BastinFlorian/RAG-on-GCP-with-VertexAI
Create a Chatbot app on your own data with GCP tools
Implements retrieval-augmented generation (RAG) by combining Vertex AI Search's vector embeddings with Confluence data sources, enabling semantic question-answering over proprietary documentation. The architecture extracts and chunks Confluence pages, generates embeddings via Vertex AI, stores them in a vector index, and deploys a Cloud Run chatbot endpoint that retrieves relevant context to ground LLM responses. Infrastructure-as-code deployment via Terraform automates the entire GCP setup including artifact registry, secret management, and index endpoint provisioning.
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58
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19
Language
Python
License
Apache-2.0
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Last pushed
Dec 01, 2023
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