Vector Database on ByF (BaiFan) · Daily Deep Think

PostgreSQL + pgvector in Docker: A Complete Setup Guide

blog@baifan.site (ByF (BaiFan)) — Tue, 02 Sep 2025 14:00:00 +0800

🐘 Installing and Deploying PostgreSQL + pgvector in Docker
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This article shows how to quickly deploy a PostgreSQL database with the pgvector extension in a Docker Compose environment, so your local or development setup can support vector retrieval and AI applications (LangChain, RAG, semantic search, and the like).

📦 1. Prepare the Environment
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Make sure your system has:

RAG Complete Guide: Build a Local RAG System from Scratch

blog@baifan.site (ByF (BaiFan)) — Wed, 27 Aug 2025 14:00:00 +0800

Building a Local RAG with LangChain + Ollama + pgvector: A Complete Hands-On Walkthrough from 0 to 1 (with uv Dependency Management and an Interview Guide)
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This post is a directly actionable document. Follow it top to bottom and you will build a local RAG (retrieval-augmented generation) system from scratch and understand the key concepts and code. All core scripts come with comments to make learning and interview review easier.

Vector Database on ByF (BaiFan) · Daily Deep Think

PostgreSQL + pgvector in Docker: A Complete Setup Guide

🐘 Installing and Deploying PostgreSQL + pgvector in Docker #

📦 1. Prepare the Environment #

RAG Complete Guide: Build a Local RAG System from Scratch

Building a Local RAG with LangChain + Ollama + pgvector: A Complete Hands-On Walkthrough from 0 to 1 (with uv Dependency Management and an Interview Guide) #

🐘 Installing and Deploying PostgreSQL + pgvector in Docker
#

📦 1. Prepare the Environment
#

Building a Local RAG with LangChain + Ollama + pgvector: A Complete Hands-On Walkthrough from 0 to 1 (with uv Dependency Management and an Interview Guide)
#