LlamaIndex
LlamaIndex is a framework for building large language model (LLM) applications.
LlamaIndex and Weaviate
Weaviate is a supported vector store in LlamaIndex.
Create a vector store:
vector_store = WeaviateVectorStore(weaviate_client=client, index_name="LlamaIndex")
Our Resources
The resources are broken into two categories:
Hands on Learning: Build your technical understanding with end-to-end tutorials.
Read and Listen: Develop your conceptual understanding of these technologies.
Hands on Learning
| Topic | Description | Resource |
|---|---|---|
| Data Loaders in LlamaIndex | Learn how to load data into Weaviate using LlamaIndex, and how to connect LlamaIndex to an existing Weaviate cluster. | Notebook |
| Indexes in LlamaIndex | Learn about the various indexes you can build in LlamaIndex. | Notebook |
| Recursive Query Engine | Learn how to build a recursive query engine. | Notebook |
| Self Correcting Query Engine | Setup your vector store and build a self-correcting query engine. | Notebook |
| Simple Query Engine | Build a simple query engine | Notebook |
| SQL Router Query Engine | Build a SQL Query Engine to search through your vector and SQL database. | Notebook |
| Sub-Question Query Engine | Build a query engine that will break down a complex question into multiple parts. | Notebook |
| Advanced RAG | This notebook walks you through an advanced Retrieval-Augmented Generation (RAG) pipeline using LlamaIndex and Weaviate. | Notebook |
| Naive RAG | This notebook walks you through a naive Retrieval-Augmented Generation (RAG) pipeline using LlamaIndex and Weaviate. | Notebook |
Read and Listen
| Topic | Description | Resource |
|---|---|---|
| Episode 1: Data Loading | This episode shows you how to connect your data to LlamaIndex and Weaviate. | Video |
| Episode 2: Indexes in LlamaIndex | The video covers the three LlamaIndex indexes (Vector Store Index, List Index, and Tree Index) and walks through the architecture design. The video ends with a demo using the Vector Store Index and List Index. | Video |
| Episode 3: RAG Techniques in LlamaIndex | Learn about four query engines implemented in LlamaIndex. | Video |
| LlamaIndex and Weaviate Blog | An introduction on LlamaIndex and an overview of the integration. | Blog |