LLamaRecipes/3p-integrations/llamaindex/dlai_agentic_rag

Building Agentic RAG with Llamaindex

The folder here contains the Llama 3 ported notebooks of the DLAI short course Building Agentic RAG with Llamaindex.

1. Building Agentic RAG with Llamaindex L1 Router Engine shows how to implement a simple agentic RAG, a router that will pick up one of several query tools (question answering or summarization) to execute a query on a single document. Note this notebook is located in the quickstart folder.

2. Building Agentic RAG with Llamaindex L2 Tool Calling shows how to use Llama 3 to not only pick a function to execute, but also infer an argument to pass through the function.

3. Building Agentic RAG with Llamaindex L3 Building an Agent Reasoning Loop shows how to define a complete agent reasoning loop to reason over tools and multiple steps on a complex question the user asks about a single document while maintaining memory.

4. Building Agentic RAG with Llamaindex L4 Building a Multi-Document Agent shows how to use an agent to handle multiple documents and increasing degrees of complexity.