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RAG code sorting search

RAG First Principles

  • The essence of rag is knowledge organization, which is convenient for accurate search again. If there is not enough context, it should be completed in the rag knowledge organization process, such as using tree_sitter in the code to complete the problem of insufficient keywords for insufficient types.

Init

  • Setup python env
conda create -n rag-code-sorting-search python=3.11
conda activate rag-code-sorting-search
poetry install
ollama run nomic-embed-text

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RAG code sorting search, RAG knowledge organization

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  • Python 88.2%
  • Shell 11.8%