Add RAG-based chatbot for querying ingested data #53
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Related to coderamp-labs#48 Integrate a RAG-based chatbot for querying ingested GitHub repository data. * **Backend Changes**: - Add `src/gitingest/embedding.py` to handle vectorization of repository content. - Add `src/gitingest/rag_chatbot.py` to manage retrieval and generation logic. - Add new API endpoints in `src/routers/chatbot.py` for chatbot communication. * **Frontend Updates**: - Update `src/templates/index.jinja` and `src/templates/github.jinja` to include a chatbot UI with input and response display elements. * **Dependencies**: - Update `requirements.txt` to include `sentence-transformers`, `openai`, `langchain`, and `faiss-cpu`. * **Testing**: - Add test cases in `src/gitingest/tests/test_embedding.py` to validate embedding generation and storage. - Add test cases in `src/gitingest/tests/test_rag_chatbot.py` to validate retrieval accuracy and response quality. - Add test cases in `src/gitingest/tests/test_chatbot_endpoints.py` to validate API endpoint functionality.
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Wow that was fast, very exciting thank you Unfortunately from my first tests sending prompts such as "only docs" or "python files please" didn't seem to change anything to the result, Thanks again, I believe quick drafts are a good way to iterate |
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Related to #48
Integrate a RAG-based chatbot for querying ingested GitHub repository data.
Backend Changes:
src/gitingest/embedding.pyto handle vectorization of repository content.src/gitingest/rag_chatbot.pyto manage retrieval and generation logic.src/routers/chatbot.pyfor chatbot communication.Frontend Updates:
src/templates/index.jinjaandsrc/templates/github.jinjato include a chatbot UI with input and response display elements.Dependencies:
requirements.txtto includesentence-transformers,openai,langchain, andfaiss-cpu.Testing:
src/gitingest/tests/test_embedding.pyto validate embedding generation and storage.src/gitingest/tests/test_rag_chatbot.pyto validate retrieval accuracy and response quality.src/gitingest/tests/test_chatbot_endpoints.pyto validate API endpoint functionality.