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Autoflow framework #637

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@Mini256 Mini256 commented Feb 28, 2025

Milestone 1: A small MVP for Knowledge base API

  • LLM Manager (manage chat model / embedding model / reranker model) (powered by LiteLLM)
  • Add document store (Support vector search)
    • Reranker
  • Add knowledge graph store
  • Add KnowledgeBase class (knowledge isolation)
    • Import documents from datasource
    • Import documents from files
    • Search documents
    • Search knowledge graph

Quickstart:

https://github.com/pingcap/autoflow/blob/98f992e48e88ccfa92b9394c9bd36c422d6a8313/core/tests/quickstart.ipynb

Milestone 2: Low level storage

  • Low level Stoarge API (Table / SQLModel)

Milestone 3: Extensibility

  • Custom Chunker (chunking)
  • Custom Metadata Extractor

Milestone 4:Built-in application

  • Chat App
  • Text2SQL App

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