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DaTaobao Tech
DaTaobao Tech
Dec 27, 2023 · Artificial Intelligence

Deploying a Private LLM Knowledge Base on a MacBook

The guide walks through installing and quantizing the open‑source ChatGLM3‑6B model and the m3e‑base embedder on a MacBook, wrapping them with a FastAPI OpenAI‑compatible service, routing requests through a One‑API gateway, storing metadata in MongoDB and vectors in PostgreSQL pgvector, deploying FastGPT for RAG, ingesting data, and demonstrating 5‑7 second response times, while outlining future improvements.

ChatGLM3DeploymentLLM
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Deploying a Private LLM Knowledge Base on a MacBook