pg_embedding is an open-source package for vector similarity search using Postgres and the Hierarchical Navigable Small Worlds algorithm for approximate nearest neighbor search.

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Installation and Setup

We need to install several python packages. 
pip install psycopg2-binary

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Vector Store

See a usage example. 
from langchain_community.vectorstores import PGEmbedding