Llama Index

LlamaIndex

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LlamaIndex

LlamaIndex (formerly GPT Index) is a data interface for LLMs. It provides tools for building RAG applications, connecting external data sources to LLMs.

Key Concepts

  • Data connectors (loaders)
  • Index structures
  • Query engines
  • Retrievers
  • Data agents

Common Use Cases

  • RAG over documents
  • Knowledge bases
  • Q&A systems
  • Document summarization
  • Multi-modal RAG

Best Practices

  • Choose appropriate index type for data
  • Implement proper chunking strategies
  • Use hybrid retrieval for better results
  • Cache frequently accessed data
  • Implement proper filtering

Resources

  • Docs: docs.llamaindex.ai
  • Related Skills: langchain, vector-databases, rag

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Frequently asked questions

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