Graph RAG
Project description
Knwl
A clean Graph RAG implementation.
The current implementation is rather old and there is a major effort ongoing in the v2 branch.
Query modes
Local
-
low-level keywords are matched against nodes, called the primary nodes
-
relationship neighborhood around these primary nodes is considered
The context consists of:
- primary node records/table consisting of name, type, and description
- relationship records/table consisting of source, target, type, and description
- chunks taken from the primary nodes
Global
- high-level keywords are matched against edges
The context consists of:
- node endpoints of the edges
- edge records/table consisting of source, target, type, and description
- chunks taken from the edges
Naive
The simply gives the question to the chunks and is added as context.
Hybrid
The hybrid mode is a combination of the local and global modes. It takes the local and global contexts, combines it as augmentation.
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