LlamaIndex (GPT Index) is a project that provides a central interface to connect your LLM's with external data. LlamaIndex is a simple, flexible interface between your external data and LLMs. It provides the following tools in an easy-to-use fashion. Provides indices over your unstructured and structured data for use with LLM's. These indices help to abstract away common boilerplate and pain points for in-context learning. Dealing with prompt limitations (e.g. 4096 tokens for Davinci) when the context is too big. Offers you a comprehensive toolset, trading off cost and performance.

Features

  • Offers data connectors to your existing data sources and data formats (API's, PDF's, docs, SQL, etc.)
  • Provides indices over your unstructured and structured data for use with LLM's. These indices help to abstract away common boilerplate and pain points for in-context learning:
  • Storing context in an easy-to-access format for prompt insertion.
  • Dealing with prompt limitations (e.g. 4096 tokens for Davinci) when context is too big.
  • Dealing with text splitting.
  • Provides users an interface to query the index (feed in an input prompt) and obtain a knowledge-augmented output.
  • Offers you a comprehensive toolset trading off cost and performance.

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License

MIT License

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Additional Project Details

Programming Language

Python

Related Categories

Python Large Language Models (LLM), Python Generative AI

Registered

2023-03-23