# Docker with pgvector
docker run -d -p 5432:5432 -e POSTGRES_PASSWORD=password ankane/pgvector

pip install psycopg2-binary

from praisonai.persistence.factory import create_knowledge_store

store = create_knowledge_store(
    "pgvector",
    url="postgresql://postgres:password@localhost:5432/praisonai"
)

store.create_collection("documents", dimension=384)
store.insert("documents", [doc])
results = store.search("documents", query_embedding, limit=5)