GraphRAG tutorials for Beginner
Codes and theory explained with examples
GraphRAG has been the talk of the town since Microsoft released the viral gitrepo on GraphRAG, which uses Knowledge Graphs for the RAG framework to talk to external resources compared to vector DBs as in the case of standard RAG.
My debut book: LangChain in your Pocket is out !!
This blog post explores different tutorials I’ve prepared for GraphRAG that can help beginners get started
What is GraphRAG?
How GraphRAG works?
GraphRAG using LangChain
GraphRAG for CSV data
GraphRAG for JSON
Knowledge Graphs using LangChain
RAG vs GraphRAG
So let’s get started
What is GraphRAG?
GraphRAG is an advanced version of standard RAG where the LLM can chat with your external documents. In standard RAG, we use vector DBs but for GraphRAG, it is Knowledge Graphs. Find the detailed explanation below:
How GraphRAG work?
The below tutorial explains how GraphRAG works, starting from
Knowledge Graph creation
Community detection and summarization
Retrieval
Now, let’s talk about some coding tutorials
GraphRAG using LangChain
This coding exercise talks about how to create your first basic GraphRAG application using LangChain’s LLMGraphTransformer using any LLM over a given text data
GraphRAG for CSV file
What if you need to build a RAG system over CSV data? Even this can be done and that too, following a lesser number of steps. Check the full demonstration here:
GraphRAG for JSON
This is actually interesting where we will first
Convert JSON to unstructure text
Create Knowledge Graph on this unstructured text
Create GraphQARetrieval chain
Knowledge Graphs using LangChain
Knowledge graphs can be useful for GraphRAG and analysing your data, especially when the data has a visible graph structure. This video explains how we can create Knowledge Graphs using LangChain
RAG vs GraphRAG
Last, but not least, this video explains the difference between RAG and GraphRAG at various criteria like complexity, when to use, cost etc helping you to decide what to use when
Hope this list of tutorials is helpful for you to understand GraphRAG!
