- Installation
- Setup API Keys
- Setup LLM and Embedding model
- Download Data
- Load Data
- Prompts for creating context for each chunk
- Utils
- Create Nodes
- Set node ids
- Create contextual nodes
- Set
- Set
- Create retrievers.
- Create retrievers using contextual nodes.
- Create Synthetic query dataset
- Evaluate retrievers with and without contextual nodes
-
Display results
- Observation: