graphragzen 0.3.0

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GraphRAGZen

GraphRAGZen is a functional, common sense, library for developing GraphRAG pipelines.

A big thank you to the team at microsoft that created GraphRAG, which is the foundation for this project.

You can find the documentation here

Motivation

GraphRAG from Microsoft makes it easy to get started with automated Graph RAG.

Sadly, the codebase is hard to read, difficult to adapt, and dataflow in the pipelines near impossible to follow.

The work done by the GraphRAG team shouldn’t be in vain, but should allow for developers to create GraphRAG applications that are maintainable, extendable and intuitive.

And so GraphRAGZen was born; the logic given by GraphRAG in a functional, common sense library...

But that's just another Graph RAG library, right?

XKCD says it well

It's early days for GraphRAG technology, and there's no standard implementation method accepted at large. This shows that there's still a lack of high quality, easy to implement solutions in the OSS space.

From experience I found that most libraries available either provide a limited set of abilities with the bulk hiding behind convoluted code (i.e. GraphRAG) or are unintuitive and rely heavily on extended documentation.

This should be easily mitigated by writing a functional library. That is, the python function is king, and the functions are named and located intuitively.

When that is established we have a toolbox that can be used as seen fit by developers. It is modular, extendable, maintainable and intuitive.