I have created this repository to work on my projects.

a simple graphrag ui using streamlit

Toy GraphRAG/Knowledge Graph implementation using The Silmarillion

GraphRAG + MongoDB

This straightforward prototype illustrates the potential benefits of integrating graph knowledge into RAG using LangChain, NetworkX, and Chroma. Please check out my story on Medium for more comprehensive details of Graph RAG.

Muzlin: a filtering toolset for semantic machine learning

Maskarama is an innovative god-simulation sandbox game where players wield omnipotent powers to shape the destinies of intricate AI-driven characters. Each character in Maskarama is a living entity with a unique memory graph, influenced by their experiences, perceptions, and interactions within dynamically evolving environments.

GraphRAG-Index-SimpleBuilder: Indexing by Azure Machine Learning

🤖GraphRAG (From Local to Global: arxiv.org/abs/2404.16130) Playground 🥦

Microsoft's graphrag using ollama and hugging face to support all LLMs (Llama3, mistral, gemma2, fine-tuned Llama3 ...).

This repository explores Microsoft GRAPHRAG working by ingesting a PDF document.

Querent

GraphRAG-SimpleUI-Builder: Advanced Data Search and Visualization

A Flask app running GraphRAG for healthcare, made with Vertex AI and Neo4j, to be deployed in a container (Cloud Run or ECS).

Facilitate the creation of graph-based Retrieval-Augmented Generation (RAG), seamless integration with OpenAI to enable advanced data querying and knowledge graph construction.